commit 4766a6bae0694f9de9ec65bbc91449c19351a193
Author: Étienne Simon <esimon@esimon.eu>
Date: Sat, 16 Aug 2025 09:26:35 +0200
Initial release
Diffstat:
172 files changed, 40960 insertions(+), 0 deletions(-)
diff --git a/.gitignore b/.gitignore
@@ -0,0 +1,162 @@
+# Byte-compiled / optimized / DLL files
+__pycache__/
+*.py[cod]
+*$py.class
+
+# C extensions
+*.so
+
+# Distribution / packaging
+.Python
+build/
+develop-eggs/
+dist/
+downloads/
+eggs/
+.eggs/
+lib/
+lib64/
+parts/
+sdist/
+var/
+wheels/
+share/python-wheels/
+*.egg-info/
+.installed.cfg
+*.egg
+MANIFEST
+
+# PyInstaller
+# Usually these files are written by a python script from a template
+# before PyInstaller builds the exe, so as to inject date/other infos into it.
+*.manifest
+*.spec
+
+# Installer logs
+pip-log.txt
+pip-delete-this-directory.txt
+
+# Unit test / coverage reports
+htmlcov/
+.tox/
+.nox/
+.coverage
+.coverage.*
+.cache
+nosetests.xml
+coverage.xml
+*.cover
+*.py,cover
+.hypothesis/
+.pytest_cache/
+cover/
+
+# Translations
+*.mo
+*.pot
+
+# Django stuff:
+*.log
+local_settings.py
+db.sqlite3
+db.sqlite3-journal
+
+# Flask stuff:
+instance/
+.webassets-cache
+
+# Scrapy stuff:
+.scrapy
+
+# Sphinx documentation
+docs/_build/
+
+# PyBuilder
+.pybuilder/
+target/
+
+# Jupyter Notebook
+.ipynb_checkpoints
+
+# IPython
+profile_default/
+ipython_config.py
+
+# pyenv
+# For a library or package, you might want to ignore these files since the code is
+# intended to run in multiple environments; otherwise, check them in:
+# .python-version
+
+# pipenv
+# According to pypa/pipenv#598, it is recommended to include Pipfile.lock in version control.
+# However, in case of collaboration, if having platform-specific dependencies or dependencies
+# having no cross-platform support, pipenv may install dependencies that don't work, or not
+# install all needed dependencies.
+#Pipfile.lock
+
+# poetry
+# Similar to Pipfile.lock, it is generally recommended to include poetry.lock in version control.
+# This is especially recommended for binary packages to ensure reproducibility, and is more
+# commonly ignored for libraries.
+# https://python-poetry.org/docs/basic-usage/#commit-your-poetrylock-file-to-version-control
+#poetry.lock
+
+# pdm
+# Similar to Pipfile.lock, it is generally recommended to include pdm.lock in version control.
+#pdm.lock
+# pdm stores project-wide configurations in .pdm.toml, but it is recommended to not include it
+# in version control.
+# https://pdm.fming.dev/latest/usage/project/#working-with-version-control
+.pdm.toml
+.pdm-python
+.pdm-build/
+
+# PEP 582; used by e.g. github.com/David-OConnor/pyflow and github.com/pdm-project/pdm
+__pypackages__/
+
+# Celery stuff
+celerybeat-schedule
+celerybeat.pid
+
+# SageMath parsed files
+*.sage.py
+
+# Environments
+.env
+.venv
+env/
+venv/
+ENV/
+env.bak/
+venv.bak/
+
+# Spyder project settings
+.spyderproject
+.spyproject
+
+# Rope project settings
+.ropeproject
+
+# mkdocs documentation
+/site
+
+# mypy
+.mypy_cache/
+.dmypy.json
+dmypy.json
+
+# Pyre type checker
+.pyre/
+
+# pytype static type analyzer
+.pytype/
+
+# Cython debug symbols
+cython_debug/
+
+# PyCharm
+# JetBrains specific template is maintained in a separate JetBrains.gitignore that can
+# be found at https://github.com/github/gitignore/blob/main/Global/JetBrains.gitignore
+# and can be added to the global gitignore or merged into this file. For a more nuclear
+# option (not recommended) you can uncomment the following to ignore the entire idea folder.
+#.idea/
diff --git a/LICENSE b/LICENSE
@@ -0,0 +1,661 @@
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diff --git a/README.md b/README.md
@@ -0,0 +1,40 @@
+# UCDP-AEC (Abstractive Event analysis Corpus)
+
+This repository contains the software and data associated with the paper:<br>
+**Abstractive Event Analysis of Armed Conflicts: Introducing the UCDP-AEC Dataset**
+
+## Dataset Preparation
+
+The [data directory](data/UCDP-AEC-ids) contains the dataset splits in two formats: huggingface datasets (e.g. `datasets.load_from_disk("train")`) and `jsonl`.
+In both cases, the `source_article` field contains [HPLT](https://hplt-project.org/datasets/v2.0) document IDs.
+The easiest way to work with this dataset is to first replace those IDs by the actual HPLT documents.
+To that end the following script is provided:
+```sh
+python aec/ids_to_documents.py data/UCDP-AEC data/UCDP-AEC-ids
+```
+If you don't want to install huggingface datasets library, you can convert only the `jsonl` files by adding the `-J` argument to that command:
+```sh
+python aec/ids_to_documents.py -J data/UCDP-AEC data/UCDP-AEC-ids
+```
+
+## Evaluation Script
+
+For model evaluation, generate a jsonl files with one prediction per line such as:
+```json
+{"id": 442069, "side_a_name": "Government of Myanmar (Burma)", "side_b_name": "ULA", "start_date": "2022-05-26", "end_date": "2022-05-26", "location_root_name": "Myanmar (Burma)", "location_adm1_name": "Chin state", "location_adm2_name": "Mindat district", "location_where_name": "Paletwa town", "deaths_side_a": 2, "deaths_side_b": 0, "deaths_civilian": 0, "deaths_unknown": 0, "deaths_low": 2, "deaths_high": 3}
+```
+Note that id and deaths fields are typed as integers, everything else is typed as strings.
+
+It's a good practice to drop those fields (except `id`) from the test set after loading it to make sure you're using generate and not teacher forcing. Then use [aec/evaluate.py](aec/evaluate.py) to evaluate the model.
+
+## Other Code Released
+
+The `hplt_align` directory contains code used for HPLT document matching.
+
+The `analysis` directory contains scripts we used to generate the statistics given in the paper.
+
+The `baselines` directory contains model code used in the experiments, some subdirectories are modified version of existing code: [Text2Event](https://github.com/luyaojie/Text2Event) and [DEGREE](https://github.com/PlusLabNLP/DEGREE). See the dedicated [README](baselines/README.md) for details on how to run the models.
+
+## Licence
+
+We release all the code in this repository under GNU AGPL licence with the exception of the content of the `baselines/Text2Event` and `baselines/DEGREE` directories which keep the licences of their original authors. We release our modifications to these directories under the same licence as the original code, that is MIT for Text2Event and Apache 2.0 for DEGREE.
diff --git a/aec/evaluate.py b/aec/evaluate.py
@@ -0,0 +1,200 @@
+from __future__ import annotations
+
+from typing import Any, ClassVar, cast
+import argparse
+import datetime
+import itertools
+import json
+import logging
+import pathlib
+import sys
+
+import datasets
+import tqdm
+import torch
+import transformers
+
+
+logger: logging.Logger = logging.getLogger(__name__)
+
+
+FIELDS: set[str] = {
+ "side_a_name", "side_b_name", # Actors
+ "start_date", "end_date", # Time
+ "location_root_name", "location_adm1_name", "location_adm2_name", "location_where_name", # Location
+ "deaths_side_a", "deaths_side_b", "deaths_civilian", "deaths_unknown", "deaths_low", "deaths_high", # Deaths
+}
+
+
+SEMANTIC_MODEL: str = "google-bert/bert-base-uncased" # "sentence-transformers/all-mpnet-base-v2"
+
+
+class Metrics:
+ ACCURACY_FIELDS: set[str] = FIELDS
+
+ RMSE_FIELDS: set[str] = {
+ "start_date", "end_date",
+ "deaths_side_a", "deaths_side_b", "deaths_civilian", "deaths_unknown", "deaths_low", "deaths_high",
+ }
+
+ def __init__(self: Metrics, dataset: datasets.Dataset | None) -> None:
+ self.sample_count: int = 0
+ self.correct: dict[str, int] = { field: 0 for field in self.ACCURACY_FIELDS }
+ self.square_error: dict[str, int] = { field: 0 for field in self.RMSE_FIELDS }
+ self.semantic_evaluation: bool = dataset is not None
+ if self.semantic_evaluation:
+ self.cosine: dict[str, float] = { field: 0 for field in self.ACCURACY_FIELDS }
+ self.reciprocal_rank: dict[str, float] = { field: 0 for field in self.ACCURACY_FIELDS }
+ self.precision1: dict[str, int] = { field: 0 for field in self.ACCURACY_FIELDS }
+ self._semantic_init(dataset)
+
+ def _semantic_init(self: Metrics, dataset: datasets.Dataset) -> None:
+ self._semantic_tokenizer = transformers.AutoTokenizer.from_pretrained(SEMANTIC_MODEL)
+ self._semantic_model = transformers.AutoModel.from_pretrained(SEMANTIC_MODEL)
+ self._candidates: dict[str, list[str]] = { field: list(map(str, set(dataset[field]))) for field in self.ACCURACY_FIELDS }
+ self._embedding_cache: dict[str, torch.Tensor] = {}
+ all_values: set[str] = set(itertools.chain(*self._candidates.values()))
+ self._embedding_cache = {key: self._semantic_embedding(key) for key in tqdm.tqdm(all_values, desc="Embedding gold candidates")}
+ self._candidates_embeddings: dict[str, torch.Tensor] = {field: torch.stack([self._embedding_cache[key] for key in candidate_values]) for field, candidate_values in self._candidates.items()}
+
+ def _semantic_embedding(self: Metrics, value: str) -> torch.Tensor:
+ if value in self._embedding_cache:
+ return self._embedding_cache[value]
+ with torch.no_grad():
+ input_tensors: dict[str, torch.Tensor] = self._semantic_tokenizer(value, return_tensors="pt")
+ cls_embedding: torch.Tensor = self._semantic_model(**input_tensors).last_hidden_state[0,0]
+ return cls_embedding
+
+ def _update_semantic_evaluation(self: Metrics, field: str, gold: str, prediction: str | None) -> None:
+ if prediction is None:
+ self.cosine[field] += -1
+ return # MRR is 0
+
+ gold_index: int = self._candidates[field].index(gold)
+ prediction_embedding: torch.Tensor = self._semantic_embedding(prediction)
+ similarities: torch.Tensor = torch.cosine_similarity(self._candidates_embeddings[field], prediction_embedding)
+ self.cosine[field] += cast(float, similarities[gold_index].item())
+ ranks: list[int] = cast(list[int], torch.argsort(similarities, descending=True).tolist())
+ gold_rank: int = ranks.index(gold_index)
+ self.reciprocal_rank[field] += 1/(1+gold_rank)
+ self.precision1[field] += (gold_rank == 0)
+
+ def update(self: Metrics, gold: dict[str, Any], prediction: dict[str, Any]) -> None:
+ self.sample_count += 1
+
+ missing_fields: set[str] = FIELDS - prediction.keys()
+ if missing_fields:
+ logger.warning(f"Missing predicted field{'s' if len(missing_fields)>1 else ''} for sample id={gold['id']}: {', '.join(missing_fields)}")
+
+ gold = {key: value.strip() if isinstance(value, str) else value for key, value in gold.items()}
+ prediction = {key: value.strip() if isinstance(value, str) else value for key, value in prediction.items()}
+
+ # The actors are permutation invariant, if inverting them would get a better accuracy
+ if gold["side_a_name"] != prediction.get("side_a_name") and gold["side_b_name"] != prediction.get("side_b_name") \
+ and (gold["side_a_name"] == prediction.get("side_b_name") or gold["side_b_name"] == prediction.get("side_a_name")):
+ logger.debug(f"Switching sides for sample id={gold['id']}")
+ # invert the name of the actors
+ prediction["side_a_name"], prediction["side_b_name"] = prediction.get("side_b_name"), prediction.get("side_a_name")
+ # invert the number of deaths on each side
+ prediction["deaths_side_a"], prediction["deaths_side_b"] = prediction.get("deaths_side_b"), prediction.get("deaths_side_a")
+
+ for field in self.ACCURACY_FIELDS:
+ self.correct[field] += (str(prediction.get(field, "")) == str(gold[field]))
+ if self.semantic_evaluation:
+ self._update_semantic_evaluation(field, str(gold[field]), str(prediction[field]) if field in prediction else None)
+
+ for field in self.RMSE_FIELDS:
+ # The field might have been set to None by the actor inversion logic
+ prediction_value = prediction.get(field)
+ if field.startswith("deaths_"):
+ if prediction_value is None:
+ prediction_value = 0
+ difference = (gold[field] - prediction_value)**2
+ elif field.endswith("_date"):
+ if isinstance(prediction_value, str):
+ try:
+ prediction_value = datetime.date.fromisoformat(prediction_value)
+ except ValueError:
+ logger.info(f"Couldn't parse {field} as date for sample id={gold['id']}")
+ prediction_value = None
+ if prediction_value is None:
+ prediction_value = gold["source_date"].date()
+ difference = (gold[field] - prediction_value).days**2
+ self.square_error[field] += difference
+
+ def report(self: Metrics) -> None:
+ measures: list[str] = ["accuracy"]
+ atoms: dict[str, float] = {}
+ for field in self.ACCURACY_FIELDS:
+ atoms[f"{field} accuracy"] = 100 * self.correct[field] / self.sample_count
+ for field in self.RMSE_FIELDS:
+ atoms[f"{field} RMSE"] = (self.square_error[field] / self.sample_count)**0.5
+ if self.semantic_evaluation:
+ measures.extend(["semantic MRR", "semantic p@1", "semantic cos"])
+ for field in self.ACCURACY_FIELDS:
+ atoms[f"{field} semantic MRR"] = self.reciprocal_rank[field] / self.sample_count
+ atoms[f"{field} semantic p@1"] = self.precision1[field] / self.sample_count
+ atoms[f"{field} semantic cos"] = self.cosine[field] / self.sample_count
+
+ aggregates: dict[str, float] = {}
+ for measure in measures:
+ aggregates[f"actor {measure}"] = (atoms[f"side_a_name {measure}"] + atoms[f"side_b_name {measure}"]) / 2
+ aggregates[f"date {measure}"] = (atoms[f"start_date {measure}"] + atoms[f"end_date {measure}"]) / 2
+ aggregates[f"location {measure}"] = (atoms[f"location_root_name {measure}"] + atoms[f"location_adm1_name {measure}"] + atoms[f"location_adm2_name {measure}"] + atoms[f"location_where_name {measure}"]) / 4
+ aggregates[f"deaths {measure}"] = (atoms[f"deaths_side_a {measure}"] + atoms[f"deaths_side_b {measure}"] + atoms[f"deaths_civilian {measure}"] + atoms[f"deaths_unknown {measure}"] + atoms[f"deaths_low {measure}"] + atoms[f"deaths_high {measure}"]) / 6
+ aggregates[f"aggregate {measure}"] = (aggregates[f"actor {measure}"] + aggregates[f"date {measure}"] + aggregates[f"location {measure}"] + aggregates[f"deaths {measure}"]) / 4
+ aggregates["date RMSE"] = (atoms["start_date RMSE"] + atoms["end_date RMSE"]) / 2
+ aggregates["deaths RMSE"] = (atoms["deaths_side_a RMSE"] + atoms["deaths_side_b RMSE"] + atoms["deaths_civilian RMSE"] + atoms["deaths_unknown RMSE"] + atoms["deaths_low RMSE"] + atoms["deaths_high RMSE"]) / 6
+
+ print(json.dumps(atoms | aggregates))
+ for result in [atoms, aggregates]:
+ print(38*"=")
+ for field, value in result.items():
+ if field.endswith("accuracy"):
+ print(f"{field:<32} | {value:7.1f}")
+ else:
+ print(f"{field:<32} | {value:7.4f}")
+
+
+def parse_command_argument() -> argparse.Namespace:
+ """ Parse command line arguments. """
+ parser = argparse.ArgumentParser(description="Update a huggingface dataset using a minhash input and output.")
+ parser.add_argument("split", type=pathlib.Path, help="Path to the target dataset split.")
+ parser.add_argument("prediction", type=pathlib.Path, help="Path to the jsonl prediction file.")
+ parser.add_argument("-d", "--debug", action="store_const", dest="loglevel", const=logging.DEBUG, default=logging.WARNING, help="Print lots of debugging statements.")
+ parser.add_argument("-s", "--no-semantic", action="store_true", help="Do not run semantic evaluation.")
+ parser.add_argument("-v", "--verbose", action="store_const", dest="loglevel", const=logging.INFO, help="Be verbose.")
+ args: argparse.Namespace = parser.parse_args()
+ return args
+
+
+def main(split_path: pathlib.Path, prediction_path: pathlib.Path, semantic: bool) -> None:
+ predictions: dict[int, dict[str, Any]] = {}
+ with prediction_path.open("r") as prediction_file:
+ for line_number, prediction_line in enumerate(prediction_file):
+ prediction: dict[str, Any] = json.loads(prediction_line)
+ if "id" not in prediction:
+ logger.fatal(f"Prediction file contains an object without id line {line_number+1}.")
+ sys.exit(1)
+ predictions[prediction["id"]] = prediction
+
+ dataset: datasets.Dataset
+ if semantic:
+ splits: dict[str, datasets.Dataset] = {split: datasets.load_from_disk(str(split_path / ".." / split))
+ for split in ["train", "validation", "test"]}
+ dataset = splits[split_path.stem]
+ metrics = Metrics(datasets.concatenate_datasets(splits.values()))
+ else:
+ dataset = datasets.load_from_disk(str(split_path))
+ metrics = Metrics(None)
+ for sample in tqdm.tqdm(dataset, desc="Scoring samples"):
+ if sample["id"] not in predictions:
+ logger.warning(f"Missing prediction for sample id={sample['id']}")
+ metrics.update(sample, predictions.get(sample["id"], {}))
+ metrics.report()
+
+
+if __name__ == "__main__":
+ args: argparse.Namespace = parse_command_argument()
+ logging.basicConfig(level=args.loglevel)
+ main(split_path=args.split, prediction_path=args.prediction, semantic=not args.no_semantic)
diff --git a/aec/fuzzy_align.py b/aec/fuzzy_align.py
@@ -0,0 +1,84 @@
+import re
+import numpy
+
+
+BREAK_PENALTY = 10 # Penalty if variable is not preceded by space or followed by space/period.
+TEMPLATE_MARKER = '\1' # Template marker for variables
+POST_TEMPLATE_VALID = " .," # Unpenalized characters after template variable
+PRE_TEMPLATE_VALID = " " # Unpenalized characters before template variable
+
+
+class FuzzyAlign:
+ """
+ Use a Levenshtein algorithm to fuzzily align the output of a model with its template.
+
+ As currently written, the variables must always be preceded by a space in the template.
+ Furthermore, the following character is expected to be one of POST_TEMPLATE_VALID.
+ In any case, when matching, a PRE_TEMPLATE_VALID will be enforced before a variable and any POST_TEMPLATE_VALID character will match the template just after a variable.
+ """
+ def __init__(self, template):
+ self.fields = re.findall(r"{([^}]+)}", template)
+ self.template = re.sub(" {[^}]*}", TEMPLATE_MARKER, template)
+
+ def __call__(self, prediction):
+ m = numpy.empty((len(prediction)+1, len(self.template)+1), dtype=numpy.int64)
+ parents = numpy.zeros((len(prediction)+1, len(self.template)+1), dtype=numpy.int8)
+
+ m[:, 0] = numpy.arange(len(prediction)+1)
+
+ template_init = (numpy.array(list(self.template))==TEMPLATE_MARKER)*(BREAK_PENALTY-1)+1
+ m[0, 1:] = template_init.cumsum()
+
+
+ for y in range(1, len(prediction)+1):
+ for x in range(1, len(self.template)+1):
+ if x>1 and self.template[x-2] == TEMPLATE_MARKER:
+ addition = 1
+ deletion = BREAK_PENALTY
+ transformation = (0 if prediction[y-1] in POST_TEMPLATE_VALID else BREAK_PENALTY)
+ elif self.template[x-1] == TEMPLATE_MARKER:
+ addition = 0
+ deletion = BREAK_PENALTY
+ transformation = (0 if prediction[y-1] in PRE_TEMPLATE_VALID else BREAK_PENALTY)
+ else:
+ addition = 1
+ deletion = 1
+ transformation = (self.template[x-1] != prediction[y-1])
+
+ m[y][x] = min(m[y-1][x] + addition, m[y][x-1] + deletion, m[y-1][x-1] + transformation)
+ if m[y-1][x] + addition == m[y][x]:
+ parents[y][x] |= 1
+ if m[y][x-1] + deletion == m[y][x]:
+ parents[y][x] |= 2
+ if m[y-1][x-1] + transformation == m[y][x]:
+ parents[y][x] |= 4
+
+ matches = {location+1: [] for location, value in enumerate(self.template) if value == TEMPLATE_MARKER}
+ y, x = len(prediction), len(self.template)
+ while (y, x) != (0, 0):
+ if self.template[x-1] == TEMPLATE_MARKER:
+ if parents[y][x] & 1:
+ y -= 1
+ matches[x].append(prediction[y])
+ elif parents[y][x] & 4:
+ y -= 1
+ x -= 1
+ elif parents[y][x] & 2:
+ x -= 1
+ else:
+ if parents[y][x] & 4:
+ y -= 1
+ x -= 1
+ elif parents[y][x] & 1:
+ y -= 1
+ elif parents[y][x] & 2:
+ x -= 1
+
+ return { field: "".join(match[::-1]).strip() for field, (_, match) in zip(self.fields, sorted(matches.items())) }
+
+
+if __name__ == "__main__":
+ prediction = "The conflict between Government of Syria (A) and IS (B) resulted in causalities between 2020-02-22 and 2020-01-22 at Al Baghouz town in Albu Kamal district in the region of Deir ez Zor governorate in Syria. 0 people died on side A, 1 people died in side B, 0 civilians died and 0 unidentified people died. The low estimate for the total number of people that died is 1. The high estimate for this total number is 1 people."
+ template = "The conflict between {side_a_name} (A) and {side_b_name} (B) resulted in causalities between {start_date} and {end_date} at {location_where_name} in {location_adm2_name} in the region of {location_adm1_name} in {location_root_name}. {deaths_side_a} people died on side A, {deaths_side_b} people died on side B, {deaths_civilian} civilians died and {deaths_unknown} unidentified people died. The low estimate for the total number of people that died is {deaths_low}. The high estimate for the total number of people that died is {deaths_high}."
+
+ print("\n".join(f"{key}: |{value}|" for key, value in FuzzyAlign(template)(prediction).items()))
diff --git a/aec/ids_to_documents.py b/aec/ids_to_documents.py
@@ -0,0 +1,140 @@
+from typing import Any, Iterator
+import argparse
+import collections
+import json
+import os
+import pathlib
+import requests
+import sys
+import urllib.request
+
+import tqdm
+
+
+CACHE_URL: str = "https://recurrent.network/AEC/2025.cache"
+HPLT_URL_PREFIX: str = "https://data.hplt-project.org/two"
+DOWNLOAD_CHUNK_SIZE: int = 8192
+
+
+def parse_command_argument() -> argparse.Namespace:
+ """ Parse command line arguments. """
+ parser = argparse.ArgumentParser(description="Transform a UCDP-AEC-ids dataset into UCDP-AEC by replacing HPLT ids by with source documents.")
+ parser.add_argument("output", type=pathlib.Path, help="Path to the output dataset splits.")
+ parser.add_argument("input", type=pathlib.Path, help="Path to the input dataset splits.")
+ parser.add_argument("-C", "--no-cache", action="store_true", help="Do not use the cached subset (WARNING: requires a lot of bandwidth).")
+ parser.add_argument("-J", "--jsonl-only", action="store_true", help="Only transform the jsonl data, do not process the huggingface dataset (do not require the library to be installed)")
+
+ args: argparse.Namespace = parser.parse_args()
+ return args
+
+
+def process_hf_split(output_path: pathlib.Path, split_path: pathlib.Path, hplt_data: dict[str, str]) -> None:
+ import datasets
+ datasets.load_from_disk(str(split_path))\
+ .map(input_columns=["source_article"], load_from_cache_file=False,
+ function = lambda source_article: {"source_article": hplt_data[source_article]})\
+ .save_to_disk(str(output_path))
+
+
+def process_jsonl_split(output_path: pathlib.Path, split_path: pathlib.Path, hplt_data: dict[str, str]) -> None:
+ with output_path.open("w") as output_file, split_path.open("r") as input_file:
+ for line in input_file:
+ sample = json.loads(line)
+ sample["source_article"] = hplt_data[sample["source_article"]]
+ print(json.dumps(sample), file=output_file)
+
+
+def hplt_stream_lines(file: str) -> Iterator[str]:
+ import zstandard
+ response = requests.get(f"{HPLT_URL_PREFIX}/{file}", stream=True)
+ response.raise_for_status()
+ file_size = int(response.headers.get("content-length", 0))
+ with tqdm.tqdm(desc=file, total=file_size, unit="B", unit_scale=True) as progress_bar:
+ decompressor = zstandard.ZstdDecompressor().decompressobj()
+ data_buffer: bytes = b""
+ for chunk in response.iter_content(chunk_size=DOWNLOAD_CHUNK_SIZE):
+ progress_bar.update(len(chunk))
+ data_buffer += decompressor.decompress(chunk)
+ if data_buffer:
+ lines: list[bytes] = data_buffer.split(b"\n")
+ data_buffer = lines[-1]
+ yield from map(bytes.decode, lines[:-1])
+ if data_buffer:
+ yield data_buffer
+
+
+def hplt_cacheless_download_lines(file: str, line_numbers: list[int]) -> dict[str, str]:
+ data: dict[str, str] = {}
+ lines_to_select: set[int] = set(line_numbers)
+ line_number: int
+ line: str
+ for line_number, line in enumerate(hplt_stream_lines(file), start=1):
+ if line_number in lines_to_select:
+ document: dict[str, str] = json.loads(line)
+ data[f"{file}:{line_number}"] = document["text"]
+ lines_to_select.remove(line_number)
+ if not lines_to_select:
+ break
+ if lines_to_select:
+ raise RuntimeError(f"Invalid document id {file}:{lines_to_select}")
+ return data
+
+
+def hplt_cacheless_data(hplt_ids: list[str]) -> dict[str, str]:
+ files: dict[str, list[int]] = collections.defaultdict(list)
+ for hplt_id in hplt_ids:
+ file, line_number = hplt_id.split(":")
+ files[file].append(int(line_number))
+ data: dict[str, str] = {}
+ for file, line_numbers in files.items():
+ data.update(hplt_cacheless_download_lines(file, line_numbers))
+ return data
+
+
+def hplt_cached_data(hplt_ids: list[str]) -> dict[str, str]:
+ try:
+ cache: dict[str, str] = {}
+ with urllib.request.urlopen(CACHE_URL) as cache_file:
+ for line in cache_file:
+ cached_document: dict[str, str] = json.loads(line)
+ cache[cached_document["id"]] = cached_document["text"]
+ return cache
+ except:
+ print("\n===========================================================================================\nERROR: You need to update the UCDP-AEC repository, the current version has been deprecated.\n===========================================================================================", file=sys.stderr)
+ raise
+
+
+def main(output_path: pathlib.Path, input_path: pathlib.Path, cacheless: bool, jsonl_only: bool) -> None:
+ if not jsonl_only:
+ import datasets
+
+ print("Reading IDs…", flush=True, end=" ")
+ hplt_ids: list[str] = []
+ for split_path in input_path.iterdir():
+ if split_path.suffix == ".jsonl":
+ with split_path.open("r") as split_file:
+ for line in split_file:
+ sample: dict[str, Any] = json.loads(line)
+ hplt_ids.append(sample["source_article"])
+ elif not jsonl_only and split_path.is_dir():
+ split = datasets.load_from_disk(split_path)
+ hplt_ids.extend(split["source_article"])
+ print("done")
+
+ output_path.mkdir(parents=True)
+ print("Downloading data…", flush=True, end=" ")
+ hplt_data: dict[str, str] = hplt_cacheless_data(hplt_ids) if cacheless else hplt_cached_data(hplt_ids)
+ print("done")
+
+ print("Transforming dataset…", flush=True, end=" ")
+ for split_path in input_path.iterdir():
+ if split_path.is_dir() and not jsonl_only:
+ process_hf_split(output_path / split_path.name, split_path, hplt_data)
+ elif split_path.suffix == ".jsonl":
+ process_jsonl_split(output_path / split_path.name, split_path, hplt_data)
+ print("done")
+
+
+if __name__ == "__main__":
+ args: argparse.Namespace = parse_command_argument()
+ main(output_path=args.output, input_path=args.input, cacheless=args.no_cache, jsonl_only=args.jsonl_only)
diff --git a/analysis/countries.py b/analysis/countries.py
@@ -0,0 +1,53 @@
+import argparse
+import collections
+import pathlib
+import re
+
+import datasets
+
+
+NUM_COUNTRIES = 12
+
+
+def main(dataset_path: pathlib.Path) -> None:
+ split_size: dict[str, int] = {}
+ per_split: dict[str, dict[str, int]] = {}
+ for split_path in dataset_path.iterdir():
+ if split_path.is_dir():
+ split = datasets.load_from_disk(str(split_path))
+ split_size[split_path.name] = len(split)
+ per_split[split_path.name] = collections.Counter(split["location_root_name"])
+
+ max_rate_per_country: dict[str, float] = collections.Counter()
+ for split, countries in per_split.items():
+ for country, cardinal in countries.items():
+ rate: float = cardinal / split_size[split]
+ max_rate_per_country[country] = max(max_rate_per_country[country], rate)
+
+ selection: list[str] = [ country for country, _ in max_rate_per_country.most_common(NUM_COUNTRIES) ]
+ selection.sort(key=lambda country: per_split["train"][country], reverse=True)
+
+ for index, country in enumerate(selection):
+ short_country: str = re.sub(r" \(.*", "", country)
+ rates: dict[str, float] = { split: per_split[split][country] / split_size[split] for split in split_size }
+ print(r"\countryDistrib"\
+ f"{{{index}}}"\
+ f"{{{short_country}}}"\
+ f"{{{rates['train']}}}"\
+ f"{{{rates['validation']}}}"\
+ f"{{{rates['test']}}}"\
+ r"\\")
+
+
+def parse_command_argument() -> argparse.Namespace:
+ """ Parse command line arguments. """
+ parser = argparse.ArgumentParser(description="Generate country statistics for TikZ figure.")
+ parser.add_argument("dataset", type=pathlib.Path, help="Path to the target dataset splits.")
+
+ args: argparse.Namespace = parser.parse_args()
+ return args
+
+
+if __name__ == "__main__":
+ args: argparse.Namespace = parse_command_argument()
+ main(dataset_path=args.dataset)
diff --git a/analysis/errors.py b/analysis/errors.py
@@ -0,0 +1,173 @@
+import argparse
+import datetime
+import json
+import pathlib
+import sys
+from typing import Any, Dict, Set, Optional
+
+import datasets
+
+
+def load_predictions(prediction_path: pathlib.Path) -> Dict[int, Dict[str, Any]]:
+ predictions = {}
+ with prediction_path.open("r") as f:
+ for line_number, line in enumerate(f):
+ obj = json.loads(line)
+ if "id" not in obj:
+ sys.exit(1)
+ predictions[obj["id"]] = obj
+ return predictions
+
+
+def load_dataset(split_path: pathlib.Path) -> Dict[str, datasets.Dataset]:
+ splits = {
+ split: datasets.load_from_disk(str(split_path / ".." / split))
+ for split in ["train", "validation", "test"]
+ }
+ return splits
+
+
+def extract_actor_set(dataset: datasets.Dataset) -> Set[str]:
+ actors = set()
+ for sample in dataset:
+ if "side_a_name" in sample and sample["side_a_name"]:
+ actors.add(sample["side_a_name"])
+ if "side_b_name" in sample and sample["side_b_name"]:
+ actors.add(sample["side_b_name"])
+ return actors
+
+
+def evaluate_actor_accuracy_on_unseen(
+ predictions: Dict[int, Dict[str, Any]],
+ references: datasets.Dataset,
+ train_actors: Set[str],
+ key: str,
+ ) -> float:
+ total = 0
+ correct = 0
+ for ref in references:
+ if key not in ref or ref["id"] not in predictions:
+ continue
+ gold = ref[key]
+ pred = predictions[ref["id"]].get(key)
+ if gold not in train_actors:
+ total += 1
+ if gold == pred:
+ correct += 1
+ print(f"Proportion of unseen actors in {key} predictions: {total/len(references)*100:.2f}%")
+ return correct / total if total > 0 else float("nan")
+
+def parse_date(date_str: str) -> Optional[datetime.date]:
+ try:
+ return datetime.datetime.strptime(date_str, "%Y-%m-%d").date()
+ except (ValueError, TypeError):
+ return None
+
+
+def evaluate_date_accuracy_on_nonzero_duration(
+ predictions: Dict[int, Dict[str, Any]],
+ references: datasets.Dataset,
+) -> Dict[str, float]:
+ total = 0
+ correct_start = 0
+ correct_end = 0
+
+ for ref in references:
+ if ref["id"] not in predictions:
+ continue
+
+ gold_start = ref.get("start_date", "")
+ gold_end = ref.get("end_date", "")
+ if not gold_start or not gold_end:
+ continue
+
+ if (gold_end - gold_start).days == 0:
+ continue # Skip zero-duration events
+
+ pred = predictions[ref["id"]]
+ pred_start = parse_date(pred.get("start_date", ""))
+ pred_end = parse_date(pred.get("end_date", ""))
+ if not pred_start or not pred_end:
+ continue
+
+ total += 1
+ if gold_start == pred_start:
+ correct_start += 1
+ if gold_end == pred_end:
+ correct_end += 1
+
+ return {
+ "start_date_acc_nw": round(correct_start / total, 3) if total > 0 else float("nan"),
+ "end_date_acc_nw": round(correct_end / total, 3) if total > 0 else float("nan"),
+ }
+
+
+def evaluate_date_accuracy_on_nonzero_reporting(
+ predictions: Dict[int, Dict[str, Any]],
+ references: datasets.Dataset,
+) -> Dict[str, float]:
+ total = 0
+ correct_start = 0
+ correct_end = 0
+
+ for ref in references:
+ if ref["id"] not in predictions:
+ continue
+
+ gold_start = ref.get("start_date", "")
+ gold_source = ref.get("source_date", "").date()
+ if not gold_start or not gold_source:
+ continue
+
+ if (gold_source - gold_start).days == 0:
+ continue # Skip zero-reporting delay events
+
+ pred = predictions[ref["id"]]
+ pred_start = parse_date(pred.get("start_date", ""))
+ pred_end = parse_date(pred.get("end_date", ""))
+ if not pred_start or not pred_end:
+ continue
+
+ total += 1
+ if gold_start == pred_start:
+ correct_start += 1
+ if gold_source == pred_end:
+ correct_end += 1
+
+ return {
+ "start_date_acc_nr": round(correct_start / total, 3) if total > 0 else float("nan"),
+ "end_date_acc_nr": round(correct_end / total, 3) if total > 0 else float("nan"),
+ }
+
+
+def main(split_path: pathlib.Path, prediction_path: pathlib.Path) -> None:
+ predictions = load_predictions(prediction_path)
+ splits = load_dataset(split_path)
+
+ test_split = splits[split_path.stem]
+ train_split = splits.get("train", [])
+
+ # Actor analysis
+ seen_actors = extract_actor_set(train_split)
+
+ acc_a = evaluate_actor_accuracy_on_unseen(predictions, test_split, seen_actors, "side_a_name")
+ acc_b = evaluate_actor_accuracy_on_unseen(predictions, test_split, seen_actors, "side_b_name")
+
+ print(f"Actor accuracy for side_a_name (unseen in training): {acc_a:.3f}")
+ print(f"Actor accuracy for side_b_name (unseen in training): {acc_b:.3f}")
+
+ # Date analysis
+ date_acc_nw = evaluate_date_accuracy_on_nonzero_duration(predictions, test_split)
+ print(f"Start/end date accuracies (event estimation window ≠ 0): {date_acc_nw}")
+
+ date_accs_nr = evaluate_date_accuracy_on_nonzero_reporting(predictions, test_split)
+ print(f"Start/end date accuracies (event reporting delay ≠ 0): {date_accs_nr}")
+
+
+if __name__ == "__main__":
+ parser = argparse.ArgumentParser()
+ parser.add_argument("split", type=pathlib.Path, help="Path to the target dataset split.")
+ parser.add_argument("prediction", type=pathlib.Path, help="Path to the jsonl prediction file.")
+ args = parser.parse_args()
+
+ main(args.split, args.prediction)
diff --git a/analysis/hplt quality.py b/analysis/hplt quality.py
@@ -0,0 +1,53 @@
+from typing import Any
+import argparse
+import collections
+import pathlib
+import json
+
+
+DOMAINS: list[str] = ["actor", "date", "location", "deaths"]
+
+
+def main() -> None:
+ annotations_path: pathlib.Path = pathlib.Path(__file__).parent / ".." / "hplt_align" / "align_annotations.jsonl"
+ total: int = 0
+ similars: int = 0
+ partial_error: int = 0
+ counts: dict[str, int] = { domain: 0 for domain in DOMAINS }
+ with annotations_path.open("r") as annotations_file:
+ for line in annotations_file:
+ annotation: dict[str, Any] = json.loads(line)
+ total += 1
+ if annotation["similar"]:
+ similars += 1
+ perfect = True
+ for domain in DOMAINS:
+ if annotation[f"wrong_{domain}"]:
+ counts[domain] += 1
+ perfect = False
+ if not perfect:
+ partial_error += 1
+ else:
+ partial_error += 1
+
+ perfect: int = total - partial_error
+ completly_wrong: int = total - similars
+ print(f"Total documents annotated: {total}")
+ print(f"Perfects: {perfect:4} / {100*perfect/total:5.1f}%")
+ print(f"Similars: {similars:4} / {100*similars/total:5.1f}%")
+ print(f"Partial error: {partial_error:4} / {100*partial_error/total:5.1f}%")
+ print(f"Completly wrong: {completly_wrong:4} / {100*completly_wrong/total:5.1f}%")
+ for domain, count in counts.items():
+ print(f"Domain {domain:8}: {count:4} / {100*count/total:5.1f}%")
+
+
+def parse_command_argument() -> argparse.Namespace:
+ """ Parse command line arguments. """
+ parser = argparse.ArgumentParser(description="Generate statistics from HPLT align annotations.")
+ args: argparse.Namespace = parser.parse_args()
+ return args
+
+
+if __name__ == "__main__":
+ args: argparse.Namespace = parse_command_argument()
+ main()
diff --git a/analysis/json2table.py b/analysis/json2table.py
@@ -0,0 +1,44 @@
+import json
+
+
+MAIN_ORDER = [
+ "actor accuracy", "date accuracy", "location accuracy", "deaths accuracy", "aggregate accuracy",
+ "actor semantic p@1", "location semantic p@1",
+]
+
+
+APPENDIX_ORDER = [
+ "side_a_name accuracy",
+ "side_b_name accuracy",
+ "start_date accuracy",
+ "end_date accuracy",
+ "location_root_name accuracy",
+ "location_adm1_name accuracy",
+ "location_adm2_name accuracy",
+ "location_where_name accuracy",
+ "deaths_side_a accuracy",
+ "deaths_side_b accuracy",
+ "deaths_civilian accuracy",
+ "deaths_unknown accuracy",
+ "deaths_low accuracy",
+ "deaths_high accuracy",
+]
+
+
+def format_key(results, key):
+ if "p@1" in key:
+ return f"{100*results[key]:.1f}"
+ else:
+ return f"{results[key]:.1f}"
+
+
+def main() -> None:
+ results = json.loads(input())
+ main = " & ".join(format_key(results, key) for key in MAIN_ORDER)
+ appendix = " & ".join(format_key(results, key) for key in APPENDIX_ORDER)
+ print(f"MAIN TABLE & {main} \\\\")
+ print(f"APPENDIX TABLE & {appendix} \\\\")
+
+
+if __name__ == "__main__":
+ main()
diff --git a/analysis/miscellaneous stats.py b/analysis/miscellaneous stats.py
@@ -0,0 +1,102 @@
+import argparse
+import collections
+import pathlib
+import re
+
+import datasets
+import numpy
+import matplotlib.pyplot as plt
+
+from datetime import datetime
+
+import numpy as np
+
+
+def reporting_delay_analysis(dataset):
+ print("### Analyze differences between publication dates and event start dates")
+
+ # Compute difference in days
+ diffs = [(sample["source_date"].date() - sample["start_date"]).days for sample in dataset]
+ diffs_array = np.array(diffs)
+
+ avg_diff = diffs_array.mean()
+ print(f"Average source_date - start_date difference: {avg_diff:.2f} days")
+
+ buckets = {
+ "* No reporting delay: 0 days": (diffs_array == 0),
+ "* Reporting delay of up to 1 day": (diffs_array == 1),
+ "* Reporting delay of up to 7 days": (diffs_array == 7),
+ "* Reporting delay of up to 30 days": (diffs_array == 30),
+ "* Reporting delay of more than 30 days": (diffs_array > 30)
+ }
+
+ total = len(diffs_array)
+ for label, mask in buckets.items():
+ percent = mask.mean() * 100
+ print(f"{label}: {percent:.1f}%")
+
+ # Plot (remove if annoying)
+ bucket_counts = [mask.sum() for mask in buckets.values()]
+ labels = list(buckets.keys())
+
+ plt.figure(figsize=(8, 5))
+ plt.bar(labels, bucket_counts, color='skyblue')
+ plt.ylabel("Count")
+ plt.title("Distribution of (source_date - start_date) in days")
+ plt.grid(axis='y', linestyle='--', alpha=0.6)
+ plt.tight_layout()
+ plt.show()
+
+
+def main(dataset_path: pathlib.Path) -> None:
+ splits: dict[str, datasets.Dataset] = {
+ split_path.name: datasets.load_from_disk(str(split_path))
+ for split_path in dataset_path.iterdir()
+ if split_path.is_dir()
+ }
+ full = datasets.concatenate_datasets(splits.values())
+
+ # Actors
+ one_sided = sum(sample["side_b_name"] == "Civilians" for sample in full) / len(full)
+ print(f"Percent of one-sided (B=civilians): {one_sided*100:.1f}%")
+
+ # Dates
+ tenyears = sum(sample["start_date"].year >= 2015 for sample in full) / len(full)
+ print(f"Percent in last 10 years: {tenyears*100:.1f}%")
+ diffdate = numpy.array([(sample["end_date"]-sample["start_date"]).days for sample in full])
+ print(f"Percent of exact day: {(diffdate==0).mean()*100:.1f}%")
+ print(f"Percent of non-exact day: {(diffdate!=0).mean()*100:.1f}%")
+ print(f"Percent with spreak of more than a week: {(diffdate>7).mean()*100:.1f}%")
+ reporting_delay_analysis(full)
+
+ # Countries
+ # TODO: check different countries in dataset
+
+ # Locations
+ num_countries = len(set(sample["location_root_name"] for sample in full))
+ print(f"Number of countries in all splits: {num_countries}")
+
+ # Deaths
+ side_a = numpy.array(full["deaths_side_a"])
+ side_b = numpy.array(full["deaths_side_b"])
+ civilians = numpy.array(full["deaths_civilian"])
+ unknown = numpy.array(full["deaths_unknown"])
+ low = numpy.array(full["deaths_low"])
+ high = numpy.array(full["deaths_high"])
+ best = side_a + side_b + civilians + unknown
+ print(f"Percent of exact deaths: {(low==high).mean()*100:.1f}%")
+ print(f"Percent of uncertain (best=0): {(best==0).mean()*100:.1f}%")
+
+
+def parse_command_argument() -> argparse.Namespace:
+ """ Parse command line arguments. """
+ parser = argparse.ArgumentParser(description="Generate some miscellaneous statistics.")
+ parser.add_argument("dataset", type=pathlib.Path, help="Path to the target dataset splits.")
+
+ args: argparse.Namespace = parser.parse_args()
+ return args
+
+
+if __name__ == "__main__":
+ args: argparse.Namespace = parse_command_argument()
+ main(dataset_path=args.dataset)
diff --git a/baselines/DEGREE/.gitignore b/baselines/DEGREE/.gitignore
@@ -0,0 +1,6 @@
+*.ipynb_checkpoints/
+processed_data/*
+cache/*
+output/*
+data/*
+predictions/*
diff --git a/baselines/DEGREE/LICENSE b/baselines/DEGREE/LICENSE
@@ -0,0 +1,201 @@
+ Apache License
+ Version 2.0, January 2004
+ http://www.apache.org/licenses/
+
+ TERMS AND CONDITIONS FOR USE, REPRODUCTION, AND DISTRIBUTION
+
+ 1. Definitions.
+
+ "License" shall mean the terms and conditions for use, reproduction,
+ and distribution as defined by Sections 1 through 9 of this document.
+
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+
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+ "control" means (i) the power, direct or indirect, to cause the
+ direction or management of such entity, whether by contract or
+ otherwise, or (ii) ownership of fifty percent (50%) or more of the
+ outstanding shares, or (iii) beneficial ownership of such entity.
+
+ "You" (or "Your") shall mean an individual or Legal Entity
+ exercising permissions granted by this License.
+
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+
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+
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diff --git a/baselines/DEGREE/README.md b/baselines/DEGREE/README.md
@@ -0,0 +1,155 @@
+# DEGREE: A Data-Efficient Generation-Based Event Extraction Model
+
+Code for our NAACL-2022 paper [DEGREE: A Data-Efficient Generation-Based Event Extraction Model](https://arxiv.org/abs/2108.12724).
+
+## Environment
+- Python==3.8
+- PyTorch==1.8.0
+- transformers==3.1.0
+- protobuf==3.17.3
+- tensorboardx==2.4
+- lxml==4.6.3
+- beautifulsoup4==4.9.3
+- bs4==0.0.1
+- stanza==1.2
+- sentencepiece==0.1.95
+- ipdb==0.13.9
+
+
+Note:
+- If you meet issues reated to rust when installing transformers through pip, this
+[website](https://programmerah.com/solved-transformers-install-error-error-cant-find-rust-compiler-50679/) might be helpful
+
+- Or you can reference the `env_reference.yml` for clearer installation
+
+## Datasets
+
+We support `ace05e`, `ace05ep`, and `ere`.
+
+### Preprocessing
+Our preprocessing mainly adapts [OneIE's](https://blender.cs.illinois.edu/software/oneie/) released scripts with minor modifications. We deeply thank the contribution from the authors of the paper.
+
+#### `ace05e`
+1. Prepare data processed from [DyGIE++](https://github.com/dwadden/dygiepp#ace05-event)
+2. Put the processed data into the folder `processed_data/ace05e_dygieppformat`
+3. Run `./scripts/process_ace05e.sh`
+
+#### `ace05ep`
+1. Download ACE data from [LDC](https://catalog.ldc.upenn.edu/LDC2006T06)
+2. Run `./scripts/process_ace05ep.sh`
+
+#### `ere`
+1. Download ERE English data from LDC, specifically, "LDC2015E29_DEFT_Rich_ERE_English_Training_Annotation_V2", "LDC2015E68_DEFT_Rich_ERE_English_Training_Annotation_R2_V2", "LDC2015E78_DEFT_Rich_ERE_Chinese_and_English_Parallel_Annotation_V2"
+2. Collect all these data under a directory with such setup:
+```
+ERE
+├── LDC2015E29_DEFT_Rich_ERE_English_Training_Annotation_V2
+│ ├── data
+│ ├── docs
+│ └── ...
+├── LDC2015E68_DEFT_Rich_ERE_English_Training_Annotation_R2_V2
+│ ├── data
+│ ├── docs
+│ └── ...
+└── LDC2015E78_DEFT_Rich_ERE_Chinese_and_English_Parallel_Annotation_V2
+ ├── data
+ ├── docs
+ └── ...
+```
+3. Run `./scripts/process_ere.sh`
+
+The above scripts will generate processed data (including the full training set and the low-resourece sets) in `./process_data`.
+
+## Training
+
+### DEGREE (End2end)
+
+Run `./scripts/train_degree_e2e.sh` or use the following commands:
+
+Generate data for DEGREE (End2end)
+```Bash
+python degree/generate_data_degree_e2e.py -c config/config_degree_e2e_ace05e.json
+```
+
+Train DEGREE (End2end)
+```Bash
+python degree/train_degree_e2e.py -c config/config_degree_e2e_ace05e.json
+```
+
+The model will be stored at `./output/degree_e2e_ace05e/[timestamp]/best_model.mdl` in default.
+
+### DEGREE (ED)
+
+Run `./scripts/train_degree_ed.sh` or use the following commands:
+
+Generate data for DEGREE (ED)
+```Bash
+python degree/generate_data_degree_ed.py -c config/config_degree_ed_ace05e.json
+```
+
+Train DEGREE (ED)
+```Bash
+python degree/train_degree_ed.py -c config/config_degree_ed_ace05e.json
+```
+
+The model will be stored at `./output/degree_ed_ace05e/[timestamp]/best_model.mdl` in default.
+
+### DEGREE (EAE)
+
+Run `./scripts/train_degree_eae.sh` or use the following commands:
+
+Generate data for DEGREE (EAE)
+```Bash
+python degree/generate_data_degree_eae.py -c config/config_degree_eae_ace05e.json
+```
+
+Train DEGREE (EAE)
+
+```Bash
+python degree/train_degree_eae.py -c config/config_degree_eae_ace05e.json
+```
+
+The model will be stored at `./output/degree_eae_ace05e/[timestamp]/best_model.mdl` in default.
+
+## Evaluation
+
+Evaluate DEGREE (End2end) on Event Extraction task
+```Bash
+python degree/eval_end2endEE.py -c config/config_degree_e2e_ace05e.json -e [e2e_model]
+```
+
+Evaluate DEGREE (Pipe) on Event Extraction task
+```Bash
+python degree/eval_pipelineEE.py -ced config/config_degree_ed_ace05e.json -ceae config/config_degree_eae_ace05e.json -ed [ed_model] -eae [eae_model]
+```
+
+Evaluate DEGREE (EAE) on Event Argument Extraction task (given gold triggers)
+
+```Bash
+python degree/eval_pipelineEE.py -ceae config/config_degree_eae_ace05e.json -eae [eae_model] -g
+```
+
+## Pre-Trained Models
+
+| Dataset | Model | Model | Model |
+| :------------- | :----------- | :------------- | :----------- |
+| ace05e | [DEGREE (EAE)](https://drive.google.com/file/d/1KYI0zxtzoscTUqLJE79aAocORDg8Xuyv/view?usp=sharing) | [DEGREE (ED)](https://drive.google.com/file/d/1EEQRo2nWjop28GDTgNT8wng8yp4K_h4v/view?usp=sharing) | [DEGREE (E2E)](https://drive.google.com/file/d/1HxFIgWAgiQ1ZUHhea76oIwTXVn2rGove/view?usp=sharing) |
+| ace05ep | [DEGREE (EAE)](https://drive.google.com/file/d/1RP-iFa0wpXlPM2_3N0x60CvGrJFBoVng/view?usp=sharing) | [DEGREE (ED)](https://drive.google.com/file/d/1x0Noa4ECwXBnpAKMaySGClE-UgWqPbb6/view?usp=sharing) | [DEGREE (E2E)](https://drive.google.com/file/d/16ovrzc4YbblA2vFtrzG6O6T10uk5VBwW/view?usp=sharing) |
+| ere | [DEGREE (EAE)](https://drive.google.com/file/d/1AyiEp-0zt2Nb3wgmlovsV7wao-5P6AAb/view?usp=sharing) | [DEGREE (ED)](https://drive.google.com/file/d/1vNHeyt5Zqlj_M9b5hL2KuEGwQVg2mml3/view?usp=sharing) | [DEGREE (E2E)](https://drive.google.com/file/d/1i7Qw-qIxcC9pdzz7_H5O2LdIl0Oxo-Ob/view?usp=sharing) |
+
+
+## Citation
+
+If you find that the code is useful in your research, please consider citing our paper.
+
+ @inproceedings{naacl2022degree,
+ author = {I-Hung Hsu and Kuan-Hao Huang and Elizabeth Boschee and Scott Miller and Prem Natarajan and Kai-Wei Chang and Nanyun Peng},
+ title = {DEGREE: A Data-Efficient Generative Event Extraction Model},
+ booktitle = {Proceedings of the 2022 Conference of the North American Chapter of the Association for Computational Linguistics (NAACL)},
+ year = {2022},
+ }
+
+## Contact
+
+If you have any issue, please contact I-Hung Hsu at (ihunghsu@usc.edu) or
+Kuan-Hao Huang at (khhuang@cs.ucla.edu).
diff --git a/baselines/DEGREE/config/config_degree_e2e_ace05e.json b/baselines/DEGREE/config/config_degree_e2e_ace05e.json
@@ -0,0 +1,31 @@
+{
+ "dataset": "ace05e",
+ "gpu_device": 0,
+ "seed": 0,
+ "train_file": "./processed_data/ace05e_bart/train.w1.oneie.json",
+ "dev_file": "./processed_data/ace05e_bart/dev.w1.oneie.json",
+ "test_file": "./processed_data/ace05e_bart/test.w1.oneie.json",
+ "finetune_dir": "./data/degree_e2e_ace05e/",
+ "train_finetune_file": "./data/degree_e2e_ace05e/train_all.pkl",
+ "dev_finetune_file": "./data/degree_e2e_ace05e/dev_all.pkl",
+ "test_finetune_file": "./data/degree_e2e_ace05e/test_all.pkl",
+ "vocab_file": "./data/degree_e2e_ace05e/vocab.json",
+ "output_dir": "./output/degree_e2e_ace05e/",
+ "cache_dir": "./cache",
+ "model_name": "facebook/bart-large",
+ "input_style": ["event_type_sent", "keywords", "template"],
+ "output_style": ["trigger:sentence", "argument:sentence"],
+ "n_negative": 15,
+ "max_epoch": 45,
+ "warmup_epoch": 5,
+ "train_batch_size": 32,
+ "eval_batch_size": 12,
+ "accumulate_step": 1,
+ "learning_rate": 1e-05,
+ "weight_decay": 1e-05,
+ "grad_clipping": 5.0,
+ "beam_size": 1,
+ "max_length": 250,
+ "max_output_length": 100,
+ "ignore_first_header": true
+}
diff --git a/baselines/DEGREE/config/config_degree_e2e_ace05ep.json b/baselines/DEGREE/config/config_degree_e2e_ace05ep.json
@@ -0,0 +1,31 @@
+{
+ "dataset": "ace05ep",
+ "gpu_device": 0,
+ "seed": 0,
+ "train_file": "./processed_data/ace05ep_bart/train.w1.oneie.json",
+ "dev_file": "./processed_data/ace05ep_bart/dev.w1.oneie.json",
+ "test_file": "./processed_data/ace05ep_bart/test.w1.oneie.json",
+ "finetune_dir": "./data/degree_e2e_ace05ep/",
+ "train_finetune_file": "./data/degree_e2e_ace05ep/train_all.pkl",
+ "dev_finetune_file": "./data/degree_e2e_ace05ep/dev_all.pkl",
+ "test_finetune_file": "./data/degree_e2e_ace05ep/test_all.pkl",
+ "vocab_file": "./data/degree_e2e_ace05ep/vocab.json",
+ "output_dir": "./output/degree_e2e_ace05ep/",
+ "cache_dir": "./cache",
+ "model_name": "facebook/bart-large",
+ "input_style": ["event_type_sent", "keywords", "template"],
+ "output_style": ["trigger:sentence", "argument:sentence"],
+ "n_negative": 15,
+ "max_epoch": 45,
+ "warmup_epoch": 5,
+ "train_batch_size": 32,
+ "eval_batch_size": 12,
+ "accumulate_step": 1,
+ "learning_rate": 1e-05,
+ "weight_decay": 1e-05,
+ "grad_clipping": 5.0,
+ "beam_size": 1,
+ "max_length": 250,
+ "max_output_length": 100,
+ "ignore_first_header": false
+}
diff --git a/baselines/DEGREE/config/config_degree_e2e_ere.json b/baselines/DEGREE/config/config_degree_e2e_ere.json
@@ -0,0 +1,31 @@
+{
+ "dataset": "ere",
+ "gpu_device": 0,
+ "seed": 0,
+ "train_file": "./processed_data/ere_bart/train.w1.oneie.json",
+ "dev_file": "./processed_data/ere_bart/dev.w1.oneie.json",
+ "test_file": "./processed_data/ere_bart/test.w1.oneie.json",
+ "finetune_dir": "./data/degree_e2e_ere/",
+ "train_finetune_file": "./data/degree_e2e_ere/train_all.pkl",
+ "dev_finetune_file": "./data/degree_e2e_ere/dev_all.pkl",
+ "test_finetune_file": "./data/degree_e2e_ere/test_all.pkl",
+ "vocab_file": "./data/degree_e2e_ere/vocab.json",
+ "output_dir": "./output/degree_e2e_ere/",
+ "cache_dir": "./cache",
+ "model_name": "facebook/bart-large",
+ "input_style": ["event_type_sent", "keywords", "template"],
+ "output_style": ["trigger:sentence", "argument:sentence"],
+ "n_negative": 15,
+ "max_epoch": 45,
+ "warmup_epoch": 5,
+ "train_batch_size": 32,
+ "eval_batch_size": 12,
+ "accumulate_step": 1,
+ "learning_rate": 1e-05,
+ "weight_decay": 1e-05,
+ "grad_clipping": 5.0,
+ "beam_size": 1,
+ "max_length": 375,
+ "max_output_length": 110,
+ "ignore_first_header": false
+}
diff --git a/baselines/DEGREE/config/config_degree_eae_ace05e.json b/baselines/DEGREE/config/config_degree_eae_ace05e.json
@@ -0,0 +1,30 @@
+{
+ "dataset": "ace05e",
+ "gpu_device": 0,
+ "seed": 0,
+ "train_file": "./processed_data/ace05e_bart/train.w1.oneie.json",
+ "dev_file": "./processed_data/ace05e_bart/dev.w1.oneie.json",
+ "test_file": "./processed_data/ace05e_bart/test.w1.oneie.json",
+ "finetune_dir": "./data/degree_eae_ace05e/",
+ "train_finetune_file": "./data/degree_eae_ace05e/train_all.pkl",
+ "dev_finetune_file": "./data/degree_eae_ace05e/dev_all.pkl",
+ "test_finetune_file": "./data/degree_eae_ace05e/test_all.pkl",
+ "vocab_file": "./data/degree_eae_ace05e/vocab.json",
+ "output_dir": "./output/degree_eae_ace05e/",
+ "cache_dir": "./cache",
+ "model_name": "facebook/bart-large",
+ "input_style": ["event_type_sent", "triggers", "template"],
+ "output_style": ["argument:sentence"],
+ "max_epoch": 45,
+ "warmup_epoch": 5,
+ "train_batch_size": 6,
+ "eval_batch_size": 12,
+ "accumulate_step": 1,
+ "learning_rate": 1e-05,
+ "weight_decay": 1e-05,
+ "grad_clipping": 5.0,
+ "beam_size": 1,
+ "max_length": 250,
+ "max_output_length": 50,
+ "ignore_first_header": true
+}
diff --git a/baselines/DEGREE/config/config_degree_eae_ace05ep.json b/baselines/DEGREE/config/config_degree_eae_ace05ep.json
@@ -0,0 +1,30 @@
+{
+ "dataset": "ace05ep",
+ "gpu_device": 0,
+ "seed": 0,
+ "train_file": "./processed_data/ace05ep_bart/train.w1.oneie.json",
+ "dev_file": "./processed_data/ace05ep_bart/dev.w1.oneie.json",
+ "test_file": "./processed_data/ace05ep_bart/test.w1.oneie.json",
+ "finetune_dir": "./data/degree_eae_ace05ep/",
+ "train_finetune_file": "./data/degree_eae_ace05ep/train_all.pkl",
+ "dev_finetune_file": "./data/degree_eae_ace05ep/dev_all.pkl",
+ "test_finetune_file": "./data/degree_eae_ace05ep/test_all.pkl",
+ "vocab_file": "./data/degree_eae_ace05ep/vocab.json",
+ "output_dir": "./output/degree_eae_ace05ep/",
+ "cache_dir": "./cache",
+ "model_name": "facebook/bart-large",
+ "input_style": ["event_type_sent", "triggers", "template"],
+ "output_style": ["argument:sentence"],
+ "max_epoch": 45,
+ "warmup_epoch": 5,
+ "train_batch_size": 6,
+ "eval_batch_size": 12,
+ "accumulate_step": 1,
+ "learning_rate": 1e-05,
+ "weight_decay": 1e-05,
+ "grad_clipping": 5.0,
+ "beam_size": 1,
+ "max_length": 250,
+ "max_output_length": 50,
+ "ignore_first_header": false
+}
diff --git a/baselines/DEGREE/config/config_degree_eae_ere.json b/baselines/DEGREE/config/config_degree_eae_ere.json
@@ -0,0 +1,30 @@
+{
+ "dataset": "ere",
+ "gpu_device": 0,
+ "seed": 0,
+ "train_file": "./processed_data/ere_bart/train.w1.oneie.json",
+ "dev_file": "./processed_data/ere_bart/dev.w1.oneie.json",
+ "test_file": "./processed_data/ere_bart/test.w1.oneie.json",
+ "finetune_dir": "./data/degree_eae_ere/",
+ "train_finetune_file": "./data/degree_eae_ere/train_all.pkl",
+ "dev_finetune_file": "./data/degree_eae_ere/dev_all.pkl",
+ "test_finetune_file": "./data/degree_eae_ere/test_all.pkl",
+ "vocab_file": "./data/degree_eae_ere/vocab.json",
+ "output_dir": "./output/degree_eae_ere/",
+ "cache_dir": "./cache",
+ "model_name": "facebook/bart-large",
+ "input_style": ["event_type_sent", "triggers", "template"],
+ "output_style": ["argument:sentence"],
+ "max_epoch": 45,
+ "warmup_epoch": 5,
+ "train_batch_size": 4,
+ "eval_batch_size": 12,
+ "accumulate_step": 1,
+ "learning_rate": 1e-05,
+ "weight_decay": 1e-05,
+ "grad_clipping": 5.0,
+ "beam_size": 1,
+ "max_length": 350,
+ "max_output_length": 50,
+ "ignore_first_header": false
+}
diff --git a/baselines/DEGREE/config/config_degree_eae_ucdp.json b/baselines/DEGREE/config/config_degree_eae_ucdp.json
@@ -0,0 +1,30 @@
+{
+ "dataset": "ucdp",
+ "gpu_device": 0,
+ "seed": 0,
+ "train_file": "./processed_data/ucdp_bart/train.oneie.json",
+ "dev_file": "./processed_data/ucdp_bart/dev.oneie.json",
+ "test_file": "./processed_data/ucdp_bart/test.oneie.json",
+ "finetune_dir": "./data/degree_eae_ucdp/",
+ "train_finetune_file": "./data/degree_eae_ucdp/train_all.pkl",
+ "dev_finetune_file": "./data/degree_eae_ucdp/dev_all.pkl",
+ "test_finetune_file": "./data/degree_eae_ucdp/test_all.pkl",
+ "vocab_file": "./data/degree_eae_ucdp/vocab.json",
+ "output_dir": "./output/degree_eae_ucdp/",
+ "cache_dir": "./cache",
+ "model_name": "facebook/bart-large",
+ "input_style": ["event_type_sent", "template"],
+ "output_style": ["argument:sentence"],
+ "max_epoch": 45,
+ "warmup_epoch": 5,
+ "train_batch_size": 6,
+ "eval_batch_size": 12,
+ "accumulate_step": 3,
+ "learning_rate": 1e-05,
+ "weight_decay": 1e-05,
+ "grad_clipping": 5.0,
+ "beam_size": 1,
+ "max_length": 512,
+ "max_output_length": 150,
+ "ignore_first_header": false
+}
diff --git a/baselines/DEGREE/config/config_degree_ed_ace05e.json b/baselines/DEGREE/config/config_degree_ed_ace05e.json
@@ -0,0 +1,31 @@
+{
+ "dataset": "ace05e",
+ "gpu_device": 0,
+ "seed": 0,
+ "train_file": "./processed_data/ace05e_bart/train.w1.oneie.json",
+ "dev_file": "./processed_data/ace05e_bart/dev.w1.oneie.json",
+ "test_file": "./processed_data/ace05e_bart/test.w1.oneie.json",
+ "finetune_dir": "./data/degree_ed_ace05e/",
+ "train_finetune_file": "./data/degree_ed_ace05e/train_all.pkl",
+ "dev_finetune_file": "./data/degree_ed_ace05e/dev_all.pkl",
+ "test_finetune_file": "./data/degree_ed_ace05e/test_all.pkl",
+ "vocab_file": "./data/degree_ed_ace05e/vocab.json",
+ "output_dir": "./output/degree_ed_ace05e/",
+ "cache_dir": "./cache",
+ "model_name": "facebook/bart-large",
+ "input_style": ["event_type_sent", "keywords", "template"],
+ "output_style": ["trigger:sentence"],
+ "n_negative": 15,
+ "max_epoch": 45,
+ "warmup_epoch": 5,
+ "train_batch_size": 32,
+ "eval_batch_size": 12,
+ "accumulate_step": 1,
+ "learning_rate": 1e-05,
+ "weight_decay": 1e-05,
+ "grad_clipping": 5.0,
+ "beam_size": 1,
+ "max_length": 250,
+ "max_output_length": 20,
+ "ignore_first_header": true
+}
diff --git a/baselines/DEGREE/config/config_degree_ed_ace05ep.json b/baselines/DEGREE/config/config_degree_ed_ace05ep.json
@@ -0,0 +1,31 @@
+{
+ "dataset": "ace05ep",
+ "gpu_device": 0,
+ "seed": 0,
+ "train_file": "./processed_data/ace05ep_bart/train.w1.oneie.json",
+ "dev_file": "./processed_data/ace05ep_bart/dev.w1.oneie.json",
+ "test_file": "./processed_data/ace05ep_bart/test.w1.oneie.json",
+ "finetune_dir": "./data/degree_ed_ace05ep/",
+ "train_finetune_file": "./data/degree_ed_ace05ep/train_all.pkl",
+ "dev_finetune_file": "./data/degree_ed_ace05ep/dev_all.pkl",
+ "test_finetune_file": "./data/degree_ed_ace05ep/test_all.pkl",
+ "vocab_file": "./data/degree_ed_ace05ep/vocab.json",
+ "output_dir": "./output/degree_ed_ace05ep/",
+ "cache_dir": "./cache",
+ "model_name": "facebook/bart-large",
+ "input_style": ["event_type_sent", "keywords", "template"],
+ "output_style": ["trigger:sentence"],
+ "n_negative": 15,
+ "max_epoch": 45,
+ "warmup_epoch": 5,
+ "train_batch_size": 32,
+ "eval_batch_size": 12,
+ "accumulate_step": 1,
+ "learning_rate": 1e-05,
+ "weight_decay": 1e-05,
+ "grad_clipping": 5.0,
+ "beam_size": 1,
+ "max_length": 250,
+ "max_output_length": 20,
+ "ignore_first_header": false
+}
diff --git a/baselines/DEGREE/config/config_degree_ed_ere.json b/baselines/DEGREE/config/config_degree_ed_ere.json
@@ -0,0 +1,31 @@
+{
+ "dataset": "ere",
+ "gpu_device": 0,
+ "seed": 0,
+ "train_file": "./processed_data/ere_bart/train.w1.oneie.json",
+ "dev_file": "./processed_data/ere_bart/dev.w1.oneie.json",
+ "test_file": "./processed_data/ere_bart/test.w1.oneie.json",
+ "finetune_dir": "./data/degree_ed_ere/",
+ "train_finetune_file": "./data/degree_ed_ere/train_all.pkl",
+ "dev_finetune_file": "./data/degree_ed_ere/dev_all.pkl",
+ "test_finetune_file": "./data/degree_ed_ere/test_all.pkl",
+ "vocab_file": "./data/degree_ed_ere/vocab.json",
+ "output_dir": "./output/degree_ed_ere/",
+ "cache_dir": "./cache",
+ "model_name": "facebook/bart-large",
+ "input_style": ["event_type_sent", "keywords", "template"],
+ "output_style": ["trigger:sentence"],
+ "n_negative": 15,
+ "max_epoch": 45,
+ "warmup_epoch": 5,
+ "train_batch_size": 32,
+ "eval_batch_size": 12,
+ "accumulate_step": 1,
+ "learning_rate": 1e-05,
+ "weight_decay": 1e-05,
+ "grad_clipping": 5.0,
+ "beam_size": 1,
+ "max_length": 350,
+ "max_output_length": 25,
+ "ignore_first_header": false
+}
diff --git a/baselines/DEGREE/convert_predictions.py b/baselines/DEGREE/convert_predictions.py
@@ -0,0 +1,41 @@
+import argparse
+import contextlib
+import itertools
+import json
+import pathlib
+
+import datasets
+
+
+def parse_command_argument() -> argparse.Namespace:
+ """ Parse command line arguments. """
+ parser = argparse.ArgumentParser(description="Convert a DEGREE predictions file into an AEC predictions file.")
+ parser.add_argument("output", type=pathlib.Path, help="Path to the output AEC predictions.")
+ parser.add_argument("input", type=pathlib.Path, help="Path to the input DEGREE predictions.")
+ parser.add_argument("split", type=pathlib.Path, help="Path to the AEC split that resulted in the given predictions.")
+
+ args: argparse.Namespace = parser.parse_args()
+ return args
+
+
+def main(output_path: pathlib.Path, input_path: pathlib.Path, split_path: pathlib.Path) -> None:
+ split: datasets.Dataset = datasets.load_from_disk(str(split_path))
+ with input_path.open("r") as input_file:
+ degree_predictions = json.load(input_file)
+
+ with output_path.open("w") as output_file:
+ for sample_id, degree_object in zip(split["id"], degree_predictions):
+ arguments: dict[str, str] = {"id": sample_id}
+ for role, argument in degree_object["pred arguments"].items():
+ argument = argument.strip()
+ if role.startswith("deaths_"):
+ with contextlib.suppress(ValueError):
+ arguments[role] = int("".join(itertools.takewhile(str.isdigit, argument)))
+ else:
+ arguments[role] = argument
+ print(json.dumps(arguments), file=output_file)
+
+
+if __name__ == "__main__":
+ args: argparse.Namespace = parse_command_argument()
+ main(output_path=args.output, input_path=args.input, split_path=args.split)
diff --git a/baselines/DEGREE/degree/data.py b/baselines/DEGREE/degree/data.py
@@ -0,0 +1,243 @@
+import json, logging, pickle
+import torch
+from torch.utils.data import Dataset
+from collections import namedtuple
+
+logger = logging.getLogger(__name__)
+
+ee_instance_fields = ['doc_id', 'wnd_id', 'tokens', 'pieces', 'piece_idxs', 'token_lens', 'token_start_idxs', 'triggers', 'roles']
+ee_batch_fields = ['tokens', 'pieces', 'piece_idxs', 'token_lens', 'token_start_idxs', 'triggers', 'roles', 'wnd_ids']
+EEInstance = namedtuple('EEInstance', field_names=ee_instance_fields, defaults=[None] * len(ee_instance_fields))
+EEBatch = namedtuple('EEBatch', field_names=ee_batch_fields, defaults=[None] * len(ee_batch_fields))
+
+gen_batch_fields = ['input_text', 'target_text', 'enc_idxs', 'enc_attn', 'dec_idxs', 'dec_attn', 'lbl_idxs', 'raw_lbl_idxs', 'infos']
+GenBatch = namedtuple('GenBatch', field_names=gen_batch_fields, defaults=[None] * len(gen_batch_fields))
+
+def remove_overlap_entities(entities):
+ """There are a few overlapping entities in the data set. We only keep the
+ first one and map others to it.
+ :param entities (list): a list of entity mentions.
+ :return: processed entity mentions and a table of mapped IDs.
+ """
+ tokens = [None] * 1000
+ entities_ = []
+ id_map = {}
+ for entity in entities:
+ start, end = entity['start'], entity['end']
+ break_flag = False
+ for i in range(start, end):
+ if tokens[i]:
+ id_map[entity['id']] = tokens[i]
+ break_flag = True
+ if break_flag:
+ continue
+ entities_.append(entity)
+ for i in range(start, end):
+ tokens[i] = entity['id']
+ return entities_, id_map
+
+def get_role_list(entities, events, id_map):
+ entity_idxs = {entity['id']: (i,entity) for i, entity in enumerate(entities)}
+ visited = [[0] * len(entities) for _ in range(len(events))]
+ role_list = []
+ role_list = []
+ for i, event in enumerate(events):
+ for arg in event['arguments']:
+ entity_idx = entity_idxs[id_map.get(arg['entity_id'], arg['entity_id'])]
+
+ # This will automatically remove multi role scenario
+ if visited[i][entity_idx[0]] == 0:
+ # ((trigger start, trigger end, trigger type), (argument start, argument end, role type))
+ temp = ((event['trigger']['start'], event['trigger']['end'], event['event_type']),
+ (entity_idx[1]['start'], entity_idx[1]['end'], arg['role'], entity_idx[1]['text']))
+ role_list.append(temp)
+ visited[i][entity_idx[0]] = 1
+ role_list.sort(key=lambda x: (x[0][0], x[1][0]))
+ return role_list
+
+class EEDataset(Dataset):
+ def __init__(self, tokenizer, path, max_length=128, fair_compare=True):
+ self.tokenizer = tokenizer
+ self.path = path
+ self.data = []
+ self.insts = []
+ self.max_length = max_length
+ self.fair_compare = fair_compare
+ self.load_data()
+
+ def __len__(self):
+ return len(self.data)
+
+ def __getitem__(self, item):
+ return self.data[item]
+
+ @property
+ def event_type_set(self):
+ type_set = set()
+ for inst in self.insts:
+ for event in inst['event_mentions']:
+ type_set.add(event['event_type'])
+ return type_set
+
+ @property
+ def role_type_set(self):
+ type_set = set()
+ for inst in self.insts:
+ for event in inst['event_mentions']:
+ for arg in event['arguments']:
+ type_set.add(arg['role'])
+ return type_set
+
+ def load_data(self):
+ with open(self.path, 'r', encoding='utf-8') as fp:
+ lines = fp.readlines()
+ self.insts = []
+ for line in lines:
+ inst = json.loads(line)
+ inst_len = len(inst['pieces'])
+ #if inst_len > self.max_length:
+ # continue
+ self.insts.append(inst)
+
+ for inst in self.insts:
+ doc_id = inst['doc_id']
+ wnd_id = inst['wnd_id']
+ tokens = inst['tokens']
+ pieces = inst['pieces']
+
+ entities = inst['entity_mentions']
+ if self.fair_compare:
+ entities, entity_id_map = remove_overlap_entities(entities)
+ else:
+ entities = entities
+ entity_id_map = {}
+
+ events = inst['event_mentions']
+ events.sort(key=lambda x: x['trigger']['start'])
+
+ token_num = len(tokens)
+ token_lens = inst['token_lens']
+
+ piece_idxs = self.tokenizer.convert_tokens_to_ids(pieces)
+ assert sum(token_lens) == len(piece_idxs)
+
+ triggers = [(e['trigger']['start'], e['trigger']['end'], e['event_type']) for e in events]
+ roles = get_role_list(entities, events, entity_id_map)
+
+ token_start_idxs = [sum(token_lens[:_]) for _ in range(len(token_lens))] + [sum(token_lens)]
+
+ instance = EEInstance(
+ doc_id=doc_id,
+ wnd_id=wnd_id,
+ tokens=tokens,
+ pieces=pieces,
+ piece_idxs=piece_idxs,
+ token_lens=token_lens,
+ token_start_idxs=token_start_idxs,
+ triggers = triggers,
+ roles = roles,
+ )
+ self.data.append(instance)
+
+ logger.info(f'Loaded {len(self)}/{len(lines)} instances from {self.path}')
+
+ def collate_fn(self, batch):
+ tokens = [inst.tokens for inst in batch]
+ pieces = [inst.pieces for inst in batch]
+ piece_idxs = [inst.piece_idxs for inst in batch]
+ token_lens = [inst.token_lens for inst in batch]
+ token_start_idxs = [inst.token_start_idxs for inst in batch]
+ triggers = [inst.triggers for inst in batch]
+ roles = [inst.roles for inst in batch]
+ wnd_ids = [inst.wnd_id for inst in batch]
+
+ return EEBatch(
+ tokens=tokens,
+ pieces=pieces,
+ piece_idxs=piece_idxs,
+ token_lens=token_lens,
+ token_start_idxs=token_start_idxs,
+ triggers=triggers,
+ roles=roles,
+ wnd_ids=wnd_ids,
+ )
+
+class GenDataset(Dataset):
+ def __init__(self, tokenizer, max_length, path, max_output_length=None, unseen_types=[], no_bos=False):
+ self.tokenizer = tokenizer
+ self.max_length = self.max_output_length = max_length
+ if max_output_length is not None:
+ self.max_output_length = max_output_length
+ self.path = path
+ self.no_bos = no_bos # if you use bart, then this should be False; if you use t5, then this should be True
+ self.data = []
+ self.load_data(unseen_types)
+
+ def __len__(self):
+ return len(self.data)
+
+ def __getitem__(self, item):
+ return self.data[item]
+
+ def load_data(self, unseen_types):
+ with open(self.path, 'rb') as f:
+ data = pickle.load(f)
+
+ for l_in, l_out, l_info in zip(data['input'], data['target'], data['all']):
+ if len(unseen_types) > 0:
+ if isinstance(l_info, tuple):
+ # instance base
+ if l_info[1] in unseen_types:
+ continue
+ else:
+ # trigger base, used in argument model
+ if l_info['event type'] in unseen_types:
+ continue
+ self.data.append({
+ 'input': l_in,
+ 'target': l_out,
+ 'info': l_info
+ })
+ logger.info(f'Loaded {len(self)} instances from {self.path}')
+
+ def collate_fn(self, batch):
+ input_text = [x['input'] for x in batch]
+ target_text = [x['target'] for x in batch]
+
+ # encoder inputs
+ inputs = self.tokenizer(input_text, return_tensors='pt', padding=True, max_length=self.max_length)
+ enc_idxs = inputs['input_ids']
+ enc_attn = inputs['attention_mask']
+
+ # decoder inputs
+ targets = self.tokenizer(target_text, return_tensors='pt', padding=True, max_length=self.max_output_length)
+ dec_idxs = targets['input_ids']
+ batch_size = dec_idxs.size(0)
+ dec_idxs[:, 0] = self.tokenizer.eos_token_id
+ dec_attn = targets['attention_mask']
+
+ # labels
+ padding = torch.ones((batch_size, 1), dtype=torch.long)
+ padding[:] = self.tokenizer.pad_token_id
+ raw_lbl_idxs = torch.cat((dec_idxs[:, 1:], padding), dim=1)
+ lbl_attn = torch.cat((dec_attn[:, 1:], torch.zeros((batch_size, 1), dtype=torch.long)), dim=1)
+ lbl_idxs = raw_lbl_idxs.masked_fill(lbl_attn==0, -100) # ignore padding
+
+ enc_idxs = enc_idxs.cuda()
+ enc_attn = enc_attn.cuda()
+ dec_idxs = dec_idxs.cuda()
+ dec_attn = dec_attn.cuda()
+ raw_lbl_idxs = raw_lbl_idxs.cuda()
+ lbl_idxs = lbl_idxs.cuda()
+
+ return GenBatch(
+ input_text=input_text,
+ target_text=target_text,
+ enc_idxs=enc_idxs,
+ enc_attn=enc_attn,
+ dec_idxs=dec_idxs,
+ dec_attn=dec_attn,
+ lbl_idxs=lbl_idxs,
+ raw_lbl_idxs=raw_lbl_idxs,
+ infos=[x['info'] for x in batch]
+ )
diff --git a/baselines/DEGREE/degree/eval_end2endEE.py b/baselines/DEGREE/degree/eval_end2endEE.py
@@ -0,0 +1,402 @@
+import os, sys, json, logging, pprint, tqdm
+import numpy as np
+import torch
+from torch.utils.data import DataLoader
+from transformers import AutoTokenizer
+from model import GenerativeModel
+from data import GenDataset, EEDataset
+from utils import compute_f1
+from argparse import ArgumentParser, Namespace
+import ipdb
+
+# configuration
+parser = ArgumentParser()
+parser.add_argument('-c', '--e2e_config', required=True)
+parser.add_argument('-e', '--e2e_model', required=True)
+parser.add_argument('--no_dev', action='store_true', default=False)
+parser.add_argument('--eval_batch_size', type=int)
+parser.add_argument('--write_file', type=str)
+args = parser.parse_args()
+with open(args.e2e_config) as fp:
+ config = json.load(fp)
+config = Namespace(**config)
+
+if config.dataset == "ace05e" or config.dataset == "ace05ep":
+ from template_generate_ace import eve_template_generator
+ template_file = "template_generate_ace"
+elif config.dataset == "ere":
+ from template_generate_ere import eve_template_generator
+ template_file = "template_generate_ere"
+
+# fix random seed
+np.random.seed(config.seed)
+torch.manual_seed(config.seed)
+torch.backends.cudnn.enabled = False
+
+# logger
+logging.basicConfig(level=logging.INFO, format='%(asctime)s - %(name)s - %(message)s', datefmt='[%Y-%m-%d %H:%M:%S]')
+logger = logging.getLogger(__name__)
+
+def get_span_idx(pieces, token_start_idxs, span, tokenizer, trigger_span=None):
+ """
+ This function is how we map the generated prediction back to span prediction.
+
+ Detailed Explanation:
+ We will first split our prediction and use tokenizer to tokenize our predicted "span" into pieces. Then, we will find whether we can find a continuous span in the original "pieces" can match tokenized "span".
+
+ If it is an argument/relation extraction task, we will return the one which is closest to the trigger_span.
+ """
+ words = []
+ for s in span.split(' '):
+ words.extend(tokenizer.encode(s, add_special_tokens=False))
+
+ candidates = []
+ for i in range(len(pieces)):
+ j = 0
+ k = 0
+ while j < len(words) and i+k < len(pieces):
+ if pieces[i+k] == words[j]:
+ j += 1
+ k += 1
+ elif tokenizer.decode(words[j]) == "":
+ j += 1
+ elif tokenizer.decode(pieces[i+k]) == "":
+ k += 1
+ else:
+ break
+ if j == len(words):
+ candidates.append((i, i+k))
+
+ candidates = [(token_start_idxs.index(c1), token_start_idxs.index(c2)) for c1, c2 in candidates if c1 in token_start_idxs and c2 in token_start_idxs]
+ if len(candidates) < 1:
+ return -1, -1
+ else:
+ if trigger_span is None:
+ return candidates[0]
+ else:
+ return sorted(candidates, key=lambda x: np.abs(trigger_span[0]-x[0]))[0]
+
+def get_span_idx_tri(pieces, token_start_idxs, span, tokenizer, trigger_span=None):
+ """
+ This function is how we map the generated prediction back to span prediction.
+
+ Detailed Explanation:
+ We will first split our prediction and use tokenizer to tokenize our predicted "span" into pieces. Then, we will find whether we can find a continuous span in the original "pieces" can match tokenized "span".
+
+ If it is an argument/relation extraction task, we will return the one which is closest to the trigger_span.
+ """
+ words = []
+ for s in span.split(' '):
+ words.extend(tokenizer.encode(s, add_special_tokens=False))
+
+ candidates = []
+ for i in range(len(pieces)):
+ j = 0
+ k = 0
+ while j < len(words) and i+k < len(pieces):
+ if pieces[i+k] == words[j]:
+ j += 1
+ k += 1
+ elif tokenizer.decode(words[j]) == "":
+ j += 1
+ elif tokenizer.decode(pieces[i+k]) == "":
+ k += 1
+ else:
+ break
+ if j == len(words):
+ candidates.append((i, i+k))
+
+ candidates = [(token_start_idxs.index(c1), token_start_idxs.index(c2)) for c1, c2 in candidates if c1 in token_start_idxs and c2 in token_start_idxs]
+ if len(candidates) < 1:
+ return [(-1, -1)]
+ else:
+ if trigger_span is None:
+ return candidates
+ else:
+ return sorted(candidates, key=lambda x: np.abs(trigger_span[0]-x[0]))
+
+def cal_scores(gold_triggers, pred_triggers, gold_roles, pred_roles):
+ assert len(gold_triggers) == len(pred_triggers)
+ assert len(gold_roles) == len(pred_roles)
+ # tri_id
+ gold_tri_id_num, pred_tri_id_num, match_tri_id_num = 0, 0, 0
+ for gold_trigger, pred_trigger in zip(gold_triggers, pred_triggers):
+ gold_set = set([(t[0], t[1]) for t in gold_trigger])
+ pred_set = set([(t[0], t[1]) for t in pred_trigger])
+ gold_tri_id_num += len(gold_set)
+ pred_tri_id_num += len(pred_set)
+ match_tri_id_num += len(gold_set & pred_set)
+
+ # tri_cls
+ gold_tri_cls_num, pred_tri_cls_num, match_tri_cls_num = 0, 0, 0
+ for gold_trigger, pred_trigger in zip(gold_triggers, pred_triggers):
+ gold_set = set(gold_trigger)
+ pred_set = set(pred_trigger)
+ gold_tri_cls_num += len(gold_set)
+ pred_tri_cls_num += len(pred_set)
+ match_tri_cls_num += len(gold_set & pred_set)
+
+ # arg_id
+ gold_arg_id_num, pred_arg_id_num, match_arg_id_num = 0, 0, 0
+ for gold_role, pred_role in zip(gold_roles, pred_roles):
+ gold_set = set([(r[0][2],)+r[1][:-1] for r in gold_role])
+ pred_set = set([(r[0][2],)+r[1][:-1] for r in pred_role])
+
+ gold_arg_id_num += len(gold_set)
+ pred_arg_id_num += len(pred_set)
+ match_arg_id_num += len(gold_set & pred_set)
+
+ # arg_cls
+ gold_arg_cls_num, pred_arg_cls_num, match_arg_cls_num = 0, 0, 0
+ for gold_role, pred_role in zip(gold_roles, pred_roles):
+ gold_set = set([(r[0][2],)+r[1] for r in gold_role])
+ pred_set = set([(r[0][2],)+r[1] for r in pred_role])
+
+ gold_arg_cls_num += len(gold_set)
+ pred_arg_cls_num += len(pred_set)
+ match_arg_cls_num += len(gold_set & pred_set)
+
+ scores = {
+ 'tri_id': (gold_tri_id_num, pred_tri_id_num, match_tri_id_num) + compute_f1(pred_tri_id_num, gold_tri_id_num, match_tri_id_num),
+ 'tri_cls': (gold_tri_cls_num, pred_tri_cls_num, match_tri_cls_num) + compute_f1(pred_tri_cls_num, gold_tri_cls_num, match_tri_cls_num),
+ 'arg_id': (gold_arg_id_num, pred_arg_id_num, match_arg_id_num) + compute_f1(pred_arg_id_num, gold_arg_id_num, match_arg_id_num),
+ 'arg_cls': (gold_arg_cls_num, pred_arg_cls_num, match_arg_cls_num) + compute_f1(pred_arg_cls_num, gold_arg_cls_num, match_arg_cls_num),
+ }
+
+ return scores
+
+# set GPU device
+torch.cuda.set_device(config.gpu_device)
+
+# check valid styles
+assert np.all([style in ['event_type_sent', 'keywords', 'template'] for style in config.input_style])
+assert np.all([style in ['trigger:sentence', 'argument:sentence'] for style in config.output_style])
+
+# tokenizer
+tokenizer = AutoTokenizer.from_pretrained(config.model_name, cache_dir=config.cache_dir)
+special_tokens = ['<Trigger>', '<sep>']
+tokenizer.add_tokens(special_tokens)
+
+if args.eval_batch_size:
+ config.eval_batch_size=args.eval_batch_size
+
+# load data
+dev_set = EEDataset(tokenizer, config.dev_file, max_length=config.max_length)
+test_set = EEDataset(tokenizer, config.test_file, max_length=config.max_length)
+dev_batch_num = len(dev_set) // config.eval_batch_size + (len(dev_set) % config.eval_batch_size != 0)
+test_batch_num = len(test_set) // config.eval_batch_size + (len(test_set) % config.eval_batch_size != 0)
+with open(config.vocab_file) as f:
+ vocab = json.load(f)
+
+# load model
+logger.info(f"Loading model from {args.e2e_model}")
+model = GenerativeModel(config, tokenizer)
+model.load_state_dict(torch.load(args.e2e_model, map_location=f'cuda:{config.gpu_device}'))
+model.cuda(device=config.gpu_device)
+model.eval()
+
+# eval dev set
+if not args.no_dev:
+ progress = tqdm.tqdm(total=dev_batch_num, ncols=75, desc='Dev')
+ dev_gold_triggers, dev_gold_roles, dev_pred_triggers, dev_pred_roles = [], [], [], []
+
+ for batch in DataLoader(dev_set, batch_size=config.eval_batch_size, shuffle=False, collate_fn=dev_set.collate_fn):
+ progress.update(1)
+
+ p_triggers = [[] for _ in range(len(batch.tokens))]
+ p_roles = [[] for _ in range(len(batch.tokens))]
+ for event_type in vocab['event_type_itos']:
+ theclass = getattr(sys.modules[template_file], event_type.replace(':', '_').replace('-', '_'), False)
+
+ inputs = []
+ for tokens in batch.tokens:
+ template = theclass(config.input_style, config.output_style, tokens, event_type)
+ inputs.append(template.generate_input_str(''))
+
+ inputs = tokenizer(inputs, return_tensors='pt', padding=True, max_length=config.max_length)
+ enc_idxs = inputs['input_ids'].cuda()
+ enc_attn = inputs['attention_mask'].cuda()
+
+ outputs = model.model.generate(input_ids=enc_idxs, attention_mask=enc_attn, num_beams=config.beam_size, max_length=config.max_output_length)
+ final_outputs = [tokenizer.decode(output, skip_special_tokens=True, clean_up_tokenization_spaces=True) for output in outputs]
+
+ for bid, (tokens, p_text) in enumerate(zip(batch.tokens, final_outputs)):
+ template = theclass(config.input_style, config.output_style, tokens, event_type)
+ pred_object = template.decode(p_text)
+
+ pred_trigger_object = []
+ pred_argument_object = []
+ for obj in pred_object:
+ if obj[1] == event_type:
+ pred_trigger_object.append(obj)
+ else:
+ pred_argument_object.append(obj)
+
+ # decode triggers
+ triggers_ = [mention + (event_type, kwargs) for span, _, kwargs in pred_trigger_object for mention in get_span_idx_tri(batch.piece_idxs[bid], batch.token_start_idxs[bid], span, tokenizer)]
+ triggers_ = [t for t in triggers_ if t[0] != -1]
+ p_triggers_ = [t[:-1] for t in triggers_]
+ p_triggers_ = list(set(p_triggers_))
+ p_triggers[bid].extend(p_triggers_)
+
+ # decode arguments
+ tri_id2obj = {}
+ for t in triggers_:
+ try:
+ tri_id2obj[t[3]['tri counter']] = (t[0], t[1], t[2])
+ except:
+ ipdb.set_trace()
+
+ roles_ = []
+ for span, role_type, kwargs in pred_argument_object:
+ corres_tri_id = kwargs['cor tri cnt']
+ if corres_tri_id in tri_id2obj.keys():
+ arg_span = get_span_idx(batch.piece_idxs[bid], batch.token_start_idxs[bid], span, tokenizer, tri_id2obj[corres_tri_id])
+ if arg_span[0] != -1:
+ roles_.append((tri_id2obj[corres_tri_id], (arg_span[0], arg_span[1], role_type)))
+ else:
+ arg_span = get_span_idx(batch.piece_idxs[bid], batch.token_start_idxs[bid], span, tokenizer)
+ if arg_span[0] != -1:
+ roles_.append(((0, 1, event_type), (arg_span[0], arg_span[1], role_type)))
+
+ p_roles[bid].extend(roles_)
+
+ p_roles = [list(set(role)) for role in p_roles]
+
+ dev_gold_triggers.extend(batch.triggers)
+ dev_gold_roles.extend(batch.roles)
+ dev_pred_triggers.extend(p_triggers)
+ dev_pred_roles.extend(p_roles)
+
+ progress.close()
+
+ # calculate scores
+ dev_scores = cal_scores(dev_gold_triggers, dev_pred_triggers, dev_gold_roles, dev_pred_roles)
+
+ print("---------------------------------------------------------------------")
+ print('Trigger I - P: {:6.2f} ({:4d}/{:4d}), R: {:6.2f} ({:4d}/{:4d}), F: {:6.2f}'.format(
+ dev_scores['tri_id'][3] * 100.0, dev_scores['tri_id'][2], dev_scores['tri_id'][1],
+ dev_scores['tri_id'][4] * 100.0, dev_scores['tri_id'][2], dev_scores['tri_id'][0], dev_scores['tri_id'][5] * 100.0))
+ print('Trigger C - P: {:6.2f} ({:4d}/{:4d}), R: {:6.2f} ({:4d}/{:4d}), F: {:6.2f}'.format(
+ dev_scores['tri_cls'][3] * 100.0, dev_scores['tri_cls'][2], dev_scores['tri_cls'][1],
+ dev_scores['tri_cls'][4] * 100.0, dev_scores['tri_cls'][2], dev_scores['tri_cls'][0], dev_scores['tri_cls'][5] * 100.0))
+ print("---------------------------------------------------------------------")
+ print('Role I - P: {:6.2f} ({:4d}/{:4d}), R: {:6.2f} ({:4d}/{:4d}), F: {:6.2f}'.format(
+ dev_scores['arg_id'][3] * 100.0, dev_scores['arg_id'][2], dev_scores['arg_id'][1],
+ dev_scores['arg_id'][4] * 100.0, dev_scores['arg_id'][2], dev_scores['arg_id'][0], dev_scores['arg_id'][5] * 100.0))
+ print('Role C - P: {:6.2f} ({:4d}/{:4d}), R: {:6.2f} ({:4d}/{:4d}), F: {:6.2f}'.format(
+ dev_scores['arg_cls'][3] * 100.0, dev_scores['arg_cls'][2], dev_scores['arg_cls'][1],
+ dev_scores['arg_cls'][4] * 100.0, dev_scores['arg_cls'][2], dev_scores['arg_cls'][0], dev_scores['arg_cls'][5] * 100.0))
+ print("---------------------------------------------------------------------")
+
+
+# test set
+progress = tqdm.tqdm(total=test_batch_num, ncols=75, desc='Test')
+test_gold_triggers, test_gold_roles, test_pred_triggers, test_pred_roles = [], [], [], []
+write_object = []
+for batch in DataLoader(test_set, batch_size=config.eval_batch_size, shuffle=False, collate_fn=test_set.collate_fn):
+ progress.update(1)
+ p_triggers = [[] for _ in range(len(batch.tokens))]
+ p_roles = [[] for _ in range(len(batch.tokens))]
+ p_texts = [[] for _ in range(len(batch.tokens))]
+ for event_type in vocab['event_type_itos']:
+ theclass = getattr(sys.modules[template_file], event_type.replace(':', '_').replace('-', '_'), False)
+
+ inputs = []
+ for tokens in batch.tokens:
+ template = theclass(config.input_style, config.output_style, tokens, event_type)
+ inputs.append(template.generate_input_str(''))
+
+ inputs = tokenizer(inputs, return_tensors='pt', padding=True, max_length=config.max_length)
+ enc_idxs = inputs['input_ids'].cuda()
+ enc_attn = inputs['attention_mask'].cuda()
+
+ outputs = model.model.generate(input_ids=enc_idxs, attention_mask=enc_attn, num_beams=config.beam_size, max_length=config.max_output_length)
+ final_outputs = [tokenizer.decode(output, skip_special_tokens=True, clean_up_tokenization_spaces=True) for output in outputs]
+
+ for bid, (tokens, p_text) in enumerate(zip(batch.tokens, final_outputs)):
+ template = theclass(config.input_style, config.output_style, tokens, event_type)
+ pred_object = template.decode(p_text)
+
+ pred_trigger_object = []
+ pred_argument_object = []
+ for obj in pred_object:
+ if obj[1] == event_type:
+ pred_trigger_object.append(obj)
+ else:
+ pred_argument_object.append(obj)
+
+ # decode triggers
+ triggers_ = [mention + (event_type, kwargs) for span, _, kwargs in pred_trigger_object for mention in get_span_idx_tri(batch.piece_idxs[bid], batch.token_start_idxs[bid], span, tokenizer)]
+
+ triggers_ = [t for t in triggers_ if t[0] != -1]
+ p_triggers_ = [t[:-1] for t in triggers_]
+ p_triggers_ = list(set(p_triggers_))
+
+ p_triggers[bid].extend(p_triggers_)
+
+ # decode arguments
+ tri_id2obj = {}
+ for t in triggers_:
+ tri_id2obj[t[3]['tri counter']] = (t[0], t[1], t[2])
+
+ roles_ = []
+ for span, role_type, kwargs in pred_argument_object:
+ corres_tri_id = kwargs['cor tri cnt']
+ if corres_tri_id in tri_id2obj.keys():
+ arg_span = get_span_idx(batch.piece_idxs[bid], batch.token_start_idxs[bid], span, tokenizer, tri_id2obj[corres_tri_id])
+ if arg_span[0] != -1:
+ roles_.append((tri_id2obj[corres_tri_id], (arg_span[0], arg_span[1], role_type)))
+ else:
+ arg_span = get_span_idx(batch.piece_idxs[bid], batch.token_start_idxs[bid], span, tokenizer)
+ if arg_span[0] != -1:
+ roles_.append(((0, 1, event_type), (arg_span[0], arg_span[1], role_type)))
+
+ p_roles[bid].extend(roles_)
+ p_texts[bid].append(p_text)
+
+ p_roles = [list(set(role)) for role in p_roles]
+
+ if config.ignore_first_header:
+ for bid, wnd_id in enumerate(batch.wnd_ids):
+ if int(wnd_id.split('-')[-1]) < 4:
+ p_triggers[bid] = []
+ p_roles[bid] = []
+
+ test_gold_triggers.extend(batch.triggers)
+ test_gold_roles.extend(batch.roles)
+ test_pred_triggers.extend(p_triggers)
+ test_pred_roles.extend(p_roles)
+ for gt, gr, pt, pr, te in zip(batch.triggers, batch.roles, p_triggers, p_roles, p_texts):
+ write_object.append({
+ "pred text": te,
+ "pred triggers": pt,
+ "gold triggers": gt,
+ "pred roles": pr,
+ "gold roles": gr
+ })
+
+progress.close()
+
+# calculate scores
+test_scores = cal_scores(test_gold_triggers, test_pred_triggers, test_gold_roles, test_pred_roles)
+
+print("---------------------------------------------------------------------")
+print('Trigger I - P: {:6.2f} ({:4d}/{:4d}), R: {:6.2f} ({:4d}/{:4d}), F: {:6.2f}'.format(
+ test_scores['tri_id'][3] * 100.0, test_scores['tri_id'][2], test_scores['tri_id'][1],
+ test_scores['tri_id'][4] * 100.0, test_scores['tri_id'][2], test_scores['tri_id'][0], test_scores['tri_id'][5] * 100.0))
+print('Trigger C - P: {:6.2f} ({:4d}/{:4d}), R: {:6.2f} ({:4d}/{:4d}), F: {:6.2f}'.format(
+ test_scores['tri_cls'][3] * 100.0, test_scores['tri_cls'][2], test_scores['tri_cls'][1],
+ test_scores['tri_cls'][4] * 100.0, test_scores['tri_cls'][2], test_scores['tri_cls'][0], test_scores['tri_cls'][5] * 100.0))
+print("---------------------------------------------------------------------")
+print('Role I - P: {:6.2f} ({:4d}/{:4d}), R: {:6.2f} ({:4d}/{:4d}), F: {:6.2f}'.format(
+ test_scores['arg_id'][3] * 100.0, test_scores['arg_id'][2], test_scores['arg_id'][1],
+ test_scores['arg_id'][4] * 100.0, test_scores['arg_id'][2], test_scores['arg_id'][0], test_scores['arg_id'][5] * 100.0))
+print('Role C - P: {:6.2f} ({:4d}/{:4d}), R: {:6.2f} ({:4d}/{:4d}), F: {:6.2f}'.format(
+ test_scores['arg_cls'][3] * 100.0, test_scores['arg_cls'][2], test_scores['arg_cls'][1],
+ test_scores['arg_cls'][4] * 100.0, test_scores['arg_cls'][2], test_scores['arg_cls'][0], test_scores['arg_cls'][5] * 100.0))
+print("---------------------------------------------------------------------")
+
+if args.write_file:
+ with open(args.write_file, 'w') as fw:
+ json.dump(write_object, fw, indent=4)
diff --git a/baselines/DEGREE/degree/eval_pipelineEE.py b/baselines/DEGREE/degree/eval_pipelineEE.py
@@ -0,0 +1,446 @@
+import os, sys, json, logging, pprint, tqdm
+import numpy as np
+import torch
+from torch.utils.data import DataLoader
+from transformers import AutoTokenizer
+from model import GenerativeModel
+from data import GenDataset, EEDataset
+from utils import compute_f1
+from argparse import ArgumentParser, Namespace
+import ipdb
+
+# configuration
+parser = ArgumentParser()
+parser.add_argument('-ced', '--ed_config', required=False)
+parser.add_argument('-ceae', '--eae_config', required=True)
+parser.add_argument('-ed', '--ed_model', required=False)
+parser.add_argument('-eae', '--eae_model', required=True)
+parser.add_argument('-g', '--gold_trigger', action='store_true', default=False)
+parser.add_argument('--no_dev', action='store_true', default=False)
+parser.add_argument('--eval_batch_size', type=int)
+parser.add_argument('--write_file', type=str)
+args = parser.parse_args()
+with open(args.eae_config) as fp:
+ eae_config = json.load(fp)
+eae_config = Namespace(**eae_config)
+
+if eae_config.dataset == "ace05e" or eae_config.dataset == "ace05ep":
+ from template_generate_ace import eve_template_generator
+ template_file = "template_generate_ace"
+elif eae_config.dataset == "ere":
+ from template_generate_ere import eve_template_generator
+ template_file = "template_generate_ere"
+
+# fix random seed
+np.random.seed(eae_config.seed)
+torch.manual_seed(eae_config.seed)
+torch.backends.cudnn.enabled = False
+
+# logger
+logging.basicConfig(level=logging.INFO, format='%(asctime)s - %(name)s - %(message)s', datefmt='[%Y-%m-%d %H:%M:%S]')
+logger = logging.getLogger(__name__)
+
+def get_span_idx(pieces, token_start_idxs, span, tokenizer, trigger_span=None):
+ """
+ This function is how we map the generated prediction back to span prediction.
+
+ Detailed Explanation:
+ We will first split our prediction and use tokenizer to tokenize our predicted "span" into pieces. Then, we will find whether we can find a continuous span in the original "pieces" can match tokenized "span".
+
+ If it is an argument/relation extraction task, we will return the one which is closest to the trigger_span.
+ """
+ words = []
+ for s in span.split(' '):
+ words.extend(tokenizer.encode(s, add_special_tokens=False))
+
+ candidates = []
+ for i in range(len(pieces)):
+ j = 0
+ k = 0
+ while j < len(words) and i+k < len(pieces):
+ if pieces[i+k] == words[j]:
+ j += 1
+ k += 1
+ elif tokenizer.decode(words[j]) == "":
+ j += 1
+ elif tokenizer.decode(pieces[i+k]) == "":
+ k += 1
+ else:
+ break
+ if j == len(words):
+ candidates.append((i, i+k))
+
+ candidates = [(token_start_idxs.index(c1), token_start_idxs.index(c2)) for c1, c2 in candidates if c1 in token_start_idxs and c2 in token_start_idxs]
+ if len(candidates) < 1:
+ return -1, -1
+ else:
+ if trigger_span is None:
+ return candidates[0]
+ else:
+ return sorted(candidates, key=lambda x: np.abs(trigger_span[0]-x[0]))[0]
+
+def get_span_idx_tri(pieces, token_start_idxs, span, tokenizer, trigger_span=None):
+ """
+ This function is how we map the generated prediction back to span prediction.
+
+ Detailed Explanation:
+ We will first split our prediction and use tokenizer to tokenize our predicted "span" into pieces. Then, we will find whether we can find a continuous span in the original "pieces" can match tokenized "span".
+
+ If it is an argument/relation extraction task, we will return the one which is closest to the trigger_span.
+ """
+ words = []
+ for s in span.split(' '):
+ words.extend(tokenizer.encode(s, add_special_tokens=False))
+
+ candidates = []
+ for i in range(len(pieces)):
+ j = 0
+ k = 0
+ while j < len(words) and i+k < len(pieces):
+ if pieces[i+k] == words[j]:
+ j += 1
+ k += 1
+ elif tokenizer.decode(words[j]) == "":
+ j += 1
+ elif tokenizer.decode(pieces[i+k]) == "":
+ k += 1
+ else:
+ break
+ if j == len(words):
+ candidates.append((i, i+k))
+
+ candidates = [(token_start_idxs.index(c1), token_start_idxs.index(c2)) for c1, c2 in candidates if c1 in token_start_idxs and c2 in token_start_idxs]
+ if len(candidates) < 1:
+ return [(-1, -1)]
+ else:
+ if trigger_span is None:
+ return candidates
+ else:
+ return sorted(candidates, key=lambda x: np.abs(trigger_span[0]-x[0]))
+
+def cal_scores(gold_triggers, pred_triggers, gold_roles, pred_roles):
+ assert len(gold_triggers) == len(pred_triggers)
+ assert len(gold_roles) == len(pred_roles)
+ # tri_id
+ gold_tri_id_num, pred_tri_id_num, match_tri_id_num = 0, 0, 0
+ for gold_trigger, pred_trigger in zip(gold_triggers, pred_triggers):
+ gold_set = set([(t[0], t[1]) for t in gold_trigger])
+ pred_set = set([(t[0], t[1]) for t in pred_trigger])
+ gold_tri_id_num += len(gold_set)
+ pred_tri_id_num += len(pred_set)
+ match_tri_id_num += len(gold_set & pred_set)
+
+ # tri_cls
+ gold_tri_cls_num, pred_tri_cls_num, match_tri_cls_num = 0, 0, 0
+ for gold_trigger, pred_trigger in zip(gold_triggers, pred_triggers):
+ gold_set = set(gold_trigger)
+ pred_set = set(pred_trigger)
+ gold_tri_cls_num += len(gold_set)
+ pred_tri_cls_num += len(pred_set)
+ match_tri_cls_num += len(gold_set & pred_set)
+
+ # arg_id
+ gold_arg_id_num, pred_arg_id_num, match_arg_id_num = 0, 0, 0
+ for gold_role, pred_role in zip(gold_roles, pred_roles):
+ gold_set = set([(r[0][2],)+r[1][:-1] for r in gold_role])
+ pred_set = set([(r[0][2],)+r[1][:-1] for r in pred_role])
+
+ gold_arg_id_num += len(gold_set)
+ pred_arg_id_num += len(pred_set)
+ match_arg_id_num += len(gold_set & pred_set)
+
+ # arg_cls
+ gold_arg_cls_num, pred_arg_cls_num, match_arg_cls_num = 0, 0, 0
+ for gold_role, pred_role in zip(gold_roles, pred_roles):
+ gold_set = set([(r[0][2],)+r[1] for r in gold_role])
+ pred_set = set([(r[0][2],)+r[1] for r in pred_role])
+
+ gold_arg_cls_num += len(gold_set)
+ pred_arg_cls_num += len(pred_set)
+ match_arg_cls_num += len(gold_set & pred_set)
+
+ scores = {
+ 'tri_id': (gold_tri_id_num, pred_tri_id_num, match_tri_id_num) + compute_f1(pred_tri_id_num, gold_tri_id_num, match_tri_id_num),
+ 'tri_cls': (gold_tri_cls_num, pred_tri_cls_num, match_tri_cls_num) + compute_f1(pred_tri_cls_num, gold_tri_cls_num, match_tri_cls_num),
+ 'arg_id': (gold_arg_id_num, pred_arg_id_num, match_arg_id_num) + compute_f1(pred_arg_id_num, gold_arg_id_num, match_arg_id_num),
+ 'arg_cls': (gold_arg_cls_num, pred_arg_cls_num, match_arg_cls_num) + compute_f1(pred_arg_cls_num, gold_arg_cls_num, match_arg_cls_num),
+ }
+
+ return scores
+
+# set GPU device
+torch.cuda.set_device(eae_config.gpu_device)
+
+# check ed_model
+assert (args.ed_config and args.ed_model) or args.gold_trigger
+if args.ed_model:
+ with open(args.ed_config) as fp:
+ ed_config = json.load(fp)
+ ed_config = Namespace(**ed_config)
+
+# check valid styles
+assert np.all([style in ['event_type_sent', 'triggers', 'template'] for style in eae_config.input_style])
+assert np.all([style in ['argument:sentence'] for style in eae_config.output_style])
+if args.ed_model:
+ assert np.all([style in ['event_type_sent', 'keywords', 'template'] for style in ed_config.input_style])
+ assert np.all([style in ['trigger:sentence'] for style in ed_config.output_style])
+
+# tokenizer
+eae_tokenizer = AutoTokenizer.from_pretrained(eae_config.model_name, cache_dir=eae_config.cache_dir)
+special_tokens = ['<Trigger>', '<sep>']
+eae_tokenizer.add_tokens(special_tokens)
+if args.ed_model:
+ ed_tokenizer = AutoTokenizer.from_pretrained(ed_config.model_name, cache_dir=ed_config.cache_dir)
+ special_tokens = ['<Trigger>', '<sep>']
+ ed_tokenizer.add_tokens(special_tokens)
+
+if args.eval_batch_size:
+ eae_config.eval_batch_size=args.eval_batch_size
+
+# load data
+dev_set = EEDataset(eae_tokenizer, eae_config.dev_file, max_length=eae_config.max_length)
+test_set = EEDataset(eae_tokenizer, eae_config.test_file, max_length=eae_config.max_length)
+dev_batch_num = len(dev_set) // eae_config.eval_batch_size + (len(dev_set) % eae_config.eval_batch_size != 0)
+test_batch_num = len(test_set) // eae_config.eval_batch_size + (len(test_set) % eae_config.eval_batch_size != 0)
+with open(eae_config.vocab_file) as f:
+ vocab = json.load(f)
+
+# load model
+logger.info(f"Loading model from {args.eae_model}")
+eae_model = GenerativeModel(eae_config, eae_tokenizer)
+eae_model.load_state_dict(torch.load(args.eae_model, map_location=f'cuda:{eae_config.gpu_device}'))
+eae_model.cuda(device=eae_config.gpu_device)
+eae_model.eval()
+if args.ed_model:
+ logger.info(f"Loading model from {args.ed_model}")
+ ed_model = GenerativeModel(ed_config, ed_tokenizer)
+ ed_model.load_state_dict(torch.load(args.ed_model, map_location=f'cuda:{ed_config.gpu_device}'))
+ ed_model.cuda(device=ed_config.gpu_device)
+ ed_model.eval()
+
+# eval dev set
+if not args.no_dev:
+ progress = tqdm.tqdm(total=dev_batch_num, ncols=75, desc='Dev')
+ dev_gold_triggers, dev_gold_roles, dev_pred_triggers, dev_pred_roles = [], [], [], []
+ for batch in DataLoader(dev_set, batch_size=eae_config.eval_batch_size, shuffle=False, collate_fn=dev_set.collate_fn):
+ progress.update(1)
+
+ # trigger predictions
+ if args.gold_trigger:
+ p_triggers = batch.triggers
+ else:
+ p_triggers = [[] for _ in range(len(batch.tokens))]
+ for event_type in vocab['event_type_itos']:
+ theclass = getattr(sys.modules[template_file], event_type.replace(':', '_').replace('-', '_'), False)
+
+ inputs = []
+ for tokens in batch.tokens:
+ template = theclass(ed_config.input_style, ed_config.output_style, tokens, event_type)
+ inputs.append(template.generate_input_str(''))
+
+ inputs = ed_tokenizer(inputs, return_tensors='pt', padding=True, max_length=ed_config.max_length)
+ enc_idxs = inputs['input_ids'].cuda()
+ enc_attn = inputs['attention_mask'].cuda()
+
+ outputs = ed_model.model.generate(input_ids=enc_idxs, attention_mask=enc_attn, num_beams=ed_config.beam_size, max_length=ed_config.max_output_length)
+ final_outputs = [ed_tokenizer.decode(output, skip_special_tokens=True, clean_up_tokenization_spaces=True) for output in outputs]
+
+ for bid, (tokens, p_text) in enumerate(zip(batch.tokens, final_outputs)):
+ template = theclass(ed_config.input_style, ed_config.output_style, tokens, event_type)
+ pred_object = template.decode(p_text)
+ triggers_ = [mention+(event_type, ) for span, _, _ in pred_object for mention in get_span_idx_tri(batch.piece_idxs[bid], batch.token_start_idxs[bid], span, ed_tokenizer)]
+ triggers_ = [t for t in triggers_ if t[0] != -1]
+ triggers_ = list(set(triggers_))
+ p_triggers[bid].extend(triggers_)
+
+ # if ed_config.ignore_first_header:
+ # for bid, wnd_id in enumerate(batch.wnd_ids):
+ # if int(wnd_id.split('-')[-1]) < 4:
+ # p_triggers[bid] = []
+
+ # argument predictions
+ p_roles = [[] for _ in range(len(batch.tokens))]
+ event_templates = []
+ for bid, (tokens, triggers) in enumerate(zip(batch.tokens, p_triggers)):
+ event_templates.append((bid,
+ eve_template_generator(tokens, triggers, [], eae_config.input_style, eae_config.output_style, vocab, False)))
+ inputs = []
+ events = []
+ bids = []
+ for i, event_temp in event_templates:
+ for data in event_temp.get_training_data():
+ inputs.append(data[0])
+ events.append(data[2])
+ bids.append(i)
+
+ if len(inputs) > 0:
+ inputs = eae_tokenizer(inputs, return_tensors='pt', padding=True, max_length=eae_config.max_length)
+ enc_idxs = inputs['input_ids'].cuda()
+ enc_attn = inputs['attention_mask'].cuda()
+
+ outputs = eae_model.model.generate(input_ids=enc_idxs, attention_mask=enc_attn, num_beams=eae_config.beam_size, max_length=eae_config.max_output_length)
+ final_outputs = [eae_tokenizer.decode(output, skip_special_tokens=True, clean_up_tokenization_spaces=True) for output in outputs]
+
+ for p_text, info, bid in zip(final_outputs, events, bids):
+ theclass = getattr(sys.modules[template_file], info['event type'].replace(':', '_').replace('-', '_'), False)
+ assert theclass
+ template = theclass(eae_config.input_style, eae_config.output_style, info['tokens'], info['event type'], info)
+
+ pred_object = template.decode(p_text)
+
+ for span, role_type, _ in pred_object:
+ sid, eid = get_span_idx(batch.piece_idxs[bid], batch.token_start_idxs[bid], span, eae_tokenizer, trigger_span=info['trigger span'])
+ if sid == -1:
+ continue
+ p_roles[bid].append(((info['trigger span']+(info['event type'],)), (sid, eid, role_type)))
+
+ p_roles = [list(set(role)) for role in p_roles]
+
+ dev_gold_triggers.extend(batch.triggers)
+ dev_gold_roles.extend(batch.roles)
+ dev_pred_triggers.extend(p_triggers)
+ dev_pred_roles.extend(p_roles)
+
+ progress.close()
+
+ # calculate scores
+ dev_scores = cal_scores(dev_gold_triggers, dev_pred_triggers, dev_gold_roles, dev_pred_roles)
+
+ print("---------------------------------------------------------------------")
+ print('Trigger I - P: {:6.2f} ({:4d}/{:4d}), R: {:6.2f} ({:4d}/{:4d}), F: {:6.2f}'.format(
+ dev_scores['tri_id'][3] * 100.0, dev_scores['tri_id'][2], dev_scores['tri_id'][1],
+ dev_scores['tri_id'][4] * 100.0, dev_scores['tri_id'][2], dev_scores['tri_id'][0], dev_scores['tri_id'][5] * 100.0))
+ print('Trigger C - P: {:6.2f} ({:4d}/{:4d}), R: {:6.2f} ({:4d}/{:4d}), F: {:6.2f}'.format(
+ dev_scores['tri_cls'][3] * 100.0, dev_scores['tri_cls'][2], dev_scores['tri_cls'][1],
+ dev_scores['tri_cls'][4] * 100.0, dev_scores['tri_cls'][2], dev_scores['tri_cls'][0], dev_scores['tri_cls'][5] * 100.0))
+ print("---------------------------------------------------------------------")
+ print('Role I - P: {:6.2f} ({:4d}/{:4d}), R: {:6.2f} ({:4d}/{:4d}), F: {:6.2f}'.format(
+ dev_scores['arg_id'][3] * 100.0, dev_scores['arg_id'][2], dev_scores['arg_id'][1],
+ dev_scores['arg_id'][4] * 100.0, dev_scores['arg_id'][2], dev_scores['arg_id'][0], dev_scores['arg_id'][5] * 100.0))
+ print('Role C - P: {:6.2f} ({:4d}/{:4d}), R: {:6.2f} ({:4d}/{:4d}), F: {:6.2f}'.format(
+ dev_scores['arg_cls'][3] * 100.0, dev_scores['arg_cls'][2], dev_scores['arg_cls'][1],
+ dev_scores['arg_cls'][4] * 100.0, dev_scores['arg_cls'][2], dev_scores['arg_cls'][0], dev_scores['arg_cls'][5] * 100.0))
+ print("---------------------------------------------------------------------")
+
+
+# test set
+progress = tqdm.tqdm(total=test_batch_num, ncols=75, desc='Test')
+test_gold_triggers, test_gold_roles, test_pred_triggers, test_pred_roles = [], [], [], []
+write_object = []
+for batch in DataLoader(test_set, batch_size=eae_config.eval_batch_size, shuffle=False, collate_fn=test_set.collate_fn):
+ progress.update(1)
+
+ p_tri_texts = [[] for _ in range(len(batch.tokens))]
+ p_arg_texts = [[] for _ in range(len(batch.tokens))]
+ # trigger predictions
+ if args.gold_trigger:
+ p_triggers = batch.triggers
+ else:
+ p_triggers = [[] for _ in range(len(batch.tokens))]
+ for event_type in vocab['event_type_itos']:
+ theclass = getattr(sys.modules[template_file], event_type.replace(':', '_').replace('-', '_'), False)
+
+ inputs = []
+ for tokens in batch.tokens:
+ template = theclass(ed_config.input_style, ed_config.output_style, tokens, event_type)
+ inputs.append(template.generate_input_str(''))
+
+ inputs = ed_tokenizer(inputs, return_tensors='pt', padding=True, max_length=ed_config.max_length)
+ enc_idxs = inputs['input_ids'].cuda()
+ enc_attn = inputs['attention_mask'].cuda()
+
+ outputs = ed_model.model.generate(input_ids=enc_idxs, attention_mask=enc_attn, num_beams=ed_config.beam_size, max_length=ed_config.max_output_length)
+ final_outputs = [ed_tokenizer.decode(output, skip_special_tokens=True, clean_up_tokenization_spaces=True) for output in outputs]
+
+ for bid, (tokens, p_text) in enumerate(zip(batch.tokens, final_outputs)):
+ template = theclass(ed_config.input_style, ed_config.output_style, tokens, event_type)
+ pred_object = template.decode(p_text)
+ triggers_ = [mention+(event_type, ) for span, _, _ in pred_object for mention in get_span_idx_tri(batch.piece_idxs[bid], batch.token_start_idxs[bid], span, ed_tokenizer)]
+ triggers_ = [t for t in triggers_ if t[0] != -1]
+ triggers_ = list(set(triggers_))
+ p_triggers[bid].extend(triggers_)
+ p_tri_texts[bid].append(p_text)
+
+ if ed_config.ignore_first_header:
+ for bid, wnd_id in enumerate(batch.wnd_ids):
+ if int(wnd_id.split('-')[-1]) < 4:
+ p_triggers[bid] = []
+
+ # argument predictions
+ p_roles = [[] for _ in range(len(batch.tokens))]
+ event_templates = []
+ for bid, (tokens, triggers) in enumerate(zip(batch.tokens, p_triggers)):
+ event_templates.append((bid,
+ eve_template_generator(tokens, triggers, [], eae_config.input_style, eae_config.output_style, vocab, False)))
+
+ inputs = []
+ events = []
+ bids = []
+ for i, event_temp in event_templates:
+ for data in event_temp.get_training_data():
+ inputs.append(data[0])
+ events.append(data[2])
+ bids.append(i)
+
+ if len(inputs) > 0:
+ inputs = eae_tokenizer(inputs, return_tensors='pt', padding=True, max_length=eae_config.max_length)
+ enc_idxs = inputs['input_ids'].cuda()
+ enc_attn = inputs['attention_mask'].cuda()
+
+ outputs = eae_model.model.generate(input_ids=enc_idxs, attention_mask=enc_attn, num_beams=eae_config.beam_size, max_length=eae_config.max_output_length)
+ final_outputs = [eae_tokenizer.decode(output, skip_special_tokens=True, clean_up_tokenization_spaces=True) for output in outputs]
+
+ for p_text, info, bid in zip(final_outputs, events, bids):
+ theclass = getattr(sys.modules[template_file], info['event type'].replace(':', '_').replace('-', '_'), False)
+ assert theclass
+ template = theclass(eae_config.input_style, eae_config.output_style, info['tokens'], info['event type'], info)
+
+ pred_object = template.decode(p_text)
+ p_arg_texts[bid].append(p_text)
+
+ for span, role_type, _ in pred_object:
+ sid, eid = get_span_idx(batch.piece_idxs[bid], batch.token_start_idxs[bid], span, eae_tokenizer, trigger_span=info['trigger span'])
+ if sid == -1:
+ continue
+ p_roles[bid].append(((info['trigger span']+(info['event type'],)), (sid, eid, role_type)))
+
+ p_roles = [list(set(role)) for role in p_roles]
+
+ test_gold_triggers.extend(batch.triggers)
+ test_gold_roles.extend(batch.roles)
+ test_pred_triggers.extend(p_triggers)
+ test_pred_roles.extend(p_roles)
+ for gt, gr, pt, pr, tte, ate in zip(batch.triggers, batch.roles, p_triggers, p_roles, p_tri_texts, p_arg_texts):
+ write_object.append({
+ "pred trigger text": tte,
+ "pred role text": ate,
+ "pred triggers": pt,
+ "gold triggers": gt,
+ "pred roles": pr,
+ "gold roles": gr
+ })
+
+progress.close()
+
+# calculate scores
+test_scores = cal_scores(test_gold_triggers, test_pred_triggers, test_gold_roles, test_pred_roles)
+
+print("---------------------------------------------------------------------")
+print('Trigger I - P: {:6.2f} ({:4d}/{:4d}), R: {:6.2f} ({:4d}/{:4d}), F: {:6.2f}'.format(
+ test_scores['tri_id'][3] * 100.0, test_scores['tri_id'][2], test_scores['tri_id'][1],
+ test_scores['tri_id'][4] * 100.0, test_scores['tri_id'][2], test_scores['tri_id'][0], test_scores['tri_id'][5] * 100.0))
+print('Trigger C - P: {:6.2f} ({:4d}/{:4d}), R: {:6.2f} ({:4d}/{:4d}), F: {:6.2f}'.format(
+ test_scores['tri_cls'][3] * 100.0, test_scores['tri_cls'][2], test_scores['tri_cls'][1],
+ test_scores['tri_cls'][4] * 100.0, test_scores['tri_cls'][2], test_scores['tri_cls'][0], test_scores['tri_cls'][5] * 100.0))
+print("---------------------------------------------------------------------")
+print('Role I - P: {:6.2f} ({:4d}/{:4d}), R: {:6.2f} ({:4d}/{:4d}), F: {:6.2f}'.format(
+ test_scores['arg_id'][3] * 100.0, test_scores['arg_id'][2], test_scores['arg_id'][1],
+ test_scores['arg_id'][4] * 100.0, test_scores['arg_id'][2], test_scores['arg_id'][0], test_scores['arg_id'][5] * 100.0))
+print('Role C - P: {:6.2f} ({:4d}/{:4d}), R: {:6.2f} ({:4d}/{:4d}), F: {:6.2f}'.format(
+ test_scores['arg_cls'][3] * 100.0, test_scores['arg_cls'][2], test_scores['arg_cls'][1],
+ test_scores['arg_cls'][4] * 100.0, test_scores['arg_cls'][2], test_scores['arg_cls'][0], test_scores['arg_cls'][5] * 100.0))
+print("---------------------------------------------------------------------")
+
+if args.write_file:
+ with open(args.write_file, 'w') as fw:
+ json.dump(write_object, fw, indent=4)
diff --git a/baselines/DEGREE/degree/generate_data_degree_e2e.py b/baselines/DEGREE/degree/generate_data_degree_e2e.py
@@ -0,0 +1,128 @@
+import os, json, pickle, logging, pprint, random
+import numpy as np
+from data import EEDataset
+from argparse import ArgumentParser, Namespace
+from utils import generate_vocabs
+from transformers import AutoTokenizer
+import ipdb
+
+# configuration
+parser = ArgumentParser()
+parser.add_argument('-c', '--config', required=True)
+args = parser.parse_args()
+with open(args.config) as fp:
+ config = json.load(fp)
+config.update(args.__dict__)
+config = Namespace(**config)
+
+if config.dataset == "ace05e" or config.dataset == "ace05ep":
+ from template_generate_ace import eve_template_generator
+elif config.dataset == "ere":
+ from template_generate_ere import eve_template_generator
+
+# fix random seed
+random.seed(config.seed)
+np.random.seed(config.seed)
+
+# logger
+logging.basicConfig(level=logging.INFO, format='%(asctime)s - %(name)s - %(message)s', datefmt='[%Y-%m-%d %H:%M:%S]')
+logger = logging.getLogger(__name__)
+logger.info(f"\n{pprint.pformat(vars(config), indent=4)}")
+
+def generate_data(data_set, vocab, config):
+ inputs = []
+ targets = []
+ events = []
+
+ for data in data_set.data:
+ event_template = eve_template_generator(data.tokens, data.triggers, data.roles, config.input_style, config.output_style, vocab, True)
+ all_data_ = event_template.get_training_data()
+ pos_data_ = [dt for dt in all_data_ if dt[3]]
+ neg_data_ = [dt for dt in all_data_ if not dt[3]]
+ np.random.shuffle(neg_data_)
+
+ for data_ in pos_data_:
+ inputs.append(data_[0])
+ targets.append(data_[1])
+ events.append((data_[2], data_[4], data_[5]))
+
+ for data_ in neg_data_[:config.n_negative]:
+ inputs.append(data_[0])
+ targets.append(data_[1])
+ events.append((data_[2], data_[4], data_[5]))
+
+ return inputs, targets, events
+
+# check valid styles
+assert np.all([style in ['event_type_sent', 'keywords', 'template'] for style in config.input_style])
+assert np.all([style in ['trigger:sentence', 'argument:sentence'] for style in config.output_style])
+
+# tokenizer
+tokenizer = AutoTokenizer.from_pretrained(config.model_name, cache_dir=config.cache_dir)
+special_tokens = ['<Trigger>', '<sep>']
+tokenizer.add_tokens(special_tokens)
+
+if not os.path.exists(config.finetune_dir):
+ os.makedirs(config.finetune_dir)
+
+# load data
+train_set = EEDataset(tokenizer, config.train_file, max_length=config.max_length)
+dev_set = EEDataset(tokenizer, config.dev_file, max_length=config.max_length)
+test_set = EEDataset(tokenizer, config.test_file, max_length=config.max_length)
+vocab = generate_vocabs([train_set, dev_set, test_set])
+
+# save vocabulary
+with open('{}/vocab.json'.format(config.finetune_dir), 'w') as f:
+ json.dump(vocab, f, indent=4)
+
+# generate finetune data
+train_inputs, train_targets, train_events = generate_data(train_set, vocab, config)
+logger.info(f"Generated {len(train_inputs)} training examples from {len(train_set)} instance")
+
+with open('{}/train_input.json'.format(config.finetune_dir), 'w') as f:
+ json.dump(train_inputs, f, indent=4)
+
+with open('{}/train_target.json'.format(config.finetune_dir), 'w') as f:
+ json.dump(train_targets, f, indent=4)
+
+with open('{}/train_all.pkl'.format(config.finetune_dir), 'wb') as f:
+ pickle.dump({
+ 'input': train_inputs,
+ 'target': train_targets,
+ 'all': train_events
+ }, f)
+
+dev_inputs, dev_targets, dev_events = generate_data(dev_set, vocab, config)
+logger.info(f"Generated {len(dev_inputs)} dev examples from {len(dev_set)} instance")
+
+with open('{}/dev_input.json'.format(config.finetune_dir), 'w') as f:
+ json.dump(dev_inputs, f, indent=4)
+
+with open('{}/dev_target.json'.format(config.finetune_dir), 'w') as f:
+ json.dump(dev_targets, f, indent=4)
+
+with open('{}/dev_all.pkl'.format(config.finetune_dir), 'wb') as f:
+ pickle.dump({
+ 'input': dev_inputs,
+ 'target': dev_targets,
+ 'all': dev_events
+ }, f)
+
+test_inputs, test_targets, test_events = generate_data(test_set, vocab, config)
+logger.info(f"Generated {len(test_inputs)} test examples from {len(test_set)} instance")
+
+with open('{}/test_input.json'.format(config.finetune_dir), 'w') as f:
+ json.dump(test_inputs, f, indent=4)
+
+with open('{}/test_target.json'.format(config.finetune_dir), 'w') as f:
+ json.dump(test_targets, f, indent=4)
+
+with open('{}/test_all.pkl'.format(config.finetune_dir), 'wb') as f:
+ pickle.dump({
+ 'input': test_inputs,
+ 'target': test_targets,
+ 'all': test_events
+ }, f)
+
+
+
diff --git a/baselines/DEGREE/degree/generate_data_degree_eae.py b/baselines/DEGREE/degree/generate_data_degree_eae.py
@@ -0,0 +1,120 @@
+import os, json, pickle, logging, pprint, random
+import numpy as np
+from data import EEDataset
+from argparse import ArgumentParser, Namespace
+from utils import generate_vocabs
+from transformers import AutoTokenizer
+import ipdb
+
+# configuration
+parser = ArgumentParser()
+parser.add_argument('-c', '--config', required=True)
+args = parser.parse_args()
+with open(args.config) as fp:
+ config = json.load(fp)
+config.update(args.__dict__)
+config = Namespace(**config)
+
+if config.dataset == "ace05e" or config.dataset == "ace05ep":
+ from template_generate_ace import eve_template_generator
+elif config.dataset == "ere":
+ from template_generate_ere import eve_template_generator
+elif config.dataset == "ucdp":
+ from template_generate_ucdp import eve_template_generator
+
+# fix random seed
+random.seed(config.seed)
+np.random.seed(config.seed)
+
+# logger
+logging.basicConfig(level=logging.INFO, format='%(asctime)s - %(name)s - %(message)s', datefmt='[%Y-%m-%d %H:%M:%S]')
+logger = logging.getLogger(__name__)
+logger.info(f"\n{pprint.pformat(vars(config), indent=4)}")
+
+def generate_data(data_set, vocab, config):
+ inputs = []
+ targets = []
+ events = []
+
+ for data in data_set.data:
+ event_template = eve_template_generator(data.tokens, data.triggers, data.roles, config.input_style, config.output_style, vocab, False)
+ for data_ in event_template.get_training_data():
+ inputs.append(data_[0])
+ targets.append(data_[1])
+ events.append(data_[2])
+
+ return inputs, targets, events
+
+# check valid styles
+assert np.all([style in ['event_type_sent', 'triggers', 'template'] for style in config.input_style])
+assert np.all([style in ['argument:sentence'] for style in config.output_style])
+
+# tokenizer
+tokenizer = AutoTokenizer.from_pretrained(config.model_name, cache_dir=config.cache_dir)
+special_tokens = ['<Trigger>', '<sep>']
+tokenizer.add_tokens(special_tokens)
+
+if not os.path.exists(config.finetune_dir):
+ os.makedirs(config.finetune_dir)
+
+# load data
+train_set = EEDataset(tokenizer, config.train_file, max_length=config.max_length)
+dev_set = EEDataset(tokenizer, config.dev_file, max_length=config.max_length)
+test_set = EEDataset(tokenizer, config.test_file, max_length=config.max_length)
+vocab = generate_vocabs([train_set, dev_set, test_set])
+
+# save vocabulary
+with open('{}/vocab.json'.format(config.finetune_dir), 'w') as f:
+ json.dump(vocab, f, indent=4)
+
+# generate finetune data
+train_inputs, train_targets, train_events = generate_data(train_set, vocab, config)
+logger.info(f"Generated {len(train_inputs)} training examples from {len(train_set)} instance")
+
+with open('{}/train_input.json'.format(config.finetune_dir), 'w') as f:
+ json.dump(train_inputs, f, indent=4)
+
+with open('{}/train_target.json'.format(config.finetune_dir), 'w') as f:
+ json.dump(train_targets, f, indent=4)
+
+with open('{}/train_all.pkl'.format(config.finetune_dir), 'wb') as f:
+ pickle.dump({
+ 'input': train_inputs,
+ 'target': train_targets,
+ 'all': train_events
+ }, f)
+
+dev_inputs, dev_targets, dev_events = generate_data(dev_set, vocab, config)
+logger.info(f"Generated {len(dev_inputs)} dev examples from {len(dev_set)} instance")
+
+with open('{}/dev_input.json'.format(config.finetune_dir), 'w') as f:
+ json.dump(dev_inputs, f, indent=4)
+
+with open('{}/dev_target.json'.format(config.finetune_dir), 'w') as f:
+ json.dump(dev_targets, f, indent=4)
+
+with open('{}/dev_all.pkl'.format(config.finetune_dir), 'wb') as f:
+ pickle.dump({
+ 'input': dev_inputs,
+ 'target': dev_targets,
+ 'all': dev_events
+ }, f)
+
+test_inputs, test_targets, test_events = generate_data(test_set, vocab, config)
+logger.info(f"Generated {len(test_inputs)} test examples from {len(test_set)} instance")
+
+with open('{}/test_input.json'.format(config.finetune_dir), 'w') as f:
+ json.dump(test_inputs, f, indent=4)
+
+with open('{}/test_target.json'.format(config.finetune_dir), 'w') as f:
+ json.dump(test_targets, f, indent=4)
+
+with open('{}/test_all.pkl'.format(config.finetune_dir), 'wb') as f:
+ pickle.dump({
+ 'input': test_inputs,
+ 'target': test_targets,
+ 'all': test_events
+ }, f)
+
+
+
diff --git a/baselines/DEGREE/degree/generate_data_degree_ed.py b/baselines/DEGREE/degree/generate_data_degree_ed.py
@@ -0,0 +1,128 @@
+import os, json, pickle, logging, pprint, random
+import numpy as np
+from data import EEDataset
+from argparse import ArgumentParser, Namespace
+from utils import generate_vocabs
+from transformers import AutoTokenizer
+import ipdb
+
+# configuration
+parser = ArgumentParser()
+parser.add_argument('-c', '--config', required=True)
+args = parser.parse_args()
+with open(args.config) as fp:
+ config = json.load(fp)
+config.update(args.__dict__)
+config = Namespace(**config)
+
+if config.dataset == "ace05e" or config.dataset == "ace05ep":
+ from template_generate_ace import eve_template_generator
+elif config.dataset == "ere":
+ from template_generate_ere import eve_template_generator
+
+# fix random seed
+random.seed(config.seed)
+np.random.seed(config.seed)
+
+# logger
+logging.basicConfig(level=logging.INFO, format='%(asctime)s - %(name)s - %(message)s', datefmt='[%Y-%m-%d %H:%M:%S]')
+logger = logging.getLogger(__name__)
+logger.info(f"\n{pprint.pformat(vars(config), indent=4)}")
+
+def generate_data(data_set, vocab, config):
+ inputs = []
+ targets = []
+ events = []
+
+ for data in data_set.data:
+ event_template = eve_template_generator(data.tokens, data.triggers, data.roles, config.input_style, config.output_style, vocab, True)
+ all_data_ = event_template.get_training_data()
+ pos_data_ = [dt for dt in all_data_ if dt[3]]
+ neg_data_ = [dt for dt in all_data_ if not dt[3]]
+ np.random.shuffle(neg_data_)
+
+ for data_ in pos_data_:
+ inputs.append(data_[0])
+ targets.append(data_[1])
+ events.append((data_[2], data_[4], data_[5]))
+
+ for data_ in neg_data_[:config.n_negative]:
+ inputs.append(data_[0])
+ targets.append(data_[1])
+ events.append((data_[2], data_[4], data_[5]))
+
+ return inputs, targets, events
+
+# check valid styles
+assert np.all([style in ['event_type_sent', 'keywords', 'template'] for style in config.input_style])
+assert np.all([style in ['trigger:sentence'] for style in config.output_style])
+
+# tokenizer
+tokenizer = AutoTokenizer.from_pretrained(config.model_name, cache_dir=config.cache_dir)
+special_tokens = ['<Trigger>', '<sep>']
+tokenizer.add_tokens(special_tokens)
+
+if not os.path.exists(config.finetune_dir):
+ os.makedirs(config.finetune_dir)
+
+# load data
+train_set = EEDataset(tokenizer, config.train_file, max_length=config.max_length)
+dev_set = EEDataset(tokenizer, config.dev_file, max_length=config.max_length)
+test_set = EEDataset(tokenizer, config.test_file, max_length=config.max_length)
+vocab = generate_vocabs([train_set, dev_set, test_set])
+
+# save vocabulary
+with open('{}/vocab.json'.format(config.finetune_dir), 'w') as f:
+ json.dump(vocab, f, indent=4)
+
+# generate finetune data
+train_inputs, train_targets, train_events = generate_data(train_set, vocab, config)
+logger.info(f"Generated {len(train_inputs)} training examples from {len(train_set)} instance")
+
+with open('{}/train_input.json'.format(config.finetune_dir), 'w') as f:
+ json.dump(train_inputs, f, indent=4)
+
+with open('{}/train_target.json'.format(config.finetune_dir), 'w') as f:
+ json.dump(train_targets, f, indent=4)
+
+with open('{}/train_all.pkl'.format(config.finetune_dir), 'wb') as f:
+ pickle.dump({
+ 'input': train_inputs,
+ 'target': train_targets,
+ 'all': train_events
+ }, f)
+
+dev_inputs, dev_targets, dev_events = generate_data(dev_set, vocab, config)
+logger.info(f"Generated {len(dev_inputs)} dev examples from {len(dev_set)} instance")
+
+with open('{}/dev_input.json'.format(config.finetune_dir), 'w') as f:
+ json.dump(dev_inputs, f, indent=4)
+
+with open('{}/dev_target.json'.format(config.finetune_dir), 'w') as f:
+ json.dump(dev_targets, f, indent=4)
+
+with open('{}/dev_all.pkl'.format(config.finetune_dir), 'wb') as f:
+ pickle.dump({
+ 'input': dev_inputs,
+ 'target': dev_targets,
+ 'all': dev_events
+ }, f)
+
+test_inputs, test_targets, test_events = generate_data(test_set, vocab, config)
+logger.info(f"Generated {len(test_inputs)} test examples from {len(test_set)} instance")
+
+with open('{}/test_input.json'.format(config.finetune_dir), 'w') as f:
+ json.dump(test_inputs, f, indent=4)
+
+with open('{}/test_target.json'.format(config.finetune_dir), 'w') as f:
+ json.dump(test_targets, f, indent=4)
+
+with open('{}/test_all.pkl'.format(config.finetune_dir), 'wb') as f:
+ pickle.dump({
+ 'input': test_inputs,
+ 'target': test_targets,
+ 'all': test_events
+ }, f)
+
+
+
diff --git a/baselines/DEGREE/degree/model.py b/baselines/DEGREE/degree/model.py
@@ -0,0 +1,48 @@
+import logging
+import numpy as np
+import torch
+import torch.nn as nn
+from transformers import AutoConfig, AutoModelForPreTraining
+import ipdb
+
+logger = logging.getLogger(__name__)
+
+class GenerativeModel(nn.Module):
+ def __init__(self, config, tokenizer):
+ super().__init__()
+ self.tokenizer = tokenizer
+ logger.info(f'Loading pre-trained model {config.model_name}')
+ self.max_length = config.max_length
+ self.model_config = AutoConfig.from_pretrained(config.model_name, cache_dir=config.cache_dir)
+ self.model = AutoModelForPreTraining.from_pretrained(config.model_name, cache_dir=config.cache_dir, config=self.model_config)
+ self.model.config.no_repeat_ngram_size = 0
+ self.model.resize_token_embeddings(len(self.tokenizer))
+
+ def forward(self, batch):
+ outputs = self.model(input_ids=batch.enc_idxs[:, :self.max_length],
+ attention_mask=batch.enc_attn[:, :self.max_length],
+ decoder_input_ids=batch.dec_idxs,
+ decoder_attention_mask=batch.dec_attn,
+ labels=batch.lbl_idxs,
+ return_dict=True)
+
+ loss = outputs['loss']
+
+ return loss
+
+ def predict(self, batch, num_beams=4, max_length=50):
+ self.eval()
+ with torch.no_grad():
+ outputs = self.model.generate(input_ids=batch.enc_idxs[:, :self.max_length],
+ attention_mask=batch.enc_attn[:, :self.max_length],
+ num_beams=num_beams,
+ max_length=max_length)
+
+ final_output = []
+ for bid in range(len(batch.enc_idxs)):
+ output_sentence = self.tokenizer.decode(outputs[bid], skip_special_tokens=True, clean_up_tokenization_spaces=True)
+ final_output.append(output_sentence)
+ self.train()
+
+ return final_output
+
diff --git a/baselines/DEGREE/degree/template_generate_ace.py b/baselines/DEGREE/degree/template_generate_ace.py
@@ -0,0 +1,3799 @@
+import sys
+import ipdb
+
+INPUT_STYLE_SET = ['event_type', 'event_type_sent', 'keywords', 'triggers', 'template']
+OUTPUT_STYLE_SET = ['trigger:sentence', 'argument:sentence']
+ROLE_PH_MAP = {
+ 'Person': 'somebody',
+ 'Entity': 'some people or some organization',
+ 'Defendant': 'somebody',
+ 'Prosecutor': 'some other',
+ 'Plaintiff': 'some other',
+ 'Buyer': 'someone',
+ 'Artifact': 'something',
+ 'Seller': 'some seller',
+ 'Destination': 'somewhere',
+ 'Origin': 'some place',
+ 'Vehicle': 'some vehicle',
+ 'Agent': 'somebody or some organization',
+ 'Attacker': 'some attacker',
+ 'Target': 'some facility, someone, or some organization',
+ 'Victim': 'some victim',
+ 'Instrument': 'some way',
+ 'Giver': 'someone',
+ 'Recipient': 'some other',
+ 'Org': 'some organization',
+ 'Place': 'somewhere',
+ 'Adjudicator': 'some adjudicator'
+}
+
+class eve_template_generator():
+ def __init__(self, passage, triggers, roles, input_style, output_style, vocab, instance_base=False):
+ """
+ generate strctured information for events
+
+ args:
+ passage(List): a list of tokens
+ triggers(List): a list of triggers
+ roles(List): a list of Roles
+ input_style(List): List of elements; elements belongs to INPUT_STYLE_SET
+ input_style(List): List of elements; elements belongs to OUTPUT_STYLE_SET
+ instance_base(Bool): if instance_base, we generate only one pair (use for trigger generation), else, we generate trigger_base (use for argument generation)
+ """
+ self.raw_passage = passage
+ self.triggers = triggers
+ self.roles = roles
+ self.events = self.process_events(passage, triggers, roles)
+ self.input_style = input_style
+ self.output_style = output_style
+ self.vocab = vocab
+ self.event_templates = []
+ if instance_base:
+ for e_type in self.vocab['event_type_itos']:
+ theclass = getattr(sys.modules[__name__], e_type.replace(':', '_').replace('-', '_'), False)
+ if theclass:
+ self.event_templates.append(theclass(self.input_style, self.output_style, passage, e_type, self.events))
+ else:
+ print(e_type)
+
+ else:
+ for event in self.events:
+ theclass = getattr(sys.modules[__name__], event['event type'].replace(':', '_').replace('-', '_'), False)
+ assert theclass
+ self.event_templates.append(theclass(self.input_style, self.output_style, event['tokens'], event['event type'], event))
+ self.data = [x.generate_pair(x.trigger_text) for x in self.event_templates]
+ self.data = [x for x in self.data if x]
+
+ def get_training_data(self):
+ return self.data
+
+ def process_events(self, passage, triggers, roles):
+ """
+ Given a list of token and event annotation, return a list of structured event
+
+ structured_event:
+ {
+ 'trigger text': str,
+ 'trigger span': (start, end),
+ 'event type': EVENT_TYPE(str),
+ 'arguments':{
+ ROLE_TYPE(str):[{
+ 'argument text': str,
+ 'argument span': (start, end)
+ }],
+ ROLE_TYPE(str):...,
+ ROLE_TYPE(str):....
+ }
+ 'passage': PASSAGE
+ }
+ """
+
+ events = {trigger: [] for trigger in triggers}
+
+ for argument in roles:
+ trigger = argument[0]
+ events[trigger].append(argument)
+
+ event_structures = []
+ for trigger, arguments in events.items():
+ eve_type = trigger[2]
+ eve_text = ' '.join(passage[trigger[0]:trigger[1]])
+ eve_span = (trigger[0], trigger[1])
+ argus = {}
+ for argument in arguments:
+ role_type = argument[1][2]
+ if role_type not in argus.keys():
+ argus[role_type] = []
+ argus[role_type].append({
+ 'argument text': ' '.join(passage[argument[1][0]:argument[1][1]]),
+ 'argument span': (argument[1][0], argument[1][1]),
+ })
+ event_structures.append({
+ 'trigger text': eve_text,
+ 'trigger span': eve_span,
+ 'event type': eve_type,
+ 'arguments': argus,
+ 'passage': ' '.join(passage),
+ 'tokens': passage
+ })
+ return event_structures
+
+class event_template():
+ def __init__(self, input_style, output_style, passage, event_type, gold_event=None):
+ self.input_style = input_style
+ self.output_style = output_style
+ self.output_template = self.get_output_template()
+ self.passage = ' '.join(passage)
+ self.tokens = passage
+ self.event_type = event_type
+ if gold_event is not None:
+ self.gold_event = gold_event
+ if isinstance(gold_event, list):
+ # instance base
+ self.trigger_text = " and ".join([x['trigger text'] for x in gold_event if x['event type']==event_type])
+ self.trigger_span = [x['trigger span'] for x in gold_event if x['event type']==event_type]
+ self.arguments = [x['arguments'] for x in gold_event if x['event type']==event_type]
+ else:
+ # trigger base
+ self.trigger_text = gold_event['trigger text']
+ self.trigger_span = [gold_event['trigger span']]
+ self.arguments = [gold_event['arguments']]
+ else:
+ self.gold_event = None
+
+ @classmethod
+ def get_keywords(self):
+ pass
+
+ def generate_pair(self, query_trigger):
+ """
+ Generate model input sentence and output sentence pair
+ """
+ input_str = self.generate_input_str(query_trigger)
+ output_str, gold_sample = self.generate_output_str(query_trigger)
+ return (input_str, output_str, self.gold_event, gold_sample, self.event_type, self.tokens)
+
+ def generate_input_str(self, query_trigger):
+ return None
+
+ def generate_output_str(self, query_trigger):
+ return (None, False)
+
+ def decode(self, prediction):
+ pass
+
+ def evaluate(self, predict_output):
+ assert self.gold_event is not None
+ # categorize prediction
+ pred_trigger = []
+ pred_argument = []
+ for pred in predict_output:
+ if pred[1] == self.event_type:
+ pred_trigger.append(pred)
+ else:
+ pred_argument.append(pred)
+ # trigger score
+ gold_tri_num = len(self.trigger_span)
+ pred_tris = []
+ for pred in pred_trigger:
+ pred_span = self.predstr2span(pred[0])
+ if pred_span[0] > -1:
+ pred_tris.append((pred_span[0], pred_span[1], pred[1]))
+ pred_tri_num = len(pred_tris)
+ match_tri = 0
+ for pred in pred_tris:
+ id_flag = False
+ for gold_span in self.trigger_span:
+ if gold_span[0] == pred[0] and gold_span[1] == pred[1]:
+ id_flag = True
+ match_tri += int(id_flag)
+
+ # argument score
+ converted_gold = self.get_converted_gold()
+ gold_arg_num = len(converted_gold)
+ pred_arg = []
+ for pred in pred_argument:
+ # find corresponding trigger
+ pred_span = None
+ if isinstance(self.gold_event, list):
+ # end2end case
+ try:
+ # we need this ``try'' because we cannot gurantee the model will be bug-free on the matching
+ cor_tri = pred_trigger[pred[2]['cor tri cnt']]
+ cor_tri_span = self.predstr2span(cor_tri[0])[0]
+ if cor_tri_span > -1:
+ pred_span = self.predstr2span(pred[0], cor_tri_span)
+ else:
+ continue
+ except Exception as e:
+ print(e)
+ else:
+ # argument only case
+ pred_span = self.predstr2span(pred[0], self.trigger_span[0][0])
+ if (pred_span is not None) and (pred_span[0] > -1):
+ pred_arg.append((pred_span[0], pred_span[1], pred[1]))
+ pred_arg = list(set(pred_arg))
+ pred_arg_num = len(pred_arg)
+
+ target = converted_gold
+ match_id = 0
+ match_type = 0
+ for pred in pred_arg:
+ id_flag = False
+ id_type = False
+ for gold in target:
+ if gold[0]==pred[0] and gold[1]==pred[1]:
+ id_flag = True
+ if gold[2] == pred[2]:
+ id_type = True
+ break
+ match_id += int(id_flag)
+ match_type += int(id_type)
+ return {
+ 'gold_tri_num': gold_tri_num,
+ 'pred_tri_num': pred_tri_num,
+ 'match_tri_num': match_tri,
+ 'gold_arg_num': gold_arg_num,
+ 'pred_arg_num': pred_arg_num,
+ 'match_arg_id': match_id,
+ 'match_arg_cls': match_type
+ }
+
+ def get_converted_gold(self):
+ converted_gold = []
+ for argu in self.arguments:
+ for arg_type, arg_list in argu.items():
+ for arg in arg_list:
+ converted_gold.append((arg['argument span'][0], arg['argument span'][1], arg_type))
+ return list(set(converted_gold))
+
+ def predstr2span(self, pred_str, trigger_idx=None):
+ sub_words = [_.strip() for _ in pred_str.strip().lower().split()]
+ candidates=[]
+ for i in range(len(self.tokens)):
+ j = 0
+ while j < len(sub_words) and i+j < len(self.tokens):
+ if self.tokens[i+j].lower() == sub_words[j]:
+ j += 1
+ else:
+ break
+ if j == len(sub_words):
+ candidates.append((i, i+len(sub_words)))
+ if len(candidates) < 1:
+ return -1, -1
+ else:
+ if trigger_idx is not None:
+ return sorted(candidates, key=lambda x: abs(trigger_idx-x[0]))[0]
+ else:
+ return candidates[0]
+
+class Life_Be_Born(event_template):
+
+ def __init__(self, input_style, output_style, passage, event_type, gold_event=None):
+ super().__init__(input_style, output_style, passage, event_type, gold_event)
+
+ @classmethod
+ def get_keywords(self):
+ return ['born', 'birth', 'bore']
+
+ def get_output_template(self):
+ output_template = ''
+ for o_style in OUTPUT_STYLE_SET:
+ if o_style in self.output_style:
+ if o_style == 'trigger:sentence':
+ output_template += ' \n {}'.format('Event trigger is <Trigger>')
+ if o_style == 'argument:sentence':
+ output_template += ' \n {}'.format('somebody was born in somewhere.')
+ return ('\n'.join(output_template.split('\n')[1:])).strip()
+
+ def generate_input_str(self, query_trigger):
+ input_str = self.passage
+ for i_style in INPUT_STYLE_SET:
+ if i_style in self.input_style:
+ if i_style == 'event_type':
+ input_str += ' \n {}'.format('life event, be-born sub-type')
+ if i_style == 'event_type_sent':
+ input_str += ' \n {}'.format('The event is related to life and someone is given birth to.')
+ if i_style == 'keywords':
+ input_str += ' \n Similar triggers such as {}'.format(', '.join(self.get_keywords()))
+ if i_style == 'triggers':
+ input_str += ' \n The event trigger word is {}'.format(query_trigger)
+ if i_style == 'template':
+ input_str += ' \n {}'.format(self.output_template)
+
+ return input_str
+
+ def generate_output_str(self, query_trigger):
+ assert self.gold_event is not None
+ output_str = ''
+ gold_sample = False
+ for o_style in OUTPUT_STYLE_SET:
+ if o_style in self.output_style:
+ if o_style == 'trigger:sentence':
+ if self.trigger_text != '':
+ output_str += ' \n Event trigger is {}'.format(self.trigger_text)
+ gold_sample = True
+ else:
+ output_str += ' \n Event trigger is <Trigger>'
+ if o_style == 'argument:sentence':
+ output_texts = []
+ for argu in self.arguments:
+ filler = (
+ " and ".join([ a['argument text'] for a in argu['Person']]) if "Person" in argu.keys() else ROLE_PH_MAP['Person'],
+ " and ".join([ a['argument text'] for a in argu['Place']]) if "Place" in argu.keys() else ROLE_PH_MAP['Place']
+ )
+ output_texts.append("{} was born in {}.".format(*filler))
+ gold_sample = True
+ output_str += ' \n {}'.format(' <sep> '.join(output_texts))
+
+ output_str = ('\n'.join(output_str.split('\n')[1:])).strip()
+ return (output_str, gold_sample)
+
+ def decode(self, preds):
+ output = []
+ for cnt, pred in enumerate(preds.split('\n')):
+ used_o_cnt = 0
+ full_pred = pred.strip()
+ for o_style in OUTPUT_STYLE_SET:
+ if o_style in self.output_style:
+ if o_style == 'trigger:sentence':
+ if used_o_cnt == cnt:
+ try:
+ triggers = full_pred.split('Event trigger is ', 1)[1]
+ triggers = triggers.split(' and ')
+ for t_cnt, t in enumerate(triggers):
+ if t != '<Trigger>':
+ output.append((t, self.event_type, {'tri counter': t_cnt})) # (text, type, kwargs)
+ except:
+ pass
+ used_o_cnt += 1
+ if o_style == 'argument:sentence':
+ if used_o_cnt == cnt:
+ try:
+ for a_cnt, prediction in enumerate(full_pred.split(' <sep> ')):
+ person = prediction.split(' was born in ', 1)[0]
+ person = person.split(' and ')
+ place = prediction.split(' was born in ', 1)[1].rsplit('.', 1)[0]
+ place = place.split(' and ')
+ for arg in person:
+ if arg != ROLE_PH_MAP['Person']:
+ output.append((arg, 'Person', {'cor tri cnt': a_cnt}))
+ for arg in place:
+ if arg != ROLE_PH_MAP['Place']:
+ output.append((arg, 'Place', {'cor tri cnt': a_cnt}))
+ except:
+ pass
+ used_o_cnt += 1
+
+ return output
+
+class Life_Marry(event_template):
+
+ def __init__(self, input_style, output_style, passage, event_type, gold_event=None):
+ super().__init__(input_style, output_style, passage, event_type, gold_event)
+
+ @classmethod
+ def get_keywords(self):
+ return ['marry', 'marriage', 'married']
+
+ def get_output_template(self):
+ output_template = ''
+ for o_style in OUTPUT_STYLE_SET:
+ if o_style in self.output_style:
+ if o_style == 'trigger:sentence':
+ output_template += ' \n {}'.format('Event trigger is <Trigger>')
+ if o_style == 'argument:sentence':
+ output_template += ' \n {}'.format('somebody got married in somewhere.')
+ return ('\n'.join(output_template.split('\n')[1:])).strip()
+
+ def generate_input_str(self, query_trigger):
+ input_str = self.passage
+ for i_style in INPUT_STYLE_SET:
+ if i_style in self.input_style:
+ if i_style == 'event_type':
+ input_str += ' \n {}'.format('life event, marry sub-type')
+ if i_style == 'event_type_sent':
+ input_str += ' \n {}'.format('The event is related to life and someone is married.')
+ if i_style == 'keywords':
+ input_str += ' \n Similar triggers such as {}'.format(', '.join(self.get_keywords()))
+ if i_style == 'triggers':
+ input_str += ' \n The event trigger word is {}'.format(query_trigger)
+ if i_style == 'template':
+ input_str += ' \n {}'.format(self.output_template)
+ return input_str
+
+ def generate_output_str(self, query_trigger):
+ assert self.gold_event is not None
+ output_str = ''
+ gold_sample = False
+ for o_style in OUTPUT_STYLE_SET:
+ if o_style in self.output_style:
+ if o_style == 'trigger:sentence':
+ if self.trigger_text != '':
+ output_str += ' \n Event trigger is {}'.format(self.trigger_text)
+ gold_sample = True
+ else:
+ output_str += ' \n Event trigger is <Trigger>'
+ if o_style == 'argument:sentence':
+ output_texts = []
+ for argu in self.arguments:
+ filler = (
+ " and ".join([ a['argument text'] for a in argu['Person']]) if "Person" in argu.keys() else ROLE_PH_MAP['Person'],
+ " and ".join([ a['argument text'] for a in argu['Place']]) if "Place" in argu.keys() else ROLE_PH_MAP['Place']
+ )
+ output_texts.append("{} got married in {}.".format(*filler))
+ gold_sample = True
+ output_str += ' \n {}'.format(' <sep> '.join(output_texts))
+ output_str = ('\n'.join(output_str.split('\n')[1:])).strip()
+ return (output_str, gold_sample)
+
+ def decode(self, preds):
+ output = []
+ for cnt, pred in enumerate(preds.split('\n')):
+ used_o_cnt = 0
+ full_pred = pred.strip()
+ for o_style in OUTPUT_STYLE_SET:
+ if o_style in self.output_style:
+ if o_style == 'trigger:sentence':
+ if used_o_cnt == cnt:
+ try:
+ triggers = full_pred.split('Event trigger is ', 1)[1]
+ triggers = triggers.split(' and ')
+ for t_cnt, t in enumerate(triggers):
+ if t != '<Trigger>':
+ output.append((t, self.event_type, {'tri counter': t_cnt})) # (text, type, kwargs)
+ except:
+ pass
+ used_o_cnt += 1
+ if o_style == 'argument:sentence':
+ if used_o_cnt == cnt:
+ try:
+ for a_cnt, prediction in enumerate(full_pred.split(' <sep> ')):
+ person = prediction.split(' got married in ', 1)[0]
+ person = person.split(' and ')
+ place = prediction.split(' got married in ', 1)[1].rsplit('.', 1)[0]
+ place = place.split(' and ')
+ for arg in person:
+ if arg != ROLE_PH_MAP['Person']:
+ output.append((arg, 'Person', {'cor tri cnt': a_cnt}))
+ for arg in place:
+ if arg != ROLE_PH_MAP['Place']:
+ output.append((arg, 'Place', {'cor tri cnt': a_cnt}))
+ except:
+ pass
+ used_o_cnt += 1
+ return output
+
+class Life_Divorce(event_template):
+
+ def __init__(self, input_style, output_style, passage, event_type, gold_event=None):
+ super().__init__(input_style, output_style, passage, event_type, gold_event)
+
+ @classmethod
+ def get_keywords(self):
+ return ['divorce', 'divorced', 'Divorce']
+
+ def get_output_template(self):
+ output_template = ''
+ for o_style in OUTPUT_STYLE_SET:
+ if o_style in self.output_style:
+ if o_style == 'trigger:sentence':
+ output_template += ' \n {}'.format('Event trigger is <Trigger>')
+ if o_style == 'argument:sentence':
+ output_template += ' \n {}'.format('somebody divorced in somewhere.')
+ return ('\n'.join(output_template.split('\n')[1:])).strip()
+
+ def generate_input_str(self, query_trigger):
+ input_str = self.passage
+ for i_style in INPUT_STYLE_SET:
+ if i_style in self.input_style:
+ if i_style == 'event_type':
+ input_str += ' \n {}'.format('life event, divorce sub-type')
+ if i_style == 'event_type_sent':
+ input_str += ' \n {}'.format('The event is related to life and someone was divorced.')
+ if i_style == 'keywords':
+ input_str += ' \n Similar triggers such as {}'.format(', '.join(self.get_keywords()))
+ if i_style == 'triggers':
+ input_str += ' \n The event trigger word is {}'.format(query_trigger)
+ if i_style == 'template':
+ input_str += ' \n {}'.format(self.output_template)
+
+ return input_str
+
+ def generate_output_str(self, query_trigger):
+ assert self.gold_event is not None
+ output_str = ''
+ gold_sample = False
+ for o_style in OUTPUT_STYLE_SET:
+ if o_style in self.output_style:
+ if o_style == 'trigger:sentence':
+ if self.trigger_text != '':
+ output_str += ' \n Event trigger is {}'.format(self.trigger_text)
+ gold_sample = True
+ else:
+ output_str += ' \n Event trigger is <Trigger>'
+ if o_style == 'argument:sentence':
+ output_texts = []
+ for argu in self.arguments:
+ filler = (
+ " and ".join([ a['argument text'] for a in argu['Person']]) if "Person" in argu.keys() else ROLE_PH_MAP['Person'],
+ " and ".join([ a['argument text'] for a in argu['Place']]) if "Place" in argu.keys() else ROLE_PH_MAP['Place']
+ )
+ output_texts.append("{} divorced in {}.".format(*filler))
+ gold_sample = True
+ output_str += ' \n {}'.format(' <sep> '.join(output_texts))
+
+ output_str = ('\n'.join(output_str.split('\n')[1:])).strip()
+ return (output_str, gold_sample)
+
+ def decode(self, preds):
+ output = []
+ for cnt, pred in enumerate(preds.split('\n')):
+ used_o_cnt = 0
+ full_pred = pred.strip()
+ for o_style in OUTPUT_STYLE_SET:
+ if o_style in self.output_style:
+ if o_style == 'trigger:sentence':
+ if used_o_cnt == cnt:
+ try:
+ triggers = full_pred.split('Event trigger is ', 1)[1]
+ triggers = triggers.split(' and ')
+ for t_cnt, t in enumerate(triggers):
+ if t != '<Trigger>':
+ output.append((t, self.event_type, {'tri counter': t_cnt})) # (text, type, kwargs)
+ except:
+ pass
+ used_o_cnt += 1
+ if o_style == 'argument:sentence':
+ if used_o_cnt == cnt:
+ try:
+ for a_cnt, prediction in enumerate(full_pred.split(' <sep> ')):
+ person = prediction.split(' divorced in ', 1)[0]
+ person = person.split(' and ')
+ place = prediction.split(' divorced in ', 1)[1].rsplit('.', 1)[0]
+ place = place.split(' and ')
+ for arg in person:
+ if arg != ROLE_PH_MAP['Person']:
+ output.append((arg, 'Person', {'cor tri cnt': a_cnt}))
+ for arg in place:
+ if arg != ROLE_PH_MAP['Place']:
+ output.append((arg, 'Place', {'cor tri cnt': a_cnt}))
+ except:
+ pass
+ used_o_cnt += 1
+
+ return output
+
+class Life_Injure(event_template):
+
+ def __init__(self, input_style, output_style, passage, event_type, gold_event=None):
+ super().__init__(input_style, output_style, passage, event_type, gold_event)
+
+ @classmethod
+ def get_keywords(self):
+ return ['injure', 'wounded', 'hurt']
+
+ def get_output_template(self):
+ output_template = ''
+ for o_style in OUTPUT_STYLE_SET:
+ if o_style in self.output_style:
+ if o_style == 'trigger:sentence':
+ output_template += ' \n {}'.format('Event trigger is <Trigger>')
+ if o_style == 'argument:sentence':
+ output_template += ' \n {}'.format('somebody or some organization led to some victim injured by some way in somewhere.')
+ return ('\n'.join(output_template.split('\n')[1:])).strip()
+
+ def generate_input_str(self, query_trigger):
+ input_str = self.passage
+ for i_style in INPUT_STYLE_SET:
+ if i_style in self.input_style:
+ if i_style == 'event_type':
+ input_str += ' \n {}'.format('life event, injure sub-type')
+ if i_style == 'event_type_sent':
+ input_str += ' \n {}'.format('The event is related to life and someone is injured.')
+ if i_style == 'keywords':
+ input_str += ' \n Similar triggers such as {}'.format(', '.join(self.get_keywords()))
+ if i_style == 'triggers':
+ input_str += ' \n The event trigger word is {}'.format(query_trigger)
+ if i_style == 'template':
+ input_str += ' \n {}'.format(self.output_template)
+
+ return input_str
+
+ def generate_output_str(self, query_trigger):
+ assert self.gold_event is not None
+ output_str = ''
+ gold_sample = False
+ for o_style in OUTPUT_STYLE_SET:
+ if o_style in self.output_style:
+ if o_style == 'trigger:sentence':
+ if self.trigger_text != '':
+ output_str += ' \n Event trigger is {}'.format(self.trigger_text)
+ gold_sample = True
+ else:
+ output_str += ' \n Event trigger is <Trigger>'
+ if o_style == 'argument:sentence':
+ output_texts = []
+ for argu in self.arguments:
+ filler = (
+ " and ".join([ a['argument text'] for a in argu['Agent']]) if "Agent" in argu.keys() else ROLE_PH_MAP['Agent'],
+ " and ".join([ a['argument text'] for a in argu['Victim']]) if "Victim" in argu.keys() else ROLE_PH_MAP['Victim'],
+ " and ".join([ a['argument text'] for a in argu['Instrument']]) if "Instrument" in argu.keys() else ROLE_PH_MAP['Instrument'],
+ " and ".join([ a['argument text'] for a in argu['Place']]) if "Place" in argu.keys() else ROLE_PH_MAP['Place']
+ )
+ output_texts.append("{} led to {} injured by {} in {}.".format(*filler))
+ gold_sample = True
+ output_str += ' \n {}'.format(' <sep> '.join(output_texts))
+
+ output_str = ('\n'.join(output_str.split('\n')[1:])).strip()
+ return (output_str, gold_sample)
+
+ def decode(self, preds):
+ output = []
+ for cnt, pred in enumerate(preds.split('\n')):
+ used_o_cnt = 0
+ full_pred = pred.strip()
+ for o_style in OUTPUT_STYLE_SET:
+ if o_style in self.output_style:
+ if o_style == 'trigger:sentence':
+ if used_o_cnt == cnt:
+ try:
+ triggers = full_pred.split('Event trigger is ', 1)[1]
+ triggers = triggers.split(' and ')
+ for t_cnt, t in enumerate(triggers):
+ if t != '<Trigger>':
+ output.append((t, self.event_type, {'tri counter': t_cnt})) # (text, type, kwargs)
+ except:
+ pass
+ used_o_cnt += 1
+ if o_style == 'argument:sentence':
+ if used_o_cnt == cnt:
+ try:
+ for a_cnt, prediction in enumerate(full_pred.split(' <sep> ')):
+ agent = prediction.split(' led to ', 1)[0]
+ agent = agent.split(' and ')
+ victim = (prediction.split(' led to ', 1)[1]).split(' injured by ', 1)[0]
+ victim = victim.split(' and ')
+ instrument = ((prediction.split(' led to ', 1)[1]).split(' injured by ', 1)[1]).split(' in ', )[0]
+ instrument = instrument.split(' and ')
+ place = ((prediction.split(' led to ', 1)[1]).split(' injured by ', 1)[1]).split(' in ', 1)[1].rsplit('.',1)[0]
+ place = place.split(' and ')
+ for arg in agent:
+ if arg != ROLE_PH_MAP['Agent']:
+ output.append((arg, 'Agent', {'cor tri cnt': a_cnt}))
+ for arg in victim:
+ if arg != ROLE_PH_MAP['Victim']:
+ output.append((arg, 'Victim', {'cor tri cnt': a_cnt}))
+ for arg in instrument:
+ if arg != ROLE_PH_MAP['Instrument']:
+ output.append((arg, 'Instrument', {'cor tri cnt': a_cnt}))
+ for arg in place:
+ if arg != ROLE_PH_MAP['Place']:
+ output.append((arg, 'Place', {'cor tri cnt': a_cnt}))
+ except Exception as e:
+ pass
+ used_o_cnt += 1
+
+ return output
+
+class Life_Die(event_template):
+
+ def __init__(self, input_style, output_style, passage, event_type, gold_event=None):
+ super().__init__(input_style, output_style, passage, event_type, gold_event)
+
+ @classmethod
+ def get_keywords(self):
+ return ['kill', 'death', 'assassination']
+
+ def get_output_template(self):
+ output_template = ''
+ for o_style in OUTPUT_STYLE_SET:
+ if o_style in self.output_style:
+ if o_style == 'trigger:sentence':
+ output_template += ' \n {}'.format('Event trigger is <Trigger>')
+ if o_style == 'argument:sentence':
+ output_template += ' \n {}'.format('somebody or some organization led to some victim died by some way in somewhere.')
+ return ('\n'.join(output_template.split('\n')[1:])).strip()
+
+ def generate_input_str(self, query_trigger):
+ input_str = self.passage
+ for i_style in INPUT_STYLE_SET:
+ if i_style in self.input_style:
+ if i_style == 'event_type':
+ input_str += ' \n {}'.format('life event, die sub-type')
+ if i_style == 'event_type_sent':
+ input_str += ' \n {}'.format('The event is related to life and someone died.')
+ if i_style == 'keywords':
+ input_str += ' \n Similar triggers such as {}'.format(', '.join(self.get_keywords()))
+ if i_style == 'triggers':
+ input_str += ' \n The event trigger word is {}'.format(query_trigger)
+ if i_style == 'template':
+ input_str += ' \n {}'.format(self.output_template)
+
+ return input_str
+
+ def generate_output_str(self, query_trigger):
+ assert self.gold_event is not None
+ output_str = ''
+ gold_sample = False
+ for o_style in OUTPUT_STYLE_SET:
+ if o_style in self.output_style:
+ if o_style == 'trigger:sentence':
+ if self.trigger_text != '':
+ output_str += ' \n Event trigger is {}'.format(self.trigger_text)
+ gold_sample = True
+ else:
+ output_str += ' \n Event trigger is <Trigger>'
+ if o_style == 'argument:sentence':
+ output_texts = []
+ for argu in self.arguments:
+ filler = (
+ " and ".join([ a['argument text'] for a in argu['Agent']]) if "Agent" in argu.keys() else ROLE_PH_MAP['Agent'],
+ " and ".join([ a['argument text'] for a in argu['Victim']]) if "Victim" in argu.keys() else ROLE_PH_MAP['Victim'],
+ " and ".join([ a['argument text'] for a in argu['Instrument']]) if "Instrument" in argu.keys() else ROLE_PH_MAP['Instrument'],
+ " and ".join([ a['argument text'] for a in argu['Place']]) if "Place" in argu.keys() else ROLE_PH_MAP['Place']
+ )
+ output_texts.append("{} led to {} died by {} in {}.".format(*filler))
+ gold_sample = True
+ output_str += ' \n {}'.format(' <sep> '.join(output_texts))
+
+ output_str = ('\n'.join(output_str.split('\n')[1:])).strip()
+ return (output_str, gold_sample)
+
+ def decode(self, preds):
+ output = []
+ for cnt, pred in enumerate(preds.split('\n')):
+ used_o_cnt = 0
+ full_pred = pred.strip()
+ for o_style in OUTPUT_STYLE_SET:
+ if o_style in self.output_style:
+ if o_style == 'trigger:sentence':
+ if used_o_cnt == cnt:
+ try:
+ triggers = full_pred.split('Event trigger is ', 1)[1]
+ triggers = triggers.split(' and ')
+ for t_cnt, t in enumerate(triggers):
+ if t != '<Trigger>':
+ output.append((t, self.event_type, {'tri counter': t_cnt})) # (text, type, kwargs)
+ except:
+ pass
+ used_o_cnt += 1
+ if o_style == 'argument:sentence':
+ if used_o_cnt == cnt:
+ try:
+ for a_cnt, prediction in enumerate(full_pred.split(' <sep> ')):
+ agent = prediction.split(' led to ', 1)[0]
+ agent = agent.split(' and ')
+ victim = (prediction.split(' led to ', 1)[1]).split(' died by ', 1)[0]
+ victim = victim.split(' and ')
+ instrument = ((prediction.split(' led to ', 1)[1]).split(' died by ', 1)[1]).split(' in ', )[0]
+ instrument = instrument.split(' and ')
+ place = ((prediction.split(' led to ', 1)[1]).split(' died by ', 1)[1]).split(' in ', 1)[1].rsplit('.',1)[0]
+ place = place.split(' and ')
+ for arg in agent:
+ if arg != ROLE_PH_MAP['Agent']:
+ output.append((arg, 'Agent', {'cor tri cnt': a_cnt}))
+ for arg in victim:
+ if arg != ROLE_PH_MAP['Victim']:
+ output.append((arg, 'Victim', {'cor tri cnt': a_cnt}))
+ for arg in instrument:
+ if arg != ROLE_PH_MAP['Instrument']:
+ output.append((arg, 'Instrument', {'cor tri cnt': a_cnt}))
+ for arg in place:
+ if arg != ROLE_PH_MAP['Place']:
+ output.append((arg, 'Place', {'cor tri cnt': a_cnt}))
+ except Exception as e:
+ pass
+ used_o_cnt += 1
+ return output
+
+class Movement_Transport(event_template):
+
+ def __init__(self, input_style, output_style, passage, event_type, gold_event=None):
+ super().__init__(input_style, output_style, passage, event_type, gold_event)
+
+ @classmethod
+ def get_keywords(self):
+ return ['travel', 'go', 'move']
+
+ def get_output_template(self):
+ output_template = ''
+ for o_style in OUTPUT_STYLE_SET:
+ if o_style in self.output_style:
+ if o_style == 'trigger:sentence':
+ output_template += ' \n {}'.format('Event trigger is <Trigger>')
+ if o_style == 'argument:sentence':
+ output_template += ' \n {}'.format('something was sent to somewhere from some place by some vehicle. somebody or some organization was responsible for the transport.')
+ return ('\n'.join(output_template.split('\n')[1:])).strip()
+
+ def generate_input_str(self, query_trigger):
+ input_str = self.passage
+ for i_style in INPUT_STYLE_SET:
+ if i_style in self.input_style:
+ if i_style == 'event_type':
+ input_str += ' \n {}'.format('movement event, transport sub-type')
+ if i_style == 'event_type_sent':
+ input_str += ' \n {}'.format('The event is related to movement. The event occurs when a weapon or vehicle is moved from one place to another.')
+ if i_style == 'keywords':
+ input_str += ' \n Similar triggers such as {}'.format(', '.join(self.get_keywords()))
+ if i_style == 'triggers':
+ input_str += ' \n The event trigger word is {}'.format(query_trigger)
+ if i_style == 'template':
+ input_str += ' \n {}'.format(self.output_template)
+
+ return input_str
+
+ def generate_output_str(self, query_trigger):
+ assert self.gold_event is not None
+ output_str = ''
+ gold_sample = False
+ for o_style in OUTPUT_STYLE_SET:
+ if o_style in self.output_style:
+ if o_style == 'trigger:sentence':
+ if self.trigger_text != '':
+ output_str += ' \n Event trigger is {}'.format(self.trigger_text)
+ gold_sample = True
+ else:
+ output_str += ' \n Event trigger is <Trigger>'
+ if o_style == 'argument:sentence':
+ output_texts = []
+ for argu in self.arguments:
+ filler = (
+ " and ".join([ a['argument text'] for a in argu['Artifact']]) if "Artifact" in argu.keys() else ROLE_PH_MAP['Artifact'],
+ " and ".join([ a['argument text'] for a in argu['Destination']]) if "Destination" in argu.keys() else ROLE_PH_MAP['Destination'],
+ " and ".join([ a['argument text'] for a in argu['Origin']]) if "Origin" in argu.keys() else ROLE_PH_MAP['Origin'],
+ " and ".join([ a['argument text'] for a in argu['Vehicle']]) if "Vehicle" in argu.keys() else ROLE_PH_MAP['Vehicle'],
+ " and ".join([ a['argument text'] for a in argu['Agent']]) if "Agent" in argu.keys() else ROLE_PH_MAP['Agent']
+ )
+ output_texts.append("{} was sent to {} from {} by {}. {} was responsible for the transport.".format(*filler))
+ gold_sample = True
+ output_str += ' \n {}'.format(' <sep> '.join(output_texts))
+
+ output_str = ('\n'.join(output_str.split('\n')[1:])).strip()
+ return (output_str, gold_sample)
+
+ def decode(self, preds):
+ output = []
+ for cnt, pred in enumerate(preds.split('\n')):
+ used_o_cnt = 0
+ full_pred = pred.strip()
+ for o_style in OUTPUT_STYLE_SET:
+ if o_style in self.output_style:
+ if o_style == 'trigger:sentence':
+ if used_o_cnt == cnt:
+ try:
+ triggers = full_pred.split('Event trigger is ', 1)[1]
+ triggers = triggers.split(' and ')
+ for t_cnt, t in enumerate(triggers):
+ if t != '<Trigger>':
+ output.append((t, self.event_type, {'tri counter': t_cnt})) # (text, type, kwargs)
+ except:
+ pass
+ used_o_cnt += 1
+ if o_style == 'argument:sentence':
+ if used_o_cnt == cnt:
+ try:
+ for a_cnt, prediction in enumerate(full_pred.split(' <sep> ')):
+ artifact = prediction.split(' was sent to ', 1)[0]
+ artifact = artifact.split(' and ')
+ destination = (prediction.split(' was sent to ', 1)[1]).split(' from ', 1)[0]
+ destination = destination.split(' and ')
+ origin = ((prediction.split(' was sent to ', 1)[1]).split(' from ', 1)[1]).split(' by ', 1)[0]
+ origin = origin.split(' and ')
+ vehicle = (((prediction.split(' was sent to ', 1)[1]).split(' from ', 1)[1]).split(' by ', 1)[1]).split('.', 1)[0]
+ vehicle = vehicle.split(' and ')
+ remain = (((prediction.split(' was sent to ', 1)[1]).split(' from ', 1)[1]).split(' by ', 1)[1]).split('.', 1)[1]
+ if 'was responsible for the transport' in remain:
+ agent = (remain.split(' was responsible for the transport.')[0]).strip()
+ agent = agent.split(' and ')
+ else:
+ agent = []
+
+ for arg in agent:
+ if arg != ROLE_PH_MAP['Agent']:
+ output.append((arg, 'Agent', {'cor tri cnt': a_cnt}))
+ for arg in artifact:
+ if arg != ROLE_PH_MAP['Artifact']:
+ output.append((arg, 'Artifact', {'cor tri cnt': a_cnt}))
+ for arg in destination:
+ if arg != ROLE_PH_MAP['Destination']:
+ output.append((arg, 'Destination', {'cor tri cnt': a_cnt}))
+ for arg in origin:
+ if arg != ROLE_PH_MAP['Origin']:
+ output.append((arg, 'Origin', {'cor tri cnt': a_cnt}))
+ for arg in vehicle:
+ if arg != ROLE_PH_MAP['Vehicle']:
+ output.append((arg, 'Vehicle', {'cor tri cnt': a_cnt}))
+ except:
+ pass
+ used_o_cnt += 1
+
+ return output
+
+class Transaction_Transfer_Ownership(event_template):
+
+ def __init__(self, input_style, output_style, passage, event_type, gold_event=None):
+ super().__init__(input_style, output_style, passage, event_type, gold_event)
+
+ @classmethod
+ def get_keywords(self):
+ return ['sell', 'buy', 'acquire']
+
+ def get_output_template(self):
+ output_template = ''
+ for o_style in OUTPUT_STYLE_SET:
+ if o_style in self.output_style:
+ if o_style == 'trigger:sentence':
+ output_template += ' \n {}'.format('Event trigger is <Trigger>')
+ if o_style == 'argument:sentence':
+ output_template += ' \n {}'.format('someone got something from some seller in somewhere.')
+ return ('\n'.join(output_template.split('\n')[1:])).strip()
+
+ def generate_input_str(self, query_trigger):
+ input_str = self.passage
+ for i_style in INPUT_STYLE_SET:
+ if i_style in self.input_style:
+ if i_style == 'event_type':
+ input_str += ' \n {}'.format('transaction event, transfer ownership sub-type')
+ if i_style == 'event_type_sent':
+ input_str += ' \n {}'.format('The event is related to transaction. The event occurs when an item or an organization is sold or gave to some other.')
+ if i_style == 'keywords':
+ input_str += ' \n Similar triggers such as {}'.format(', '.join(self.get_keywords()))
+ if i_style == 'triggers':
+ input_str += ' \n The event trigger word is {}'.format(query_trigger)
+ if i_style == 'template':
+ input_str += ' \n {}'.format(self.output_template)
+
+ return input_str
+
+ def generate_output_str(self, query_trigger):
+ assert self.gold_event is not None
+ output_str = ''
+ gold_sample = False
+ for o_style in OUTPUT_STYLE_SET:
+ if o_style in self.output_style:
+ if o_style == 'trigger:sentence':
+ if self.trigger_text != '':
+ output_str += ' \n Event trigger is {}'.format(self.trigger_text)
+ gold_sample = True
+ else:
+ output_str += ' \n Event trigger is <Trigger>'
+ if o_style == 'argument:sentence':
+ output_texts = []
+ for argu in self.arguments:
+ buyer_list = []
+ if "Beneficiary" in argu.keys():
+ buyer_list.extend([ a['argument text'] for a in argu['Beneficiary']])
+ if "Buyer" in argu.keys():
+ buyer_list.extend([ a['argument text'] for a in argu['Buyer']])
+ filler = (
+ " and ".join(buyer_list) if len(buyer_list)>0 else ROLE_PH_MAP['Buyer'],
+ " and ".join([ a['argument text'] for a in argu['Artifact']]) if "Artifact" in argu.keys() else ROLE_PH_MAP['Artifact'],
+ " and ".join([ a['argument text'] for a in argu['Seller']]) if "Seller" in argu.keys() else ROLE_PH_MAP['Seller'],
+ " and ".join([ a['argument text'] for a in argu['Place']]) if "Place" in argu.keys() else ROLE_PH_MAP['Place']
+ )
+ output_texts.append("{} got {} from {} in {}.".format(*filler))
+ gold_sample = True
+ output_str += ' \n {}'.format(' <sep> '.join(output_texts))
+
+ output_str = ('\n'.join(output_str.split('\n')[1:])).strip()
+ return (output_str, gold_sample)
+
+ def decode(self, preds):
+ output = []
+ for cnt, pred in enumerate(preds.split('\n')):
+ used_o_cnt = 0
+ full_pred = pred.strip()
+ for o_style in OUTPUT_STYLE_SET:
+ if o_style in self.output_style:
+ if o_style == 'trigger:sentence':
+ if used_o_cnt == cnt:
+ try:
+ triggers = full_pred.split('Event trigger is ', 1)[1]
+ triggers = triggers.split(' and ')
+ for t_cnt, t in enumerate(triggers):
+ if t != '<Trigger>':
+ output.append((t, self.event_type, {'tri counter': t_cnt})) # (text, type, kwargs)
+ except:
+ pass
+ used_o_cnt += 1
+ if o_style == 'argument:sentence':
+ if used_o_cnt == cnt:
+ try:
+ for a_cnt, prediction in enumerate(full_pred.split(' <sep> ')):
+ buyer = prediction.split(' got ', 1)[0]
+ buyer = buyer.split(' and ')
+ remain = prediction.split(' got ', 1)[1]
+
+ artifact = remain.split(' from ', 1)[0]
+ artifact = artifact.split(' and ')
+ remain = remain.split(' from ', 1)[1]
+
+ seller = remain.split(' in ', 1)[0]
+ seller = seller.split(' and ')
+ remain = remain.split(' in ', 1)[1]
+
+ place = remain.rsplit('.',1)[0]
+ place = place.split(' and ')
+
+ for arg in buyer:
+ if arg != ROLE_PH_MAP['Buyer']:
+ output.append((arg, 'Buyer', {'cor tri cnt': a_cnt}))
+ for arg in artifact:
+ if arg != ROLE_PH_MAP['Artifact']:
+ output.append((arg, 'Artifact', {'cor tri cnt': a_cnt}))
+ for arg in seller:
+ if arg != ROLE_PH_MAP['Seller']:
+ output.append((arg, 'Seller', {'cor tri cnt': a_cnt}))
+ for arg in place:
+ if arg != ROLE_PH_MAP['Place']:
+ output.append((arg, 'Place', {'cor tri cnt': a_cnt}))
+ except:
+ pass
+ used_o_cnt += 1
+
+ return output
+
+class Transaction_Transfer_Money(event_template):
+
+ def __init__(self, input_style, output_style, passage, event_type, gold_event=None):
+ super().__init__(input_style, output_style, passage, event_type, gold_event)
+
+ @classmethod
+ def get_keywords(self):
+ return ['pay', 'donation', 'loan']
+
+ def get_output_template(self):
+ output_template = ''
+ for o_style in OUTPUT_STYLE_SET:
+ if o_style in self.output_style:
+ if o_style == 'trigger:sentence':
+ output_template += ' \n {}'.format('Event trigger is <Trigger>')
+ if o_style == 'argument:sentence':
+ output_template += ' \n {}'.format('someone paid some other in somewhere.')
+ return ('\n'.join(output_template.split('\n')[1:])).strip()
+
+ def generate_input_str(self, query_trigger):
+ input_str = self.passage
+ for i_style in INPUT_STYLE_SET:
+ if i_style in self.input_style:
+ if i_style == 'event_type':
+ input_str += ' \n {}'.format('transaction event, transfer money sub-type')
+ if i_style == 'event_type_sent':
+ input_str += ' \n {}'.format('The event is related to transaction. The event occurs when someone is giving, receiving, borrowing, or lending money.')
+ if i_style == 'keywords':
+ input_str += ' \n Similar triggers such as {}'.format(', '.join(self.get_keywords()))
+ if i_style == 'triggers':
+ input_str += ' \n The event trigger word is {}'.format(query_trigger)
+ if i_style == 'template':
+ input_str += ' \n {}'.format(self.output_template)
+
+ return input_str
+
+ def generate_output_str(self, query_trigger):
+ assert self.gold_event is not None
+ output_str = ''
+ gold_sample = False
+ for o_style in OUTPUT_STYLE_SET:
+ if o_style in self.output_style:
+ if o_style == 'trigger:sentence':
+ if self.trigger_text != '':
+ output_str += ' \n Event trigger is {}'.format(self.trigger_text)
+ gold_sample = True
+ else:
+ output_str += ' \n Event trigger is <Trigger>'
+ if o_style == 'argument:sentence':
+ output_texts = []
+ for argu in self.arguments:
+ recipient_list = []
+ if "Recipient" in argu.keys():
+ recipient_list.extend([ a['argument text'] for a in argu['Recipient']])
+ if "Beneficiary" in argu.keys():
+ recipient_list.extend([ a['argument text'] for a in argu['Beneficiary']])
+ filler = (
+ " and ".join([ a['argument text'] for a in argu['Giver']]) if "Giver" in argu.keys() else ROLE_PH_MAP['Giver'],
+ " and ".join(recipient_list) if len(recipient_list)>0 else ROLE_PH_MAP['Recipient'],
+ " and ".join([ a['argument text'] for a in argu['Place']]) if "Place" in argu.keys() else ROLE_PH_MAP['Place']
+ )
+ output_texts.append("{} paid {} in {}.".format(*filler))
+ gold_sample = True
+ output_str += ' \n {}'.format(' <sep> '.join(output_texts))
+
+ output_str = ('\n'.join(output_str.split('\n')[1:])).strip()
+ return (output_str, gold_sample)
+
+ def decode(self, preds):
+ output = []
+ for cnt, pred in enumerate(preds.split('\n')):
+ used_o_cnt = 0
+ full_pred = pred.strip()
+ for o_style in OUTPUT_STYLE_SET:
+ if o_style in self.output_style:
+ if o_style == 'trigger:sentence':
+ if used_o_cnt == cnt:
+ try:
+ triggers = full_pred.split('Event trigger is ', 1)[1]
+ triggers = triggers.split(' and ')
+ for t_cnt, t in enumerate(triggers):
+ if t != '<Trigger>':
+ output.append((t, self.event_type, {'tri counter': t_cnt})) # (text, type, kwargs)
+ except:
+ pass
+ used_o_cnt += 1
+ if o_style == 'argument:sentence':
+ if used_o_cnt == cnt:
+ try:
+ for a_cnt, prediction in enumerate(full_pred.split(' <sep> ')):
+ giver = prediction.split(' paid ', 1)[0]
+ giver = giver.split(' and ')
+ remain = prediction.split(' paid ', 1)[1]
+
+ recipient = remain.split(' in ', 1)[0]
+ recipient = recipient.split(' and ')
+ remain = remain.split(' in ', 1)[1]
+
+ place = remain.rsplit('.',1)[0]
+ place = place.split(' and ')
+
+ for arg in giver:
+ if arg != ROLE_PH_MAP['Giver']:
+ output.append((arg, 'Giver', {'cor tri cnt': a_cnt}))
+ for arg in recipient:
+ if arg != ROLE_PH_MAP['Recipient']:
+ output.append((arg, 'Recipient', {'cor tri cnt': a_cnt}))
+ for arg in place:
+ if arg != ROLE_PH_MAP['Place']:
+ output.append((arg, 'Place', {'cor tri cnt': a_cnt}))
+ except:
+ pass
+ used_o_cnt += 1
+
+ return output
+
+class Business_Start_Org(event_template):
+
+ def __init__(self, input_style, output_style, passage, event_type, gold_event=None):
+ super().__init__(input_style, output_style, passage, event_type, gold_event)
+
+ @classmethod
+ def get_keywords(self):
+ return ['founded', 'create', 'launch']
+
+ def get_output_template(self):
+ output_template = ''
+ for o_style in OUTPUT_STYLE_SET:
+ if o_style in self.output_style:
+ if o_style == 'trigger:sentence':
+ output_template += ' \n {}'.format('Event trigger is <Trigger>')
+ if o_style == 'argument:sentence':
+ output_template += ' \n {}'.format('somebody or some organization launched some organization in somewhere.')
+ return ('\n'.join(output_template.split('\n')[1:])).strip()
+
+ def generate_input_str(self, query_trigger):
+ input_str = self.passage
+ for i_style in INPUT_STYLE_SET:
+ if i_style in self.input_style:
+ if i_style == 'event_type':
+ input_str += ' \n {}'.format('business event, start organization sub-type')
+ if i_style == 'event_type_sent':
+ input_str += ' \n {}'.format('The event is related to a new organization being created.')
+ if i_style == 'keywords':
+ input_str += ' \n Similar triggers such as {}'.format(', '.join(self.get_keywords()))
+ if i_style == 'triggers':
+ input_str += ' \n The event trigger word is {}'.format(query_trigger)
+ if i_style == 'template':
+ input_str += ' \n {}'.format(self.output_template)
+
+ return input_str
+
+ def generate_output_str(self, query_trigger):
+ assert self.gold_event is not None
+ output_str = ''
+ gold_sample = False
+ for o_style in OUTPUT_STYLE_SET:
+ if o_style in self.output_style:
+ if o_style == 'trigger:sentence':
+ if self.trigger_text != '':
+ output_str += ' \n Event trigger is {}'.format(self.trigger_text)
+ gold_sample = True
+ else:
+ output_str += ' \n Event trigger is <Trigger>'
+ if o_style == 'argument:sentence':
+ output_texts = []
+ for argu in self.arguments:
+ filler = (
+ " and ".join([ a['argument text'] for a in argu['Agent']]) if "Agent" in argu.keys() else ROLE_PH_MAP['Agent'],
+ " and ".join([ a['argument text'] for a in argu['Org']]) if "Org" in argu.keys() else ROLE_PH_MAP['Org'],
+ " and ".join([ a['argument text'] for a in argu['Place']]) if "Place" in argu.keys() else ROLE_PH_MAP['Place']
+ )
+ output_texts.append("{} launched {} in {}.".format(*filler))
+ gold_sample = True
+ output_str += ' \n {}'.format(' <sep> '.join(output_texts))
+ output_str = ('\n'.join(output_str.split('\n')[1:])).strip()
+ return (output_str, gold_sample)
+
+ def decode(self, preds):
+ output = []
+ for cnt, pred in enumerate(preds.split('\n')):
+ used_o_cnt = 0
+ full_pred = pred.strip()
+ for o_style in OUTPUT_STYLE_SET:
+ if o_style in self.output_style:
+ if o_style == 'trigger:sentence':
+ if used_o_cnt == cnt:
+ try:
+ triggers = full_pred.split('Event trigger is ', 1)[1]
+ triggers = triggers.split(' and ')
+ for t_cnt, t in enumerate(triggers):
+ if t != '<Trigger>':
+ output.append((t, self.event_type, {'tri counter': t_cnt})) # (text, type, kwargs)
+ except:
+ pass
+ used_o_cnt += 1
+ if o_style == 'argument:sentence':
+ if used_o_cnt == cnt:
+ try:
+ for a_cnt, prediction in enumerate(full_pred.split(' <sep> ')):
+ agent = prediction.split(' launched ', 1)[0]
+ agent = agent.split(' and ')
+ remain = prediction.split(' launched ', 1)[1]
+
+ org = remain.split(' in ', 1)[0]
+ org = org.split(' and ')
+ remain = remain.split(' in ', 1)[1]
+
+ place = remain.rsplit('.',1)[0]
+ place = place.split(' and ')
+ for arg in agent:
+ if arg != ROLE_PH_MAP['Agent']:
+ output.append((arg, 'Agent', {'cor tri cnt': a_cnt}))
+ for arg in org:
+ if arg != ROLE_PH_MAP['Org']:
+ output.append((arg, 'Org', {'cor tri cnt': a_cnt}))
+ for arg in place:
+ if arg != ROLE_PH_MAP['Place']:
+ output.append((arg, 'Place', {'cor tri cnt': a_cnt}))
+ except:
+ pass
+ used_o_cnt += 1
+
+ return output
+
+class Business_Merge_Org(event_template):
+
+ def __init__(self, input_style, output_style, passage, event_type, gold_event=None):
+ super().__init__(input_style, output_style, passage, event_type, gold_event)
+
+ @classmethod
+ def get_keywords(self):
+ return ['merge', 'merging', 'merger']
+
+ def get_output_template(self):
+ output_template = ''
+ for o_style in OUTPUT_STYLE_SET:
+ if o_style in self.output_style:
+ if o_style == 'trigger:sentence':
+ output_template += ' \n {}'.format('Event trigger is <Trigger>')
+ if o_style == 'argument:sentence':
+ output_template += ' \n {}'.format('some organization was merged.')
+ return ('\n'.join(output_template.split('\n')[1:])).strip()
+
+ def generate_input_str(self, query_trigger):
+ input_str = self.passage
+ for i_style in INPUT_STYLE_SET:
+ if i_style in self.input_style:
+ if i_style == 'event_type':
+ input_str += ' \n {}'.format('business event, merge organization sub-type')
+ if i_style == 'event_type_sent':
+ input_str += ' \n {}'.format('The event is related to two or more organization coming together to form a new organization.')
+ if i_style == 'keywords':
+ input_str += ' \n Similar triggers such as {}'.format(', '.join(self.get_keywords()))
+ if i_style == 'triggers':
+ input_str += ' \n The event trigger word is {}'.format(query_trigger)
+ if i_style == 'template':
+ input_str += ' \n {}'.format(self.output_template)
+
+ return input_str
+
+ def generate_output_str(self, query_trigger):
+ assert self.gold_event is not None
+ output_str = ''
+ gold_sample = False
+ for o_style in OUTPUT_STYLE_SET:
+ if o_style in self.output_style:
+ if o_style == 'trigger:sentence':
+ if self.trigger_text != '':
+ output_str += ' \n Event trigger is {}'.format(self.trigger_text)
+ gold_sample = True
+ else:
+ output_str += ' \n Event trigger is <Trigger>'
+ if o_style == 'argument:sentence':
+ output_texts = []
+ for argu in self.arguments:
+ filler = (
+ " and ".join([ a['argument text'] for a in argu['Org']]) if "Org" in argu.keys() else ROLE_PH_MAP['Org']
+ )
+ output_texts.append("{} was merged.".format(filler))
+ gold_sample = True
+ output_str += ' \n {}'.format(' <sep> '.join(output_texts))
+
+ output_str = ('\n'.join(output_str.split('\n')[1:])).strip()
+ return (output_str, gold_sample)
+
+ def decode(self, preds):
+ output = []
+ for cnt, pred in enumerate(preds.split('\n')):
+ used_o_cnt = 0
+ full_pred = pred.strip()
+ for o_style in OUTPUT_STYLE_SET:
+ if o_style in self.output_style:
+ if o_style == 'trigger:sentence':
+ if used_o_cnt == cnt:
+ try:
+ triggers = full_pred.split('Event trigger is ', 1)[1]
+ triggers = triggers.split(' and ')
+ for t_cnt, t in enumerate(triggers):
+ if t != '<Trigger>':
+ output.append((t, self.event_type, {'tri counter': t_cnt})) # (text, type, kwargs)
+ except:
+ pass
+ used_o_cnt += 1
+ if o_style == 'argument:sentence':
+ if used_o_cnt == cnt:
+ try:
+ for a_cnt, prediction in enumerate(full_pred.split(' <sep> ')):
+ org = prediction.split(' was merged.', 1)[0]
+ org = org.split(' and ')
+ for arg in org:
+ if arg != ROLE_PH_MAP['Org']:
+ output.append((arg, 'Org', {'cor tri cnt': a_cnt}))
+ except:
+ pass
+ used_o_cnt += 1
+
+ return output
+
+class Business_Declare_Bankruptcy(event_template):
+
+ def __init__(self, input_style, output_style, passage, event_type, gold_event=None):
+ super().__init__(input_style, output_style, passage, event_type, gold_event)
+
+ @classmethod
+ def get_keywords(self):
+ return ['bankruptcy', 'bankrupt', 'Bankruptcy']
+
+ def get_output_template(self):
+ output_template = ''
+ for o_style in OUTPUT_STYLE_SET:
+ if o_style in self.output_style:
+ if o_style == 'trigger:sentence':
+ output_template += ' \n {}'.format('Event trigger is <Trigger>')
+ if o_style == 'argument:sentence':
+ output_template += ' \n {}'.format('some organization declared bankruptcy.')
+ return ('\n'.join(output_template.split('\n')[1:])).strip()
+
+ def generate_input_str(self, query_trigger):
+ input_str = self.passage
+ for i_style in INPUT_STYLE_SET:
+ if i_style in self.input_style:
+ if i_style == 'event_type':
+ input_str += ' \n {}'.format('business event, declare bankruptcy sub-type')
+ if i_style == 'event_type_sent':
+ input_str += ' \n {}'.format('The event is related to some organization declaring bankruptcy.')
+ if i_style == 'keywords':
+ input_str += ' \n Similar triggers such as {}'.format(', '.join(self.get_keywords()))
+ if i_style == 'triggers':
+ input_str += ' \n The event trigger word is {}'.format(query_trigger)
+ if i_style == 'template':
+ input_str += ' \n {}'.format(self.output_template)
+
+ return input_str
+
+ def generate_output_str(self, query_trigger):
+ assert self.gold_event is not None
+ output_str = ''
+ gold_sample = False
+ for o_style in OUTPUT_STYLE_SET:
+ if o_style in self.output_style:
+ if o_style == 'trigger:sentence':
+ if self.trigger_text != '':
+ output_str += ' \n Event trigger is {}'.format(self.trigger_text)
+ gold_sample = True
+ else:
+ output_str += ' \n Event trigger is <Trigger>'
+ if o_style == 'argument:sentence':
+ output_texts = []
+ for argu in self.arguments:
+ filler = (
+ " and ".join([ a['argument text'] for a in argu['Org']]) if "Org" in argu.keys() else ROLE_PH_MAP['Org']
+ )
+ output_texts.append("{} declared bankruptcy.".format(filler))
+ gold_sample = True
+ output_str += ' \n {}'.format(' <sep> '.join(output_texts))
+
+ output_str = ('\n'.join(output_str.split('\n')[1:])).strip()
+ return (output_str, gold_sample)
+
+ def decode(self, preds):
+ output = []
+ for cnt, pred in enumerate(preds.split('\n')):
+ used_o_cnt = 0
+ full_pred = pred.strip()
+ for o_style in OUTPUT_STYLE_SET:
+ if o_style in self.output_style:
+ if o_style == 'trigger:sentence':
+ if used_o_cnt == cnt:
+ try:
+ triggers = full_pred.split('Event trigger is ', 1)[1]
+ triggers = triggers.split(' and ')
+ for t_cnt, t in enumerate(triggers):
+ if t != '<Trigger>':
+ output.append((t, self.event_type, {'tri counter': t_cnt})) # (text, type, kwargs)
+ except:
+ pass
+ used_o_cnt += 1
+ if o_style == 'argument:sentence':
+ if used_o_cnt == cnt:
+ try:
+ for a_cnt, prediction in enumerate(full_pred.split(' <sep> ')):
+ org = prediction.split(' declared bankruptcy.', 1)[0]
+ org = org.split(' and ')
+ for arg in org:
+ if arg != ROLE_PH_MAP['Org']:
+ output.append((arg, 'Org', {'cor tri cnt': a_cnt}))
+ except:
+ pass
+ used_o_cnt += 1
+
+ return output
+
+class Business_End_Org(event_template):
+
+ def __init__(self, input_style, output_style, passage, event_type, gold_event=None):
+ super().__init__(input_style, output_style, passage, event_type, gold_event)
+
+ @classmethod
+ def get_keywords(self):
+ return ['dissolve', 'disbanded', 'close']
+
+ def get_output_template(self):
+ output_template = ''
+ for o_style in OUTPUT_STYLE_SET:
+ if o_style in self.output_style:
+ if o_style == 'trigger:sentence':
+ output_template += ' \n {}'.format('Event trigger is <Trigger>')
+ if o_style == 'argument:sentence':
+ output_template += ' \n {}'.format('some organization dissolved.')
+ return ('\n'.join(output_template.split('\n')[1:])).strip()
+
+ def generate_input_str(self, query_trigger):
+ input_str = self.passage
+ for i_style in INPUT_STYLE_SET:
+ if i_style in self.input_style:
+ if i_style == 'event_type':
+ input_str += ' \n {}'.format('business event, end organization sub-type')
+ if i_style == 'event_type_sent':
+ input_str += ' \n {}'.format('The event is related to some organization ceasing to exist.')
+ if i_style == 'keywords':
+ input_str += ' \n Similar triggers such as {}'.format(', '.join(self.get_keywords()))
+ if i_style == 'triggers':
+ input_str += ' \n The event trigger word is {}'.format(query_trigger)
+ if i_style == 'template':
+ input_str += ' \n {}'.format(self.output_template)
+
+ return input_str
+
+ def generate_output_str(self, query_trigger):
+ assert self.gold_event is not None
+ output_str = ''
+ gold_sample = False
+ for o_style in OUTPUT_STYLE_SET:
+ if o_style in self.output_style:
+ if o_style == 'trigger:sentence':
+ if self.trigger_text != '':
+ output_str += ' \n Event trigger is {}'.format(self.trigger_text)
+ gold_sample = True
+ else:
+ output_str += ' \n Event trigger is <Trigger>'
+ if o_style == 'argument:sentence':
+ output_texts = []
+ for argu in self.arguments:
+ filler = (
+ " and ".join([ a['argument text'] for a in argu['Org']]) if "Org" in argu.keys() else ROLE_PH_MAP['Org']
+ )
+ output_texts.append("{} dissolved.".format(filler))
+ gold_sample = True
+ output_str += ' \n {}'.format(' <sep> '.join(output_texts))
+
+ output_str = ('\n'.join(output_str.split('\n')[1:])).strip()
+ return (output_str, gold_sample)
+
+ def decode(self, preds):
+ output = []
+ for cnt, pred in enumerate(preds.split('\n')):
+ used_o_cnt = 0
+ full_pred = pred.strip()
+ for o_style in OUTPUT_STYLE_SET:
+ if o_style in self.output_style:
+ if o_style == 'trigger:sentence':
+ if used_o_cnt == cnt:
+ try:
+ triggers = full_pred.split('Event trigger is ', 1)[1]
+ triggers = triggers.split(' and ')
+ for t_cnt, t in enumerate(triggers):
+ if t != '<Trigger>':
+ output.append((t, self.event_type, {'tri counter': t_cnt})) # (text, type, kwargs)
+ except:
+ pass
+ used_o_cnt += 1
+ if o_style == 'argument:sentence':
+ if used_o_cnt == cnt:
+ try:
+ for a_cnt, prediction in enumerate(full_pred.split(' <sep> ')):
+ org = prediction.split(' dissolved.', 1)[0]
+ org = org.split(' and ')
+ for arg in org:
+ if arg != ROLE_PH_MAP['Org']:
+ output.append((arg, 'Org', {'cor tri cnt': a_cnt}))
+ except:
+ pass
+ used_o_cnt += 1
+
+ return output
+
+class Conflict_Attack(event_template):
+
+ def __init__(self, input_style, output_style, passage, event_type, gold_event=None):
+ super().__init__(input_style, output_style, passage, event_type, gold_event)
+
+ @classmethod
+ def get_keywords(self):
+ return ['war', 'attack', 'terrorism']
+
+ def get_output_template(self):
+ output_template = ''
+ for o_style in OUTPUT_STYLE_SET:
+ if o_style in self.output_style:
+ if o_style == 'trigger:sentence':
+ output_template += ' \n {}'.format('Event trigger is <Trigger>')
+ if o_style == 'argument:sentence':
+ output_template += ' \n {}'.format('some attacker attacked some facility, someone, or some organization by some way in somewhere.')
+ return ('\n'.join(output_template.split('\n')[1:])).strip()
+
+ def generate_input_str(self, query_trigger):
+ input_str = self.passage
+ for i_style in INPUT_STYLE_SET:
+ if i_style in self.input_style:
+ if i_style == 'event_type':
+ input_str += ' \n {}'.format('conflict event, attack sub-type')
+ if i_style == 'event_type_sent':
+ input_str += ' \n {}'.format('The event is related to conflict and some violent physical act.')
+ if i_style == 'keywords':
+ input_str += ' \n Similar triggers such as {}'.format(', '.join(self.get_keywords()))
+ if i_style == 'triggers':
+ input_str += ' \n The event trigger word is {}'.format(query_trigger)
+ if i_style == 'template':
+ input_str += ' \n {}'.format(self.output_template)
+
+ return input_str
+
+ def generate_output_str(self, query_trigger):
+ assert self.gold_event is not None
+ output_str = ''
+ gold_sample = False
+ for o_style in OUTPUT_STYLE_SET:
+ if o_style in self.output_style:
+ if o_style == 'trigger:sentence':
+ if self.trigger_text != '':
+ output_str += ' \n Event trigger is {}'.format(self.trigger_text)
+ gold_sample = True
+ else:
+ output_str += ' \n Event trigger is <Trigger>'
+ if o_style == 'argument:sentence':
+ output_texts = []
+ for argu in self.arguments:
+ attacker_list = []
+ if "Attacker" in argu.keys():
+ attacker_list.extend([ a['argument text'] for a in argu['Attacker']])
+ if "Agent" in argu.keys():
+ attacker_list.extend([ a['argument text'] for a in argu['Agent']])
+ filler = (
+ " and ".join(attacker_list) if len(attacker_list)>0 else ROLE_PH_MAP['Attacker'],
+ " and ".join([ a['argument text'] for a in argu['Target']]) if "Target" in argu.keys() else ROLE_PH_MAP['Target'],
+ " and ".join([ a['argument text'] for a in argu['Instrument']]) if "Instrument" in argu.keys() else ROLE_PH_MAP['Instrument'],
+ " and ".join([ a['argument text'] for a in argu['Place']]) if "Place" in argu.keys() else ROLE_PH_MAP['Place']
+ )
+ output_texts.append("{} attacked {} by {} in {}.".format(*filler))
+ gold_sample = True
+ output_str += ' \n {}'.format(' <sep> '.join(output_texts))
+
+ output_str = ('\n'.join(output_str.split('\n')[1:])).strip()
+ return (output_str, gold_sample)
+
+ def decode(self, preds):
+ output = []
+ for cnt, pred in enumerate(preds.split('\n')):
+ used_o_cnt = 0
+ full_pred = pred.strip()
+ for o_style in OUTPUT_STYLE_SET:
+ if o_style in self.output_style:
+ if o_style == 'trigger:sentence':
+ if used_o_cnt == cnt:
+ try:
+ triggers = full_pred.split('Event trigger is ', 1)[1]
+ triggers = triggers.split(' and ')
+ for t_cnt, t in enumerate(triggers):
+ if t != '<Trigger>':
+ output.append((t, self.event_type, {'tri counter': t_cnt})) # (text, type, kwargs)
+ except Exception as e:
+ #print(e)
+ pass
+ used_o_cnt += 1
+ if o_style == 'argument:sentence':
+ if used_o_cnt == cnt:
+ try:
+ for a_cnt, prediction in enumerate(full_pred.split(' <sep> ')):
+ attack = prediction.split(' attacked ', 1)[0]
+ attack = attack.split(' and ')
+ remain = prediction.split(' attacked ', 1)[1]
+
+ target = remain.split(' by ', 1)[0]
+ target = target.split(' and ')
+ remain = remain.split(' by ', 1)[1]
+
+ instrument = remain.split(' in ', 1)[0]
+ instrument = instrument.split(' and ')
+ remain = remain.split(' in ', 1)[1]
+
+ place = remain.rsplit('.',1)[0]
+ place = place.split(' and ')
+ for arg in attack:
+ if arg != ROLE_PH_MAP['Attacker']:
+ output.append((arg, 'Attacker', {'cor tri cnt': a_cnt}))
+ for arg in target:
+ if arg != ROLE_PH_MAP['Target']:
+ output.append((arg, 'Target', {'cor tri cnt': a_cnt}))
+ for arg in instrument:
+ if arg != ROLE_PH_MAP['Instrument']:
+ output.append((arg, 'Instrument', {'cor tri cnt': a_cnt}))
+ for arg in place:
+ if arg != ROLE_PH_MAP['Place']:
+ output.append((arg, 'Place', {'cor tri cnt': a_cnt}))
+ except:
+ pass
+ used_o_cnt += 1
+
+ return output
+
+class Conflict_Demonstrate(event_template):
+ def __init__(self, input_style, output_style, passage, event_type, gold_event=None):
+ super().__init__(input_style, output_style, passage, event_type, gold_event)
+
+ @classmethod
+ def get_keywords(self):
+ return ['rally', 'protest', 'demonstrate']
+
+ def get_output_template(self):
+ output_template = ''
+ for o_style in OUTPUT_STYLE_SET:
+ if o_style in self.output_style:
+ if o_style == 'trigger:sentence':
+ output_template += ' \n {}'.format('Event trigger is <Trigger>')
+ if o_style == 'argument:sentence':
+ output_template += ' \n {}'.format('some people or some organization protest at somewhere.')
+ return ('\n'.join(output_template.split('\n')[1:])).strip()
+
+ def generate_input_str(self, query_trigger):
+ input_str = self.passage
+ for i_style in INPUT_STYLE_SET:
+ if i_style in self.input_style:
+ if i_style == 'event_type':
+ input_str += ' \n {}'.format('conflict event, demonstrate sub-type')
+ if i_style == 'event_type_sent':
+ input_str += ' \n {}'.format('The event is related to a large number of people coming together to protest.')
+ if i_style == 'keywords':
+ input_str += ' \n Similar triggers such as {}'.format(', '.join(self.get_keywords()))
+ if i_style == 'triggers':
+ input_str += ' \n The event trigger word is {}'.format(query_trigger)
+ if i_style == 'template':
+ input_str += ' \n {}'.format(self.output_template)
+
+ return input_str
+
+ def generate_output_str(self, query_trigger):
+ assert self.gold_event is not None
+ output_str = ''
+ gold_sample = False
+ for o_style in OUTPUT_STYLE_SET:
+ if o_style in self.output_style:
+ if o_style == 'trigger:sentence':
+ if self.trigger_text != '':
+ output_str += ' \n Event trigger is {}'.format(self.trigger_text)
+ gold_sample = True
+ else:
+ output_str += ' \n Event trigger is <Trigger>'
+ if o_style == 'argument:sentence':
+ output_texts = []
+ for argu in self.arguments:
+ filler = (
+ " and ".join([ a['argument text'] for a in argu['Entity']]) if "Entity" in argu.keys() else ROLE_PH_MAP['Entity'],
+ " and ".join([ a['argument text'] for a in argu['Place']]) if "Place" in argu.keys() else ROLE_PH_MAP['Place']
+ )
+ output_texts.append("{} protest at {}.".format(*filler))
+ gold_sample = True
+ output_str += ' \n {}'.format(' <sep> '.join(output_texts))
+ output_str = ('\n'.join(output_str.split('\n')[1:])).strip()
+ return (output_str, gold_sample)
+
+ def decode(self, preds):
+ output = []
+ for cnt, pred in enumerate(preds.split('\n')):
+ used_o_cnt = 0
+ full_pred = pred.strip()
+ for o_style in OUTPUT_STYLE_SET:
+ if o_style in self.output_style:
+ if o_style == 'trigger:sentence':
+ if used_o_cnt == cnt:
+ try:
+ triggers = full_pred.split('Event trigger is ', 1)[1]
+ triggers = triggers.split(' and ')
+ for t_cnt, t in enumerate(triggers):
+ if t != '<Trigger>':
+ output.append((t, self.event_type, {'tri counter': t_cnt})) # (text, type, kwargs)
+ except:
+ pass
+ used_o_cnt += 1
+ if o_style == 'argument:sentence':
+ if used_o_cnt == cnt:
+ try:
+ for a_cnt, prediction in enumerate(full_pred.split(' <sep> ')):
+ entity = prediction.split(' protest at ', 1)[0]
+ entity = entity.split(' and ')
+ remain = prediction.split(' protest at ', 1)[1]
+
+ place = remain.rsplit('.',1)[0]
+ place = place.split(' and ')
+ for arg in entity:
+ if arg != ROLE_PH_MAP['Entity']:
+ output.append((arg, 'Entity', {'cor tri cnt': a_cnt}))
+ for arg in place:
+ if arg != ROLE_PH_MAP['Place']:
+ output.append((arg, 'Place', {'cor tri cnt': a_cnt}))
+ except:
+ pass
+ used_o_cnt += 1
+
+ return output
+
+class Contact_Meet(event_template):
+ def __init__(self, input_style, output_style, passage, event_type, gold_event=None):
+ super().__init__(input_style, output_style, passage, event_type, gold_event)
+
+ @classmethod
+ def get_keywords(self):
+ return ['meeting', 'met', 'summit']
+
+ def get_output_template(self):
+ output_template = ''
+ for o_style in OUTPUT_STYLE_SET:
+ if o_style in self.output_style:
+ if o_style == 'trigger:sentence':
+ output_template += ' \n {}'.format('Event trigger is <Trigger>')
+ if o_style == 'argument:sentence':
+ output_template += ' \n {}'.format('some people or some organization met at somewhere.')
+ return ('\n'.join(output_template.split('\n')[1:])).strip()
+
+ def generate_input_str(self, query_trigger):
+ input_str = self.passage
+ for i_style in INPUT_STYLE_SET:
+ if i_style in self.input_style:
+ if i_style == 'event_type':
+ input_str += ' \n {}'.format('contact event, meet sub-type')
+ if i_style == 'event_type_sent':
+ input_str += ' \n {}'.format('The event is related to a group of people meeting and interacting with one another face-to-face.')
+ if i_style == 'keywords':
+ input_str += ' \n Similar triggers such as {}'.format(', '.join(self.get_keywords()))
+ if i_style == 'triggers':
+ input_str += ' \n The event trigger word is {}'.format(query_trigger)
+ if i_style == 'template':
+ input_str += ' \n {}'.format(self.output_template)
+
+ return input_str
+
+ def generate_output_str(self, query_trigger):
+ assert self.gold_event is not None
+ output_str = ''
+ gold_sample = False
+ for o_style in OUTPUT_STYLE_SET:
+ if o_style in self.output_style:
+ if o_style == 'trigger:sentence':
+ if self.trigger_text != '':
+ output_str += ' \n Event trigger is {}'.format(self.trigger_text)
+ gold_sample = True
+ else:
+ output_str += ' \n Event trigger is <Trigger>'
+ if o_style == 'argument:sentence':
+ output_texts = []
+ for argu in self.arguments:
+ filler = (
+ " and ".join([ a['argument text'] for a in argu['Entity']]) if "Entity" in argu.keys() else ROLE_PH_MAP['Entity'],
+ " and ".join([ a['argument text'] for a in argu['Place']]) if "Place" in argu.keys() else ROLE_PH_MAP['Place']
+ )
+ output_texts.append("{} met at {}.".format(*filler))
+ gold_sample = True
+ output_str += ' \n {}'.format(' <sep> '.join(output_texts))
+
+ output_str = ('\n'.join(output_str.split('\n')[1:])).strip()
+ return (output_str, gold_sample)
+
+ def decode(self, preds):
+ output = []
+ for cnt, pred in enumerate(preds.split('\n')):
+ used_o_cnt = 0
+ full_pred = pred.strip()
+ for o_style in OUTPUT_STYLE_SET:
+ if o_style in self.output_style:
+ if o_style == 'trigger:sentence':
+ if used_o_cnt == cnt:
+ try:
+ triggers = full_pred.split('Event trigger is ', 1)[1]
+ triggers = triggers.split(' and ')
+ for t_cnt, t in enumerate(triggers):
+ if t != '<Trigger>':
+ output.append((t, self.event_type, {'tri counter': t_cnt})) # (text, type, kwargs)
+ except:
+ pass
+ used_o_cnt += 1
+ if o_style == 'argument:sentence':
+ if used_o_cnt == cnt:
+ try:
+ for a_cnt, prediction in enumerate(full_pred.split(' <sep> ')):
+ entity = prediction.split(' met at ', 1)[0]
+ entity = entity.split(' and ')
+ remain = prediction.split(' met at ', 1)[1]
+
+ place = remain.rsplit('.',1)[0]
+ place = place.split(' and ')
+ for arg in entity:
+ if arg != ROLE_PH_MAP['Entity']:
+ output.append((arg, 'Entity', {'cor tri cnt': a_cnt}))
+ for arg in place:
+ if arg != ROLE_PH_MAP['Place']:
+ output.append((arg, 'Place', {'cor tri cnt': a_cnt}))
+ except:
+ pass
+ used_o_cnt += 1
+
+ return output
+
+class Contact_Phone_Write(event_template):
+ def __init__(self, input_style, output_style, passage, event_type, gold_event=None):
+ super().__init__(input_style, output_style, passage, event_type, gold_event)
+
+ @classmethod
+ def get_keywords(self):
+ return ['call', 'communicate', 'e-mail']
+
+ def get_output_template(self):
+ output_template = ''
+ for o_style in OUTPUT_STYLE_SET:
+ if o_style in self.output_style:
+ if o_style == 'trigger:sentence':
+ output_template += ' \n {}'.format('Event trigger is <Trigger>')
+ if o_style == 'argument:sentence':
+ output_template += ' \n {}'.format('some people or some organization called or texted messages at somewhere.')
+ return ('\n'.join(output_template.split('\n')[1:])).strip()
+
+ def generate_input_str(self, query_trigger):
+ input_str = self.passage
+ for i_style in INPUT_STYLE_SET:
+ if i_style in self.input_style:
+ if i_style == 'event_type':
+ input_str += ' \n {}'.format('contact event, phone write sub-type')
+ if i_style == 'event_type_sent':
+ input_str += ' \n {}'.format('The event is related to people phone calling or messaging one another.')
+ if i_style == 'keywords':
+ input_str += ' \n Similar triggers such as {}'.format(', '.join(self.get_keywords()))
+ if i_style == 'triggers':
+ input_str += ' \n The event trigger word is {}'.format(query_trigger)
+ if i_style == 'template':
+ input_str += ' \n {}'.format(self.output_template)
+
+ return input_str
+
+ def generate_output_str(self, query_trigger):
+ assert self.gold_event is not None
+ output_str = ''
+ gold_sample = False
+ for o_style in OUTPUT_STYLE_SET:
+ if o_style in self.output_style:
+ if o_style == 'trigger:sentence':
+ if self.trigger_text != '':
+ output_str += ' \n Event trigger is {}'.format(self.trigger_text)
+ gold_sample = True
+ else:
+ output_str += ' \n Event trigger is <Trigger>'
+ if o_style == 'argument:sentence':
+ output_texts = []
+ for argu in self.arguments:
+ filler = (
+ " and ".join([ a['argument text'] for a in argu['Entity']]) if "Entity" in argu.keys() else ROLE_PH_MAP['Entity'],
+ " and ".join([ a['argument text'] for a in argu['Place']]) if "Place" in argu.keys() else ROLE_PH_MAP['Place']
+ )
+ output_texts.append("{} called or texted messages at {}.".format(*filler))
+ gold_sample = True
+ output_str += ' \n {}'.format(' <sep> '.join(output_texts))
+
+ output_str = ('\n'.join(output_str.split('\n')[1:])).strip()
+ return (output_str, gold_sample)
+
+ def decode(self, preds):
+ output = []
+ for cnt, pred in enumerate(preds.split('\n')):
+ used_o_cnt = 0
+ full_pred = pred.strip()
+ for o_style in OUTPUT_STYLE_SET:
+ if o_style in self.output_style:
+ if o_style == 'trigger:sentence':
+ if used_o_cnt == cnt:
+ try:
+ triggers = full_pred.split('Event trigger is ', 1)[1]
+ triggers = triggers.split(' and ')
+ for t_cnt, t in enumerate(triggers):
+ if t != '<Trigger>':
+ output.append((t, self.event_type, {'tri counter': t_cnt})) # (text, type, kwargs)
+ except:
+ pass
+ used_o_cnt += 1
+ if o_style == 'argument:sentence':
+ if used_o_cnt == cnt:
+ try:
+ for a_cnt, prediction in enumerate(full_pred.split(' <sep> ')):
+ entity = prediction.split(' called or texted messages at ', 1)[0]
+ entity = entity.split(' and ')
+ remain = prediction.split(' called or texted messages at ', 1)[1]
+
+ place = remain.rsplit('.',1)[0]
+ place = place.split(' and ')
+ for arg in entity:
+ if arg != ROLE_PH_MAP['Entity']:
+ output.append((arg, 'Entity', {'cor tri cnt': a_cnt}))
+ for arg in place:
+ if arg != ROLE_PH_MAP['Place']:
+ output.append((arg, 'Place', {'cor tri cnt': a_cnt}))
+ except:
+ pass
+ used_o_cnt += 1
+
+ return output
+
+class Personnel_Start_Position(event_template):
+
+ def __init__(self, input_style, output_style, passage, event_type, gold_event=None):
+ super().__init__(input_style, output_style, passage, event_type, gold_event)
+
+ @classmethod
+ def get_keywords(self):
+ return ['hire', 'appoint', 'join']
+
+ def get_output_template(self):
+ output_template = ''
+ for o_style in OUTPUT_STYLE_SET:
+ if o_style in self.output_style:
+ if o_style == 'trigger:sentence':
+ output_template += ' \n {}'.format('Event trigger is <Trigger>')
+ if o_style == 'argument:sentence':
+ output_template += ' \n {}'.format('somebody got new job and was hired by some people or some organization in somewhere.')
+ return ('\n'.join(output_template.split('\n')[1:])).strip()
+
+ def generate_input_str(self, query_trigger):
+ input_str = self.passage
+ for i_style in INPUT_STYLE_SET:
+ if i_style in self.input_style:
+ if i_style == 'event_type':
+ input_str += ' \n {}'.format('personnel event, start position sub-type')
+ if i_style == 'event_type_sent':
+ input_str += ' \n {}'.format('The event is related to a person begins working for an organization or a hiring manager.')
+ if i_style == 'keywords':
+ input_str += ' \n Similar triggers such as {}'.format(', '.join(self.get_keywords()))
+ if i_style == 'triggers':
+ input_str += ' \n The event trigger word is {}'.format(query_trigger)
+ if i_style == 'template':
+ input_str += ' \n {}'.format(self.output_template)
+
+ return input_str
+
+ def generate_output_str(self, query_trigger):
+ assert self.gold_event is not None
+ output_str = ''
+ gold_sample = False
+ for o_style in OUTPUT_STYLE_SET:
+ if o_style in self.output_style:
+ if o_style == 'trigger:sentence':
+ if self.trigger_text != '':
+ output_str += ' \n Event trigger is {}'.format(self.trigger_text)
+ gold_sample = True
+ else:
+ output_str += ' \n Event trigger is <Trigger>'
+ if o_style == 'argument:sentence':
+ output_texts = []
+ for argu in self.arguments:
+ filler = (
+ " and ".join([ a['argument text'] for a in argu['Person']]) if "Person" in argu.keys() else ROLE_PH_MAP['Person'],
+ " and ".join([ a['argument text'] for a in argu['Entity']]) if "Entity" in argu.keys() else ROLE_PH_MAP['Entity'],
+ " and ".join([ a['argument text'] for a in argu['Place']]) if "Place" in argu.keys() else ROLE_PH_MAP['Place']
+ )
+ output_texts.append("{} got new job and was hired by {} in {}.".format(*filler))
+ gold_sample = True
+ output_str += ' \n {}'.format(' <sep> '.join(output_texts))
+ output_str = ('\n'.join(output_str.split('\n')[1:])).strip()
+ return (output_str, gold_sample)
+
+ def decode(self, preds):
+ output = []
+ for cnt, pred in enumerate(preds.split('\n')):
+ used_o_cnt = 0
+ full_pred = pred.strip()
+ for o_style in OUTPUT_STYLE_SET:
+ if o_style in self.output_style:
+ if o_style == 'trigger:sentence':
+ if used_o_cnt == cnt:
+ try:
+ triggers = full_pred.split('Event trigger is ', 1)[1]
+ triggers = triggers.split(' and ')
+ for t_cnt, t in enumerate(triggers):
+ if t != '<Trigger>':
+ output.append((t, self.event_type, {'tri counter': t_cnt})) # (text, type, kwargs)
+ except:
+ pass
+ used_o_cnt += 1
+ if o_style == 'argument:sentence':
+ if used_o_cnt == cnt:
+ try:
+ for a_cnt, prediction in enumerate(full_pred.split(' <sep> ')):
+ person = prediction.split(' got new job and was hired by ', 1)[0]
+ person = person.split(' and ')
+ remain = prediction.split(' got new job and was hired by ', 1)[1]
+
+ entity = remain.split(' in ', 1)[0]
+ entity = entity.split(' and ')
+ remain = remain.split(' in ', 1)[1]
+
+ place = remain.rsplit('.',1)[0]
+ place = place.split(' and ')
+ for arg in person:
+ if arg != ROLE_PH_MAP['Person']:
+ output.append((arg, 'Person', {'cor tri cnt': a_cnt}))
+ for arg in entity:
+ if arg != ROLE_PH_MAP['Entity']:
+ output.append((arg, 'Entity', {'cor tri cnt': a_cnt}))
+ for arg in place:
+ if arg != ROLE_PH_MAP['Place']:
+ output.append((arg, 'Place', {'cor tri cnt': a_cnt}))
+ except:
+ pass
+ used_o_cnt += 1
+ return output
+
+class Personnel_End_Position(event_template):
+
+ def __init__(self, input_style, output_style, passage, event_type, gold_event=None):
+ super().__init__(input_style, output_style, passage, event_type, gold_event)
+
+ @classmethod
+ def get_keywords(self):
+ return ['former', 'laid off', 'fired']
+
+ def get_output_template(self):
+ output_template = ''
+ for o_style in OUTPUT_STYLE_SET:
+ if o_style in self.output_style:
+ if o_style == 'trigger:sentence':
+ output_template += ' \n {}'.format('Event trigger is <Trigger>')
+ if o_style == 'argument:sentence':
+ output_template += ' \n {}'.format('somebody stopped working for some people or some organization at somewhere.')
+ return ('\n'.join(output_template.split('\n')[1:])).strip()
+
+ def generate_input_str(self, query_trigger):
+ input_str = self.passage
+ for i_style in INPUT_STYLE_SET:
+ if i_style in self.input_style:
+ if i_style == 'event_type':
+ input_str += ' \n {}'.format('personnel event, end position sub-type')
+ if i_style == 'event_type_sent':
+ input_str += ' \n {}'.format('The event is related to a person stops working for an organization or a hiring manager.')
+ if i_style == 'keywords':
+ input_str += ' \n Similar triggers such as {}'.format(', '.join(self.get_keywords()))
+ if i_style == 'triggers':
+ input_str += ' \n The event trigger word is {}'.format(query_trigger)
+ if i_style == 'template':
+ input_str += ' \n {}'.format(self.output_template)
+
+ return input_str
+
+ def generate_output_str(self, query_trigger):
+ assert self.gold_event is not None
+ output_str = ''
+ gold_sample = False
+ for o_style in OUTPUT_STYLE_SET:
+ if o_style in self.output_style:
+ if o_style == 'trigger:sentence':
+ if self.trigger_text != '':
+ output_str += ' \n Event trigger is {}'.format(self.trigger_text)
+ gold_sample = True
+ else:
+ output_str += ' \n Event trigger is <Trigger>'
+ if o_style == 'argument:sentence':
+ output_texts = []
+ for argu in self.arguments:
+ filler = (
+ " and ".join([ a['argument text'] for a in argu['Person']]) if "Person" in argu.keys() else ROLE_PH_MAP['Person'],
+ " and ".join([ a['argument text'] for a in argu['Entity']]) if "Entity" in argu.keys() else ROLE_PH_MAP['Entity'],
+ " and ".join([ a['argument text'] for a in argu['Place']]) if "Place" in argu.keys() else ROLE_PH_MAP['Place']
+ )
+ output_texts.append("{} stopped working for {} at {}.".format(*filler))
+ gold_sample = True
+ output_str += ' \n {}'.format(' <sep> '.join(output_texts))
+ output_str = ('\n'.join(output_str.split('\n')[1:])).strip()
+ return (output_str, gold_sample)
+
+ def decode(self, preds):
+ output = []
+ for cnt, pred in enumerate(preds.split('\n')):
+ used_o_cnt = 0
+ full_pred = pred.strip()
+ for o_style in OUTPUT_STYLE_SET:
+ if o_style in self.output_style:
+ if o_style == 'trigger:sentence':
+ if used_o_cnt == cnt:
+ try:
+ triggers = full_pred.split('Event trigger is ', 1)[1]
+ triggers = triggers.split(' and ')
+ for t_cnt, t in enumerate(triggers):
+ if t != '<Trigger>':
+ output.append((t, self.event_type, {'tri counter': t_cnt})) # (text, type, kwargs)
+ except:
+ pass
+ used_o_cnt += 1
+ if o_style == 'argument:sentence':
+ if used_o_cnt == cnt:
+ try:
+ for a_cnt, prediction in enumerate(full_pred.split(' <sep> ')):
+ person = prediction.split(' stopped working for ', 1)[0]
+ person = person.split(' and ')
+ remain = prediction.split(' stopped working for ', 1)[1]
+
+ entity = remain.split(' at ', 1)[0]
+ entity = entity.split(' and ')
+ remain = remain.split(' at ', 1)[1]
+
+ place = remain.rsplit('.',1)[0]
+ place = place.split(' and ')
+ for arg in person:
+ if arg != ROLE_PH_MAP['Person']:
+ output.append((arg, 'Person', {'cor tri cnt': a_cnt}))
+ for arg in entity:
+ if arg != ROLE_PH_MAP['Entity']:
+ output.append((arg, 'Entity', {'cor tri cnt': a_cnt}))
+ for arg in place:
+ if arg != ROLE_PH_MAP['Place']:
+ output.append((arg, 'Place', {'cor tri cnt': a_cnt}))
+ except:
+ pass
+ used_o_cnt += 1
+ return output
+
+class Personnel_Nominate(event_template):
+
+ def __init__(self, input_style, output_style, passage, event_type, gold_event=None):
+ super().__init__(input_style, output_style, passage, event_type, gold_event)
+
+ @classmethod
+ def get_keywords(self):
+ return ['named', 'nomination', 'nominate']
+
+ def get_output_template(self):
+ output_template = ''
+ for o_style in OUTPUT_STYLE_SET:
+ if o_style in self.output_style:
+ if o_style == 'trigger:sentence':
+ output_template += ' \n {}'.format('Event trigger is <Trigger>')
+ if o_style == 'argument:sentence':
+ output_template += ' \n {}'.format('somebody was nominated by somebody or some organization to do a job.')
+ return ('\n'.join(output_template.split('\n')[1:])).strip()
+
+ def generate_input_str(self, query_trigger):
+ input_str = self.passage
+ for i_style in INPUT_STYLE_SET:
+ if i_style in self.input_style:
+ if i_style == 'event_type':
+ input_str += ' \n {}'.format('personnel event, nominate position sub-type')
+ if i_style == 'event_type_sent':
+ input_str += ' \n {}'.format('The event is related to a person being nominated for a position.')
+ if i_style == 'keywords':
+ input_str += ' \n Similar triggers such as {}'.format(', '.join(self.get_keywords()))
+ if i_style == 'triggers':
+ input_str += ' \n The event trigger word is {}'.format(query_trigger)
+ if i_style == 'template':
+ input_str += ' \n {}'.format(self.output_template)
+
+ return input_str
+
+ def generate_output_str(self, query_trigger):
+ assert self.gold_event is not None
+ output_str = ''
+ gold_sample = False
+ for o_style in OUTPUT_STYLE_SET:
+ if o_style in self.output_style:
+ if o_style == 'trigger:sentence':
+ if self.trigger_text != '':
+ output_str += ' \n Event trigger is {}'.format(self.trigger_text)
+ gold_sample = True
+ else:
+ output_str += ' \n Event trigger is <Trigger>'
+ if o_style == 'argument:sentence':
+ output_texts = []
+ for argu in self.arguments:
+ filler = (
+ " and ".join([ a['argument text'] for a in argu['Person']]) if "Person" in argu.keys() else ROLE_PH_MAP['Person'],
+ " and ".join([ a['argument text'] for a in argu['Agent']]) if "Agent" in argu.keys() else ROLE_PH_MAP['Agent']
+ )
+ output_texts.append("{} was nominated by {} to do a job.".format(*filler))
+ gold_sample = True
+ output_str += ' \n {}'.format(' <sep> '.join(output_texts))
+ output_str = ('\n'.join(output_str.split('\n')[1:])).strip()
+ return (output_str, gold_sample)
+
+ def decode(self, preds):
+ output = []
+ for cnt, pred in enumerate(preds.split('\n')):
+ used_o_cnt = 0
+ full_pred = pred.strip()
+ for o_style in OUTPUT_STYLE_SET:
+ if o_style in self.output_style:
+ if o_style == 'trigger:sentence':
+ if used_o_cnt == cnt:
+ try:
+ triggers = full_pred.split('Event trigger is ', 1)[1]
+ triggers = triggers.split(' and ')
+ for t_cnt, t in enumerate(triggers):
+ if t != '<Trigger>':
+ output.append((t, self.event_type, {'tri counter': t_cnt})) # (text, type, kwargs)
+ except:
+ pass
+ used_o_cnt += 1
+ if o_style == 'argument:sentence':
+ if used_o_cnt == cnt:
+ try:
+ for a_cnt, prediction in enumerate(full_pred.split(' <sep> ')):
+ person = prediction.split(' was nominated by ', 1)[0]
+ person = person.split(' and ')
+ remain = prediction.split(' was nominated by ', 1)[1]
+
+ agent = remain.rsplit(' to do a job.',1)[0]
+ agent = agent.split(' and ')
+ for arg in person:
+ if arg != ROLE_PH_MAP['Person']:
+ output.append((arg, 'Person', {'cor tri cnt': a_cnt}))
+ for arg in agent:
+ if arg != ROLE_PH_MAP['Agent']:
+ output.append((arg, 'Agent', {'cor tri cnt': a_cnt}))
+ except:
+ pass
+ used_o_cnt += 1
+ return output
+
+class Personnel_Elect(event_template):
+
+ def __init__(self, input_style, output_style, passage, event_type, gold_event=None):
+ super().__init__(input_style, output_style, passage, event_type, gold_event)
+
+ @classmethod
+ def get_keywords(self):
+ return ['election', 'elect', 'elected']
+
+ def get_output_template(self):
+ output_template = ''
+ for o_style in OUTPUT_STYLE_SET:
+ if o_style in self.output_style:
+ if o_style == 'trigger:sentence':
+ output_template += ' \n {}'.format('Event trigger is <Trigger>')
+ if o_style == 'argument:sentence':
+ output_template += ' \n {}'.format('somebody was elected a position, and the election was voted by some people or some organization in somewhere.')
+ return ('\n'.join(output_template.split('\n')[1:])).strip()
+
+ def generate_input_str(self, query_trigger):
+ input_str = self.passage
+ for i_style in INPUT_STYLE_SET:
+ if i_style in self.input_style:
+ if i_style == 'event_type':
+ input_str += ' \n {}'.format('personnel event, elect position sub-type')
+ if i_style == 'event_type_sent':
+ input_str += ' \n {}'.format('The event is related to a candidate wins an election.')
+ if i_style == 'keywords':
+ input_str += ' \n Similar triggers such as {}'.format(', '.join(self.get_keywords()))
+ if i_style == 'triggers':
+ input_str += ' \n The event trigger word is {}'.format(query_trigger)
+ if i_style == 'template':
+ input_str += ' \n {}'.format(self.output_template)
+
+ return input_str
+
+ def generate_output_str(self, query_trigger):
+ assert self.gold_event is not None
+ output_str = ''
+ gold_sample = False
+ for o_style in OUTPUT_STYLE_SET:
+ if o_style in self.output_style:
+ if o_style == 'trigger:sentence':
+ if self.trigger_text != '':
+ output_str += ' \n Event trigger is {}'.format(self.trigger_text)
+ gold_sample = True
+ else:
+ output_str += ' \n Event trigger is <Trigger>'
+ if o_style == 'argument:sentence':
+ output_texts = []
+ for argu in self.arguments:
+ filler = (
+ " and ".join([ a['argument text'] for a in argu['Person']]) if "Person" in argu.keys() else ROLE_PH_MAP['Person'],
+ " and ".join([ a['argument text'] for a in argu['Entity']]) if "Entity" in argu.keys() else ROLE_PH_MAP['Entity'],
+ " and ".join([ a['argument text'] for a in argu['Place']]) if "Place" in argu.keys() else ROLE_PH_MAP['Place']
+ )
+ output_texts.append("{} was elected a position, and the election was voted by {} in {}.".format(*filler))
+ gold_sample = True
+ output_str += ' \n {}'.format(' <sep> '.join(output_texts))
+ output_str = ('\n'.join(output_str.split('\n')[1:])).strip()
+ return (output_str, gold_sample)
+
+ def decode(self, preds):
+ output = []
+ for cnt, pred in enumerate(preds.split('\n')):
+ used_o_cnt = 0
+ full_pred = pred.strip()
+ for o_style in OUTPUT_STYLE_SET:
+ if o_style in self.output_style:
+ if o_style == 'trigger:sentence':
+ if used_o_cnt == cnt:
+ try:
+ triggers = full_pred.split('Event trigger is ', 1)[1]
+ triggers = triggers.split(' and ')
+ for t_cnt, t in enumerate(triggers):
+ if t != '<Trigger>':
+ output.append((t, self.event_type, {'tri counter': t_cnt})) # (text, type, kwargs)
+ except:
+ pass
+ used_o_cnt += 1
+ if o_style == 'argument:sentence':
+ if used_o_cnt == cnt:
+ try:
+ for a_cnt, prediction in enumerate(full_pred.split(' <sep> ')):
+ person = prediction.split(' was elected a position, and the election was voted by ', 1)[0]
+ person = person.split(' and ')
+ remain = prediction.split(' was elected a position, and the election was voted by ', 1)[1]
+
+ entity = remain.split(' in ', 1)[0]
+ entity = entity.split(' and ')
+ remain = remain.split(' in ', 1)[1]
+
+ place = remain.rsplit('.',1)[0]
+ place = place.split(' and ')
+ for arg in person:
+ if arg != ROLE_PH_MAP['Person']:
+ output.append((arg, 'Person', {'cor tri cnt': a_cnt}))
+ for arg in entity:
+ if arg != ROLE_PH_MAP['Entity']:
+ output.append((arg, 'Entity', {'cor tri cnt': a_cnt}))
+ for arg in place:
+ if arg != ROLE_PH_MAP['Place']:
+ output.append((arg, 'Place', {'cor tri cnt': a_cnt}))
+ except:
+ pass
+ used_o_cnt += 1
+ return output
+
+class Justice_Arrest_Jail(event_template):
+
+ def __init__(self, input_style, output_style, passage, event_type, gold_event=None):
+ super().__init__(input_style, output_style, passage, event_type, gold_event)
+
+ @classmethod
+ def get_keywords(self):
+ return ['arrest', 'jail', 'detained']
+
+ def get_output_template(self):
+ output_template = ''
+ for o_style in OUTPUT_STYLE_SET:
+ if o_style in self.output_style:
+ if o_style == 'trigger:sentence':
+ output_template += ' \n {}'.format('Event trigger is <Trigger>')
+ if o_style == 'argument:sentence':
+ output_template += ' \n {}'.format('somebody was sent to jailed or arrested by somebody or some organization in somewhere.')
+ return ('\n'.join(output_template.split('\n')[1:])).strip()
+
+ def generate_input_str(self, query_trigger):
+ input_str = self.passage
+ for i_style in INPUT_STYLE_SET:
+ if i_style in self.input_style:
+ if i_style == 'event_type':
+ input_str += ' \n {}'.format('justice event, arrest jail sub-type')
+ if i_style == 'event_type_sent':
+ input_str += ' \n {}'.format('The event is related to a person getting arrested or a person being sent to jail.')
+ if i_style == 'keywords':
+ input_str += ' \n Similar triggers such as {}'.format(', '.join(self.get_keywords()))
+ if i_style == 'triggers':
+ input_str += ' \n The event trigger word is {}'.format(query_trigger)
+ if i_style == 'template':
+ input_str += ' \n {}'.format(self.output_template)
+
+ return input_str
+
+ def generate_output_str(self, query_trigger):
+ assert self.gold_event is not None
+ output_str = ''
+ gold_sample = False
+ for o_style in OUTPUT_STYLE_SET:
+ if o_style in self.output_style:
+ if o_style == 'trigger:sentence':
+ if self.trigger_text != '':
+ output_str += ' \n Event trigger is {}'.format(self.trigger_text)
+ gold_sample = True
+ else:
+ output_str += ' \n Event trigger is <Trigger>'
+ if o_style == 'argument:sentence':
+ output_texts = []
+ for argu in self.arguments:
+ filler = (
+ " and ".join([ a['argument text'] for a in argu['Person']]) if "Person" in argu.keys() else ROLE_PH_MAP['Person'],
+ " and ".join([ a['argument text'] for a in argu['Agent']]) if "Agent" in argu.keys() else ROLE_PH_MAP['Agent'],
+ " and ".join([ a['argument text'] for a in argu['Place']]) if "Place" in argu.keys() else ROLE_PH_MAP['Place']
+ )
+ output_texts.append("{} was sent to jailed or arrested by {} in {}.".format(*filler))
+ gold_sample = True
+ output_str += ' \n {}'.format(' <sep> '.join(output_texts))
+ output_str = ('\n'.join(output_str.split('\n')[1:])).strip()
+ return (output_str, gold_sample)
+
+ def decode(self, preds):
+ output = []
+ for cnt, pred in enumerate(preds.split('\n')):
+ used_o_cnt = 0
+ full_pred = pred.strip()
+ for o_style in OUTPUT_STYLE_SET:
+ if o_style in self.output_style:
+ if o_style == 'trigger:sentence':
+ if used_o_cnt == cnt:
+ try:
+ triggers = full_pred.split('Event trigger is ', 1)[1]
+ triggers = triggers.split(' and ')
+ for t_cnt, t in enumerate(triggers):
+ if t != '<Trigger>':
+ output.append((t, self.event_type, {'tri counter': t_cnt})) # (text, type, kwargs)
+ except:
+ pass
+ used_o_cnt += 1
+ if o_style == 'argument:sentence':
+ if used_o_cnt == cnt:
+ try:
+ for a_cnt, prediction in enumerate(full_pred.split(' <sep> ')):
+ person = prediction.split(' was sent to jailed or arrested by ', 1)[0]
+ person = person.split(' and ')
+ remain = prediction.split(' was sent to jailed or arrested by ', 1)[1]
+
+ agent = remain.split(' in ', 1)[0]
+ agent = agent.split(' and ')
+ remain = remain.split(' in ', 1)[1]
+
+ place = remain.rsplit('.',1)[0]
+ place = place.split(' and ')
+ for arg in person:
+ if arg != ROLE_PH_MAP['Person']:
+ output.append((arg, 'Person', {'cor tri cnt': a_cnt}))
+ for arg in agent:
+ if arg != ROLE_PH_MAP['Agent']:
+ output.append((arg, 'Agent', {'cor tri cnt': a_cnt}))
+ for arg in place:
+ if arg != ROLE_PH_MAP['Place']:
+ output.append((arg, 'Place', {'cor tri cnt': a_cnt}))
+ except Exception as e:
+ pass
+ used_o_cnt += 1
+ return output
+
+class Justice_Release_Parole(event_template):
+
+ def __init__(self, input_style, output_style, passage, event_type, gold_event=None):
+ super().__init__(input_style, output_style, passage, event_type, gold_event)
+
+ @classmethod
+ def get_keywords(self):
+ return ['parole', 'release', 'free']
+
+ def get_output_template(self):
+ output_template = ''
+ for o_style in OUTPUT_STYLE_SET:
+ if o_style in self.output_style:
+ if o_style == 'trigger:sentence':
+ output_template += ' \n {}'.format('Event trigger is <Trigger>')
+ if o_style == 'argument:sentence':
+ output_template += ' \n {}'.format('somebody was released by some people or some organization from somewhere.')
+ return ('\n'.join(output_template.split('\n')[1:])).strip()
+
+ def generate_input_str(self, query_trigger):
+ input_str = self.passage
+ for i_style in INPUT_STYLE_SET:
+ if i_style in self.input_style:
+ if i_style == 'event_type':
+ input_str += ' \n {}'.format('justice event, release parole sub-type')
+ if i_style == 'event_type_sent':
+ input_str += ' \n {}'.format("The event is related to an end to someone's custody in prison.")
+ if i_style == 'keywords':
+ input_str += ' \n Similar triggers such as {}'.format(', '.join(self.get_keywords()))
+ if i_style == 'triggers':
+ input_str += ' \n The event trigger word is {}'.format(query_trigger)
+ if i_style == 'template':
+ input_str += ' \n {}'.format(self.output_template)
+
+ return input_str
+
+ def generate_output_str(self, query_trigger):
+ assert self.gold_event is not None
+ output_str = ''
+ gold_sample = False
+ for o_style in OUTPUT_STYLE_SET:
+ if o_style in self.output_style:
+ if o_style == 'trigger:sentence':
+ if self.trigger_text != '':
+ output_str += ' \n Event trigger is {}'.format(self.trigger_text)
+ gold_sample = True
+ else:
+ output_str += ' \n Event trigger is <Trigger>'
+ if o_style == 'argument:sentence':
+ output_texts = []
+ for argu in self.arguments:
+ filler = (
+ " and ".join([ a['argument text'] for a in argu['Person']]) if "Person" in argu.keys() else ROLE_PH_MAP['Person'],
+ " and ".join([ a['argument text'] for a in argu['Entity']]) if "Entity" in argu.keys() else ROLE_PH_MAP['Entity'],
+ " and ".join([ a['argument text'] for a in argu['Place']]) if "Place" in argu.keys() else ROLE_PH_MAP['Place']
+ )
+ output_texts.append("{} was released by {} from {}.".format(*filler))
+ gold_sample = True
+ output_str += ' \n {}'.format(' <sep> '.join(output_texts))
+ output_str = ('\n'.join(output_str.split('\n')[1:])).strip()
+ return (output_str, gold_sample)
+
+ def decode(self, preds):
+ output = []
+ for cnt, pred in enumerate(preds.split('\n')):
+ used_o_cnt = 0
+ full_pred = pred.strip()
+ for o_style in OUTPUT_STYLE_SET:
+ if o_style in self.output_style:
+ if o_style == 'trigger:sentence':
+ if used_o_cnt == cnt:
+ try:
+ triggers = full_pred.split('Event trigger is ', 1)[1]
+ triggers = triggers.split(' and ')
+ for t_cnt, t in enumerate(triggers):
+ if t != '<Trigger>':
+ output.append((t, self.event_type, {'tri counter': t_cnt})) # (text, type, kwargs)
+ except:
+ pass
+ used_o_cnt += 1
+ if o_style == 'argument:sentence':
+ if used_o_cnt == cnt:
+ try:
+ for a_cnt, prediction in enumerate(full_pred.split(' <sep> ')):
+ person = prediction.split(' was released by ', 1)[0]
+ person = person.split(' and ')
+ remain = prediction.split(' was released by ', 1)[1]
+
+ entity = remain.split(' from ', 1)[0]
+ entity = entity.split(' and ')
+ remain = remain.split(' from ', 1)[1]
+
+ place = remain.rsplit('.',1)[0]
+ place = place.split(' and ')
+ for arg in person:
+ if arg != ROLE_PH_MAP['Person']:
+ output.append((arg, 'Person', {'cor tri cnt': a_cnt}))
+ for arg in entity:
+ if arg != ROLE_PH_MAP['Entity']:
+ output.append((arg, 'Entity', {'cor tri cnt': a_cnt}))
+ for arg in place:
+ if arg != ROLE_PH_MAP['Place']:
+ output.append((arg, 'Place', {'cor tri cnt': a_cnt}))
+ except:
+ pass
+ used_o_cnt += 1
+ return output
+
+class Justice_Trial_Hearing(event_template):
+
+ def __init__(self, input_style, output_style, passage, event_type, gold_event=None):
+ super().__init__(input_style, output_style, passage, event_type, gold_event)
+
+ @classmethod
+ def get_keywords(self):
+ return ['trial', 'hearing', 'proceeding']
+
+ def get_output_template(self):
+ output_template = ''
+ for o_style in OUTPUT_STYLE_SET:
+ if o_style in self.output_style:
+ if o_style == 'trigger:sentence':
+ output_template += ' \n {}'.format('Event trigger is <Trigger>')
+ if o_style == 'argument:sentence':
+ output_template += ' \n {}'.format('somebody, prosecuted by some other, faced a trial in somewhere. The hearing was judged by some adjudicator.')
+ return ('\n'.join(output_template.split('\n')[1:])).strip()
+
+ def generate_input_str(self, query_trigger):
+ input_str = self.passage
+ for i_style in INPUT_STYLE_SET:
+ if i_style in self.input_style:
+ if i_style == 'event_type':
+ input_str += ' \n {}'.format('justice event, trial hearing sub-type')
+ if i_style == 'event_type_sent':
+ input_str += ' \n {}'.format("The event is related to a trial or hearing for someone.")
+ if i_style == 'keywords':
+ input_str += ' \n Similar triggers such as {}'.format(', '.join(self.get_keywords()))
+ if i_style == 'triggers':
+ input_str += ' \n The event trigger word is {}'.format(query_trigger)
+ if i_style == 'template':
+ input_str += ' \n {}'.format(self.output_template)
+ return input_str
+
+ def generate_output_str(self, query_trigger):
+ assert self.gold_event is not None
+ output_str = ''
+ gold_sample = False
+ for o_style in OUTPUT_STYLE_SET:
+ if o_style in self.output_style:
+ if o_style == 'trigger:sentence':
+ if self.trigger_text != '':
+ output_str += ' \n Event trigger is {}'.format(self.trigger_text)
+ gold_sample = True
+ else:
+ output_str += ' \n Event trigger is <Trigger>'
+ if o_style == 'argument:sentence':
+ output_texts = []
+ for argu in self.arguments:
+ filler = (
+ " and ".join([ a['argument text'] for a in argu['Defendant']]) if "Defendant" in argu.keys() else ROLE_PH_MAP['Defendant'],
+ " and ".join([ a['argument text'] for a in argu['Prosecutor']]) if "Prosecutor" in argu.keys() else ROLE_PH_MAP['Prosecutor'],
+ " and ".join([ a['argument text'] for a in argu['Place']]) if "Place" in argu.keys() else ROLE_PH_MAP['Place'],
+ " and ".join([ a['argument text'] for a in argu['Adjudicator']]) if "Adjudicator" in argu.keys() else ROLE_PH_MAP['Adjudicator']
+ )
+ output_texts.append("{}, prosecuted by {}, faced a trial in {}. The hearing was judged by {}.".format(*filler))
+ gold_sample = True
+ output_str += ' \n {}'.format(' <sep> '.join(output_texts))
+ output_str = ('\n'.join(output_str.split('\n')[1:])).strip()
+ return (output_str, gold_sample)
+
+ def decode(self, preds):
+ output = []
+ for cnt, pred in enumerate(preds.split('\n')):
+ used_o_cnt = 0
+ full_pred = pred.strip()
+ for o_style in OUTPUT_STYLE_SET:
+ if o_style in self.output_style:
+ if o_style == 'trigger:sentence':
+ if used_o_cnt == cnt:
+ try:
+ triggers = full_pred.split('Event trigger is ', 1)[1]
+ triggers = triggers.split(' and ')
+ for t_cnt, t in enumerate(triggers):
+ if t != '<Trigger>':
+ output.append((t, self.event_type, {'tri counter': t_cnt})) # (text, type, kwargs)
+ except:
+ pass
+ used_o_cnt += 1
+ if o_style == 'argument:sentence':
+ if used_o_cnt == cnt:
+ try:
+ for a_cnt, prediction in enumerate(full_pred.split(' <sep> ')):
+ defendant = prediction.split(', prosecuted by ', 1)[0]
+ defendant = defendant.split(' and ')
+ remain = prediction.split(', prosecuted by ', 1)[1]
+
+ prosecutor = remain.split(', faced a trial in ', 1)[0]
+ prosecutor = prosecutor.split(' and ')
+ remain = remain.split(', faced a trial in ', 1)[1]
+
+ place = remain.split('. The hearing was judged by ', 1)[0]
+ place = place.split(' and ')
+ remain = remain.split('. The hearing was judged by ', 1)[1]
+
+ adjudicator = remain.rsplit('.',1)[0]
+ adjudicator = adjudicator.split(' and ')
+ for arg in defendant:
+ if arg != ROLE_PH_MAP['Defendant']:
+ output.append((arg, 'Defendant', {'cor tri cnt': a_cnt}))
+ for arg in prosecutor:
+ if arg != ROLE_PH_MAP['Prosecutor']:
+ output.append((arg, 'Prosecutor', {'cor tri cnt': a_cnt}))
+ for arg in place:
+ if arg != ROLE_PH_MAP['Place']:
+ output.append((arg, 'Place', {'cor tri cnt': a_cnt}))
+ for arg in adjudicator:
+ if arg != ROLE_PH_MAP['Adjudicator']:
+ output.append((arg, 'Adjudicator', {'cor tri cnt': a_cnt}))
+ except Exception as e:
+ pass
+ used_o_cnt += 1
+ return output
+
+class Justice_Charge_Indict(event_template):
+
+ def __init__(self, input_style, output_style, passage, event_type, gold_event=None):
+ super().__init__(input_style, output_style, passage, event_type, gold_event)
+
+ @classmethod
+ def get_keywords(self):
+ return ['indict', 'charged', 'accused']
+
+ def get_output_template(self):
+ output_template = ''
+ for o_style in OUTPUT_STYLE_SET:
+ if o_style in self.output_style:
+ if o_style == 'trigger:sentence':
+ output_template += ' \n {}'.format('Event trigger is <Trigger>')
+ if o_style == 'argument:sentence':
+ output_template += ' \n {}'.format('somebody was charged by some other in somewhere. The adjudication was judged by some adjudicator.')
+ return ('\n'.join(output_template.split('\n')[1:])).strip()
+
+ def generate_input_str(self, query_trigger):
+ input_str = self.passage
+ for i_style in INPUT_STYLE_SET:
+ if i_style in self.input_style:
+ if i_style == 'event_type':
+ input_str += ' \n {}'.format('justice event, charge indict sub-type')
+ if i_style == 'event_type_sent':
+ input_str += ' \n {}'.format("The event is related to someone or some organization being accused of a crime.")
+ if i_style == 'keywords':
+ input_str += ' \n Similar triggers such as {}'.format(', '.join(self.get_keywords()))
+ if i_style == 'triggers':
+ input_str += ' \n The event trigger word is {}'.format(query_trigger)
+ if i_style == 'template':
+ input_str += ' \n {}'.format(self.output_template)
+ return input_str
+
+ def generate_output_str(self, query_trigger):
+ assert self.gold_event is not None
+ output_str = ''
+ gold_sample = False
+ for o_style in OUTPUT_STYLE_SET:
+ if o_style in self.output_style:
+ if o_style == 'trigger:sentence':
+ if self.trigger_text != '':
+ output_str += ' \n Event trigger is {}'.format(self.trigger_text)
+ gold_sample = True
+ else:
+ output_str += ' \n Event trigger is <Trigger>'
+ if o_style == 'argument:sentence':
+ output_texts = []
+ for argu in self.arguments:
+ filler = (
+ " and ".join([ a['argument text'] for a in argu['Defendant']]) if "Defendant" in argu.keys() else ROLE_PH_MAP['Defendant'],
+ " and ".join([ a['argument text'] for a in argu['Prosecutor']]) if "Prosecutor" in argu.keys() else ROLE_PH_MAP['Prosecutor'],
+ " and ".join([ a['argument text'] for a in argu['Place']]) if "Place" in argu.keys() else ROLE_PH_MAP['Place'],
+ " and ".join([ a['argument text'] for a in argu['Adjudicator']]) if "Adjudicator" in argu.keys() else ROLE_PH_MAP['Adjudicator']
+ )
+ output_texts.append("{} was charged by {} in {}. The adjudication was judged by {}.".format(*filler))
+ gold_sample = True
+ output_str += ' \n {}'.format(' <sep> '.join(output_texts))
+ output_str = ('\n'.join(output_str.split('\n')[1:])).strip()
+ return (output_str, gold_sample)
+
+ def decode(self, preds):
+ output = []
+ for cnt, pred in enumerate(preds.split('\n')):
+ used_o_cnt = 0
+ full_pred = pred.strip()
+ for o_style in OUTPUT_STYLE_SET:
+ if o_style in self.output_style:
+ if o_style == 'trigger:sentence':
+ if used_o_cnt == cnt:
+ try:
+ triggers = full_pred.split('Event trigger is ', 1)[1]
+ triggers = triggers.split(' and ')
+ for t_cnt, t in enumerate(triggers):
+ if t != '<Trigger>':
+ output.append((t, self.event_type, {'tri counter': t_cnt})) # (text, type, kwargs)
+ except:
+ pass
+ used_o_cnt += 1
+ if o_style == 'argument:sentence':
+ if used_o_cnt == cnt:
+ try:
+ for a_cnt, prediction in enumerate(full_pred.split(' <sep> ')):
+ defendant = prediction.split(' was charged by ', 1)[0]
+ defendant = defendant.split(' and ')
+ remain = prediction.split(' was charged by ', 1)[1]
+
+ prosecutor = remain.split(' in ', 1)[0]
+ prosecutor = prosecutor.split(' and ')
+ remain = remain.split(' in ', 1)[1]
+
+ place = remain.split('. The adjudication was judged by ', 1)[0]
+ place = place.split(' and ')
+ remain = remain.split('. The adjudication was judged by ', 1)[1]
+
+ adjudicator = remain.rsplit('.',1)[0]
+ adjudicator = adjudicator.split(' and ')
+ for arg in defendant:
+ if arg != ROLE_PH_MAP['Defendant']:
+ output.append((arg, 'Defendant', {'cor tri cnt': a_cnt}))
+ for arg in prosecutor:
+ if arg != ROLE_PH_MAP['Prosecutor']:
+ output.append((arg, 'Prosecutor', {'cor tri cnt': a_cnt}))
+ for arg in place:
+ if arg != ROLE_PH_MAP['Place']:
+ output.append((arg, 'Place', {'cor tri cnt': a_cnt}))
+ for arg in adjudicator:
+ if arg != ROLE_PH_MAP['Adjudicator']:
+ output.append((arg, 'Adjudicator', {'cor tri cnt': a_cnt}))
+ except:
+ pass
+ used_o_cnt += 1
+ return output
+
+class Justice_Sue(event_template):
+
+ def __init__(self, input_style, output_style, passage, event_type, gold_event=None):
+ super().__init__(input_style, output_style, passage, event_type, gold_event)
+
+ @classmethod
+ def get_keywords(self):
+ return ['sue', 'lawsuit', 'suit']
+
+ def get_output_template(self):
+ output_template = ''
+ for o_style in OUTPUT_STYLE_SET:
+ if o_style in self.output_style:
+ if o_style == 'trigger:sentence':
+ output_template += ' \n {}'.format('Event trigger is <Trigger>')
+ if o_style == 'argument:sentence':
+ output_template += ' \n {}'.format('somebody was sued by some other in somewhere. The adjudication was judged by some adjudicator.')
+ return ('\n'.join(output_template.split('\n')[1:])).strip()
+
+ def generate_input_str(self, query_trigger):
+ input_str = self.passage
+ for i_style in INPUT_STYLE_SET:
+ if i_style in self.input_style:
+ if i_style == 'event_type':
+ input_str += ' \n {}'.format('justice event, sue sub-type')
+ if i_style == 'event_type_sent':
+ input_str += ' \n {}'.format("The event is related to a court proceeding that has been initiated and someone sue the other.")
+ if i_style == 'keywords':
+ input_str += ' \n Similar triggers such as {}'.format(', '.join(self.get_keywords()))
+ if i_style == 'triggers':
+ input_str += ' \n The event trigger word is {}'.format(query_trigger)
+ if i_style == 'template':
+ input_str += ' \n {}'.format(self.output_template)
+ return input_str
+
+ def generate_output_str(self, query_trigger):
+ assert self.gold_event is not None
+ output_str = ''
+ gold_sample = False
+ for o_style in OUTPUT_STYLE_SET:
+ if o_style in self.output_style:
+ if o_style == 'trigger:sentence':
+ if self.trigger_text != '':
+ output_str += ' \n Event trigger is {}'.format(self.trigger_text)
+ gold_sample = True
+ else:
+ output_str += ' \n Event trigger is <Trigger>'
+ if o_style == 'argument:sentence':
+ output_texts = []
+ for argu in self.arguments:
+ filler = (
+ " and ".join([ a['argument text'] for a in argu['Defendant']]) if "Defendant" in argu.keys() else ROLE_PH_MAP['Defendant'],
+ " and ".join([ a['argument text'] for a in argu['Plaintiff']]) if "Plaintiff" in argu.keys() else ROLE_PH_MAP['Plaintiff'],
+ " and ".join([ a['argument text'] for a in argu['Place']]) if "Place" in argu.keys() else ROLE_PH_MAP['Place'],
+ " and ".join([ a['argument text'] for a in argu['Adjudicator']]) if "Adjudicator" in argu.keys() else ROLE_PH_MAP['Adjudicator']
+ )
+ output_texts.append("{} was sued by {} in {}. The adjudication was judged by {}.".format(*filler))
+ gold_sample = True
+ output_str += ' \n {}'.format(' <sep> '.join(output_texts))
+ output_str = ('\n'.join(output_str.split('\n')[1:])).strip()
+ return (output_str, gold_sample)
+
+ def decode(self, preds):
+ output = []
+ for cnt, pred in enumerate(preds.split('\n')):
+ used_o_cnt = 0
+ full_pred = pred.strip()
+ for o_style in OUTPUT_STYLE_SET:
+ if o_style in self.output_style:
+ if o_style == 'trigger:sentence':
+ if used_o_cnt == cnt:
+ try:
+ triggers = full_pred.split('Event trigger is ', 1)[1]
+ triggers = triggers.split(' and ')
+ for t_cnt, t in enumerate(triggers):
+ if t != '<Trigger>':
+ output.append((t, self.event_type, {'tri counter': t_cnt})) # (text, type, kwargs)
+ except:
+ pass
+ used_o_cnt += 1
+ if o_style == 'argument:sentence':
+ if used_o_cnt == cnt:
+ try:
+ for a_cnt, prediction in enumerate(full_pred.split(' <sep> ')):
+ defendant = prediction.split(' was sued by ', 1)[0]
+ defendant = defendant.split(' and ')
+ remain = prediction.split(' was sued by ', 1)[1]
+
+ plaintiff = remain.split(' in ', 1)[0]
+ plaintiff = plaintiff.split(' and ')
+ remain = remain.split(' in ', 1)[1]
+
+ place = remain.split('. The adjudication was judged by ', 1)[0]
+ place = place.split(' and ')
+ remain = remain.split('. The adjudication was judged by ', 1)[1]
+
+ adjudicator = remain.rsplit('.',1)[0]
+ adjudicator = adjudicator.split(' and ')
+ for arg in defendant:
+ if arg != ROLE_PH_MAP['Defendant']:
+ output.append((arg, 'Defendant', {'cor tri cnt': a_cnt}))
+ for arg in plaintiff:
+ if arg != ROLE_PH_MAP['Plaintiff']:
+ output.append((arg, 'Plaintiff', {'cor tri cnt': a_cnt}))
+ for arg in place:
+ if arg != ROLE_PH_MAP['Place']:
+ output.append((arg, 'Place', {'cor tri cnt': a_cnt}))
+ for arg in adjudicator:
+ if arg != ROLE_PH_MAP['Adjudicator']:
+ output.append((arg, 'Adjudicator', {'cor tri cnt': a_cnt}))
+ except:
+ pass
+ used_o_cnt += 1
+ return output
+
+class Justice_Convict(event_template):
+
+ def __init__(self, input_style, output_style, passage, event_type, gold_event=None):
+ super().__init__(input_style, output_style, passage, event_type, gold_event)
+
+ @classmethod
+ def get_keywords(self):
+ return ['convicted', 'guilty', 'verdict']
+
+ def get_output_template(self):
+ output_template = ''
+ for o_style in OUTPUT_STYLE_SET:
+ if o_style in self.output_style:
+ if o_style == 'trigger:sentence':
+ output_template += ' \n {}'.format('Event trigger is <Trigger>')
+ if o_style == 'argument:sentence':
+ output_template += ' \n {}'.format('somebody was convicted of a crime in somewhere. The adjudication was judged by some adjudicator.')
+ return ('\n'.join(output_template.split('\n')[1:])).strip()
+
+ def generate_input_str(self, query_trigger):
+ input_str = self.passage
+ for i_style in INPUT_STYLE_SET:
+ if i_style in self.input_style:
+ if i_style == 'event_type':
+ input_str += ' \n {}'.format('justice event, convict sub-type')
+ if i_style == 'event_type_sent':
+ input_str += ' \n {}'.format("The event is related to someone being found guilty of a crime.")
+ if i_style == 'keywords':
+ input_str += ' \n Similar triggers such as {}'.format(', '.join(self.get_keywords()))
+ if i_style == 'triggers':
+ input_str += ' \n The event trigger word is {}'.format(query_trigger)
+ if i_style == 'template':
+ input_str += ' \n {}'.format(self.output_template)
+ return input_str
+
+ def generate_output_str(self, query_trigger):
+ assert self.gold_event is not None
+ output_str = ''
+ gold_sample = False
+ for o_style in OUTPUT_STYLE_SET:
+ if o_style in self.output_style:
+ if o_style == 'trigger:sentence':
+ if self.trigger_text != '':
+ output_str += ' \n Event trigger is {}'.format(self.trigger_text)
+ gold_sample = True
+ else:
+ output_str += ' \n Event trigger is <Trigger>'
+ if o_style == 'argument:sentence':
+ output_texts = []
+ for argu in self.arguments:
+ filler = (
+ " and ".join([ a['argument text'] for a in argu['Defendant']]) if "Defendant" in argu.keys() else ROLE_PH_MAP['Defendant'],
+ " and ".join([ a['argument text'] for a in argu['Place']]) if "Place" in argu.keys() else ROLE_PH_MAP['Place'],
+ " and ".join([ a['argument text'] for a in argu['Adjudicator']]) if "Adjudicator" in argu.keys() else ROLE_PH_MAP['Adjudicator']
+ )
+ output_texts.append("{} was convicted of a crime in {}. The adjudication was judged by {}.".format(*filler))
+ gold_sample = True
+ output_str += ' \n {}'.format(' <sep> '.join(output_texts))
+ output_str = ('\n'.join(output_str.split('\n')[1:])).strip()
+ return (output_str, gold_sample)
+
+ def decode(self, preds):
+ output = []
+ for cnt, pred in enumerate(preds.split('\n')):
+ used_o_cnt = 0
+ full_pred = pred.strip()
+ for o_style in OUTPUT_STYLE_SET:
+ if o_style in self.output_style:
+ if o_style == 'trigger:sentence':
+ if used_o_cnt == cnt:
+ try:
+ triggers = full_pred.split('Event trigger is ', 1)[1]
+ triggers = triggers.split(' and ')
+ for t_cnt, t in enumerate(triggers):
+ if t != '<Trigger>':
+ output.append((t, self.event_type, {'tri counter': t_cnt})) # (text, type, kwargs)
+ except:
+ pass
+ used_o_cnt += 1
+ if o_style == 'argument:sentence':
+ if used_o_cnt == cnt:
+ try:
+ for a_cnt, prediction in enumerate(full_pred.split(' <sep> ')):
+ defendant = prediction.split(' was convicted of a crime in ', 1)[0]
+ defendant = defendant.split(' and ')
+ remain = prediction.split(' was convicted of a crime in ', 1)[1]
+
+ place = remain.split('. The adjudication was judged by ', 1)[0]
+ place = place.split(' and ')
+ remain = remain.split('. The adjudication was judged by ', 1)[1]
+
+ adjudicator = remain.rsplit('.',1)[0]
+ adjudicator = adjudicator.split(' and ')
+ for arg in defendant:
+ if arg != ROLE_PH_MAP['Defendant']:
+ output.append((arg, 'Defendant', {'cor tri cnt': a_cnt}))
+ for arg in place:
+ if arg != ROLE_PH_MAP['Place']:
+ output.append((arg, 'Place', {'cor tri cnt': a_cnt}))
+ for arg in adjudicator:
+ if arg != ROLE_PH_MAP['Adjudicator']:
+ output.append((arg, 'Adjudicator', {'cor tri cnt': a_cnt}))
+ except:
+ pass
+ used_o_cnt += 1
+ return output
+
+class Justice_Sentence(event_template):
+ def __init__(self, input_style, output_style, passage, event_type, gold_event=None):
+ super().__init__(input_style, output_style, passage, event_type, gold_event)
+
+ @classmethod
+ def get_keywords(self):
+ return ['sentenced', 'sentencing', 'sentence']
+
+ def get_output_template(self):
+ output_template = ''
+ for o_style in OUTPUT_STYLE_SET:
+ if o_style in self.output_style:
+ if o_style == 'trigger:sentence':
+ output_template += ' \n {}'.format('Event trigger is <Trigger>')
+ if o_style == 'argument:sentence':
+ output_template += ' \n {}'.format('somebody was sentenced to punishment in somewhere. The adjudication was judged by some adjudicator.')
+ return ('\n'.join(output_template.split('\n')[1:])).strip()
+
+ def generate_input_str(self, query_trigger):
+ input_str = self.passage
+ for i_style in INPUT_STYLE_SET:
+ if i_style in self.input_style:
+ if i_style == 'event_type':
+ input_str += ' \n {}'.format('justice event, sentence sub-type')
+ if i_style == 'event_type_sent':
+ input_str += ' \n {}'.format("The event is related to someone being sentenced to punishment because of a crime.")
+ if i_style == 'keywords':
+ input_str += ' \n Similar triggers such as {}'.format(', '.join(self.get_keywords()))
+ if i_style == 'triggers':
+ input_str += ' \n The event trigger word is {}'.format(query_trigger)
+ if i_style == 'template':
+ input_str += ' \n {}'.format(self.output_template)
+ return input_str
+
+ def generate_output_str(self, query_trigger):
+ assert self.gold_event is not None
+ output_str = ''
+ gold_sample = False
+ for o_style in OUTPUT_STYLE_SET:
+ if o_style in self.output_style:
+ if o_style == 'trigger:sentence':
+ if self.trigger_text != '':
+ output_str += ' \n Event trigger is {}'.format(self.trigger_text)
+ gold_sample = True
+ else:
+ output_str += ' \n Event trigger is <Trigger>'
+ if o_style == 'argument:sentence':
+ output_texts = []
+ for argu in self.arguments:
+ filler = (
+ " and ".join([ a['argument text'] for a in argu['Defendant']]) if "Defendant" in argu.keys() else ROLE_PH_MAP['Defendant'],
+ " and ".join([ a['argument text'] for a in argu['Place']]) if "Place" in argu.keys() else ROLE_PH_MAP['Place'],
+ " and ".join([ a['argument text'] for a in argu['Adjudicator']]) if "Adjudicator" in argu.keys() else ROLE_PH_MAP['Adjudicator']
+ )
+ output_texts.append("{} was sentenced to punishment in {}. The adjudication was judged by {}.".format(*filler))
+ gold_sample = True
+ output_str += ' \n {}'.format(' <sep> '.join(output_texts))
+ output_str = ('\n'.join(output_str.split('\n')[1:])).strip()
+ return (output_str, gold_sample)
+
+ def decode(self, preds):
+ output = []
+ for cnt, pred in enumerate(preds.split('\n')):
+ used_o_cnt = 0
+ full_pred = pred.strip()
+ for o_style in OUTPUT_STYLE_SET:
+ if o_style in self.output_style:
+ if o_style == 'trigger:sentence':
+ if used_o_cnt == cnt:
+ try:
+ triggers = full_pred.split('Event trigger is ', 1)[1]
+ triggers = triggers.split(' and ')
+ for t_cnt, t in enumerate(triggers):
+ if t != '<Trigger>':
+ output.append((t, self.event_type, {'tri counter': t_cnt})) # (text, type, kwargs)
+ except:
+ pass
+ used_o_cnt += 1
+ if o_style == 'argument:sentence':
+ if used_o_cnt == cnt:
+ try:
+ for a_cnt, prediction in enumerate(full_pred.split(' <sep> ')):
+ defendant = prediction.split(' was sentenced to punishment in ', 1)[0]
+ defendant = defendant.split(' and ')
+ remain = prediction.split(' was sentenced to punishment in ', 1)[1]
+
+ place = remain.split('. The adjudication was judged by ', 1)[0]
+ place = place.split(' and ')
+ remain = remain.split('. The adjudication was judged by ', 1)[1]
+
+ adjudicator = remain.rsplit('.',1)[0]
+ adjudicator = adjudicator.split(' and ')
+ for arg in defendant:
+ if arg != ROLE_PH_MAP['Defendant']:
+ output.append((arg, 'Defendant', {'cor tri cnt': a_cnt}))
+ for arg in place:
+ if arg != ROLE_PH_MAP['Place']:
+ output.append((arg, 'Place', {'cor tri cnt': a_cnt}))
+ for arg in adjudicator:
+ if arg != ROLE_PH_MAP['Adjudicator']:
+ output.append((arg, 'Adjudicator', {'cor tri cnt': a_cnt}))
+ except:
+ pass
+ used_o_cnt += 1
+ return output
+
+class Justice_Fine(event_template):
+ def __init__(self, input_style, output_style, passage, event_type, gold_event=None):
+ super().__init__(input_style, output_style, passage, event_type, gold_event)
+
+ @classmethod
+ def get_keywords(self):
+ return ['fine', 'fined', 'payouts']
+
+ def get_output_template(self):
+ output_template = ''
+ for o_style in OUTPUT_STYLE_SET:
+ if o_style in self.output_style:
+ if o_style == 'trigger:sentence':
+ output_template += ' \n {}'.format('Event trigger is <Trigger>')
+ if o_style == 'argument:sentence':
+ output_template += ' \n {}'.format('some people or some organization in somewhere was ordered by some adjudicator to pay a fine.')
+ return ('\n'.join(output_template.split('\n')[1:])).strip()
+
+ def generate_input_str(self, query_trigger):
+ input_str = self.passage
+ for i_style in INPUT_STYLE_SET:
+ if i_style in self.input_style:
+ if i_style == 'event_type':
+ input_str += ' \n {}'.format('justice event, fine sub-type')
+ if i_style == 'event_type_sent':
+ input_str += ' \n {}'.format("The event is related to someone being issued a financial punishment.")
+ if i_style == 'keywords':
+ input_str += ' \n Similar triggers such as {}'.format(', '.join(self.get_keywords()))
+ if i_style == 'triggers':
+ input_str += ' \n The event trigger word is {}'.format(query_trigger)
+ if i_style == 'template':
+ input_str += ' \n {}'.format(self.output_template)
+ return input_str
+
+ def generate_output_str(self, query_trigger):
+ assert self.gold_event is not None
+ output_str = ''
+ gold_sample = False
+ for o_style in OUTPUT_STYLE_SET:
+ if o_style in self.output_style:
+ if o_style == 'trigger:sentence':
+ if self.trigger_text != '':
+ output_str += ' \n Event trigger is {}'.format(self.trigger_text)
+ gold_sample = True
+ else:
+ output_str += ' \n Event trigger is <Trigger>'
+ if o_style == 'argument:sentence':
+ output_texts = []
+ for argu in self.arguments:
+ filler = (
+ " and ".join([ a['argument text'] for a in argu['Entity']]) if "Entity" in argu.keys() else ROLE_PH_MAP['Entity'],
+ " and ".join([ a['argument text'] for a in argu['Place']]) if "Place" in argu.keys() else ROLE_PH_MAP['Place'],
+ " and ".join([ a['argument text'] for a in argu['Adjudicator']]) if "Adjudicator" in argu.keys() else ROLE_PH_MAP['Adjudicator']
+ )
+ output_texts.append("{} in {} was ordered by {} to pay a fine.".format(*filler))
+ gold_sample = True
+ output_str += ' \n {}'.format(' <sep> '.join(output_texts))
+ output_str = ('\n'.join(output_str.split('\n')[1:])).strip()
+ return (output_str, gold_sample)
+
+ def decode(self, preds):
+ output = []
+ for cnt, pred in enumerate(preds.split('\n')):
+ used_o_cnt = 0
+ full_pred = pred.strip()
+ for o_style in OUTPUT_STYLE_SET:
+ if o_style in self.output_style:
+ if o_style == 'trigger:sentence':
+ if used_o_cnt == cnt:
+ try:
+ triggers = full_pred.split('Event trigger is ', 1)[1]
+ triggers = triggers.split(' and ')
+ for t_cnt, t in enumerate(triggers):
+ if t != '<Trigger>':
+ output.append((t, self.event_type, {'tri counter': t_cnt})) # (text, type, kwargs)
+ except:
+ pass
+ used_o_cnt += 1
+ if o_style == 'argument:sentence':
+ if used_o_cnt == cnt:
+ try:
+ for a_cnt, prediction in enumerate(full_pred.split(' <sep> ')):
+ entity = prediction.split(' in ', 1)[0]
+ entity = entity.split(' and ')
+ remain = prediction.split(' in ', 1)[1]
+
+ place = remain.split(' was ordered by ', 1)[0]
+ place = place.split(' and ')
+ remain = remain.split(' was ordered by ', 1)[1]
+
+ adjudicator = remain.rsplit(' to pay a fine.',1)[0]
+ adjudicator = adjudicator.split(' and ')
+ for arg in entity:
+ if arg != ROLE_PH_MAP['Entity']:
+ output.append((arg, 'Entity', {'cor tri cnt': a_cnt}))
+ for arg in place:
+ if arg != ROLE_PH_MAP['Place']:
+ output.append((arg, 'Place', {'cor tri cnt': a_cnt}))
+ for arg in adjudicator:
+ if arg != ROLE_PH_MAP['Adjudicator']:
+ output.append((arg, 'Adjudicator', {'cor tri cnt': a_cnt}))
+ except Exception as e:
+ pass
+ used_o_cnt += 1
+ return output
+
+class Justice_Execute(event_template):
+ def __init__(self, input_style, output_style, passage, event_type, gold_event=None):
+ super().__init__(input_style, output_style, passage, event_type, gold_event)
+
+ @classmethod
+ def get_keywords(self):
+ return ['execution', 'executed', 'execute']
+
+ def get_output_template(self):
+ output_template = ''
+ for o_style in OUTPUT_STYLE_SET:
+ if o_style in self.output_style:
+ if o_style == 'trigger:sentence':
+ output_template += ' \n {}'.format('Event trigger is <Trigger>')
+ if o_style == 'argument:sentence':
+ output_template += ' \n {}'.format('somebody was executed by somebody or some organization at somewhere.')
+ return ('\n'.join(output_template.split('\n')[1:])).strip()
+
+ def generate_input_str(self, query_trigger):
+ input_str = self.passage
+ for i_style in INPUT_STYLE_SET:
+ if i_style in self.input_style:
+ if i_style == 'event_type':
+ input_str += ' \n {}'.format('justice event, execute sub-type')
+ if i_style == 'event_type_sent':
+ input_str += ' \n {}'.format("The event is related to someone being executed to death.")
+ if i_style == 'keywords':
+ input_str += ' \n Similar triggers such as {}'.format(', '.join(self.get_keywords()))
+ if i_style == 'triggers':
+ input_str += ' \n The event trigger word is {}'.format(query_trigger)
+ if i_style == 'template':
+ input_str += ' \n {}'.format(self.output_template)
+ return input_str
+
+ def generate_output_str(self, query_trigger):
+ assert self.gold_event is not None
+ output_str = ''
+ gold_sample = False
+ for o_style in OUTPUT_STYLE_SET:
+ if o_style in self.output_style:
+ if o_style == 'trigger:sentence':
+ if self.trigger_text != '':
+ output_str += ' \n Event trigger is {}'.format(self.trigger_text)
+ gold_sample = True
+ else:
+ output_str += ' \n Event trigger is <Trigger>'
+ if o_style == 'argument:sentence':
+ output_texts = []
+ for argu in self.arguments:
+ filler = (
+ " and ".join([ a['argument text'] for a in argu['Person']]) if "Person" in argu.keys() else ROLE_PH_MAP['Person'],
+ " and ".join([ a['argument text'] for a in argu['Agent']]) if "Agent" in argu.keys() else ROLE_PH_MAP['Agent'],
+ " and ".join([ a['argument text'] for a in argu['Place']]) if "Place" in argu.keys() else ROLE_PH_MAP['Place']
+ )
+ output_texts.append("{} was executed by {} at {}.".format(*filler))
+ gold_sample = True
+ output_str += ' \n {}'.format(' <sep> '.join(output_texts))
+ output_str = ('\n'.join(output_str.split('\n')[1:])).strip()
+ return (output_str, gold_sample)
+
+ def decode(self, preds):
+ output = []
+ for cnt, pred in enumerate(preds.split('\n')):
+ used_o_cnt = 0
+ full_pred = pred.strip()
+ for o_style in OUTPUT_STYLE_SET:
+ if o_style in self.output_style:
+ if o_style == 'trigger:sentence':
+ if used_o_cnt == cnt:
+ try:
+ triggers = full_pred.split('Event trigger is ', 1)[1]
+ triggers = triggers.split(' and ')
+ for t_cnt, t in enumerate(triggers):
+ if t != '<Trigger>':
+ output.append((t, self.event_type, {'tri counter': t_cnt})) # (text, type, kwargs)
+ except:
+ pass
+ used_o_cnt += 1
+ if o_style == 'argument:sentence':
+ if used_o_cnt == cnt:
+ try:
+ for a_cnt, prediction in enumerate(full_pred.split(' <sep> ')):
+ person = prediction.split(' was executed by ', 1)[0]
+ person = person.split(' and ')
+ remain = prediction.split(' was executed by ', 1)[1]
+
+ agent = remain.split(' at ', 1)[0]
+ agent = agent.split(' and ')
+ remain = remain.split(' at ', 1)[1]
+
+ place = remain.rsplit('.',1)[0]
+ place = place.split(' and ')
+ for arg in person:
+ if arg != ROLE_PH_MAP['Person']:
+ output.append((arg, 'Person', {'cor tri cnt': a_cnt}))
+ for arg in place:
+ if arg != ROLE_PH_MAP['Place']:
+ output.append((arg, 'Place', {'cor tri cnt': a_cnt}))
+ for arg in agent:
+ if arg != ROLE_PH_MAP['Agent']:
+ output.append((arg, 'Agent', {'cor tri cnt': a_cnt}))
+ except:
+ pass
+ used_o_cnt += 1
+ return output
+
+class Justice_Extradite(event_template):
+ def __init__(self, input_style, output_style, passage, event_type, gold_event=None):
+ super().__init__(input_style, output_style, passage, event_type, gold_event)
+
+ @classmethod
+ def get_keywords(self):
+ return ['extradition', 'extradited', 'extraditing']
+
+ def get_output_template(self):
+ output_template = ''
+ for o_style in OUTPUT_STYLE_SET:
+ if o_style in self.output_style:
+ if o_style == 'trigger:sentence':
+ output_template += ' \n {}'.format('Event trigger is <Trigger>')
+ if o_style == 'argument:sentence':
+ output_template += ' \n {}'.format('somebody was extradicted to somewhere from some place. somebody or some organization was responsible for the extradition.')
+ return ('\n'.join(output_template.split('\n')[1:])).strip()
+
+ def generate_input_str(self, query_trigger):
+ input_str = self.passage
+ for i_style in INPUT_STYLE_SET:
+ if i_style in self.input_style:
+ if i_style == 'event_type':
+ input_str += ' \n {}'.format('justice event, extradite sub-type')
+ if i_style == 'event_type_sent':
+ input_str += ' \n {}'.format('The event is related to justice. The event occurs when a person was extradited from one place to another place.')
+ if i_style == 'keywords':
+ input_str += ' \n Similar triggers such as {}'.format(', '.join(self.get_keywords()))
+ if i_style == 'triggers':
+ input_str += ' \n The event trigger word is {}'.format(query_trigger)
+ if i_style == 'template':
+ input_str += ' \n {}'.format(self.output_template)
+
+ return input_str
+
+ def generate_output_str(self, query_trigger):
+ assert self.gold_event is not None
+ output_str = ''
+ gold_sample = False
+ for o_style in OUTPUT_STYLE_SET:
+ if o_style in self.output_style:
+ if o_style == 'trigger:sentence':
+ if self.trigger_text != '':
+ output_str += ' \n Event trigger is {}'.format(self.trigger_text)
+ gold_sample = True
+ else:
+ output_str += ' \n Event trigger is <Trigger>'
+ if o_style == 'argument:sentence':
+ output_texts = []
+ for argu in self.arguments:
+ filler = (
+ " and ".join([ a['argument text'] for a in argu['Person']]) if "Person" in argu.keys() else ROLE_PH_MAP['Person'],
+ " and ".join([ a['argument text'] for a in argu['Destination']]) if "Destination" in argu.keys() else ROLE_PH_MAP['Destination'],
+ " and ".join([ a['argument text'] for a in argu['Origin']]) if "Origin" in argu.keys() else ROLE_PH_MAP['Origin'],
+ " and ".join([ a['argument text'] for a in argu['Agent']]) if "Agent" in argu.keys() else ROLE_PH_MAP['Agent']
+ )
+ output_texts.append("{} was extradicted to {} from {}. {} was responsible for the extradition.".format(*filler))
+ gold_sample = True
+ output_str += ' \n {}'.format(' <sep> '.join(output_texts))
+ output_str = ('\n'.join(output_str.split('\n')[1:])).strip()
+ return (output_str, gold_sample)
+
+ def decode(self, preds):
+ output = []
+ for cnt, pred in enumerate(preds.split('\n')):
+ used_o_cnt = 0
+ full_pred = pred.strip()
+ for o_style in OUTPUT_STYLE_SET:
+ if o_style in self.output_style:
+ if o_style == 'trigger:sentence':
+ if used_o_cnt == cnt:
+ try:
+ triggers = full_pred.split('Event trigger is ', 1)[1]
+ triggers = triggers.split(' and ')
+ for t_cnt, t in enumerate(triggers):
+ if t != '<Trigger>':
+ output.append((t, self.event_type, {'tri counter': t_cnt})) # (text, type, kwargs)
+ except:
+ pass
+ used_o_cnt += 1
+ if o_style == 'argument:sentence':
+ if used_o_cnt == cnt:
+ try:
+ for a_cnt, prediction in enumerate(full_pred.split(' <sep> ')):
+ person = prediction.split(' was extradicted to ')[0]
+ person = person.split(' and ')
+
+ destination = (prediction.split(' was extradicted to ')[1]).split(' from ')[0]
+ destination = destination.split(' and ')
+
+ origin = ((prediction.split(' was extradicted to ')[1]).split(' from ')[1]).split('.', 1)[0]
+ origin = origin.split(' and ')
+
+ remain = ((prediction.split(' was extradicted to ')[1]).split(' from ')[1]).split('.', 1)[1]
+
+ if 'was responsible for' in remain:
+ agent = (remain.split(' was responsible for the extradition.')[0]).strip()
+ agent = agent.split(' and ')
+ else:
+ agent = []
+
+ for arg in agent:
+ if arg != ROLE_PH_MAP['Agent']:
+ output.append((arg, 'Agent', {'cor tri cnt': a_cnt}))
+ for arg in person:
+ if arg != ROLE_PH_MAP['Person']:
+ output.append((arg, 'Person', {'cor tri cnt': a_cnt}))
+ for arg in destination:
+ if arg != ROLE_PH_MAP['Destination']:
+ output.append((arg, 'Destination', {'cor tri cnt': a_cnt}))
+ for arg in origin:
+ if arg != ROLE_PH_MAP['Origin']:
+ output.append((arg, 'Origin', {'cor tri cnt': a_cnt}))
+ except:
+ pass
+ used_o_cnt += 1
+ return output
+
+class Justice_Acquit(event_template):
+ def __init__(self, input_style, output_style, passage, event_type, gold_event=None):
+ super().__init__(input_style, output_style, passage, event_type, gold_event)
+
+ @classmethod
+ def get_keywords(self):
+ return ['acquitted', 'acquittal', 'acquit']
+
+ def get_output_template(self):
+ output_template = ''
+ for o_style in OUTPUT_STYLE_SET:
+ if o_style in self.output_style:
+ if o_style == 'trigger:sentence':
+ output_template += ' \n {}'.format('Event trigger is <Trigger>')
+ if o_style == 'argument:sentence':
+ output_template += ' \n {}'.format('somebody was acquitted of the charges by some adjudicator.')
+ return ('\n'.join(output_template.split('\n')[1:])).strip()
+
+ def generate_input_str(self, query_trigger):
+ input_str = self.passage
+ for i_style in INPUT_STYLE_SET:
+ if i_style in self.input_style:
+ if i_style == 'event_type':
+ input_str += ' \n {}'.format('justice event, acquit sub-type')
+ if i_style == 'event_type_sent':
+ input_str += ' \n {}'.format("The event is related to someone being acquitted.")
+ if i_style == 'keywords':
+ input_str += ' \n Similar triggers such as {}'.format(', '.join(self.get_keywords()))
+ if i_style == 'triggers':
+ input_str += ' \n The event trigger word is {}'.format(query_trigger)
+ if i_style == 'template':
+ input_str += ' \n {}'.format(self.output_template)
+ return input_str
+
+ def generate_output_str(self, query_trigger):
+ assert self.gold_event is not None
+ output_str = ''
+ gold_sample = False
+ for o_style in OUTPUT_STYLE_SET:
+ if o_style in self.output_style:
+ if o_style == 'trigger:sentence':
+ if self.trigger_text != '':
+ output_str += ' \n Event trigger is {}'.format(self.trigger_text)
+ gold_sample = True
+ else:
+ output_str += ' \n Event trigger is <Trigger>'
+ if o_style == 'argument:sentence':
+ output_texts = []
+ for argu in self.arguments:
+ filler = (
+ " and ".join([ a['argument text'] for a in argu['Defendant']]) if "Defendant" in argu.keys() else ROLE_PH_MAP['Defendant'],
+ " and ".join([ a['argument text'] for a in argu['Adjudicator']]) if "Adjudicator" in argu.keys() else ROLE_PH_MAP['Adjudicator']
+ )
+ output_texts.append("{} was acquitted of the charges by {}.".format(*filler))
+ gold_sample = True
+ output_str += ' \n {}'.format(' <sep> '.join(output_texts))
+ output_str = ('\n'.join(output_str.split('\n')[1:])).strip()
+ return (output_str, gold_sample)
+
+ def decode(self, preds):
+ output = []
+ for cnt, pred in enumerate(preds.split('\n')):
+ used_o_cnt = 0
+ full_pred = pred.strip()
+ for o_style in OUTPUT_STYLE_SET:
+ if o_style in self.output_style:
+ if o_style == 'trigger:sentence':
+ if used_o_cnt == cnt:
+ try:
+ triggers = full_pred.split('Event trigger is ', 1)[1]
+ triggers = triggers.split(' and ')
+ for t_cnt, t in enumerate(triggers):
+ if t != '<Trigger>':
+ output.append((t, self.event_type, {'tri counter': t_cnt})) # (text, type, kwargs)
+ except:
+ pass
+ used_o_cnt += 1
+ if o_style == 'argument:sentence':
+ if used_o_cnt == cnt:
+ try:
+ for a_cnt, prediction in enumerate(full_pred.split(' <sep> ')):
+ defendant = prediction.split(' was acquitted of the charges by ', 1)[0]
+ defendant = defendant.split(' and ')
+ remain = prediction.split(' was acquitted of the charges by ', 1)[1]
+
+ adjudicator = remain.rsplit('.',1)[0]
+ adjudicator = adjudicator.split(' and ')
+ for arg in defendant:
+ if arg != ROLE_PH_MAP['Defendant']:
+ output.append((arg, 'Defendant', {'cor tri cnt': a_cnt}))
+ for arg in adjudicator:
+ if arg != ROLE_PH_MAP['Adjudicator']:
+ output.append((arg, 'Adjudicator', {'cor tri cnt': a_cnt}))
+ except:
+ pass
+ used_o_cnt += 1
+ return output
+
+class Justice_Pardon(event_template):
+ def __init__(self, input_style, output_style, passage, event_type, gold_event=None):
+ super().__init__(input_style, output_style, passage, event_type, gold_event)
+
+ @classmethod
+ def get_keywords(self):
+ return ['pardon', 'pardoned', 'remission']
+
+ def get_output_template(self):
+ output_template = ''
+ for o_style in OUTPUT_STYLE_SET:
+ if o_style in self.output_style:
+ if o_style == 'trigger:sentence':
+ output_template += ' \n {}'.format('Event trigger is <Trigger>')
+ if o_style == 'argument:sentence':
+ output_template += ' \n {}'.format('somebody received a pardon from some adjudicator.')
+ return ('\n'.join(output_template.split('\n')[1:])).strip()
+
+ def generate_input_str(self, query_trigger):
+ input_str = self.passage
+ for i_style in INPUT_STYLE_SET:
+ if i_style in self.input_style:
+ if i_style == 'event_type':
+ input_str += ' \n {}'.format('justice event, pardon sub-type')
+ if i_style == 'event_type_sent':
+ input_str += ' \n {}'.format("The event is related to someone being pardoned.")
+ if i_style == 'keywords':
+ input_str += ' \n Similar triggers such as {}'.format(', '.join(self.get_keywords()))
+ if i_style == 'triggers':
+ input_str += ' \n The event trigger word is {}'.format(query_trigger)
+ if i_style == 'template':
+ input_str += ' \n {}'.format(self.output_template)
+ return input_str
+
+ def generate_output_str(self, query_trigger):
+ assert self.gold_event is not None
+ output_str = ''
+ gold_sample = False
+ for o_style in OUTPUT_STYLE_SET:
+ if o_style in self.output_style:
+ if o_style == 'trigger:sentence':
+ if self.trigger_text != '':
+ output_str += ' \n Event trigger is {}'.format(self.trigger_text)
+ gold_sample = True
+ else:
+ output_str += ' \n Event trigger is <Trigger>'
+ if o_style == 'argument:sentence':
+ output_texts = []
+ for argu in self.arguments:
+ filler = (
+ " and ".join([ a['argument text'] for a in argu['Defendant']]) if "Defendant" in argu.keys() else ROLE_PH_MAP['Defendant'],
+ " and ".join([ a['argument text'] for a in argu['Adjudicator']]) if "Adjudicator" in argu.keys() else ROLE_PH_MAP['Adjudicator']
+ )
+ output_texts.append("{} received a pardon from {}.".format(*filler))
+ gold_sample = True
+ output_str += ' \n {}'.format(' <sep> '.join(output_texts))
+ output_str = ('\n'.join(output_str.split('\n')[1:])).strip()
+ return (output_str, gold_sample)
+
+ def decode(self, preds):
+ output = []
+ for cnt, pred in enumerate(preds.split('\n')):
+ used_o_cnt = 0
+ full_pred = pred.strip()
+ for o_style in OUTPUT_STYLE_SET:
+ if o_style in self.output_style:
+ if o_style == 'trigger:sentence':
+ if used_o_cnt == cnt:
+ try:
+ triggers = full_pred.split('Event trigger is ', 1)[1]
+ triggers = triggers.split(' and ')
+ for t_cnt, t in enumerate(triggers):
+ if t != '<Trigger>':
+ output.append((t, self.event_type, {'tri counter': t_cnt})) # (text, type, kwargs)
+ except:
+ pass
+ used_o_cnt += 1
+ if o_style == 'argument:sentence':
+ if used_o_cnt == cnt:
+ try:
+ for a_cnt, prediction in enumerate(full_pred.split(' <sep> ')):
+ defendant = prediction.split(' received a pardon from ', 1)[0]
+ defendant = defendant.split(' and ')
+ remain = prediction.split(' received a pardon from ', 1)[1]
+
+ adjudicator = remain.rsplit('.',1)[0]
+ adjudicator = adjudicator.split(' and ')
+ for arg in defendant:
+ if arg != ROLE_PH_MAP['Defendant']:
+ output.append((arg, 'Defendant', {'cor tri cnt': a_cnt}))
+ for arg in adjudicator:
+ if arg != ROLE_PH_MAP['Adjudicator']:
+ output.append((arg, 'Adjudicator', {'cor tri cnt': a_cnt}))
+ except:
+ pass
+ used_o_cnt += 1
+ return output
+
+class Justice_Appeal(event_template):
+ def __init__(self, input_style, output_style, passage, event_type, gold_event=None):
+ super().__init__(input_style, output_style, passage, event_type, gold_event)
+
+ @classmethod
+ def get_keywords(self):
+ return ['appeal', 'appealing', 'appeals']
+
+ def get_output_template(self):
+ output_template = ''
+ for o_style in OUTPUT_STYLE_SET:
+ if o_style in self.output_style:
+ if o_style == 'trigger:sentence':
+ output_template += ' \n {}'.format('Event trigger is <Trigger>')
+ if o_style == 'argument:sentence':
+ output_template += ' \n {}'.format('some other in somewhere appealed the adjudication from some adjudicator.')
+ return ('\n'.join(output_template.split('\n')[1:])).strip()
+
+ def generate_input_str(self, query_trigger):
+ input_str = self.passage
+ for i_style in INPUT_STYLE_SET:
+ if i_style in self.input_style:
+ if i_style == 'event_type':
+ input_str += ' \n {}'.format('justice event, appeal sub-type')
+ if i_style == 'event_type_sent':
+ input_str += ' \n {}'.format("The event is related to someone appealing the decision of a court.")
+ if i_style == 'keywords':
+ input_str += ' \n Similar triggers such as {}'.format(', '.join(self.get_keywords()))
+ if i_style == 'triggers':
+ input_str += ' \n The event trigger word is {}'.format(query_trigger)
+ if i_style == 'template':
+ input_str += ' \n {}'.format(self.output_template)
+ return input_str
+
+ def generate_output_str(self, query_trigger):
+ assert self.gold_event is not None
+ output_str = ''
+ gold_sample = False
+ for o_style in OUTPUT_STYLE_SET:
+ if o_style in self.output_style:
+ if o_style == 'trigger:sentence':
+ if self.trigger_text != '':
+ output_str += ' \n Event trigger is {}'.format(self.trigger_text)
+ gold_sample = True
+ else:
+ output_str += ' \n Event trigger is <Trigger>'
+ if o_style == 'argument:sentence':
+ output_texts = []
+ for argu in self.arguments:
+ filler = (
+ " and ".join([ a['argument text'] for a in argu['Plaintiff']]) if "Plaintiff" in argu.keys() else ROLE_PH_MAP['Plaintiff'],
+ " and ".join([ a['argument text'] for a in argu['Place']]) if "Place" in argu.keys() else ROLE_PH_MAP['Place'],
+ " and ".join([ a['argument text'] for a in argu['Adjudicator']]) if "Adjudicator" in argu.keys() else ROLE_PH_MAP['Adjudicator']
+ )
+ output_texts.append("{} in {} appealed the adjudication from {}.".format(*filler))
+ gold_sample = True
+ output_str += ' \n {}'.format(' <sep> '.join(output_texts))
+ output_str = ('\n'.join(output_str.split('\n')[1:])).strip()
+ return (output_str, gold_sample)
+
+ def decode(self, preds):
+ output = []
+ for cnt, pred in enumerate(preds.split('\n')):
+ used_o_cnt = 0
+ full_pred = pred.strip()
+ for o_style in OUTPUT_STYLE_SET:
+ if o_style in self.output_style:
+ if o_style == 'trigger:sentence':
+ if used_o_cnt == cnt:
+ try:
+ triggers = full_pred.split('Event trigger is ', 1)[1]
+ triggers = triggers.split(' and ')
+ for t_cnt, t in enumerate(triggers):
+ if t != '<Trigger>':
+ output.append((t, self.event_type, {'tri counter': t_cnt})) # (text, type, kwargs)
+ except:
+ pass
+ used_o_cnt += 1
+ if o_style == 'argument:sentence':
+ if used_o_cnt == cnt:
+ try:
+ for a_cnt, prediction in enumerate(full_pred.split(' <sep> ')):
+ plaintiff = prediction.split(' in ', 1)[0]
+ plaintiff = plaintiff.split(' and ')
+ remain = prediction.split(' in ', 1)[1]
+
+ place = remain.split(' appealed the adjudication from ', 1)[0]
+ place = place.split(' and ')
+ remain = remain.split(' appealed the adjudication from ', 1)[1]
+
+ adjudicator = remain.rsplit('.',1)[0]
+ adjudicator = adjudicator.split(' and ')
+
+ for arg in plaintiff:
+ if arg != ROLE_PH_MAP['Plaintiff']:
+ output.append((arg, 'Plaintiff', {'cor tri cnt': a_cnt}))
+ for arg in place:
+ if arg != ROLE_PH_MAP['Place']:
+ output.append((arg, 'Place', {'cor tri cnt': a_cnt}))
+ for arg in adjudicator:
+ if arg != ROLE_PH_MAP['Adjudicator']:
+ output.append((arg, 'Adjudicator', {'cor tri cnt': a_cnt}))
+ except:
+ pass
+ used_o_cnt += 1
+ return output
diff --git a/baselines/DEGREE/degree/template_generate_ere.py b/baselines/DEGREE/degree/template_generate_ere.py
@@ -0,0 +1,4352 @@
+import sys
+import ipdb
+
+INPUT_STYLE_SET = ['event_type', 'event_type_sent', 'keywords', 'triggers', 'template']
+OUTPUT_STYLE_SET = ['trigger:sentence', 'argument:sentence']
+ROLE_PH_MAP = {
+ 'Person': 'somebody',
+ 'Entity': 'some people or some organization',
+ 'Defendant': 'somebody',
+ 'Prosecutor': 'some other',
+ 'Plaintiff': 'some other',
+ 'Artifact': 'something',
+ 'Destination': 'somewhere',
+ 'Origin': 'some place',
+ 'Agent': 'somebody or some organization',
+ 'Attacker': 'some attacker',
+ 'Target': 'some facility, someone, or some organization',
+ 'Victim': 'some victim',
+ 'Instrument': 'some way',
+ 'Thing': 'something',
+ 'Giver': 'someone',
+ 'Recipient': 'some other',
+ 'Org': 'some organization',
+ 'Audience': 'some publicity',
+ 'Place': 'somewhere',
+ 'Adjudicator': 'some adjudicator'
+}
+
+class eve_template_generator():
+ def __init__(self, passage, triggers, roles, input_style, output_style, vocab, instance_base=False):
+ """
+ generate strctured information for events
+
+ args:
+ passage(List): a list of tokens
+ triggers(List): a list of triggers
+ roles(List): a list of Roles
+ input_style(List): List of elements; elements belongs to INPUT_STYLE_SET
+ input_style(List): List of elements; elements belongs to OUTPUT_STYLE_SET
+ instance_base(Bool): if instance_base, we generate only one pair (use for trigger generation), else, we generate trigger_base (use for argument generation)
+ """
+ self.raw_passage = passage
+ self.triggers = triggers
+ self.roles = roles
+ self.events = self.process_events(passage, triggers, roles)
+ self.input_style = input_style
+ self.output_style = output_style
+ self.vocab = vocab
+ self.event_templates = []
+ if instance_base:
+ for e_type in self.vocab['event_type_itos']:
+ theclass = getattr(sys.modules[__name__], e_type.replace(':', '_').replace('-', '_'), False)
+ if theclass:
+ self.event_templates.append(theclass(self.input_style, self.output_style, passage, e_type, self.events))
+ else:
+ print(e_type)
+
+ else:
+ for event in self.events:
+ theclass = getattr(sys.modules[__name__], event['event type'].replace(':', '_').replace('-', '_'), False)
+ assert theclass
+ self.event_templates.append(theclass(self.input_style, self.output_style, event['tokens'], event['event type'], event))
+ self.data = [x.generate_pair(x.trigger_text) for x in self.event_templates]
+ self.data = [x for x in self.data if x]
+
+ def get_training_data(self):
+ return self.data
+
+ def process_events(self, passage, triggers, roles):
+ """
+ Given a list of token and event annotation, return a list of structured event
+
+ structured_event:
+ {
+ 'trigger text': str,
+ 'trigger span': (start, end),
+ 'event type': EVENT_TYPE(str),
+ 'arguments':{
+ ROLE_TYPE(str):[{
+ 'argument text': str,
+ 'argument span': (start, end)
+ }],
+ ROLE_TYPE(str):...,
+ ROLE_TYPE(str):....
+ }
+ 'passage': PASSAGE
+ }
+ """
+
+ events = {trigger: [] for trigger in triggers}
+
+ for argument in roles:
+ trigger = argument[0]
+ events[trigger].append(argument)
+
+ event_structures = []
+ for trigger, arguments in events.items():
+ eve_type = trigger[2]
+ eve_text = ' '.join(passage[trigger[0]:trigger[1]])
+ eve_span = (trigger[0], trigger[1])
+ argus = {}
+ for argument in arguments:
+ role_type = argument[1][2]
+ if role_type not in argus.keys():
+ argus[role_type] = []
+ argus[role_type].append({
+ 'argument text': ' '.join(passage[argument[1][0]:argument[1][1]]),
+ 'argument span': (argument[1][0], argument[1][1]),
+ })
+ event_structures.append({
+ 'trigger text': eve_text,
+ 'trigger span': eve_span,
+ 'event type': eve_type,
+ 'arguments': argus,
+ 'passage': ' '.join(passage),
+ 'tokens': passage
+ })
+ return event_structures
+
+class event_template():
+ def __init__(self, input_style, output_style, passage, event_type, gold_event=None):
+ self.input_style = input_style
+ self.output_style = output_style
+ self.output_template = self.get_output_template()
+ self.passage = ' '.join(passage)
+ self.tokens = passage
+ self.event_type = event_type
+ if gold_event is not None:
+ self.gold_event = gold_event
+ if isinstance(gold_event, list):
+ # instance base
+ self.trigger_text = " and ".join([x['trigger text'] for x in gold_event if x['event type']==event_type])
+ self.trigger_span = [x['trigger span'] for x in gold_event if x['event type']==event_type]
+ self.arguments = [x['arguments'] for x in gold_event if x['event type']==event_type]
+ else:
+ # trigger base
+ self.trigger_text = gold_event['trigger text']
+ self.trigger_span = [gold_event['trigger span']]
+ self.arguments = [gold_event['arguments']]
+ else:
+ self.gold_event = None
+
+ @classmethod
+ def get_keywords(self):
+ pass
+
+ def generate_pair(self, query_trigger):
+ """
+ Generate model input sentence and output sentence pair
+ """
+ input_str = self.generate_input_str(query_trigger)
+ output_str, gold_sample = self.generate_output_str(query_trigger)
+ return (input_str, output_str, self.gold_event, gold_sample, self.event_type, self.tokens)
+
+ def generate_input_str(self, query_trigger):
+ return None
+
+ def generate_output_str(self, query_trigger):
+ return (None, False)
+
+ def decode(self, prediction):
+ pass
+
+ def evaluate(self, predict_output):
+ assert self.gold_event is not None
+ # categorize prediction
+ pred_trigger = []
+ pred_argument = []
+ for pred in predict_output:
+ if pred[1] == self.event_type:
+ pred_trigger.append(pred)
+ else:
+ pred_argument.append(pred)
+ # trigger score
+ gold_tri_num = len(self.trigger_span)
+ pred_tris = []
+ for pred in pred_trigger:
+ pred_span = self.predstr2span(pred[0])
+ if pred_span[0] > -1:
+ pred_tris.append((pred_span[0], pred_span[1], pred[1]))
+ pred_tri_num = len(pred_tris)
+ match_tri = 0
+ for pred in pred_tris:
+ id_flag = False
+ for gold_span in self.trigger_span:
+ if gold_span[0] == pred[0] and gold_span[1] == pred[1]:
+ id_flag = True
+ match_tri += int(id_flag)
+
+ # argument score
+ converted_gold = self.get_converted_gold()
+ gold_arg_num = len(converted_gold)
+ pred_arg = []
+ for pred in pred_argument:
+ # find corresponding trigger
+ pred_span = None
+ if isinstance(self.gold_event, list):
+ # end2end case
+ try:
+ # we need this ``try'' because we cannot gurantee the model will be bug-free on the matching
+ cor_tri = pred_trigger[pred[2]['cor tri cnt']]
+ cor_tri_span = self.predstr2span(cor_tri[0])[0]
+ if cor_tri_span > -1:
+ pred_span = self.predstr2span(pred[0], cor_tri_span)
+ else:
+ continue
+ except Exception as e:
+ print(e)
+ else:
+ # argument only case
+ pred_span = self.predstr2span(pred[0], self.trigger_span[0][0])
+ if (pred_span is not None) and (pred_span[0] > -1):
+ pred_arg.append((pred_span[0], pred_span[1], pred[1]))
+ pred_arg = list(set(pred_arg))
+ pred_arg_num = len(pred_arg)
+
+ target = converted_gold
+ match_id = 0
+ match_type = 0
+ for pred in pred_arg:
+ id_flag = False
+ id_type = False
+ for gold in target:
+ if gold[0]==pred[0] and gold[1]==pred[1]:
+ id_flag = True
+ if gold[2] == pred[2]:
+ id_type = True
+ break
+ match_id += int(id_flag)
+ match_type += int(id_type)
+ return {
+ 'gold_tri_num': gold_tri_num,
+ 'pred_tri_num': pred_tri_num,
+ 'match_tri_num': match_tri,
+ 'gold_arg_num': gold_arg_num,
+ 'pred_arg_num': pred_arg_num,
+ 'match_arg_id': match_id,
+ 'match_arg_cls': match_type
+ }
+
+ def get_converted_gold(self):
+ converted_gold = []
+ for argu in self.arguments:
+ for arg_type, arg_list in argu.items():
+ for arg in arg_list:
+ converted_gold.append((arg['argument span'][0], arg['argument span'][1], arg_type))
+ return list(set(converted_gold))
+
+ def predstr2span(self, pred_str, trigger_idx=None):
+ sub_words = [_.strip() for _ in pred_str.strip().lower().split()]
+ candidates=[]
+ for i in range(len(self.tokens)):
+ j = 0
+ while j < len(sub_words) and i+j < len(self.tokens):
+ if self.tokens[i+j].lower() == sub_words[j]:
+ j += 1
+ else:
+ break
+ if j == len(sub_words):
+ candidates.append((i, i+len(sub_words)))
+ if len(candidates) < 1:
+ return -1, -1
+ else:
+ if trigger_idx is not None:
+ return sorted(candidates, key=lambda x: abs(trigger_idx-x[0]))[0]
+ else:
+ return candidates[0]
+
+class Life_Be_Born(event_template):
+
+ def __init__(self, input_style, output_style, passage, event_type, gold_event=None):
+ super().__init__(input_style, output_style, passage, event_type, gold_event)
+
+ @classmethod
+ def get_keywords(self):
+ return ['born', 'birth', 'bore']
+
+ def get_output_template(self):
+ output_template = ''
+ for o_style in OUTPUT_STYLE_SET:
+ if o_style in self.output_style:
+ if o_style == 'trigger:sentence':
+ output_template += ' \n {}'.format('Event trigger is <Trigger>')
+ if o_style == 'argument:sentence':
+ output_template += ' \n {}'.format('somebody was born in somewhere.')
+ return ('\n'.join(output_template.split('\n')[1:])).strip()
+
+ def generate_input_str(self, query_trigger):
+ input_str = self.passage
+ for i_style in INPUT_STYLE_SET:
+ if i_style in self.input_style:
+ if i_style == 'event_type':
+ input_str += ' \n {}'.format('life event, be-born sub-type')
+ if i_style == 'event_type_sent':
+ input_str += ' \n {}'.format('The event is related to life and someone is given birth to.')
+ if i_style == 'keywords':
+ input_str += ' \n Similar triggers such as {}'.format(', '.join(self.get_keywords()))
+ if i_style == 'triggers':
+ input_str += ' \n The event trigger word is {}'.format(query_trigger)
+ if i_style == 'template':
+ input_str += ' \n {}'.format(self.output_template)
+
+ return input_str
+
+ def generate_output_str(self, query_trigger):
+ assert self.gold_event is not None
+ output_str = ''
+ gold_sample = False
+ for o_style in OUTPUT_STYLE_SET:
+ if o_style in self.output_style:
+ if o_style == 'trigger:sentence':
+ if self.trigger_text != '':
+ output_str += ' \n Event trigger is {}'.format(self.trigger_text)
+ gold_sample = True
+ else:
+ output_str += ' \n Event trigger is <Trigger>'
+ if o_style == 'argument:sentence':
+ output_texts = []
+ for argu in self.arguments:
+ filler = (
+ " and ".join([ a['argument text'] for a in argu['Person']]) if "Person" in argu.keys() else ROLE_PH_MAP['Person'],
+ " and ".join([ a['argument text'] for a in argu['Place']]) if "Place" in argu.keys() else ROLE_PH_MAP['Place']
+ )
+ output_texts.append("{} was born in {}.".format(*filler))
+ gold_sample = True
+ output_str += ' \n {}'.format(' <sep> '.join(output_texts))
+
+ output_str = ('\n'.join(output_str.split('\n')[1:])).strip()
+ return (output_str, gold_sample)
+
+ def decode(self, preds):
+ output = []
+ for cnt, pred in enumerate(preds.split('\n')):
+ used_o_cnt = 0
+ full_pred = pred.strip()
+ for o_style in OUTPUT_STYLE_SET:
+ if o_style in self.output_style:
+ if o_style == 'trigger:sentence':
+ if used_o_cnt == cnt:
+ try:
+ triggers = full_pred.split('Event trigger is ', 1)[1]
+ triggers = triggers.split(' and ')
+ for t_cnt, t in enumerate(triggers):
+ if t != '<Trigger>':
+ output.append((t, self.event_type, {'tri counter': t_cnt})) # (text, type, kwargs)
+ except:
+ pass
+ used_o_cnt += 1
+ if o_style == 'argument:sentence':
+ if used_o_cnt == cnt:
+ try:
+ for a_cnt, prediction in enumerate(full_pred.split(' <sep> ')):
+ person = prediction.split(' was born in ', 1)[0]
+ person = person.split(' and ')
+ place = prediction.split(' was born in ', 1)[1].rsplit('.', 1)[0]
+ place = place.split(' and ')
+ for arg in person:
+ if arg != ROLE_PH_MAP['Person']:
+ output.append((arg, 'Person', {'cor tri cnt': a_cnt}))
+ for arg in place:
+ if arg != ROLE_PH_MAP['Place']:
+ output.append((arg, 'Place', {'cor tri cnt': a_cnt}))
+ except:
+ pass
+ used_o_cnt += 1
+
+ return output
+
+class Life_Marry(event_template):
+
+ def __init__(self, input_style, output_style, passage, event_type, gold_event=None):
+ super().__init__(input_style, output_style, passage, event_type, gold_event)
+
+ @classmethod
+ def get_keywords(self):
+ return ['marry', 'marriage', 'married']
+
+ def get_output_template(self):
+ output_template = ''
+ for o_style in OUTPUT_STYLE_SET:
+ if o_style in self.output_style:
+ if o_style == 'trigger:sentence':
+ output_template += ' \n {}'.format('Event trigger is <Trigger>')
+ if o_style == 'argument:sentence':
+ output_template += ' \n {}'.format('somebody got married in somewhere.')
+ return ('\n'.join(output_template.split('\n')[1:])).strip()
+
+ def generate_input_str(self, query_trigger):
+ input_str = self.passage
+ for i_style in INPUT_STYLE_SET:
+ if i_style in self.input_style:
+ if i_style == 'event_type':
+ input_str += ' \n {}'.format('life event, marry sub-type')
+ if i_style == 'event_type_sent':
+ input_str += ' \n {}'.format('The event is related to life and someone is married.')
+ if i_style == 'keywords':
+ input_str += ' \n Similar triggers such as {}'.format(', '.join(self.get_keywords()))
+ if i_style == 'triggers':
+ input_str += ' \n The event trigger word is {}'.format(query_trigger)
+ if i_style == 'template':
+ input_str += ' \n {}'.format(self.output_template)
+ return input_str
+
+ def generate_output_str(self, query_trigger):
+ assert self.gold_event is not None
+ output_str = ''
+ gold_sample = False
+ for o_style in OUTPUT_STYLE_SET:
+ if o_style in self.output_style:
+ if o_style == 'trigger:sentence':
+ if self.trigger_text != '':
+ output_str += ' \n Event trigger is {}'.format(self.trigger_text)
+ gold_sample = True
+ else:
+ output_str += ' \n Event trigger is <Trigger>'
+ if o_style == 'argument:sentence':
+ output_texts = []
+ for argu in self.arguments:
+ filler = (
+ " and ".join([ a['argument text'] for a in argu['Person']]) if "Person" in argu.keys() else ROLE_PH_MAP['Person'],
+ " and ".join([ a['argument text'] for a in argu['Place']]) if "Place" in argu.keys() else ROLE_PH_MAP['Place']
+ )
+ output_texts.append("{} got married in {}.".format(*filler))
+ gold_sample = True
+ output_str += ' \n {}'.format(' <sep> '.join(output_texts))
+ output_str = ('\n'.join(output_str.split('\n')[1:])).strip()
+ return (output_str, gold_sample)
+
+ def decode(self, preds):
+ output = []
+ for cnt, pred in enumerate(preds.split('\n')):
+ used_o_cnt = 0
+ full_pred = pred.strip()
+ for o_style in OUTPUT_STYLE_SET:
+ if o_style in self.output_style:
+ if o_style == 'trigger:sentence':
+ if used_o_cnt == cnt:
+ try:
+ triggers = full_pred.split('Event trigger is ', 1)[1]
+ triggers = triggers.split(' and ')
+ for t_cnt, t in enumerate(triggers):
+ if t != '<Trigger>':
+ output.append((t, self.event_type, {'tri counter': t_cnt})) # (text, type, kwargs)
+ except:
+ pass
+ used_o_cnt += 1
+ if o_style == 'argument:sentence':
+ if used_o_cnt == cnt:
+ try:
+ for a_cnt, prediction in enumerate(full_pred.split(' <sep> ')):
+ person = prediction.split(' got married in ', 1)[0]
+ person = person.split(' and ')
+ place = prediction.split(' got married in ', 1)[1].rsplit('.', 1)[0]
+ place = place.split(' and ')
+ for arg in person:
+ if arg != ROLE_PH_MAP['Person']:
+ output.append((arg, 'Person', {'cor tri cnt': a_cnt}))
+ for arg in place:
+ if arg != ROLE_PH_MAP['Place']:
+ output.append((arg, 'Place', {'cor tri cnt': a_cnt}))
+ except:
+ pass
+ used_o_cnt += 1
+ return output
+
+class Life_Divorce(event_template):
+
+ def __init__(self, input_style, output_style, passage, event_type, gold_event=None):
+ super().__init__(input_style, output_style, passage, event_type, gold_event)
+
+ @classmethod
+ def get_keywords(self):
+ return ['divorce', 'divorced', 'Divorce']
+
+ def get_output_template(self):
+ output_template = ''
+ for o_style in OUTPUT_STYLE_SET:
+ if o_style in self.output_style:
+ if o_style == 'trigger:sentence':
+ output_template += ' \n {}'.format('Event trigger is <Trigger>')
+ if o_style == 'argument:sentence':
+ output_template += ' \n {}'.format('somebody divorced in somewhere.')
+ return ('\n'.join(output_template.split('\n')[1:])).strip()
+
+ def generate_input_str(self, query_trigger):
+ input_str = self.passage
+ for i_style in INPUT_STYLE_SET:
+ if i_style in self.input_style:
+ if i_style == 'event_type':
+ input_str += ' \n {}'.format('life event, divorce sub-type')
+ if i_style == 'event_type_sent':
+ input_str += ' \n {}'.format('The event is related to life and someone was divorced.')
+ if i_style == 'keywords':
+ input_str += ' \n Similar triggers such as {}'.format(', '.join(self.get_keywords()))
+ if i_style == 'triggers':
+ input_str += ' \n The event trigger word is {}'.format(query_trigger)
+ if i_style == 'template':
+ input_str += ' \n {}'.format(self.output_template)
+
+ return input_str
+
+ def generate_output_str(self, query_trigger):
+ assert self.gold_event is not None
+ output_str = ''
+ gold_sample = False
+ for o_style in OUTPUT_STYLE_SET:
+ if o_style in self.output_style:
+ if o_style == 'trigger:sentence':
+ if self.trigger_text != '':
+ output_str += ' \n Event trigger is {}'.format(self.trigger_text)
+ gold_sample = True
+ else:
+ output_str += ' \n Event trigger is <Trigger>'
+ if o_style == 'argument:sentence':
+ output_texts = []
+ for argu in self.arguments:
+ filler = (
+ " and ".join([ a['argument text'] for a in argu['Person']]) if "Person" in argu.keys() else ROLE_PH_MAP['Person'],
+ " and ".join([ a['argument text'] for a in argu['Place']]) if "Place" in argu.keys() else ROLE_PH_MAP['Place']
+ )
+ output_texts.append("{} divorced in {}.".format(*filler))
+ gold_sample = True
+ output_str += ' \n {}'.format(' <sep> '.join(output_texts))
+
+ output_str = ('\n'.join(output_str.split('\n')[1:])).strip()
+ return (output_str, gold_sample)
+
+ def decode(self, preds):
+ output = []
+ for cnt, pred in enumerate(preds.split('\n')):
+ used_o_cnt = 0
+ full_pred = pred.strip()
+ for o_style in OUTPUT_STYLE_SET:
+ if o_style in self.output_style:
+ if o_style == 'trigger:sentence':
+ if used_o_cnt == cnt:
+ try:
+ triggers = full_pred.split('Event trigger is ', 1)[1]
+ triggers = triggers.split(' and ')
+ for t_cnt, t in enumerate(triggers):
+ if t != '<Trigger>':
+ output.append((t, self.event_type, {'tri counter': t_cnt})) # (text, type, kwargs)
+ except:
+ pass
+ used_o_cnt += 1
+ if o_style == 'argument:sentence':
+ if used_o_cnt == cnt:
+ try:
+ for a_cnt, prediction in enumerate(full_pred.split(' <sep> ')):
+ person = prediction.split(' divorced in ', 1)[0]
+ person = person.split(' and ')
+ place = prediction.split(' divorced in ', 1)[1].rsplit('.', 1)[0]
+ place = place.split(' and ')
+ for arg in person:
+ if arg != ROLE_PH_MAP['Person']:
+ output.append((arg, 'Person', {'cor tri cnt': a_cnt}))
+ for arg in place:
+ if arg != ROLE_PH_MAP['Place']:
+ output.append((arg, 'Place', {'cor tri cnt': a_cnt}))
+ except:
+ pass
+ used_o_cnt += 1
+
+ return output
+
+class Life_Injure(event_template):
+
+ def __init__(self, input_style, output_style, passage, event_type, gold_event=None):
+ super().__init__(input_style, output_style, passage, event_type, gold_event)
+
+ @classmethod
+ def get_keywords(self):
+ return ['injure', 'wounded', 'hurt']
+
+ def get_output_template(self):
+ output_template = ''
+ for o_style in OUTPUT_STYLE_SET:
+ if o_style in self.output_style:
+ if o_style == 'trigger:sentence':
+ output_template += ' \n {}'.format('Event trigger is <Trigger>')
+ if o_style == 'argument:sentence':
+ output_template += ' \n {}'.format('somebody or some organization led to some victim injured by some way in somewhere.')
+ return ('\n'.join(output_template.split('\n')[1:])).strip()
+
+ def generate_input_str(self, query_trigger):
+ input_str = self.passage
+ for i_style in INPUT_STYLE_SET:
+ if i_style in self.input_style:
+ if i_style == 'event_type':
+ input_str += ' \n {}'.format('life event, injure sub-type')
+ if i_style == 'event_type_sent':
+ input_str += ' \n {}'.format('The event is related to life and someone is injured.')
+ if i_style == 'keywords':
+ input_str += ' \n Similar triggers such as {}'.format(', '.join(self.get_keywords()))
+ if i_style == 'triggers':
+ input_str += ' \n The event trigger word is {}'.format(query_trigger)
+ if i_style == 'template':
+ input_str += ' \n {}'.format(self.output_template)
+
+ return input_str
+
+ def generate_output_str(self, query_trigger):
+ assert self.gold_event is not None
+ output_str = ''
+ gold_sample = False
+ for o_style in OUTPUT_STYLE_SET:
+ if o_style in self.output_style:
+ if o_style == 'trigger:sentence':
+ if self.trigger_text != '':
+ output_str += ' \n Event trigger is {}'.format(self.trigger_text)
+ gold_sample = True
+ else:
+ output_str += ' \n Event trigger is <Trigger>'
+ if o_style == 'argument:sentence':
+ output_texts = []
+ for argu in self.arguments:
+ filler = (
+ " and ".join([ a['argument text'] for a in argu['Agent']]) if "Agent" in argu.keys() else ROLE_PH_MAP['Agent'],
+ " and ".join([ a['argument text'] for a in argu['Victim']]) if "Victim" in argu.keys() else ROLE_PH_MAP['Victim'],
+ " and ".join([ a['argument text'] for a in argu['Instrument']]) if "Instrument" in argu.keys() else ROLE_PH_MAP['Instrument'],
+ " and ".join([ a['argument text'] for a in argu['Place']]) if "Place" in argu.keys() else ROLE_PH_MAP['Place']
+ )
+ output_texts.append("{} led to {} injured by {} in {}.".format(*filler))
+ gold_sample = True
+ output_str += ' \n {}'.format(' <sep> '.join(output_texts))
+
+ output_str = ('\n'.join(output_str.split('\n')[1:])).strip()
+ return (output_str, gold_sample)
+
+ def decode(self, preds):
+ output = []
+ for cnt, pred in enumerate(preds.split('\n')):
+ used_o_cnt = 0
+ full_pred = pred.strip()
+ for o_style in OUTPUT_STYLE_SET:
+ if o_style in self.output_style:
+ if o_style == 'trigger:sentence':
+ if used_o_cnt == cnt:
+ try:
+ triggers = full_pred.split('Event trigger is ', 1)[1]
+ triggers = triggers.split(' and ')
+ for t_cnt, t in enumerate(triggers):
+ if t != '<Trigger>':
+ output.append((t, self.event_type, {'tri counter': t_cnt})) # (text, type, kwargs)
+ except:
+ pass
+ used_o_cnt += 1
+ if o_style == 'argument:sentence':
+ if used_o_cnt == cnt:
+ try:
+ for a_cnt, prediction in enumerate(full_pred.split(' <sep> ')):
+ agent = prediction.split(' led to ', 1)[0]
+ agent = agent.split(' and ')
+ victim = (prediction.split(' led to ', 1)[1]).split(' injured by ', 1)[0]
+ victim = victim.split(' and ')
+ instrument = ((prediction.split(' led to ', 1)[1]).split(' injured by ', 1)[1]).split(' in ', )[0]
+ instrument = instrument.split(' and ')
+ place = ((prediction.split(' led to ', 1)[1]).split(' injured by ', 1)[1]).split(' in ', 1)[1].rsplit('.',1)[0]
+ place = place.split(' and ')
+ for arg in agent:
+ if arg != ROLE_PH_MAP['Agent']:
+ output.append((arg, 'Agent', {'cor tri cnt': a_cnt}))
+ for arg in victim:
+ if arg != ROLE_PH_MAP['Victim']:
+ output.append((arg, 'Victim', {'cor tri cnt': a_cnt}))
+ for arg in instrument:
+ if arg != ROLE_PH_MAP['Instrument']:
+ output.append((arg, 'Instrument', {'cor tri cnt': a_cnt}))
+ for arg in place:
+ if arg != ROLE_PH_MAP['Place']:
+ output.append((arg, 'Place', {'cor tri cnt': a_cnt}))
+ except Exception as e:
+ pass
+ used_o_cnt += 1
+
+ return output
+
+class Life_Die(event_template):
+
+ def __init__(self, input_style, output_style, passage, event_type, gold_event=None):
+ super().__init__(input_style, output_style, passage, event_type, gold_event)
+
+ @classmethod
+ def get_keywords(self):
+ return ['kill', 'death', 'hospitalized']
+
+ def get_output_template(self):
+ output_template = ''
+ for o_style in OUTPUT_STYLE_SET:
+ if o_style in self.output_style:
+ if o_style == 'trigger:sentence':
+ output_template += ' \n {}'.format('Event trigger is <Trigger>')
+ if o_style == 'argument:sentence':
+ output_template += ' \n {}'.format('somebody or some organization led to some victim died by some way in somewhere.')
+ return ('\n'.join(output_template.split('\n')[1:])).strip()
+
+ def generate_input_str(self, query_trigger):
+ input_str = self.passage
+ for i_style in INPUT_STYLE_SET:
+ if i_style in self.input_style:
+ if i_style == 'event_type':
+ input_str += ' \n {}'.format('life event, die sub-type')
+ if i_style == 'event_type_sent':
+ input_str += ' \n {}'.format('The event is related to life and someone died.')
+ if i_style == 'keywords':
+ input_str += ' \n Similar triggers such as {}'.format(', '.join(self.get_keywords()))
+ if i_style == 'triggers':
+ input_str += ' \n The event trigger word is {}'.format(query_trigger)
+ if i_style == 'template':
+ input_str += ' \n {}'.format(self.output_template)
+
+ return input_str
+
+ def generate_output_str(self, query_trigger):
+ assert self.gold_event is not None
+ output_str = ''
+ gold_sample = False
+ for o_style in OUTPUT_STYLE_SET:
+ if o_style in self.output_style:
+ if o_style == 'trigger:sentence':
+ if self.trigger_text != '':
+ output_str += ' \n Event trigger is {}'.format(self.trigger_text)
+ gold_sample = True
+ else:
+ output_str += ' \n Event trigger is <Trigger>'
+ if o_style == 'argument:sentence':
+ output_texts = []
+ for argu in self.arguments:
+ filler = (
+ " and ".join([ a['argument text'] for a in argu['Agent']]) if "Agent" in argu.keys() else ROLE_PH_MAP['Agent'],
+ " and ".join([ a['argument text'] for a in argu['Victim']]) if "Victim" in argu.keys() else ROLE_PH_MAP['Victim'],
+ " and ".join([ a['argument text'] for a in argu['Instrument']]) if "Instrument" in argu.keys() else ROLE_PH_MAP['Instrument'],
+ " and ".join([ a['argument text'] for a in argu['Place']]) if "Place" in argu.keys() else ROLE_PH_MAP['Place']
+ )
+ output_texts.append("{} led to {} died by {} in {}.".format(*filler))
+ gold_sample = True
+ output_str += ' \n {}'.format(' <sep> '.join(output_texts))
+
+ output_str = ('\n'.join(output_str.split('\n')[1:])).strip()
+ return (output_str, gold_sample)
+
+ def decode(self, preds):
+ output = []
+ for cnt, pred in enumerate(preds.split('\n')):
+ used_o_cnt = 0
+ full_pred = pred.strip()
+ for o_style in OUTPUT_STYLE_SET:
+ if o_style in self.output_style:
+ if o_style == 'trigger:sentence':
+ if used_o_cnt == cnt:
+ try:
+ triggers = full_pred.split('Event trigger is ', 1)[1]
+ triggers = triggers.split(' and ')
+ for t_cnt, t in enumerate(triggers):
+ if t != '<Trigger>':
+ output.append((t, self.event_type, {'tri counter': t_cnt})) # (text, type, kwargs)
+ except:
+ pass
+ used_o_cnt += 1
+ if o_style == 'argument:sentence':
+ if used_o_cnt == cnt:
+ try:
+ for a_cnt, prediction in enumerate(full_pred.split(' <sep> ')):
+ agent = prediction.split(' led to ', 1)[0]
+ agent = agent.split(' and ')
+ victim = (prediction.split(' led to ', 1)[1]).split(' died by ', 1)[0]
+ victim = victim.split(' and ')
+ instrument = ((prediction.split(' led to ', 1)[1]).split(' died by ', 1)[1]).split(' in ', )[0]
+ instrument = instrument.split(' and ')
+ place = ((prediction.split(' led to ', 1)[1]).split(' died by ', 1)[1]).split(' in ', 1)[1].rsplit('.',1)[0]
+ place = place.split(' and ')
+ for arg in agent:
+ if arg != ROLE_PH_MAP['Agent']:
+ output.append((arg, 'Agent', {'cor tri cnt': a_cnt}))
+ for arg in victim:
+ if arg != ROLE_PH_MAP['Victim']:
+ output.append((arg, 'Victim', {'cor tri cnt': a_cnt}))
+ for arg in instrument:
+ if arg != ROLE_PH_MAP['Instrument']:
+ output.append((arg, 'Instrument', {'cor tri cnt': a_cnt}))
+ for arg in place:
+ if arg != ROLE_PH_MAP['Place']:
+ output.append((arg, 'Place', {'cor tri cnt': a_cnt}))
+ except Exception as e:
+ pass
+ used_o_cnt += 1
+ return output
+
+class Movement_Transport_Person(event_template):
+
+ def __init__(self, input_style, output_style, passage, event_type, gold_event=None):
+ super().__init__(input_style, output_style, passage, event_type, gold_event)
+
+ @classmethod
+ def get_keywords(self):
+ return ['travel', 'go', 'move']
+
+ def get_output_template(self):
+ output_template = ''
+ for o_style in OUTPUT_STYLE_SET:
+ if o_style in self.output_style:
+ if o_style == 'trigger:sentence':
+ output_template += ' \n {}'.format('Event trigger is <Trigger>')
+ if o_style == 'argument:sentence':
+ output_template += ' \n {}'.format('somebody was moved to somewhere from some place by some way. somebody or some organization was responsible for the movement.')
+ return ('\n'.join(output_template.split('\n')[1:])).strip()
+
+ def generate_input_str(self, query_trigger):
+ input_str = self.passage
+ for i_style in INPUT_STYLE_SET:
+ if i_style in self.input_style:
+ if i_style == 'event_type':
+ input_str += ' \n {}'.format('movement event, transport person sub-type')
+ if i_style == 'event_type_sent':
+ input_str += ' \n {}'.format('The event is related to movement. The event occurs when a person moves or is moved from one place to another.')
+ if i_style == 'keywords':
+ input_str += ' \n Similar triggers such as {}'.format(', '.join(self.get_keywords()))
+ if i_style == 'triggers':
+ input_str += ' \n The event trigger word is {}'.format(query_trigger)
+ if i_style == 'template':
+ input_str += ' \n {}'.format(self.output_template)
+
+ return input_str
+
+ def generate_output_str(self, query_trigger):
+ assert self.gold_event is not None
+ output_str = ''
+ gold_sample = False
+ for o_style in OUTPUT_STYLE_SET:
+ if o_style in self.output_style:
+ if o_style == 'trigger:sentence':
+ if self.trigger_text != '':
+ output_str += ' \n Event trigger is {}'.format(self.trigger_text)
+ gold_sample = True
+ else:
+ output_str += ' \n Event trigger is <Trigger>'
+ if o_style == 'argument:sentence':
+ output_texts = []
+ for argu in self.arguments:
+ filler = (
+ " and ".join([ a['argument text'] for a in argu['Person']]) if "Person" in argu.keys() else ROLE_PH_MAP['Person'],
+ " and ".join([ a['argument text'] for a in argu['Destination']]) if "Destination" in argu.keys() else ROLE_PH_MAP['Destination'],
+ " and ".join([ a['argument text'] for a in argu['Origin']]) if "Origin" in argu.keys() else ROLE_PH_MAP['Origin'],
+ " and ".join([ a['argument text'] for a in argu['Instrument']]) if "Instrument" in argu.keys() else ROLE_PH_MAP['Instrument'],
+ " and ".join([ a['argument text'] for a in argu['Agent']]) if "Agent" in argu.keys() else ROLE_PH_MAP['Agent']
+ )
+ output_texts.append("{} was moved to {} from {} by {}. {} was responsible for the movement.".format(*filler))
+ gold_sample = True
+ output_str += ' \n {}'.format(' <sep> '.join(output_texts))
+
+ output_str = ('\n'.join(output_str.split('\n')[1:])).strip()
+ return (output_str, gold_sample)
+
+ def decode(self, preds):
+ output = []
+ for cnt, pred in enumerate(preds.split('\n')):
+ used_o_cnt = 0
+ full_pred = pred.strip()
+ for o_style in OUTPUT_STYLE_SET:
+ if o_style in self.output_style:
+ if o_style == 'trigger:sentence':
+ if used_o_cnt == cnt:
+ try:
+ triggers = full_pred.split('Event trigger is ', 1)[1]
+ triggers = triggers.split(' and ')
+ for t_cnt, t in enumerate(triggers):
+ if t != '<Trigger>':
+ output.append((t, self.event_type, {'tri counter': t_cnt})) # (text, type, kwargs)
+ except:
+ pass
+ used_o_cnt += 1
+ if o_style == 'argument:sentence':
+ if used_o_cnt == cnt:
+ try:
+ for a_cnt, prediction in enumerate(full_pred.split(' <sep> ')):
+ artifact = prediction.split(' was moved to ', 1)[0]
+ artifact = artifact.split(' and ')
+ destination = (prediction.split(' was moved to ', 1)[1]).split(' from ', 1)[0]
+ destination = destination.split(' and ')
+ origin = ((prediction.split(' was moved to ', 1)[1]).split(' from ', 1)[1]).split(' by ', 1)[0]
+ origin = origin.split(' and ')
+ vehicle = (((prediction.split(' was moved to ', 1)[1]).split(' from ', 1)[1]).split(' by ', 1)[1]).split('.', 1)[0]
+ vehicle = vehicle.split(' and ')
+ remain = (((prediction.split(' was moved to ', 1)[1]).split(' from ', 1)[1]).split(' by ', 1)[1]).split('.', 1)[1]
+ if 'was responsible for the movement' in remain:
+ agent = (remain.split(' was responsible for the movement.')[0]).strip()
+ agent = agent.split(' and ')
+ else:
+ agent = []
+
+ for arg in agent:
+ if arg != ROLE_PH_MAP['Agent']:
+ output.append((arg, 'Agent', {'cor tri cnt': a_cnt}))
+ for arg in artifact:
+ if arg != ROLE_PH_MAP['Person']:
+ output.append((arg, 'Person', {'cor tri cnt': a_cnt}))
+ for arg in destination:
+ if arg != ROLE_PH_MAP['Destination']:
+ output.append((arg, 'Destination', {'cor tri cnt': a_cnt}))
+ for arg in origin:
+ if arg != ROLE_PH_MAP['Origin']:
+ output.append((arg, 'Origin', {'cor tri cnt': a_cnt}))
+ for arg in vehicle:
+ if arg != ROLE_PH_MAP['Instrument']:
+ output.append((arg, 'Instrument', {'cor tri cnt': a_cnt}))
+ except:
+ pass
+ used_o_cnt += 1
+
+ return output
+
+class Movement_Transport_Artifact(event_template):
+
+ def __init__(self, input_style, output_style, passage, event_type, gold_event=None):
+ super().__init__(input_style, output_style, passage, event_type, gold_event)
+
+ @classmethod
+ def get_keywords(self):
+ return ['export', 'deliver', 'send']
+
+ def get_output_template(self):
+ output_template = ''
+ for o_style in OUTPUT_STYLE_SET:
+ if o_style in self.output_style:
+ if o_style == 'trigger:sentence':
+ output_template += ' \n {}'.format('Event trigger is <Trigger>')
+ if o_style == 'argument:sentence':
+ output_template += ' \n {}'.format('something was sent to somewhere from some place. somebody or some organization was responsible for the transport.')
+ return ('\n'.join(output_template.split('\n')[1:])).strip()
+
+ def generate_input_str(self, query_trigger):
+ input_str = self.passage
+ for i_style in INPUT_STYLE_SET:
+ if i_style in self.input_style:
+ if i_style == 'event_type':
+ input_str += ' \n {}'.format('movement event, transport artifact sub-type')
+ if i_style == 'event_type_sent':
+ input_str += ' \n {}'.format('The event is related to movement. The event occurs when an artifact, like items or weapon, is moved from one place to another.')
+ if i_style == 'keywords':
+ input_str += ' \n Similar triggers such as {}'.format(', '.join(self.get_keywords()))
+ if i_style == 'triggers':
+ input_str += ' \n The event trigger word is {}'.format(query_trigger)
+ if i_style == 'template':
+ input_str += ' \n {}'.format(self.output_template)
+
+ return input_str
+
+ def generate_output_str(self, query_trigger):
+ assert self.gold_event is not None
+ output_str = ''
+ gold_sample = False
+ for o_style in OUTPUT_STYLE_SET:
+ if o_style in self.output_style:
+ if o_style == 'trigger:sentence':
+ if self.trigger_text != '':
+ output_str += ' \n Event trigger is {}'.format(self.trigger_text)
+ gold_sample = True
+ else:
+ output_str += ' \n Event trigger is <Trigger>'
+ if o_style == 'argument:sentence':
+ output_texts = []
+ for argu in self.arguments:
+ filler = (
+ " and ".join([ a['argument text'] for a in argu['Artifact']]) if "Artifact" in argu.keys() else ROLE_PH_MAP['Artifact'],
+ " and ".join([ a['argument text'] for a in argu['Destination']]) if "Destination" in argu.keys() else ROLE_PH_MAP['Destination'],
+ " and ".join([ a['argument text'] for a in argu['Origin']]) if "Origin" in argu.keys() else ROLE_PH_MAP['Origin'],
+ " and ".join([ a['argument text'] for a in argu['Agent']]) if "Agent" in argu.keys() else ROLE_PH_MAP['Agent']
+ )
+ output_texts.append("{} was sent to {} from {}. {} was responsible for the transport.".format(*filler))
+ gold_sample = True
+ output_str += ' \n {}'.format(' <sep> '.join(output_texts))
+
+ output_str = ('\n'.join(output_str.split('\n')[1:])).strip()
+ return (output_str, gold_sample)
+
+ def decode(self, preds):
+ output = []
+ for cnt, pred in enumerate(preds.split('\n')):
+ used_o_cnt = 0
+ full_pred = pred.strip()
+ for o_style in OUTPUT_STYLE_SET:
+ if o_style in self.output_style:
+ if o_style == 'trigger:sentence':
+ if used_o_cnt == cnt:
+ try:
+ triggers = full_pred.split('Event trigger is ', 1)[1]
+ triggers = triggers.split(' and ')
+ for t_cnt, t in enumerate(triggers):
+ if t != '<Trigger>':
+ output.append((t, self.event_type, {'tri counter': t_cnt})) # (text, type, kwargs)
+ except:
+ pass
+ used_o_cnt += 1
+ if o_style == 'argument:sentence':
+ if used_o_cnt == cnt:
+ try:
+ for a_cnt, prediction in enumerate(full_pred.split(' <sep> ')):
+ artifact = prediction.split(' was sent to ', 1)[0]
+ artifact = artifact.split(' and ')
+ destination = (prediction.split(' was sent to ', 1)[1]).split(' from ', 1)[0]
+ destination = destination.split(' and ')
+ origin = ((prediction.split(' was sent to ', 1)[1]).split(' from ', 1)[1]).split('. ', 1)[0]
+ origin = origin.split(' and ')
+
+ remain = ((prediction.split(' was sent to ', 1)[1]).split(' from ', 1)[1]).split('. ', 1)[1]
+ if 'was responsible for the transport' in remain:
+ agent = (remain.split(' was responsible for the transport.')[0]).strip()
+ agent = agent.split(' and ')
+ else:
+ agent = []
+
+ for arg in agent:
+ if arg != ROLE_PH_MAP['Agent']:
+ output.append((arg, 'Agent', {'cor tri cnt': a_cnt}))
+ for arg in artifact:
+ if arg != ROLE_PH_MAP['Artifact']:
+ output.append((arg, 'Artifact', {'cor tri cnt': a_cnt}))
+ for arg in destination:
+ if arg != ROLE_PH_MAP['Destination']:
+ output.append((arg, 'Destination', {'cor tri cnt': a_cnt}))
+ for arg in origin:
+ if arg != ROLE_PH_MAP['Origin']:
+ output.append((arg, 'Origin', {'cor tri cnt': a_cnt}))
+ except:
+ pass
+ used_o_cnt += 1
+
+ return output
+
+class Transaction_Transfer_Ownership(event_template):
+
+ def __init__(self, input_style, output_style, passage, event_type, gold_event=None):
+ super().__init__(input_style, output_style, passage, event_type, gold_event)
+
+ @classmethod
+ def get_keywords(self):
+ return ['sell', 'buy', 'acquire']
+
+ def get_output_template(self):
+ output_template = ''
+ for o_style in OUTPUT_STYLE_SET:
+ if o_style in self.output_style:
+ if o_style == 'trigger:sentence':
+ output_template += ' \n {}'.format('Event trigger is <Trigger>')
+ if o_style == 'argument:sentence':
+ output_template += ' \n {}'.format('The ownership of something from someone was transferred to some other at somewhere.')
+ return ('\n'.join(output_template.split('\n')[1:])).strip()
+
+ def generate_input_str(self, query_trigger):
+ input_str = self.passage
+ for i_style in INPUT_STYLE_SET:
+ if i_style in self.input_style:
+ if i_style == 'event_type':
+ input_str += ' \n {}'.format('transaction event, transfer ownership sub-type')
+ if i_style == 'event_type_sent':
+ input_str += ' \n {}'.format('The event is events refer to the buying, selling, loaning, borrowing, giving, receiving, bartering, stealing, or renting of physical items, assets,or organizations.')
+ if i_style == 'keywords':
+ input_str += ' \n Similar triggers such as {}'.format(', '.join(self.get_keywords()))
+ if i_style == 'triggers':
+ input_str += ' \n The event trigger word is {}'.format(query_trigger)
+ if i_style == 'template':
+ input_str += ' \n {}'.format(self.output_template)
+
+ return input_str
+
+ def generate_output_str(self, query_trigger):
+ assert self.gold_event is not None
+ output_str = ''
+ gold_sample = False
+ for o_style in OUTPUT_STYLE_SET:
+ if o_style in self.output_style:
+ if o_style == 'trigger:sentence':
+ if self.trigger_text != '':
+ output_str += ' \n Event trigger is {}'.format(self.trigger_text)
+ gold_sample = True
+ else:
+ output_str += ' \n Event trigger is <Trigger>'
+ if o_style == 'argument:sentence':
+ output_texts = []
+ for argu in self.arguments:
+ buyer_list = []
+ if "Beneficiary" in argu.keys():
+ buyer_list.extend([ a['argument text'] for a in argu['Beneficiary']])
+ if "Recipient" in argu.keys():
+ buyer_list.extend([ a['argument text'] for a in argu['Recipient']])
+
+ filler = (
+ " and ".join([ a['argument text'] for a in argu['Thing']]) if "Thing" in argu.keys() else ROLE_PH_MAP['Thing'],
+ " and ".join([ a['argument text'] for a in argu['Giver']]) if "Giver" in argu.keys() else ROLE_PH_MAP['Giver'],
+ " and ".join(buyer_list) if len(buyer_list)>0 else ROLE_PH_MAP['Recipient'],
+ " and ".join([ a['argument text'] for a in argu['Place']]) if "Place" in argu.keys() else ROLE_PH_MAP['Place']
+ )
+ output_texts.append("The ownership of {} from {} was transferred to {} at {}.".format(*filler))
+ gold_sample = True
+ output_str += ' \n {}'.format(' <sep> '.join(output_texts))
+
+ output_str = ('\n'.join(output_str.split('\n')[1:])).strip()
+ return (output_str, gold_sample)
+
+ def decode(self, preds):
+ output = []
+ for cnt, pred in enumerate(preds.split('\n')):
+ used_o_cnt = 0
+ full_pred = pred.strip()
+ for o_style in OUTPUT_STYLE_SET:
+ if o_style in self.output_style:
+ if o_style == 'trigger:sentence':
+ if used_o_cnt == cnt:
+ try:
+ triggers = full_pred.split('Event trigger is ', 1)[1]
+ triggers = triggers.split(' and ')
+ for t_cnt, t in enumerate(triggers):
+ if t != '<Trigger>':
+ output.append((t, self.event_type, {'tri counter': t_cnt})) # (text, type, kwargs)
+ except:
+ pass
+ used_o_cnt += 1
+ if o_style == 'argument:sentence':
+ if used_o_cnt == cnt:
+ try:
+ for a_cnt, prediction in enumerate(full_pred.split(' <sep> ')):
+ thing = prediction.split(' from ', 1)[0].split('The ownership of ', 1)[1]
+ thing = thing.split(' and ')
+ remain = prediction.split(' from ', 1)[1]
+
+ giver = remain.split(' was transferred to ', 1)[0]
+ giver = giver.split(' and ')
+ remain = remain.split(' was transferred to ', 1)[1]
+
+ recipient = remain.split(' at ', 1)[0]
+ recipient = recipient.split(' and ')
+ remain = remain.split(' at ', 1)[1]
+
+ place = remain.rsplit('.',1)[0]
+ place = place.split(' and ')
+
+ for arg in thing:
+ if arg != ROLE_PH_MAP['Thing']:
+ output.append((arg, 'Thing', {'cor tri cnt': a_cnt}))
+ for arg in giver:
+ if arg != ROLE_PH_MAP['Giver']:
+ output.append((arg, 'Giver', {'cor tri cnt': a_cnt}))
+ for arg in recipient:
+ if arg != ROLE_PH_MAP['Recipient']:
+ output.append((arg, 'Recipient', {'cor tri cnt': a_cnt}))
+ for arg in place:
+ if arg != ROLE_PH_MAP['Place']:
+ output.append((arg, 'Place', {'cor tri cnt': a_cnt}))
+ except Exception as e:
+ pass
+ used_o_cnt += 1
+
+ return output
+
+class Transaction_Transfer_Money(event_template):
+
+ def __init__(self, input_style, output_style, passage, event_type, gold_event=None):
+ super().__init__(input_style, output_style, passage, event_type, gold_event)
+
+ @classmethod
+ def get_keywords(self):
+ return ['pay', 'donation', 'loan']
+
+ def get_output_template(self):
+ output_template = ''
+ for o_style in OUTPUT_STYLE_SET:
+ if o_style in self.output_style:
+ if o_style == 'trigger:sentence':
+ output_template += ' \n {}'.format('Event trigger is <Trigger>')
+ if o_style == 'argument:sentence':
+ output_template += ' \n {}'.format('someone paid some other in somewhere.')
+ return ('\n'.join(output_template.split('\n')[1:])).strip()
+
+ def generate_input_str(self, query_trigger):
+ input_str = self.passage
+ for i_style in INPUT_STYLE_SET:
+ if i_style in self.input_style:
+ if i_style == 'event_type':
+ input_str += ' \n {}'.format('transaction event, transfer money sub-type')
+ if i_style == 'event_type_sent':
+ input_str += ' \n {}'.format('The event is related to transaction. The event occurs when someone is giving, receiving, borrowing, or lending money.')
+ if i_style == 'keywords':
+ input_str += ' \n Similar triggers such as {}'.format(', '.join(self.get_keywords()))
+ if i_style == 'triggers':
+ input_str += ' \n The event trigger word is {}'.format(query_trigger)
+ if i_style == 'template':
+ input_str += ' \n {}'.format(self.output_template)
+
+ return input_str
+
+ def generate_output_str(self, query_trigger):
+ assert self.gold_event is not None
+ output_str = ''
+ gold_sample = False
+ for o_style in OUTPUT_STYLE_SET:
+ if o_style in self.output_style:
+ if o_style == 'trigger:sentence':
+ if self.trigger_text != '':
+ output_str += ' \n Event trigger is {}'.format(self.trigger_text)
+ gold_sample = True
+ else:
+ output_str += ' \n Event trigger is <Trigger>'
+ if o_style == 'argument:sentence':
+ output_texts = []
+ for argu in self.arguments:
+ recipient_list = []
+ if "Recipient" in argu.keys():
+ recipient_list.extend([ a['argument text'] for a in argu['Recipient']])
+ if "Beneficiary" in argu.keys():
+ recipient_list.extend([ a['argument text'] for a in argu['Beneficiary']])
+ filler = (
+ " and ".join([ a['argument text'] for a in argu['Giver']]) if "Giver" in argu.keys() else ROLE_PH_MAP['Giver'],
+ " and ".join(recipient_list) if len(recipient_list)>0 else ROLE_PH_MAP['Recipient'],
+ " and ".join([ a['argument text'] for a in argu['Place']]) if "Place" in argu.keys() else ROLE_PH_MAP['Place']
+ )
+ output_texts.append("{} paid {} in {}.".format(*filler))
+ gold_sample = True
+ output_str += ' \n {}'.format(' <sep> '.join(output_texts))
+
+ output_str = ('\n'.join(output_str.split('\n')[1:])).strip()
+ return (output_str, gold_sample)
+
+ def decode(self, preds):
+ output = []
+ for cnt, pred in enumerate(preds.split('\n')):
+ used_o_cnt = 0
+ full_pred = pred.strip()
+ for o_style in OUTPUT_STYLE_SET:
+ if o_style in self.output_style:
+ if o_style == 'trigger:sentence':
+ if used_o_cnt == cnt:
+ try:
+ triggers = full_pred.split('Event trigger is ', 1)[1]
+ triggers = triggers.split(' and ')
+ for t_cnt, t in enumerate(triggers):
+ if t != '<Trigger>':
+ output.append((t, self.event_type, {'tri counter': t_cnt})) # (text, type, kwargs)
+ except:
+ pass
+ used_o_cnt += 1
+ if o_style == 'argument:sentence':
+ if used_o_cnt == cnt:
+ try:
+ for a_cnt, prediction in enumerate(full_pred.split(' <sep> ')):
+ giver = prediction.split(' paid ', 1)[0]
+ giver = giver.split(' and ')
+ remain = prediction.split(' paid ', 1)[1]
+
+ recipient = remain.split(' in ', 1)[0]
+ recipient = recipient.split(' and ')
+ remain = remain.split(' in ', 1)[1]
+
+ place = remain.rsplit('.',1)[0]
+ place = place.split(' and ')
+
+ for arg in giver:
+ if arg != ROLE_PH_MAP['Giver']:
+ output.append((arg, 'Giver', {'cor tri cnt': a_cnt}))
+ for arg in recipient:
+ if arg != ROLE_PH_MAP['Recipient']:
+ output.append((arg, 'Recipient', {'cor tri cnt': a_cnt}))
+ for arg in place:
+ if arg != ROLE_PH_MAP['Place']:
+ output.append((arg, 'Place', {'cor tri cnt': a_cnt}))
+ except:
+ pass
+ used_o_cnt += 1
+
+ return output
+
+class Transaction_Transaction(event_template):
+ def __init__(self, input_style, output_style, passage, event_type, gold_event=None):
+ super().__init__(input_style, output_style, passage, event_type, gold_event)
+
+ @classmethod
+ def get_keywords(self):
+ return ['receive', 'give', 'get']
+
+ def get_output_template(self):
+ output_template = ''
+ for o_style in OUTPUT_STYLE_SET:
+ if o_style in self.output_style:
+ if o_style == 'trigger:sentence':
+ output_template += ' \n {}'.format('Event trigger is <Trigger>')
+ if o_style == 'argument:sentence':
+ output_template += ' \n {}'.format('someone give some things to some other in somewhere.')
+ return ('\n'.join(output_template.split('\n')[1:])).strip()
+
+ def generate_input_str(self, query_trigger):
+ input_str = self.passage
+ for i_style in INPUT_STYLE_SET:
+ if i_style in self.input_style:
+ if i_style == 'event_type':
+ input_str += ' \n {}'.format('transaction event, transaction sub-type')
+ if i_style == 'event_type_sent':
+ input_str += ' \n {}'.format('The event is related to transaction. The event occurs when someone is giving, receiving, borrowing, or lending something when you cannot tell whether it is money or an asset in the context.')
+ if i_style == 'keywords':
+ input_str += ' \n Similar triggers such as {}'.format(', '.join(self.get_keywords()))
+ if i_style == 'triggers':
+ input_str += ' \n The event trigger word is {}'.format(query_trigger)
+ if i_style == 'template':
+ input_str += ' \n {}'.format(self.output_template)
+
+ return input_str
+
+ def generate_output_str(self, query_trigger):
+ assert self.gold_event is not None
+ output_str = ''
+ gold_sample = False
+ for o_style in OUTPUT_STYLE_SET:
+ if o_style in self.output_style:
+ if o_style == 'trigger:sentence':
+ if self.trigger_text != '':
+ output_str += ' \n Event trigger is {}'.format(self.trigger_text)
+ gold_sample = True
+ else:
+ output_str += ' \n Event trigger is <Trigger>'
+ if o_style == 'argument:sentence':
+ output_texts = []
+ for argu in self.arguments:
+ recipient_list = []
+ if "Recipient" in argu.keys():
+ recipient_list.extend([ a['argument text'] for a in argu['Recipient']])
+ if "Beneficiary" in argu.keys():
+ recipient_list.extend([ a['argument text'] for a in argu['Beneficiary']])
+ filler = (
+ " and ".join([ a['argument text'] for a in argu['Giver']]) if "Giver" in argu.keys() else ROLE_PH_MAP['Giver'],
+ " and ".join(recipient_list) if len(recipient_list)>0 else ROLE_PH_MAP['Recipient'],
+ " and ".join([ a['argument text'] for a in argu['Place']]) if "Place" in argu.keys() else ROLE_PH_MAP['Place']
+ )
+ output_texts.append("{} give some things to {} in {}.".format(*filler))
+ gold_sample = True
+ output_str += ' \n {}'.format(' <sep> '.join(output_texts))
+
+ output_str = ('\n'.join(output_str.split('\n')[1:])).strip()
+ return (output_str, gold_sample)
+
+ def decode(self, preds):
+ output = []
+ for cnt, pred in enumerate(preds.split('\n')):
+ used_o_cnt = 0
+ full_pred = pred.strip()
+ for o_style in OUTPUT_STYLE_SET:
+ if o_style in self.output_style:
+ if o_style == 'trigger:sentence':
+ if used_o_cnt == cnt:
+ try:
+ triggers = full_pred.split('Event trigger is ', 1)[1]
+ triggers = triggers.split(' and ')
+ for t_cnt, t in enumerate(triggers):
+ if t != '<Trigger>':
+ output.append((t, self.event_type, {'tri counter': t_cnt})) # (text, type, kwargs)
+ except:
+ pass
+ used_o_cnt += 1
+ if o_style == 'argument:sentence':
+ if used_o_cnt == cnt:
+ try:
+ for a_cnt, prediction in enumerate(full_pred.split(' <sep> ')):
+ giver = prediction.split(' give some things to ', 1)[0]
+ giver = giver.split(' and ')
+ remain = prediction.split(' give some things to', 1)[1]
+
+ recipient = remain.split(' in ', 1)[0]
+ recipient = recipient.split(' and ')
+ remain = remain.split(' in ', 1)[1]
+
+ place = remain.rsplit('.',1)[0]
+ place = place.split(' and ')
+
+ for arg in giver:
+ if arg != ROLE_PH_MAP['Giver']:
+ output.append((arg, 'Giver', {'cor tri cnt': a_cnt}))
+ for arg in recipient:
+ if arg != ROLE_PH_MAP['Recipient']:
+ output.append((arg, 'Recipient', {'cor tri cnt': a_cnt}))
+ for arg in place:
+ if arg != ROLE_PH_MAP['Place']:
+ output.append((arg, 'Place', {'cor tri cnt': a_cnt}))
+ except:
+ pass
+ used_o_cnt += 1
+
+ return output
+
+class Business_Start_Org(event_template):
+
+ def __init__(self, input_style, output_style, passage, event_type, gold_event=None):
+ super().__init__(input_style, output_style, passage, event_type, gold_event)
+
+ @classmethod
+ def get_keywords(self):
+ return ['founded', 'create', 'launch']
+
+ def get_output_template(self):
+ output_template = ''
+ for o_style in OUTPUT_STYLE_SET:
+ if o_style in self.output_style:
+ if o_style == 'trigger:sentence':
+ output_template += ' \n {}'.format('Event trigger is <Trigger>')
+ if o_style == 'argument:sentence':
+ output_template += ' \n {}'.format('somebody or some organization launched some organization in somewhere.')
+ return ('\n'.join(output_template.split('\n')[1:])).strip()
+
+ def generate_input_str(self, query_trigger):
+ input_str = self.passage
+ for i_style in INPUT_STYLE_SET:
+ if i_style in self.input_style:
+ if i_style == 'event_type':
+ input_str += ' \n {}'.format('business event, start organization sub-type')
+ if i_style == 'event_type_sent':
+ input_str += ' \n {}'.format('The event is related to a new organization being created.')
+ if i_style == 'keywords':
+ input_str += ' \n Similar triggers such as {}'.format(', '.join(self.get_keywords()))
+ if i_style == 'triggers':
+ input_str += ' \n The event trigger word is {}'.format(query_trigger)
+ if i_style == 'template':
+ input_str += ' \n {}'.format(self.output_template)
+
+ return input_str
+
+ def generate_output_str(self, query_trigger):
+ assert self.gold_event is not None
+ output_str = ''
+ gold_sample = False
+ for o_style in OUTPUT_STYLE_SET:
+ if o_style in self.output_style:
+ if o_style == 'trigger:sentence':
+ if self.trigger_text != '':
+ output_str += ' \n Event trigger is {}'.format(self.trigger_text)
+ gold_sample = True
+ else:
+ output_str += ' \n Event trigger is <Trigger>'
+ if o_style == 'argument:sentence':
+ output_texts = []
+ for argu in self.arguments:
+ filler = (
+ " and ".join([ a['argument text'] for a in argu['Agent']]) if "Agent" in argu.keys() else ROLE_PH_MAP['Agent'],
+ " and ".join([ a['argument text'] for a in argu['Org']]) if "Org" in argu.keys() else ROLE_PH_MAP['Org'],
+ " and ".join([ a['argument text'] for a in argu['Place']]) if "Place" in argu.keys() else ROLE_PH_MAP['Place']
+ )
+ output_texts.append("{} launched {} in {}.".format(*filler))
+ gold_sample = True
+ output_str += ' \n {}'.format(' <sep> '.join(output_texts))
+ output_str = ('\n'.join(output_str.split('\n')[1:])).strip()
+ return (output_str, gold_sample)
+
+ def decode(self, preds):
+ output = []
+ for cnt, pred in enumerate(preds.split('\n')):
+ used_o_cnt = 0
+ full_pred = pred.strip()
+ for o_style in OUTPUT_STYLE_SET:
+ if o_style in self.output_style:
+ if o_style == 'trigger:sentence':
+ if used_o_cnt == cnt:
+ try:
+ triggers = full_pred.split('Event trigger is ', 1)[1]
+ triggers = triggers.split(' and ')
+ for t_cnt, t in enumerate(triggers):
+ if t != '<Trigger>':
+ output.append((t, self.event_type, {'tri counter': t_cnt})) # (text, type, kwargs)
+ except:
+ pass
+ used_o_cnt += 1
+ if o_style == 'argument:sentence':
+ if used_o_cnt == cnt:
+ try:
+ for a_cnt, prediction in enumerate(full_pred.split(' <sep> ')):
+ agent = prediction.split(' launched ', 1)[0]
+ agent = agent.split(' and ')
+ remain = prediction.split(' launched ', 1)[1]
+
+ org = remain.split(' in ', 1)[0]
+ org = org.split(' and ')
+ remain = remain.split(' in ', 1)[1]
+
+ place = remain.rsplit('.',1)[0]
+ place = place.split(' and ')
+ for arg in agent:
+ if arg != ROLE_PH_MAP['Agent']:
+ output.append((arg, 'Agent', {'cor tri cnt': a_cnt}))
+ for arg in org:
+ if arg != ROLE_PH_MAP['Org']:
+ output.append((arg, 'Org', {'cor tri cnt': a_cnt}))
+ for arg in place:
+ if arg != ROLE_PH_MAP['Place']:
+ output.append((arg, 'Place', {'cor tri cnt': a_cnt}))
+ except:
+ pass
+ used_o_cnt += 1
+
+ return output
+
+class Business_Merge_Org(event_template):
+
+ def __init__(self, input_style, output_style, passage, event_type, gold_event=None):
+ super().__init__(input_style, output_style, passage, event_type, gold_event)
+
+ @classmethod
+ def get_keywords(self):
+ return ['merge', 'merging', 'merger']
+
+ def get_output_template(self):
+ output_template = ''
+ for o_style in OUTPUT_STYLE_SET:
+ if o_style in self.output_style:
+ if o_style == 'trigger:sentence':
+ output_template += ' \n {}'.format('Event trigger is <Trigger>')
+ if o_style == 'argument:sentence':
+ output_template += ' \n {}'.format('some organization was merged.')
+ return ('\n'.join(output_template.split('\n')[1:])).strip()
+
+ def generate_input_str(self, query_trigger):
+ input_str = self.passage
+ for i_style in INPUT_STYLE_SET:
+ if i_style in self.input_style:
+ if i_style == 'event_type':
+ input_str += ' \n {}'.format('business event, merge organization sub-type')
+ if i_style == 'event_type_sent':
+ input_str += ' \n {}'.format('The event is related to two or more organization coming together to form a new organization.')
+ if i_style == 'keywords':
+ input_str += ' \n Similar triggers such as {}'.format(', '.join(self.get_keywords()))
+ if i_style == 'triggers':
+ input_str += ' \n The event trigger word is {}'.format(query_trigger)
+ if i_style == 'template':
+ input_str += ' \n {}'.format(self.output_template)
+
+ return input_str
+
+ def generate_output_str(self, query_trigger):
+ assert self.gold_event is not None
+ output_str = ''
+ gold_sample = False
+ for o_style in OUTPUT_STYLE_SET:
+ if o_style in self.output_style:
+ if o_style == 'trigger:sentence':
+ if self.trigger_text != '':
+ output_str += ' \n Event trigger is {}'.format(self.trigger_text)
+ gold_sample = True
+ else:
+ output_str += ' \n Event trigger is <Trigger>'
+ if o_style == 'argument:sentence':
+ output_texts = []
+ for argu in self.arguments:
+ filler = (
+ " and ".join([ a['argument text'] for a in argu['Org']]) if "Org" in argu.keys() else ROLE_PH_MAP['Org']
+ )
+ output_texts.append("{} was merged.".format(filler))
+ gold_sample = True
+ output_str += ' \n {}'.format(' <sep> '.join(output_texts))
+
+ output_str = ('\n'.join(output_str.split('\n')[1:])).strip()
+ return (output_str, gold_sample)
+
+ def decode(self, preds):
+ output = []
+ for cnt, pred in enumerate(preds.split('\n')):
+ used_o_cnt = 0
+ full_pred = pred.strip()
+ for o_style in OUTPUT_STYLE_SET:
+ if o_style in self.output_style:
+ if o_style == 'trigger:sentence':
+ if used_o_cnt == cnt:
+ try:
+ triggers = full_pred.split('Event trigger is ', 1)[1]
+ triggers = triggers.split(' and ')
+ for t_cnt, t in enumerate(triggers):
+ if t != '<Trigger>':
+ output.append((t, self.event_type, {'tri counter': t_cnt})) # (text, type, kwargs)
+ except:
+ pass
+ used_o_cnt += 1
+ if o_style == 'argument:sentence':
+ if used_o_cnt == cnt:
+ try:
+ for a_cnt, prediction in enumerate(full_pred.split(' <sep> ')):
+ org = prediction.split(' was merged.', 1)[0]
+ org = org.split(' and ')
+ for arg in org:
+ if arg != ROLE_PH_MAP['Org']:
+ output.append((arg, 'Org', {'cor tri cnt': a_cnt}))
+ except:
+ pass
+ used_o_cnt += 1
+
+ return output
+
+class Business_Declare_Bankruptcy(event_template):
+
+ def __init__(self, input_style, output_style, passage, event_type, gold_event=None):
+ super().__init__(input_style, output_style, passage, event_type, gold_event)
+
+ @classmethod
+ def get_keywords(self):
+ return ['bankruptcy', 'bankrupt', 'Bankruptcy']
+
+ def get_output_template(self):
+ output_template = ''
+ for o_style in OUTPUT_STYLE_SET:
+ if o_style in self.output_style:
+ if o_style == 'trigger:sentence':
+ output_template += ' \n {}'.format('Event trigger is <Trigger>')
+ if o_style == 'argument:sentence':
+ output_template += ' \n {}'.format('some organization declared bankruptcy.')
+ return ('\n'.join(output_template.split('\n')[1:])).strip()
+
+ def generate_input_str(self, query_trigger):
+ input_str = self.passage
+ for i_style in INPUT_STYLE_SET:
+ if i_style in self.input_style:
+ if i_style == 'event_type':
+ input_str += ' \n {}'.format('business event, declare bankruptcy sub-type')
+ if i_style == 'event_type_sent':
+ input_str += ' \n {}'.format('The event is related to some organization declaring bankruptcy.')
+ if i_style == 'keywords':
+ input_str += ' \n Similar triggers such as {}'.format(', '.join(self.get_keywords()))
+ if i_style == 'triggers':
+ input_str += ' \n The event trigger word is {}'.format(query_trigger)
+ if i_style == 'template':
+ input_str += ' \n {}'.format(self.output_template)
+
+ return input_str
+
+ def generate_output_str(self, query_trigger):
+ assert self.gold_event is not None
+ output_str = ''
+ gold_sample = False
+ for o_style in OUTPUT_STYLE_SET:
+ if o_style in self.output_style:
+ if o_style == 'trigger:sentence':
+ if self.trigger_text != '':
+ output_str += ' \n Event trigger is {}'.format(self.trigger_text)
+ gold_sample = True
+ else:
+ output_str += ' \n Event trigger is <Trigger>'
+ if o_style == 'argument:sentence':
+ output_texts = []
+ for argu in self.arguments:
+ filler = (
+ " and ".join([ a['argument text'] for a in argu['Org']]) if "Org" in argu.keys() else ROLE_PH_MAP['Org']
+ )
+ output_texts.append("{} declared bankruptcy.".format(filler))
+ gold_sample = True
+ output_str += ' \n {}'.format(' <sep> '.join(output_texts))
+
+ output_str = ('\n'.join(output_str.split('\n')[1:])).strip()
+ return (output_str, gold_sample)
+
+ def decode(self, preds):
+ output = []
+ for cnt, pred in enumerate(preds.split('\n')):
+ used_o_cnt = 0
+ full_pred = pred.strip()
+ for o_style in OUTPUT_STYLE_SET:
+ if o_style in self.output_style:
+ if o_style == 'trigger:sentence':
+ if used_o_cnt == cnt:
+ try:
+ triggers = full_pred.split('Event trigger is ', 1)[1]
+ triggers = triggers.split(' and ')
+ for t_cnt, t in enumerate(triggers):
+ if t != '<Trigger>':
+ output.append((t, self.event_type, {'tri counter': t_cnt})) # (text, type, kwargs)
+ except:
+ pass
+ used_o_cnt += 1
+ if o_style == 'argument:sentence':
+ if used_o_cnt == cnt:
+ try:
+ for a_cnt, prediction in enumerate(full_pred.split(' <sep> ')):
+ org = prediction.split(' declared bankruptcy.', 1)[0]
+ org = org.split(' and ')
+ for arg in org:
+ if arg != ROLE_PH_MAP['Org']:
+ output.append((arg, 'Org', {'cor tri cnt': a_cnt}))
+ except:
+ pass
+ used_o_cnt += 1
+
+ return output
+
+class Business_End_Org(event_template):
+
+ def __init__(self, input_style, output_style, passage, event_type, gold_event=None):
+ super().__init__(input_style, output_style, passage, event_type, gold_event)
+
+ @classmethod
+ def get_keywords(self):
+ return ['dissolve', 'disbanded', 'close']
+
+ def get_output_template(self):
+ output_template = ''
+ for o_style in OUTPUT_STYLE_SET:
+ if o_style in self.output_style:
+ if o_style == 'trigger:sentence':
+ output_template += ' \n {}'.format('Event trigger is <Trigger>')
+ if o_style == 'argument:sentence':
+ output_template += ' \n {}'.format('some organization dissolved.')
+ return ('\n'.join(output_template.split('\n')[1:])).strip()
+
+ def generate_input_str(self, query_trigger):
+ input_str = self.passage
+ for i_style in INPUT_STYLE_SET:
+ if i_style in self.input_style:
+ if i_style == 'event_type':
+ input_str += ' \n {}'.format('business event, end organization sub-type')
+ if i_style == 'event_type_sent':
+ input_str += ' \n {}'.format('The event is related to some organization ceasing to exist.')
+ if i_style == 'keywords':
+ input_str += ' \n Similar triggers such as {}'.format(', '.join(self.get_keywords()))
+ if i_style == 'triggers':
+ input_str += ' \n The event trigger word is {}'.format(query_trigger)
+ if i_style == 'template':
+ input_str += ' \n {}'.format(self.output_template)
+
+ return input_str
+
+ def generate_output_str(self, query_trigger):
+ assert self.gold_event is not None
+ output_str = ''
+ gold_sample = False
+ for o_style in OUTPUT_STYLE_SET:
+ if o_style in self.output_style:
+ if o_style == 'trigger:sentence':
+ if self.trigger_text != '':
+ output_str += ' \n Event trigger is {}'.format(self.trigger_text)
+ gold_sample = True
+ else:
+ output_str += ' \n Event trigger is <Trigger>'
+ if o_style == 'argument:sentence':
+ output_texts = []
+ for argu in self.arguments:
+ filler = (
+ " and ".join([ a['argument text'] for a in argu['Org']]) if "Org" in argu.keys() else ROLE_PH_MAP['Org']
+ )
+ output_texts.append("{} dissolved.".format(filler))
+ gold_sample = True
+ output_str += ' \n {}'.format(' <sep> '.join(output_texts))
+
+ output_str = ('\n'.join(output_str.split('\n')[1:])).strip()
+ return (output_str, gold_sample)
+
+ def decode(self, preds):
+ output = []
+ for cnt, pred in enumerate(preds.split('\n')):
+ used_o_cnt = 0
+ full_pred = pred.strip()
+ for o_style in OUTPUT_STYLE_SET:
+ if o_style in self.output_style:
+ if o_style == 'trigger:sentence':
+ if used_o_cnt == cnt:
+ try:
+ triggers = full_pred.split('Event trigger is ', 1)[1]
+ triggers = triggers.split(' and ')
+ for t_cnt, t in enumerate(triggers):
+ if t != '<Trigger>':
+ output.append((t, self.event_type, {'tri counter': t_cnt})) # (text, type, kwargs)
+ except:
+ pass
+ used_o_cnt += 1
+ if o_style == 'argument:sentence':
+ if used_o_cnt == cnt:
+ try:
+ for a_cnt, prediction in enumerate(full_pred.split(' <sep> ')):
+ org = prediction.split(' dissolved.', 1)[0]
+ org = org.split(' and ')
+ for arg in org:
+ if arg != ROLE_PH_MAP['Org']:
+ output.append((arg, 'Org', {'cor tri cnt': a_cnt}))
+ except:
+ pass
+ used_o_cnt += 1
+
+ return output
+
+class Conflict_Attack(event_template):
+
+ def __init__(self, input_style, output_style, passage, event_type, gold_event=None):
+ super().__init__(input_style, output_style, passage, event_type, gold_event)
+
+ @classmethod
+ def get_keywords(self):
+ return ['war', 'attack', 'terrorism']
+
+ def get_output_template(self):
+ output_template = ''
+ for o_style in OUTPUT_STYLE_SET:
+ if o_style in self.output_style:
+ if o_style == 'trigger:sentence':
+ output_template += ' \n {}'.format('Event trigger is <Trigger>')
+ if o_style == 'argument:sentence':
+ output_template += ' \n {}'.format('some attacker attacked some facility, someone, or some organization by some way in somewhere.')
+ return ('\n'.join(output_template.split('\n')[1:])).strip()
+
+ def generate_input_str(self, query_trigger):
+ input_str = self.passage
+ for i_style in INPUT_STYLE_SET:
+ if i_style in self.input_style:
+ if i_style == 'event_type':
+ input_str += ' \n {}'.format('conflict event, attack sub-type')
+ if i_style == 'event_type_sent':
+ input_str += ' \n {}'.format('The event is related to conflict and some violent physical act.')
+ if i_style == 'keywords':
+ input_str += ' \n Similar triggers such as {}'.format(', '.join(self.get_keywords()))
+ if i_style == 'triggers':
+ input_str += ' \n The event trigger word is {}'.format(query_trigger)
+ if i_style == 'template':
+ input_str += ' \n {}'.format(self.output_template)
+
+ return input_str
+
+ def generate_output_str(self, query_trigger):
+ assert self.gold_event is not None
+ output_str = ''
+ gold_sample = False
+ for o_style in OUTPUT_STYLE_SET:
+ if o_style in self.output_style:
+ if o_style == 'trigger:sentence':
+ if self.trigger_text != '':
+ output_str += ' \n Event trigger is {}'.format(self.trigger_text)
+ gold_sample = True
+ else:
+ output_str += ' \n Event trigger is <Trigger>'
+ if o_style == 'argument:sentence':
+ output_texts = []
+ for argu in self.arguments:
+ attacker_list = []
+ if "Attacker" in argu.keys():
+ attacker_list.extend([ a['argument text'] for a in argu['Attacker']])
+ if "Agent" in argu.keys():
+ attacker_list.extend([ a['argument text'] for a in argu['Agent']])
+ filler = (
+ " and ".join(attacker_list) if len(attacker_list)>0 else ROLE_PH_MAP['Attacker'],
+ " and ".join([ a['argument text'] for a in argu['Target']]) if "Target" in argu.keys() else ROLE_PH_MAP['Target'],
+ " and ".join([ a['argument text'] for a in argu['Instrument']]) if "Instrument" in argu.keys() else ROLE_PH_MAP['Instrument'],
+ " and ".join([ a['argument text'] for a in argu['Place']]) if "Place" in argu.keys() else ROLE_PH_MAP['Place']
+ )
+ output_texts.append("{} attacked {} by {} in {}.".format(*filler))
+ gold_sample = True
+ output_str += ' \n {}'.format(' <sep> '.join(output_texts))
+
+ output_str = ('\n'.join(output_str.split('\n')[1:])).strip()
+ return (output_str, gold_sample)
+
+ def decode(self, preds):
+ output = []
+ for cnt, pred in enumerate(preds.split('\n')):
+ used_o_cnt = 0
+ full_pred = pred.strip()
+ for o_style in OUTPUT_STYLE_SET:
+ if o_style in self.output_style:
+ if o_style == 'trigger:sentence':
+ if used_o_cnt == cnt:
+ try:
+ triggers = full_pred.split('Event trigger is ', 1)[1]
+ triggers = triggers.split(' and ')
+ for t_cnt, t in enumerate(triggers):
+ if t != '<Trigger>':
+ output.append((t, self.event_type, {'tri counter': t_cnt})) # (text, type, kwargs)
+ except Exception as e:
+ #print(e)
+ pass
+ used_o_cnt += 1
+ if o_style == 'argument:sentence':
+ if used_o_cnt == cnt:
+ try:
+ for a_cnt, prediction in enumerate(full_pred.split(' <sep> ')):
+ attack = prediction.split(' attacked ', 1)[0]
+ attack = attack.split(' and ')
+ remain = prediction.split(' attacked ', 1)[1]
+
+ target = remain.split(' by ', 1)[0]
+ target = target.split(' and ')
+ remain = remain.split(' by ', 1)[1]
+
+ instrument = remain.split(' in ', 1)[0]
+ instrument = instrument.split(' and ')
+ remain = remain.split(' in ', 1)[1]
+
+ place = remain.rsplit('.',1)[0]
+ place = place.split(' and ')
+ for arg in attack:
+ if arg != ROLE_PH_MAP['Attacker']:
+ output.append((arg, 'Attacker', {'cor tri cnt': a_cnt}))
+ for arg in target:
+ if arg != ROLE_PH_MAP['Target']:
+ output.append((arg, 'Target', {'cor tri cnt': a_cnt}))
+ for arg in instrument:
+ if arg != ROLE_PH_MAP['Instrument']:
+ output.append((arg, 'Instrument', {'cor tri cnt': a_cnt}))
+ for arg in place:
+ if arg != ROLE_PH_MAP['Place']:
+ output.append((arg, 'Place', {'cor tri cnt': a_cnt}))
+ except:
+ pass
+ used_o_cnt += 1
+
+ return output
+
+class Conflict_Demonstrate(event_template):
+ def __init__(self, input_style, output_style, passage, event_type, gold_event=None):
+ super().__init__(input_style, output_style, passage, event_type, gold_event)
+
+ @classmethod
+ def get_keywords(self):
+ return ['riot', 'protest', 'demonstrate']
+
+ def get_output_template(self):
+ output_template = ''
+ for o_style in OUTPUT_STYLE_SET:
+ if o_style in self.output_style:
+ if o_style == 'trigger:sentence':
+ output_template += ' \n {}'.format('Event trigger is <Trigger>')
+ if o_style == 'argument:sentence':
+ output_template += ' \n {}'.format('some people or some organization protest at somewhere.')
+ return ('\n'.join(output_template.split('\n')[1:])).strip()
+
+ def generate_input_str(self, query_trigger):
+ input_str = self.passage
+ for i_style in INPUT_STYLE_SET:
+ if i_style in self.input_style:
+ if i_style == 'event_type':
+ input_str += ' \n {}'.format('conflict event, demonstrate sub-type')
+ if i_style == 'event_type_sent':
+ input_str += ' \n {}'.format('The event is related to a large number of people coming together to protest.')
+ if i_style == 'keywords':
+ input_str += ' \n Similar triggers such as {}'.format(', '.join(self.get_keywords()))
+ if i_style == 'triggers':
+ input_str += ' \n The event trigger word is {}'.format(query_trigger)
+ if i_style == 'template':
+ input_str += ' \n {}'.format(self.output_template)
+
+ return input_str
+
+ def generate_output_str(self, query_trigger):
+ assert self.gold_event is not None
+ output_str = ''
+ gold_sample = False
+ for o_style in OUTPUT_STYLE_SET:
+ if o_style in self.output_style:
+ if o_style == 'trigger:sentence':
+ if self.trigger_text != '':
+ output_str += ' \n Event trigger is {}'.format(self.trigger_text)
+ gold_sample = True
+ else:
+ output_str += ' \n Event trigger is <Trigger>'
+ if o_style == 'argument:sentence':
+ output_texts = []
+ for argu in self.arguments:
+ filler = (
+ " and ".join([ a['argument text'] for a in argu['Entity']]) if "Entity" in argu.keys() else ROLE_PH_MAP['Entity'],
+ " and ".join([ a['argument text'] for a in argu['Place']]) if "Place" in argu.keys() else ROLE_PH_MAP['Place']
+ )
+ output_texts.append("{} protest at {}.".format(*filler))
+ gold_sample = True
+ output_str += ' \n {}'.format(' <sep> '.join(output_texts))
+ output_str = ('\n'.join(output_str.split('\n')[1:])).strip()
+ return (output_str, gold_sample)
+
+ def decode(self, preds):
+ output = []
+ for cnt, pred in enumerate(preds.split('\n')):
+ used_o_cnt = 0
+ full_pred = pred.strip()
+ for o_style in OUTPUT_STYLE_SET:
+ if o_style in self.output_style:
+ if o_style == 'trigger:sentence':
+ if used_o_cnt == cnt:
+ try:
+ triggers = full_pred.split('Event trigger is ', 1)[1]
+ triggers = triggers.split(' and ')
+ for t_cnt, t in enumerate(triggers):
+ if t != '<Trigger>':
+ output.append((t, self.event_type, {'tri counter': t_cnt})) # (text, type, kwargs)
+ except:
+ pass
+ used_o_cnt += 1
+ if o_style == 'argument:sentence':
+ if used_o_cnt == cnt:
+ try:
+ for a_cnt, prediction in enumerate(full_pred.split(' <sep> ')):
+ entity = prediction.split(' protest at ', 1)[0]
+ entity = entity.split(' and ')
+ remain = prediction.split(' protest at ', 1)[1]
+
+ place = remain.rsplit('.',1)[0]
+ place = place.split(' and ')
+ for arg in entity:
+ if arg != ROLE_PH_MAP['Entity']:
+ output.append((arg, 'Entity', {'cor tri cnt': a_cnt}))
+ for arg in place:
+ if arg != ROLE_PH_MAP['Place']:
+ output.append((arg, 'Place', {'cor tri cnt': a_cnt}))
+ except:
+ pass
+ used_o_cnt += 1
+
+ return output
+
+class Contact_Meet(event_template):
+ def __init__(self, input_style, output_style, passage, event_type, gold_event=None):
+ super().__init__(input_style, output_style, passage, event_type, gold_event)
+
+ @classmethod
+ def get_keywords(self):
+ return ['meeting', 'met', 'summit']
+
+ def get_output_template(self):
+ output_template = ''
+ for o_style in OUTPUT_STYLE_SET:
+ if o_style in self.output_style:
+ if o_style == 'trigger:sentence':
+ output_template += ' \n {}'.format('Event trigger is <Trigger>')
+ if o_style == 'argument:sentence':
+ output_template += ' \n {}'.format('some people or some organization met at somewhere.')
+ return ('\n'.join(output_template.split('\n')[1:])).strip()
+
+ def generate_input_str(self, query_trigger):
+ input_str = self.passage
+ for i_style in INPUT_STYLE_SET:
+ if i_style in self.input_style:
+ if i_style == 'event_type':
+ input_str += ' \n {}'.format('contact event, meet sub-type')
+ if i_style == 'event_type_sent':
+ input_str += ' \n {}'.format('The event is related to a group of people meeting and interacting with one another face-to-face.')
+ if i_style == 'keywords':
+ input_str += ' \n Similar triggers such as {}'.format(', '.join(self.get_keywords()))
+ if i_style == 'triggers':
+ input_str += ' \n The event trigger word is {}'.format(query_trigger)
+ if i_style == 'template':
+ input_str += ' \n {}'.format(self.output_template)
+
+ return input_str
+
+ def generate_output_str(self, query_trigger):
+ assert self.gold_event is not None
+ output_str = ''
+ gold_sample = False
+ for o_style in OUTPUT_STYLE_SET:
+ if o_style in self.output_style:
+ if o_style == 'trigger:sentence':
+ if self.trigger_text != '':
+ output_str += ' \n Event trigger is {}'.format(self.trigger_text)
+ gold_sample = True
+ else:
+ output_str += ' \n Event trigger is <Trigger>'
+ if o_style == 'argument:sentence':
+ output_texts = []
+ for argu in self.arguments:
+ filler = (
+ " and ".join([ a['argument text'] for a in argu['Entity']]) if "Entity" in argu.keys() else ROLE_PH_MAP['Entity'],
+ " and ".join([ a['argument text'] for a in argu['Place']]) if "Place" in argu.keys() else ROLE_PH_MAP['Place']
+ )
+ output_texts.append("{} met at {}.".format(*filler))
+ gold_sample = True
+ output_str += ' \n {}'.format(' <sep> '.join(output_texts))
+
+ output_str = ('\n'.join(output_str.split('\n')[1:])).strip()
+ return (output_str, gold_sample)
+
+ def decode(self, preds):
+ output = []
+ for cnt, pred in enumerate(preds.split('\n')):
+ used_o_cnt = 0
+ full_pred = pred.strip()
+ for o_style in OUTPUT_STYLE_SET:
+ if o_style in self.output_style:
+ if o_style == 'trigger:sentence':
+ if used_o_cnt == cnt:
+ try:
+ triggers = full_pred.split('Event trigger is ', 1)[1]
+ triggers = triggers.split(' and ')
+ for t_cnt, t in enumerate(triggers):
+ if t != '<Trigger>':
+ output.append((t, self.event_type, {'tri counter': t_cnt})) # (text, type, kwargs)
+ except:
+ pass
+ used_o_cnt += 1
+ if o_style == 'argument:sentence':
+ if used_o_cnt == cnt:
+ try:
+ for a_cnt, prediction in enumerate(full_pred.split(' <sep> ')):
+ entity = prediction.split(' met at ', 1)[0]
+ entity = entity.split(' and ')
+ remain = prediction.split(' met at ', 1)[1]
+
+ place = remain.rsplit('.',1)[0]
+ place = place.split(' and ')
+ for arg in entity:
+ if arg != ROLE_PH_MAP['Entity']:
+ output.append((arg, 'Entity', {'cor tri cnt': a_cnt}))
+ for arg in place:
+ if arg != ROLE_PH_MAP['Place']:
+ output.append((arg, 'Place', {'cor tri cnt': a_cnt}))
+ except:
+ pass
+ used_o_cnt += 1
+
+ return output
+
+class Contact_Correspondence(event_template):
+ def __init__(self, input_style, output_style, passage, event_type, gold_event=None):
+ super().__init__(input_style, output_style, passage, event_type, gold_event)
+
+ @classmethod
+ def get_keywords(self):
+ return ['call', 'teleconference', 'e-mail']
+
+ def get_output_template(self):
+ output_template = ''
+ for o_style in OUTPUT_STYLE_SET:
+ if o_style in self.output_style:
+ if o_style == 'trigger:sentence':
+ output_template += ' \n {}'.format('Event trigger is <Trigger>')
+ if o_style == 'argument:sentence':
+ output_template += ' \n {}'.format('some people or some organization contacted each other at somewhere.')
+ return ('\n'.join(output_template.split('\n')[1:])).strip()
+
+ def generate_input_str(self, query_trigger):
+ input_str = self.passage
+ for i_style in INPUT_STYLE_SET:
+ if i_style in self.input_style:
+ if i_style == 'event_type':
+ input_str += ' \n {}'.format('contact event, correspondence sub-type')
+ if i_style == 'event_type_sent':
+ input_str += ' \n {}'.format('The event happens when a face‐to‐face meeting between sender and receiver is not explicitly stated. This includes written, phone, or electronic communication.')
+ if i_style == 'keywords':
+ input_str += ' \n Similar triggers such as {}'.format(', '.join(self.get_keywords()))
+ if i_style == 'triggers':
+ input_str += ' \n The event trigger word is {}'.format(query_trigger)
+ if i_style == 'template':
+ input_str += ' \n {}'.format(self.output_template)
+
+ return input_str
+
+ def generate_output_str(self, query_trigger):
+ assert self.gold_event is not None
+ output_str = ''
+ gold_sample = False
+ for o_style in OUTPUT_STYLE_SET:
+ if o_style in self.output_style:
+ if o_style == 'trigger:sentence':
+ if self.trigger_text != '':
+ output_str += ' \n Event trigger is {}'.format(self.trigger_text)
+ gold_sample = True
+ else:
+ output_str += ' \n Event trigger is <Trigger>'
+ if o_style == 'argument:sentence':
+ output_texts = []
+ for argu in self.arguments:
+ filler = (
+ " and ".join([ a['argument text'] for a in argu['Entity']]) if "Entity" in argu.keys() else ROLE_PH_MAP['Entity'],
+ " and ".join([ a['argument text'] for a in argu['Place']]) if "Place" in argu.keys() else ROLE_PH_MAP['Place']
+ )
+ output_texts.append("{} contacted each other at {}.".format(*filler))
+ gold_sample = True
+ output_str += ' \n {}'.format(' <sep> '.join(output_texts))
+
+ output_str = ('\n'.join(output_str.split('\n')[1:])).strip()
+ return (output_str, gold_sample)
+
+ def decode(self, preds):
+ output = []
+ for cnt, pred in enumerate(preds.split('\n')):
+ used_o_cnt = 0
+ full_pred = pred.strip()
+ for o_style in OUTPUT_STYLE_SET:
+ if o_style in self.output_style:
+ if o_style == 'trigger:sentence':
+ if used_o_cnt == cnt:
+ try:
+ triggers = full_pred.split('Event trigger is ', 1)[1]
+ triggers = triggers.split(' and ')
+ for t_cnt, t in enumerate(triggers):
+ if t != '<Trigger>':
+ output.append((t, self.event_type, {'tri counter': t_cnt})) # (text, type, kwargs)
+ except:
+ pass
+ used_o_cnt += 1
+ if o_style == 'argument:sentence':
+ if used_o_cnt == cnt:
+ try:
+ for a_cnt, prediction in enumerate(full_pred.split(' <sep> ')):
+ entity = prediction.split(' contacted each other at ', 1)[0]
+ entity = entity.split(' and ')
+ remain = prediction.split(' contacted each other at ', 1)[1]
+
+ place = remain.rsplit('.',1)[0]
+ place = place.split(' and ')
+ for arg in entity:
+ if arg != ROLE_PH_MAP['Entity']:
+ output.append((arg, 'Entity', {'cor tri cnt': a_cnt}))
+ for arg in place:
+ if arg != ROLE_PH_MAP['Place']:
+ output.append((arg, 'Place', {'cor tri cnt': a_cnt}))
+ except:
+ pass
+ used_o_cnt += 1
+
+ return output
+
+class Contact_Broadcast(event_template):
+ def __init__(self, input_style, output_style, passage, event_type, gold_event=None):
+ super().__init__(input_style, output_style, passage, event_type, gold_event)
+
+ @classmethod
+ def get_keywords(self):
+ return ['statement', 'announce', 'say']
+
+ def get_output_template(self):
+ output_template = ''
+ for o_style in OUTPUT_STYLE_SET:
+ if o_style in self.output_style:
+ if o_style == 'trigger:sentence':
+ output_template += ' \n {}'.format('Event trigger is <Trigger>')
+ if o_style == 'argument:sentence':
+ output_template += ' \n {}'.format('some people or some organization made announcement to some publicity at somewhere.')
+ return ('\n'.join(output_template.split('\n')[1:])).strip()
+
+ def generate_input_str(self, query_trigger):
+ input_str = self.passage
+ for i_style in INPUT_STYLE_SET:
+ if i_style in self.input_style:
+ if i_style == 'event_type':
+ input_str += ' \n {}'.format('contact event, broadcast sub-type')
+ if i_style == 'event_type_sent':
+ input_str += ' \n {}'.format('The event happens when a person or an organization contact with the media and other publicity or announcement conference.')
+ if i_style == 'keywords':
+ input_str += ' \n Similar triggers such as {}'.format(', '.join(self.get_keywords()))
+ if i_style == 'triggers':
+ input_str += ' \n The event trigger word is {}'.format(query_trigger)
+ if i_style == 'template':
+ input_str += ' \n {}'.format(self.output_template)
+
+ return input_str
+
+ def generate_output_str(self, query_trigger):
+ assert self.gold_event is not None
+ output_str = ''
+ gold_sample = False
+ for o_style in OUTPUT_STYLE_SET:
+ if o_style in self.output_style:
+ if o_style == 'trigger:sentence':
+ if self.trigger_text != '':
+ output_str += ' \n Event trigger is {}'.format(self.trigger_text)
+ gold_sample = True
+ else:
+ output_str += ' \n Event trigger is <Trigger>'
+ if o_style == 'argument:sentence':
+ output_texts = []
+ for argu in self.arguments:
+ filler = (
+ " and ".join([ a['argument text'] for a in argu['Entity']]) if "Entity" in argu.keys() else ROLE_PH_MAP['Entity'],
+ " and ".join([ a['argument text'] for a in argu['Audience']]) if "Audience" in argu.keys() else ROLE_PH_MAP['Audience'],
+ " and ".join([ a['argument text'] for a in argu['Place']]) if "Place" in argu.keys() else ROLE_PH_MAP['Place']
+ )
+ output_texts.append("{} made announcement to {} at {}.".format(*filler))
+ gold_sample = True
+ output_str += ' \n {}'.format(' <sep> '.join(output_texts))
+
+ output_str = ('\n'.join(output_str.split('\n')[1:])).strip()
+ return (output_str, gold_sample)
+
+ def decode(self, preds):
+ output = []
+ for cnt, pred in enumerate(preds.split('\n')):
+ used_o_cnt = 0
+ full_pred = pred.strip()
+ for o_style in OUTPUT_STYLE_SET:
+ if o_style in self.output_style:
+ if o_style == 'trigger:sentence':
+ if used_o_cnt == cnt:
+ try:
+ triggers = full_pred.split('Event trigger is ', 1)[1]
+ triggers = triggers.split(' and ')
+ for t_cnt, t in enumerate(triggers):
+ if t != '<Trigger>':
+ output.append((t, self.event_type, {'tri counter': t_cnt})) # (text, type, kwargs)
+ except:
+ pass
+ used_o_cnt += 1
+ if o_style == 'argument:sentence':
+ if used_o_cnt == cnt:
+ try:
+ for a_cnt, prediction in enumerate(full_pred.split(' <sep> ')):
+ entity = prediction.split(' made announcement to ', 1)[0]
+ entity = entity.split(' and ')
+ remain = prediction.split(' made announcement to ', 1)[1]
+
+ audience = remain.split(' at ', 1)[0]
+ audience = audience.split(' and ')
+ remain = remain.split(' at ', 1)[1]
+
+ place = remain.rsplit('.',1)[0]
+ place = place.split(' and ')
+ for arg in entity:
+ if arg != ROLE_PH_MAP['Entity']:
+ output.append((arg, 'Entity', {'cor tri cnt': a_cnt}))
+ for arg in audience:
+ if arg != ROLE_PH_MAP['Audience']:
+ output.append((arg, 'Audience', {'cor tri cnt': a_cnt}))
+ for arg in place:
+ if arg != ROLE_PH_MAP['Place']:
+ output.append((arg, 'Place', {'cor tri cnt': a_cnt}))
+ except:
+ pass
+ used_o_cnt += 1
+
+ return output
+
+class Contact_Contact(event_template):
+ def __init__(self, input_style, output_style, passage, event_type, gold_event=None):
+ super().__init__(input_style, output_style, passage, event_type, gold_event)
+
+ @classmethod
+ def get_keywords(self):
+ return ['said', 'talk', 'tell']
+
+ def get_output_template(self):
+ output_template = ''
+ for o_style in OUTPUT_STYLE_SET:
+ if o_style in self.output_style:
+ if o_style == 'trigger:sentence':
+ output_template += ' \n {}'.format('Event trigger is <Trigger>')
+ if o_style == 'argument:sentence':
+ output_template += ' \n {}'.format('some people or some organization talked to each other at somewhere.')
+ return ('\n'.join(output_template.split('\n')[1:])).strip()
+
+ def generate_input_str(self, query_trigger):
+ input_str = self.passage
+ for i_style in INPUT_STYLE_SET:
+ if i_style in self.input_style:
+ if i_style == 'event_type':
+ input_str += ' \n {}'.format('contact event, contact sub-type')
+ if i_style == 'event_type_sent':
+ input_str += ' \n {}'.format('The event happens when there is no explicit mention of contact ways of communication.')
+ if i_style == 'keywords':
+ input_str += ' \n Similar triggers such as {}'.format(', '.join(self.get_keywords()))
+ if i_style == 'triggers':
+ input_str += ' \n The event trigger word is {}'.format(query_trigger)
+ if i_style == 'template':
+ input_str += ' \n {}'.format(self.output_template)
+
+ return input_str
+
+ def generate_output_str(self, query_trigger):
+ assert self.gold_event is not None
+ output_str = ''
+ gold_sample = False
+ for o_style in OUTPUT_STYLE_SET:
+ if o_style in self.output_style:
+ if o_style == 'trigger:sentence':
+ if self.trigger_text != '':
+ output_str += ' \n Event trigger is {}'.format(self.trigger_text)
+ gold_sample = True
+ else:
+ output_str += ' \n Event trigger is <Trigger>'
+ if o_style == 'argument:sentence':
+ output_texts = []
+ for argu in self.arguments:
+ filler = (
+ " and ".join([ a['argument text'] for a in argu['Entity']]) if "Entity" in argu.keys() else ROLE_PH_MAP['Entity'],
+ " and ".join([ a['argument text'] for a in argu['Place']]) if "Place" in argu.keys() else ROLE_PH_MAP['Place']
+ )
+ output_texts.append("{} talked to each other at {}.".format(*filler))
+ gold_sample = True
+ output_str += ' \n {}'.format(' <sep> '.join(output_texts))
+
+ output_str = ('\n'.join(output_str.split('\n')[1:])).strip()
+ return (output_str, gold_sample)
+
+ def decode(self, preds):
+ output = []
+ for cnt, pred in enumerate(preds.split('\n')):
+ used_o_cnt = 0
+ full_pred = pred.strip()
+ for o_style in OUTPUT_STYLE_SET:
+ if o_style in self.output_style:
+ if o_style == 'trigger:sentence':
+ if used_o_cnt == cnt:
+ try:
+ triggers = full_pred.split('Event trigger is ', 1)[1]
+ triggers = triggers.split(' and ')
+ for t_cnt, t in enumerate(triggers):
+ if t != '<Trigger>':
+ output.append((t, self.event_type, {'tri counter': t_cnt})) # (text, type, kwargs)
+ except:
+ pass
+ used_o_cnt += 1
+ if o_style == 'argument:sentence':
+ if used_o_cnt == cnt:
+ try:
+ for a_cnt, prediction in enumerate(full_pred.split(' <sep> ')):
+ entity = prediction.split(' talked to each other at ', 1)[0]
+ entity = entity.split(' and ')
+ remain = prediction.split(' talked to each other at ', 1)[1]
+
+ place = remain.rsplit('.',1)[0]
+ place = place.split(' and ')
+ for arg in entity:
+ if arg != ROLE_PH_MAP['Entity']:
+ output.append((arg, 'Entity', {'cor tri cnt': a_cnt}))
+ for arg in place:
+ if arg != ROLE_PH_MAP['Place']:
+ output.append((arg, 'Place', {'cor tri cnt': a_cnt}))
+ except:
+ pass
+ used_o_cnt += 1
+
+ return output
+
+class Manufacture_Artifact(event_template):
+ def __init__(self, input_style, output_style, passage, event_type, gold_event=None):
+ super().__init__(input_style, output_style, passage, event_type, gold_event)
+
+ @classmethod
+ def get_keywords(self):
+ return ['develop', 'produce', 'construct']
+
+ def get_output_template(self):
+ output_template = ''
+ for o_style in OUTPUT_STYLE_SET:
+ if o_style in self.output_style:
+ if o_style == 'trigger:sentence':
+ output_template += ' \n {}'.format('Event trigger is <Trigger>')
+ if o_style == 'argument:sentence':
+ output_template += ' \n {}'.format('something was built by somebody or some organization in somewhere.')
+ return ('\n'.join(output_template.split('\n')[1:])).strip()
+
+ def generate_input_str(self, query_trigger):
+ input_str = self.passage
+ for i_style in INPUT_STYLE_SET:
+ if i_style in self.input_style:
+ if i_style == 'event_type':
+ input_str += ' \n {}'.format('manufacture event, artifact sub-type')
+ if i_style == 'event_type_sent':
+ input_str += ' \n {}'.format('The event occurs whenever a person or an organization builds or manufactures a facility or a weapon, etc.')
+ if i_style == 'keywords':
+ input_str += ' \n Similar triggers such as {}'.format(', '.join(self.get_keywords()))
+ if i_style == 'triggers':
+ input_str += ' \n The event trigger word is {}'.format(query_trigger)
+ if i_style == 'template':
+ input_str += ' \n {}'.format(self.output_template)
+
+ return input_str
+
+ def generate_output_str(self, query_trigger):
+ assert self.gold_event is not None
+ output_str = ''
+ gold_sample = False
+ for o_style in OUTPUT_STYLE_SET:
+ if o_style in self.output_style:
+ if o_style == 'trigger:sentence':
+ if self.trigger_text != '':
+ output_str += ' \n Event trigger is {}'.format(self.trigger_text)
+ gold_sample = True
+ else:
+ output_str += ' \n Event trigger is <Trigger>'
+ if o_style == 'argument:sentence':
+ output_texts = []
+ for argu in self.arguments:
+ filler = (
+ " and ".join([ a['argument text'] for a in argu['Artifact']]) if "Artifact" in argu.keys() else ROLE_PH_MAP['Artifact'],
+ " and ".join([ a['argument text'] for a in argu['Agent']]) if "Agent" in argu.keys() else ROLE_PH_MAP['Agent'],
+ " and ".join([ a['argument text'] for a in argu['Place']]) if "Place" in argu.keys() else ROLE_PH_MAP['Place']
+ )
+ output_texts.append("{} was built by {} in {}.".format(*filler))
+ gold_sample = True
+ output_str += ' \n {}'.format(' <sep> '.join(output_texts))
+
+ output_str = ('\n'.join(output_str.split('\n')[1:])).strip()
+ return (output_str, gold_sample)
+
+ def decode(self, preds):
+ output = []
+ for cnt, pred in enumerate(preds.split('\n')):
+ used_o_cnt = 0
+ full_pred = pred.strip()
+ for o_style in OUTPUT_STYLE_SET:
+ if o_style in self.output_style:
+ if o_style == 'trigger:sentence':
+ if used_o_cnt == cnt:
+ try:
+ triggers = full_pred.split('Event trigger is ', 1)[1]
+ triggers = triggers.split(' and ')
+ for t_cnt, t in enumerate(triggers):
+ if t != '<Trigger>':
+ output.append((t, self.event_type, {'tri counter': t_cnt})) # (text, type, kwargs)
+ except:
+ pass
+ used_o_cnt += 1
+ if o_style == 'argument:sentence':
+ if used_o_cnt == cnt:
+ try:
+ for a_cnt, prediction in enumerate(full_pred.split(' <sep> ')):
+ artifact = prediction.split(' was built by ', 1)[0]
+ artifact = artifact.split(' and ')
+ remain = prediction.split(' was built by ', 1)[1]
+
+ agent = remain.split(' in ', 1)[0]
+ agent = agent.split(' and ')
+ remain = remain.split(' in ', 1)[1]
+
+ place = remain.rsplit('.', 1)[0]
+ place = place.split(' and ')
+
+ for arg in agent:
+ if arg != ROLE_PH_MAP['Agent']:
+ output.append((arg, 'Agent', {'cor tri cnt': a_cnt}))
+ for arg in artifact:
+ if arg != ROLE_PH_MAP['Artifact']:
+ output.append((arg, 'Artifact', {'cor tri cnt': a_cnt}))
+ for arg in place:
+ if arg != ROLE_PH_MAP['Place']:
+ output.append((arg, 'Place', {'cor tri cnt': a_cnt}))
+ except Exception as e:
+ pass
+ used_o_cnt += 1
+
+ return output
+
+class Personnel_Start_Position(event_template):
+
+ def __init__(self, input_style, output_style, passage, event_type, gold_event=None):
+ super().__init__(input_style, output_style, passage, event_type, gold_event)
+
+ @classmethod
+ def get_keywords(self):
+ return ['hire', 'appoint', 'join']
+
+ def get_output_template(self):
+ output_template = ''
+ for o_style in OUTPUT_STYLE_SET:
+ if o_style in self.output_style:
+ if o_style == 'trigger:sentence':
+ output_template += ' \n {}'.format('Event trigger is <Trigger>')
+ if o_style == 'argument:sentence':
+ output_template += ' \n {}'.format('somebody got new job and was hired by some people or some organization in somewhere.')
+ return ('\n'.join(output_template.split('\n')[1:])).strip()
+
+ def generate_input_str(self, query_trigger):
+ input_str = self.passage
+ for i_style in INPUT_STYLE_SET:
+ if i_style in self.input_style:
+ if i_style == 'event_type':
+ input_str += ' \n {}'.format('personnel event, start position sub-type')
+ if i_style == 'event_type_sent':
+ input_str += ' \n {}'.format('The event is related to a person begins working for an organization or a hiring manager.')
+ if i_style == 'keywords':
+ input_str += ' \n Similar triggers such as {}'.format(', '.join(self.get_keywords()))
+ if i_style == 'triggers':
+ input_str += ' \n The event trigger word is {}'.format(query_trigger)
+ if i_style == 'template':
+ input_str += ' \n {}'.format(self.output_template)
+
+ return input_str
+
+ def generate_output_str(self, query_trigger):
+ assert self.gold_event is not None
+ output_str = ''
+ gold_sample = False
+ for o_style in OUTPUT_STYLE_SET:
+ if o_style in self.output_style:
+ if o_style == 'trigger:sentence':
+ if self.trigger_text != '':
+ output_str += ' \n Event trigger is {}'.format(self.trigger_text)
+ gold_sample = True
+ else:
+ output_str += ' \n Event trigger is <Trigger>'
+ if o_style == 'argument:sentence':
+ output_texts = []
+ for argu in self.arguments:
+ filler = (
+ " and ".join([ a['argument text'] for a in argu['Person']]) if "Person" in argu.keys() else ROLE_PH_MAP['Person'],
+ " and ".join([ a['argument text'] for a in argu['Entity']]) if "Entity" in argu.keys() else ROLE_PH_MAP['Entity'],
+ " and ".join([ a['argument text'] for a in argu['Place']]) if "Place" in argu.keys() else ROLE_PH_MAP['Place']
+ )
+ output_texts.append("{} got new job and was hired by {} in {}.".format(*filler))
+ gold_sample = True
+ output_str += ' \n {}'.format(' <sep> '.join(output_texts))
+ output_str = ('\n'.join(output_str.split('\n')[1:])).strip()
+ return (output_str, gold_sample)
+
+ def decode(self, preds):
+ output = []
+ for cnt, pred in enumerate(preds.split('\n')):
+ used_o_cnt = 0
+ full_pred = pred.strip()
+ for o_style in OUTPUT_STYLE_SET:
+ if o_style in self.output_style:
+ if o_style == 'trigger:sentence':
+ if used_o_cnt == cnt:
+ try:
+ triggers = full_pred.split('Event trigger is ', 1)[1]
+ triggers = triggers.split(' and ')
+ for t_cnt, t in enumerate(triggers):
+ if t != '<Trigger>':
+ output.append((t, self.event_type, {'tri counter': t_cnt})) # (text, type, kwargs)
+ except:
+ pass
+ used_o_cnt += 1
+ if o_style == 'argument:sentence':
+ if used_o_cnt == cnt:
+ try:
+ for a_cnt, prediction in enumerate(full_pred.split(' <sep> ')):
+ person = prediction.split(' got new job and was hired by ', 1)[0]
+ person = person.split(' and ')
+ remain = prediction.split(' got new job and was hired by ', 1)[1]
+
+ entity = remain.split(' in ', 1)[0]
+ entity = entity.split(' and ')
+ remain = remain.split(' in ', 1)[1]
+
+ place = remain.rsplit('.',1)[0]
+ place = place.split(' and ')
+ for arg in person:
+ if arg != ROLE_PH_MAP['Person']:
+ output.append((arg, 'Person', {'cor tri cnt': a_cnt}))
+ for arg in entity:
+ if arg != ROLE_PH_MAP['Entity']:
+ output.append((arg, 'Entity', {'cor tri cnt': a_cnt}))
+ for arg in place:
+ if arg != ROLE_PH_MAP['Place']:
+ output.append((arg, 'Place', {'cor tri cnt': a_cnt}))
+ except:
+ pass
+ used_o_cnt += 1
+ return output
+
+class Personnel_End_Position(event_template):
+
+ def __init__(self, input_style, output_style, passage, event_type, gold_event=None):
+ super().__init__(input_style, output_style, passage, event_type, gold_event)
+
+ @classmethod
+ def get_keywords(self):
+ return ['former', 'laid off', 'fired']
+
+ def get_output_template(self):
+ output_template = ''
+ for o_style in OUTPUT_STYLE_SET:
+ if o_style in self.output_style:
+ if o_style == 'trigger:sentence':
+ output_template += ' \n {}'.format('Event trigger is <Trigger>')
+ if o_style == 'argument:sentence':
+ output_template += ' \n {}'.format('somebody stopped working for some people or some organization at somewhere.')
+ return ('\n'.join(output_template.split('\n')[1:])).strip()
+
+ def generate_input_str(self, query_trigger):
+ input_str = self.passage
+ for i_style in INPUT_STYLE_SET:
+ if i_style in self.input_style:
+ if i_style == 'event_type':
+ input_str += ' \n {}'.format('personnel event, end position sub-type')
+ if i_style == 'event_type_sent':
+ input_str += ' \n {}'.format('The event is related to a person stops working for an organization or a hiring manager.')
+ if i_style == 'keywords':
+ input_str += ' \n Similar triggers such as {}'.format(', '.join(self.get_keywords()))
+ if i_style == 'triggers':
+ input_str += ' \n The event trigger word is {}'.format(query_trigger)
+ if i_style == 'template':
+ input_str += ' \n {}'.format(self.output_template)
+
+ return input_str
+
+ def generate_output_str(self, query_trigger):
+ assert self.gold_event is not None
+ output_str = ''
+ gold_sample = False
+ for o_style in OUTPUT_STYLE_SET:
+ if o_style in self.output_style:
+ if o_style == 'trigger:sentence':
+ if self.trigger_text != '':
+ output_str += ' \n Event trigger is {}'.format(self.trigger_text)
+ gold_sample = True
+ else:
+ output_str += ' \n Event trigger is <Trigger>'
+ if o_style == 'argument:sentence':
+ output_texts = []
+ for argu in self.arguments:
+ filler = (
+ " and ".join([ a['argument text'] for a in argu['Person']]) if "Person" in argu.keys() else ROLE_PH_MAP['Person'],
+ " and ".join([ a['argument text'] for a in argu['Entity']]) if "Entity" in argu.keys() else ROLE_PH_MAP['Entity'],
+ " and ".join([ a['argument text'] for a in argu['Place']]) if "Place" in argu.keys() else ROLE_PH_MAP['Place']
+ )
+ output_texts.append("{} stopped working for {} at {}.".format(*filler))
+ gold_sample = True
+ output_str += ' \n {}'.format(' <sep> '.join(output_texts))
+ output_str = ('\n'.join(output_str.split('\n')[1:])).strip()
+ return (output_str, gold_sample)
+
+ def decode(self, preds):
+ output = []
+ for cnt, pred in enumerate(preds.split('\n')):
+ used_o_cnt = 0
+ full_pred = pred.strip()
+ for o_style in OUTPUT_STYLE_SET:
+ if o_style in self.output_style:
+ if o_style == 'trigger:sentence':
+ if used_o_cnt == cnt:
+ try:
+ triggers = full_pred.split('Event trigger is ', 1)[1]
+ triggers = triggers.split(' and ')
+ for t_cnt, t in enumerate(triggers):
+ if t != '<Trigger>':
+ output.append((t, self.event_type, {'tri counter': t_cnt})) # (text, type, kwargs)
+ except:
+ pass
+ used_o_cnt += 1
+ if o_style == 'argument:sentence':
+ if used_o_cnt == cnt:
+ try:
+ for a_cnt, prediction in enumerate(full_pred.split(' <sep> ')):
+ person = prediction.split(' stopped working for ', 1)[0]
+ person = person.split(' and ')
+ remain = prediction.split(' stopped working for ', 1)[1]
+
+ entity = remain.split(' at ', 1)[0]
+ entity = entity.split(' and ')
+ remain = remain.split(' at ', 1)[1]
+
+ place = remain.rsplit('.',1)[0]
+ place = place.split(' and ')
+ for arg in person:
+ if arg != ROLE_PH_MAP['Person']:
+ output.append((arg, 'Person', {'cor tri cnt': a_cnt}))
+ for arg in entity:
+ if arg != ROLE_PH_MAP['Entity']:
+ output.append((arg, 'Entity', {'cor tri cnt': a_cnt}))
+ for arg in place:
+ if arg != ROLE_PH_MAP['Place']:
+ output.append((arg, 'Place', {'cor tri cnt': a_cnt}))
+ except:
+ pass
+ used_o_cnt += 1
+ return output
+
+class Personnel_Nominate(event_template):
+
+ def __init__(self, input_style, output_style, passage, event_type, gold_event=None):
+ super().__init__(input_style, output_style, passage, event_type, gold_event)
+
+ @classmethod
+ def get_keywords(self):
+ return ['named', 'nomination', 'nominate']
+
+ def get_output_template(self):
+ output_template = ''
+ for o_style in OUTPUT_STYLE_SET:
+ if o_style in self.output_style:
+ if o_style == 'trigger:sentence':
+ output_template += ' \n {}'.format('Event trigger is <Trigger>')
+ if o_style == 'argument:sentence':
+ output_template += ' \n {}'.format('somebody was nominated by somebody or some organization to do a job.')
+ return ('\n'.join(output_template.split('\n')[1:])).strip()
+
+ def generate_input_str(self, query_trigger):
+ input_str = self.passage
+ for i_style in INPUT_STYLE_SET:
+ if i_style in self.input_style:
+ if i_style == 'event_type':
+ input_str += ' \n {}'.format('personnel event, nominate position sub-type')
+ if i_style == 'event_type_sent':
+ input_str += ' \n {}'.format('The event is related to a person being nominated for a position.')
+ if i_style == 'keywords':
+ input_str += ' \n Similar triggers such as {}'.format(', '.join(self.get_keywords()))
+ if i_style == 'triggers':
+ input_str += ' \n The event trigger word is {}'.format(query_trigger)
+ if i_style == 'template':
+ input_str += ' \n {}'.format(self.output_template)
+
+ return input_str
+
+ def generate_output_str(self, query_trigger):
+ assert self.gold_event is not None
+ output_str = ''
+ gold_sample = False
+ for o_style in OUTPUT_STYLE_SET:
+ if o_style in self.output_style:
+ if o_style == 'trigger:sentence':
+ if self.trigger_text != '':
+ output_str += ' \n Event trigger is {}'.format(self.trigger_text)
+ gold_sample = True
+ else:
+ output_str += ' \n Event trigger is <Trigger>'
+ if o_style == 'argument:sentence':
+ output_texts = []
+ for argu in self.arguments:
+ filler = (
+ " and ".join([ a['argument text'] for a in argu['Person']]) if "Person" in argu.keys() else ROLE_PH_MAP['Person'],
+ " and ".join([ a['argument text'] for a in argu['Agent']]) if "Agent" in argu.keys() else ROLE_PH_MAP['Agent']
+ )
+ output_texts.append("{} was nominated by {} to do a job.".format(*filler))
+ gold_sample = True
+ output_str += ' \n {}'.format(' <sep> '.join(output_texts))
+ output_str = ('\n'.join(output_str.split('\n')[1:])).strip()
+ return (output_str, gold_sample)
+
+ def decode(self, preds):
+ output = []
+ for cnt, pred in enumerate(preds.split('\n')):
+ used_o_cnt = 0
+ full_pred = pred.strip()
+ for o_style in OUTPUT_STYLE_SET:
+ if o_style in self.output_style:
+ if o_style == 'trigger:sentence':
+ if used_o_cnt == cnt:
+ try:
+ triggers = full_pred.split('Event trigger is ', 1)[1]
+ triggers = triggers.split(' and ')
+ for t_cnt, t in enumerate(triggers):
+ if t != '<Trigger>':
+ output.append((t, self.event_type, {'tri counter': t_cnt})) # (text, type, kwargs)
+ except:
+ pass
+ used_o_cnt += 1
+ if o_style == 'argument:sentence':
+ if used_o_cnt == cnt:
+ try:
+ for a_cnt, prediction in enumerate(full_pred.split(' <sep> ')):
+ person = prediction.split(' was nominated by ', 1)[0]
+ person = person.split(' and ')
+ remain = prediction.split(' was nominated by ', 1)[1]
+
+ agent = remain.rsplit(' to do a job.',1)[0]
+ agent = agent.split(' and ')
+ for arg in person:
+ if arg != ROLE_PH_MAP['Person']:
+ output.append((arg, 'Person', {'cor tri cnt': a_cnt}))
+ for arg in agent:
+ if arg != ROLE_PH_MAP['Agent']:
+ output.append((arg, 'Agent', {'cor tri cnt': a_cnt}))
+ except:
+ pass
+ used_o_cnt += 1
+ return output
+
+class Personnel_Elect(event_template):
+
+ def __init__(self, input_style, output_style, passage, event_type, gold_event=None):
+ super().__init__(input_style, output_style, passage, event_type, gold_event)
+
+ @classmethod
+ def get_keywords(self):
+ return ['election', 'elect', 'elected']
+
+ def get_output_template(self):
+ output_template = ''
+ for o_style in OUTPUT_STYLE_SET:
+ if o_style in self.output_style:
+ if o_style == 'trigger:sentence':
+ output_template += ' \n {}'.format('Event trigger is <Trigger>')
+ if o_style == 'argument:sentence':
+ output_template += ' \n {}'.format('somebody was elected a position, and the election was voted by somebody or some organization in somewhere.')
+ return ('\n'.join(output_template.split('\n')[1:])).strip()
+
+ def generate_input_str(self, query_trigger):
+ input_str = self.passage
+ for i_style in INPUT_STYLE_SET:
+ if i_style in self.input_style:
+ if i_style == 'event_type':
+ input_str += ' \n {}'.format('personnel event, elect position sub-type')
+ if i_style == 'event_type_sent':
+ input_str += ' \n {}'.format('The event is related to a candidate wins an election.')
+ if i_style == 'keywords':
+ input_str += ' \n Similar triggers such as {}'.format(', '.join(self.get_keywords()))
+ if i_style == 'triggers':
+ input_str += ' \n The event trigger word is {}'.format(query_trigger)
+ if i_style == 'template':
+ input_str += ' \n {}'.format(self.output_template)
+
+ return input_str
+
+ def generate_output_str(self, query_trigger):
+ assert self.gold_event is not None
+ output_str = ''
+ gold_sample = False
+ for o_style in OUTPUT_STYLE_SET:
+ if o_style in self.output_style:
+ if o_style == 'trigger:sentence':
+ if self.trigger_text != '':
+ output_str += ' \n Event trigger is {}'.format(self.trigger_text)
+ gold_sample = True
+ else:
+ output_str += ' \n Event trigger is <Trigger>'
+ if o_style == 'argument:sentence':
+ output_texts = []
+ for argu in self.arguments:
+ filler = (
+ " and ".join([ a['argument text'] for a in argu['Person']]) if "Person" in argu.keys() else ROLE_PH_MAP['Person'],
+ " and ".join([ a['argument text'] for a in argu['Agent']]) if "Agent" in argu.keys() else ROLE_PH_MAP['Agent'],
+ " and ".join([ a['argument text'] for a in argu['Place']]) if "Place" in argu.keys() else ROLE_PH_MAP['Place']
+ )
+ output_texts.append("{} was elected a position, and the election was voted by {} in {}.".format(*filler))
+ gold_sample = True
+ output_str += ' \n {}'.format(' <sep> '.join(output_texts))
+ output_str = ('\n'.join(output_str.split('\n')[1:])).strip()
+ return (output_str, gold_sample)
+
+ def decode(self, preds):
+ output = []
+ for cnt, pred in enumerate(preds.split('\n')):
+ used_o_cnt = 0
+ full_pred = pred.strip()
+ for o_style in OUTPUT_STYLE_SET:
+ if o_style in self.output_style:
+ if o_style == 'trigger:sentence':
+ if used_o_cnt == cnt:
+ try:
+ triggers = full_pred.split('Event trigger is ', 1)[1]
+ triggers = triggers.split(' and ')
+ for t_cnt, t in enumerate(triggers):
+ if t != '<Trigger>':
+ output.append((t, self.event_type, {'tri counter': t_cnt})) # (text, type, kwargs)
+ except:
+ pass
+ used_o_cnt += 1
+ if o_style == 'argument:sentence':
+ if used_o_cnt == cnt:
+ try:
+ for a_cnt, prediction in enumerate(full_pred.split(' <sep> ')):
+ person = prediction.split(' was elected a position, and the election was voted by ', 1)[0]
+ person = person.split(' and ')
+ remain = prediction.split(' was elected a position, and the election was voted by ', 1)[1]
+
+ entity = remain.split(' in ', 1)[0]
+ entity = entity.split(' and ')
+ remain = remain.split(' in ', 1)[1]
+
+ place = remain.rsplit('.',1)[0]
+ place = place.split(' and ')
+ for arg in person:
+ if arg != ROLE_PH_MAP['Person']:
+ output.append((arg, 'Person', {'cor tri cnt': a_cnt}))
+ for arg in entity:
+ if arg != ROLE_PH_MAP['Agent']:
+ output.append((arg, 'Agent', {'cor tri cnt': a_cnt}))
+ for arg in place:
+ if arg != ROLE_PH_MAP['Place']:
+ output.append((arg, 'Place', {'cor tri cnt': a_cnt}))
+ except:
+ pass
+ used_o_cnt += 1
+ return output
+
+class Justice_Arrest_Jail(event_template):
+
+ def __init__(self, input_style, output_style, passage, event_type, gold_event=None):
+ super().__init__(input_style, output_style, passage, event_type, gold_event)
+
+ @classmethod
+ def get_keywords(self):
+ return ['arrest', 'jail', 'detained']
+
+ def get_output_template(self):
+ output_template = ''
+ for o_style in OUTPUT_STYLE_SET:
+ if o_style in self.output_style:
+ if o_style == 'trigger:sentence':
+ output_template += ' \n {}'.format('Event trigger is <Trigger>')
+ if o_style == 'argument:sentence':
+ output_template += ' \n {}'.format('somebody was sent to jailed or arrested by somebody or some organization in somewhere.')
+ return ('\n'.join(output_template.split('\n')[1:])).strip()
+
+ def generate_input_str(self, query_trigger):
+ input_str = self.passage
+ for i_style in INPUT_STYLE_SET:
+ if i_style in self.input_style:
+ if i_style == 'event_type':
+ input_str += ' \n {}'.format('justice event, arrest jail sub-type')
+ if i_style == 'event_type_sent':
+ input_str += ' \n {}'.format('The event is related to a person getting arrested or a person being sent to jail.')
+ if i_style == 'keywords':
+ input_str += ' \n Similar triggers such as {}'.format(', '.join(self.get_keywords()))
+ if i_style == 'triggers':
+ input_str += ' \n The event trigger word is {}'.format(query_trigger)
+ if i_style == 'template':
+ input_str += ' \n {}'.format(self.output_template)
+
+ return input_str
+
+ def generate_output_str(self, query_trigger):
+ assert self.gold_event is not None
+ output_str = ''
+ gold_sample = False
+ for o_style in OUTPUT_STYLE_SET:
+ if o_style in self.output_style:
+ if o_style == 'trigger:sentence':
+ if self.trigger_text != '':
+ output_str += ' \n Event trigger is {}'.format(self.trigger_text)
+ gold_sample = True
+ else:
+ output_str += ' \n Event trigger is <Trigger>'
+ if o_style == 'argument:sentence':
+ output_texts = []
+ for argu in self.arguments:
+ filler = (
+ " and ".join([ a['argument text'] for a in argu['Person']]) if "Person" in argu.keys() else ROLE_PH_MAP['Person'],
+ " and ".join([ a['argument text'] for a in argu['Agent']]) if "Agent" in argu.keys() else ROLE_PH_MAP['Agent'],
+ " and ".join([ a['argument text'] for a in argu['Place']]) if "Place" in argu.keys() else ROLE_PH_MAP['Place']
+ )
+ output_texts.append("{} was sent to jailed or arrested by {} in {}.".format(*filler))
+ gold_sample = True
+ output_str += ' \n {}'.format(' <sep> '.join(output_texts))
+ output_str = ('\n'.join(output_str.split('\n')[1:])).strip()
+ return (output_str, gold_sample)
+
+ def decode(self, preds):
+ output = []
+ for cnt, pred in enumerate(preds.split('\n')):
+ used_o_cnt = 0
+ full_pred = pred.strip()
+ for o_style in OUTPUT_STYLE_SET:
+ if o_style in self.output_style:
+ if o_style == 'trigger:sentence':
+ if used_o_cnt == cnt:
+ try:
+ triggers = full_pred.split('Event trigger is ', 1)[1]
+ triggers = triggers.split(' and ')
+ for t_cnt, t in enumerate(triggers):
+ if t != '<Trigger>':
+ output.append((t, self.event_type, {'tri counter': t_cnt})) # (text, type, kwargs)
+ except:
+ pass
+ used_o_cnt += 1
+ if o_style == 'argument:sentence':
+ if used_o_cnt == cnt:
+ try:
+ for a_cnt, prediction in enumerate(full_pred.split(' <sep> ')):
+ person = prediction.split(' was sent to jailed or arrested by ', 1)[0]
+ person = person.split(' and ')
+ remain = prediction.split(' was sent to jailed or arrested by ', 1)[1]
+
+ agent = remain.split(' in ', 1)[0]
+ agent = agent.split(' and ')
+ remain = remain.split(' in ', 1)[1]
+
+ place = remain.rsplit('.',1)[0]
+ place = place.split(' and ')
+ for arg in person:
+ if arg != ROLE_PH_MAP['Person']:
+ output.append((arg, 'Person', {'cor tri cnt': a_cnt}))
+ for arg in agent:
+ if arg != ROLE_PH_MAP['Agent']:
+ output.append((arg, 'Agent', {'cor tri cnt': a_cnt}))
+ for arg in place:
+ if arg != ROLE_PH_MAP['Place']:
+ output.append((arg, 'Place', {'cor tri cnt': a_cnt}))
+ except Exception as e:
+ pass
+ used_o_cnt += 1
+ return output
+
+class Justice_Release_Parole(event_template):
+
+ def __init__(self, input_style, output_style, passage, event_type, gold_event=None):
+ super().__init__(input_style, output_style, passage, event_type, gold_event)
+
+ @classmethod
+ def get_keywords(self):
+ return ['parole', 'release', 'free']
+
+ def get_output_template(self):
+ output_template = ''
+ for o_style in OUTPUT_STYLE_SET:
+ if o_style in self.output_style:
+ if o_style == 'trigger:sentence':
+ output_template += ' \n {}'.format('Event trigger is <Trigger>')
+ if o_style == 'argument:sentence':
+ output_template += ' \n {}'.format('somebody was released by somebody or some organization from somewhere.')
+ return ('\n'.join(output_template.split('\n')[1:])).strip()
+
+ def generate_input_str(self, query_trigger):
+ input_str = self.passage
+ for i_style in INPUT_STYLE_SET:
+ if i_style in self.input_style:
+ if i_style == 'event_type':
+ input_str += ' \n {}'.format('justice event, release parole sub-type')
+ if i_style == 'event_type_sent':
+ input_str += ' \n {}'.format("The event is related to an end to someone's custody in prison.")
+ if i_style == 'keywords':
+ input_str += ' \n Similar triggers such as {}'.format(', '.join(self.get_keywords()))
+ if i_style == 'triggers':
+ input_str += ' \n The event trigger word is {}'.format(query_trigger)
+ if i_style == 'template':
+ input_str += ' \n {}'.format(self.output_template)
+
+ return input_str
+
+ def generate_output_str(self, query_trigger):
+ assert self.gold_event is not None
+ output_str = ''
+ gold_sample = False
+ for o_style in OUTPUT_STYLE_SET:
+ if o_style in self.output_style:
+ if o_style == 'trigger:sentence':
+ if self.trigger_text != '':
+ output_str += ' \n Event trigger is {}'.format(self.trigger_text)
+ gold_sample = True
+ else:
+ output_str += ' \n Event trigger is <Trigger>'
+ if o_style == 'argument:sentence':
+ output_texts = []
+ for argu in self.arguments:
+ filler = (
+ " and ".join([ a['argument text'] for a in argu['Person']]) if "Person" in argu.keys() else ROLE_PH_MAP['Person'],
+ " and ".join([ a['argument text'] for a in argu['Agent']]) if "Agent" in argu.keys() else ROLE_PH_MAP['Agent'],
+ " and ".join([ a['argument text'] for a in argu['Place']]) if "Place" in argu.keys() else ROLE_PH_MAP['Place']
+ )
+ output_texts.append("{} was released by {} from {}.".format(*filler))
+ gold_sample = True
+ output_str += ' \n {}'.format(' <sep> '.join(output_texts))
+ output_str = ('\n'.join(output_str.split('\n')[1:])).strip()
+ return (output_str, gold_sample)
+
+ def decode(self, preds):
+ output = []
+ for cnt, pred in enumerate(preds.split('\n')):
+ used_o_cnt = 0
+ full_pred = pred.strip()
+ for o_style in OUTPUT_STYLE_SET:
+ if o_style in self.output_style:
+ if o_style == 'trigger:sentence':
+ if used_o_cnt == cnt:
+ try:
+ triggers = full_pred.split('Event trigger is ', 1)[1]
+ triggers = triggers.split(' and ')
+ for t_cnt, t in enumerate(triggers):
+ if t != '<Trigger>':
+ output.append((t, self.event_type, {'tri counter': t_cnt})) # (text, type, kwargs)
+ except:
+ pass
+ used_o_cnt += 1
+ if o_style == 'argument:sentence':
+ if used_o_cnt == cnt:
+ try:
+ for a_cnt, prediction in enumerate(full_pred.split(' <sep> ')):
+ person = prediction.split(' was released by ', 1)[0]
+ person = person.split(' and ')
+ remain = prediction.split(' was released by ', 1)[1]
+
+ entity = remain.split(' from ', 1)[0]
+ entity = entity.split(' and ')
+ remain = remain.split(' from ', 1)[1]
+
+ place = remain.rsplit('.',1)[0]
+ place = place.split(' and ')
+ for arg in person:
+ if arg != ROLE_PH_MAP['Person']:
+ output.append((arg, 'Person', {'cor tri cnt': a_cnt}))
+ for arg in entity:
+ if arg != ROLE_PH_MAP['Agent']:
+ output.append((arg, 'Agent', {'cor tri cnt': a_cnt}))
+ for arg in place:
+ if arg != ROLE_PH_MAP['Place']:
+ output.append((arg, 'Place', {'cor tri cnt': a_cnt}))
+ except:
+ pass
+ used_o_cnt += 1
+ return output
+
+class Justice_Trial_Hearing(event_template):
+
+ def __init__(self, input_style, output_style, passage, event_type, gold_event=None):
+ super().__init__(input_style, output_style, passage, event_type, gold_event)
+
+ @classmethod
+ def get_keywords(self):
+ return ['trial', 'hearing', 'proceeding']
+
+ def get_output_template(self):
+ output_template = ''
+ for o_style in OUTPUT_STYLE_SET:
+ if o_style in self.output_style:
+ if o_style == 'trigger:sentence':
+ output_template += ' \n {}'.format('Event trigger is <Trigger>')
+ if o_style == 'argument:sentence':
+ output_template += ' \n {}'.format('somebody, prosecuted by some other, faced a trial in somewhere. The hearing was judged by some adjudicator.')
+ return ('\n'.join(output_template.split('\n')[1:])).strip()
+
+ def generate_input_str(self, query_trigger):
+ input_str = self.passage
+ for i_style in INPUT_STYLE_SET:
+ if i_style in self.input_style:
+ if i_style == 'event_type':
+ input_str += ' \n {}'.format('justice event, trial hearing sub-type')
+ if i_style == 'event_type_sent':
+ input_str += ' \n {}'.format("The event is related to a trial or hearing for someone.")
+ if i_style == 'keywords':
+ input_str += ' \n Similar triggers such as {}'.format(', '.join(self.get_keywords()))
+ if i_style == 'triggers':
+ input_str += ' \n The event trigger word is {}'.format(query_trigger)
+ if i_style == 'template':
+ input_str += ' \n {}'.format(self.output_template)
+ return input_str
+
+ def generate_output_str(self, query_trigger):
+ assert self.gold_event is not None
+ output_str = ''
+ gold_sample = False
+ for o_style in OUTPUT_STYLE_SET:
+ if o_style in self.output_style:
+ if o_style == 'trigger:sentence':
+ if self.trigger_text != '':
+ output_str += ' \n Event trigger is {}'.format(self.trigger_text)
+ gold_sample = True
+ else:
+ output_str += ' \n Event trigger is <Trigger>'
+ if o_style == 'argument:sentence':
+ output_texts = []
+ for argu in self.arguments:
+ filler = (
+ " and ".join([ a['argument text'] for a in argu['Defendant']]) if "Defendant" in argu.keys() else ROLE_PH_MAP['Defendant'],
+ " and ".join([ a['argument text'] for a in argu['Prosecutor']]) if "Prosecutor" in argu.keys() else ROLE_PH_MAP['Prosecutor'],
+ " and ".join([ a['argument text'] for a in argu['Place']]) if "Place" in argu.keys() else ROLE_PH_MAP['Place'],
+ " and ".join([ a['argument text'] for a in argu['Adjudicator']]) if "Adjudicator" in argu.keys() else ROLE_PH_MAP['Adjudicator']
+ )
+ output_texts.append("{}, prosecuted by {}, faced a trial in {}. The hearing was judged by {}.".format(*filler))
+ gold_sample = True
+ output_str += ' \n {}'.format(' <sep> '.join(output_texts))
+ output_str = ('\n'.join(output_str.split('\n')[1:])).strip()
+ return (output_str, gold_sample)
+
+ def decode(self, preds):
+ output = []
+ for cnt, pred in enumerate(preds.split('\n')):
+ used_o_cnt = 0
+ full_pred = pred.strip()
+ for o_style in OUTPUT_STYLE_SET:
+ if o_style in self.output_style:
+ if o_style == 'trigger:sentence':
+ if used_o_cnt == cnt:
+ try:
+ triggers = full_pred.split('Event trigger is ', 1)[1]
+ triggers = triggers.split(' and ')
+ for t_cnt, t in enumerate(triggers):
+ if t != '<Trigger>':
+ output.append((t, self.event_type, {'tri counter': t_cnt})) # (text, type, kwargs)
+ except:
+ pass
+ used_o_cnt += 1
+ if o_style == 'argument:sentence':
+ if used_o_cnt == cnt:
+ try:
+ for a_cnt, prediction in enumerate(full_pred.split(' <sep> ')):
+ defendant = prediction.split(', prosecuted by ', 1)[0]
+ defendant = defendant.split(' and ')
+ remain = prediction.split(', prosecuted by ', 1)[1]
+
+ prosecutor = remain.split(', faced a trial in ', 1)[0]
+ prosecutor = prosecutor.split(' and ')
+ remain = remain.split(', faced a trial in ', 1)[1]
+
+ place = remain.split('. The hearing was judged by ', 1)[0]
+ place = place.split(' and ')
+ remain = remain.split('. The hearing was judged by ', 1)[1]
+
+ adjudicator = remain.rsplit('.',1)[0]
+ adjudicator = adjudicator.split(' and ')
+ for arg in defendant:
+ if arg != ROLE_PH_MAP['Defendant']:
+ output.append((arg, 'Defendant', {'cor tri cnt': a_cnt}))
+ for arg in prosecutor:
+ if arg != ROLE_PH_MAP['Prosecutor']:
+ output.append((arg, 'Prosecutor', {'cor tri cnt': a_cnt}))
+ for arg in place:
+ if arg != ROLE_PH_MAP['Place']:
+ output.append((arg, 'Place', {'cor tri cnt': a_cnt}))
+ for arg in adjudicator:
+ if arg != ROLE_PH_MAP['Adjudicator']:
+ output.append((arg, 'Adjudicator', {'cor tri cnt': a_cnt}))
+ except Exception as e:
+ pass
+ used_o_cnt += 1
+ return output
+
+class Justice_Charge_Indict(event_template):
+
+ def __init__(self, input_style, output_style, passage, event_type, gold_event=None):
+ super().__init__(input_style, output_style, passage, event_type, gold_event)
+
+ @classmethod
+ def get_keywords(self):
+ return ['indict', 'charged', 'accused']
+
+ def get_output_template(self):
+ output_template = ''
+ for o_style in OUTPUT_STYLE_SET:
+ if o_style in self.output_style:
+ if o_style == 'trigger:sentence':
+ output_template += ' \n {}'.format('Event trigger is <Trigger>')
+ if o_style == 'argument:sentence':
+ output_template += ' \n {}'.format('somebody was charged by some other in somewhere. The adjudication was judged by some adjudicator.')
+ return ('\n'.join(output_template.split('\n')[1:])).strip()
+
+ def generate_input_str(self, query_trigger):
+ input_str = self.passage
+ for i_style in INPUT_STYLE_SET:
+ if i_style in self.input_style:
+ if i_style == 'event_type':
+ input_str += ' \n {}'.format('justice event, charge indict sub-type')
+ if i_style == 'event_type_sent':
+ input_str += ' \n {}'.format("The event is related to someone or some organization being accused of a crime.")
+ if i_style == 'keywords':
+ input_str += ' \n Similar triggers such as {}'.format(', '.join(self.get_keywords()))
+ if i_style == 'triggers':
+ input_str += ' \n The event trigger word is {}'.format(query_trigger)
+ if i_style == 'template':
+ input_str += ' \n {}'.format(self.output_template)
+ return input_str
+
+ def generate_output_str(self, query_trigger):
+ assert self.gold_event is not None
+ output_str = ''
+ gold_sample = False
+ for o_style in OUTPUT_STYLE_SET:
+ if o_style in self.output_style:
+ if o_style == 'trigger:sentence':
+ if self.trigger_text != '':
+ output_str += ' \n Event trigger is {}'.format(self.trigger_text)
+ gold_sample = True
+ else:
+ output_str += ' \n Event trigger is <Trigger>'
+ if o_style == 'argument:sentence':
+ output_texts = []
+ for argu in self.arguments:
+ filler = (
+ " and ".join([ a['argument text'] for a in argu['Defendant']]) if "Defendant" in argu.keys() else ROLE_PH_MAP['Defendant'],
+ " and ".join([ a['argument text'] for a in argu['Prosecutor']]) if "Prosecutor" in argu.keys() else ROLE_PH_MAP['Prosecutor'],
+ " and ".join([ a['argument text'] for a in argu['Place']]) if "Place" in argu.keys() else ROLE_PH_MAP['Place'],
+ " and ".join([ a['argument text'] for a in argu['Adjudicator']]) if "Adjudicator" in argu.keys() else ROLE_PH_MAP['Adjudicator']
+ )
+ output_texts.append("{} was charged by {} in {}. The adjudication was judged by {}.".format(*filler))
+ gold_sample = True
+ output_str += ' \n {}'.format(' <sep> '.join(output_texts))
+ output_str = ('\n'.join(output_str.split('\n')[1:])).strip()
+ return (output_str, gold_sample)
+
+ def decode(self, preds):
+ output = []
+ for cnt, pred in enumerate(preds.split('\n')):
+ used_o_cnt = 0
+ full_pred = pred.strip()
+ for o_style in OUTPUT_STYLE_SET:
+ if o_style in self.output_style:
+ if o_style == 'trigger:sentence':
+ if used_o_cnt == cnt:
+ try:
+ triggers = full_pred.split('Event trigger is ', 1)[1]
+ triggers = triggers.split(' and ')
+ for t_cnt, t in enumerate(triggers):
+ if t != '<Trigger>':
+ output.append((t, self.event_type, {'tri counter': t_cnt})) # (text, type, kwargs)
+ except:
+ pass
+ used_o_cnt += 1
+ if o_style == 'argument:sentence':
+ if used_o_cnt == cnt:
+ try:
+ for a_cnt, prediction in enumerate(full_pred.split(' <sep> ')):
+ defendant = prediction.split(' was charged by ', 1)[0]
+ defendant = defendant.split(' and ')
+ remain = prediction.split(' was charged by ', 1)[1]
+
+ prosecutor = remain.split(' in ', 1)[0]
+ prosecutor = prosecutor.split(' and ')
+ remain = remain.split(' in ', 1)[1]
+
+ place = remain.split('. The adjudication was judged by ', 1)[0]
+ place = place.split(' and ')
+ remain = remain.split('. The adjudication was judged by ', 1)[1]
+
+ adjudicator = remain.rsplit('.',1)[0]
+ adjudicator = adjudicator.split(' and ')
+ for arg in defendant:
+ if arg != ROLE_PH_MAP['Defendant']:
+ output.append((arg, 'Defendant', {'cor tri cnt': a_cnt}))
+ for arg in prosecutor:
+ if arg != ROLE_PH_MAP['Prosecutor']:
+ output.append((arg, 'Prosecutor', {'cor tri cnt': a_cnt}))
+ for arg in place:
+ if arg != ROLE_PH_MAP['Place']:
+ output.append((arg, 'Place', {'cor tri cnt': a_cnt}))
+ for arg in adjudicator:
+ if arg != ROLE_PH_MAP['Adjudicator']:
+ output.append((arg, 'Adjudicator', {'cor tri cnt': a_cnt}))
+ except:
+ pass
+ used_o_cnt += 1
+ return output
+
+class Justice_Sue(event_template):
+
+ def __init__(self, input_style, output_style, passage, event_type, gold_event=None):
+ super().__init__(input_style, output_style, passage, event_type, gold_event)
+
+ @classmethod
+ def get_keywords(self):
+ return ['sue', 'lawsuit', 'suit']
+
+ def get_output_template(self):
+ output_template = ''
+ for o_style in OUTPUT_STYLE_SET:
+ if o_style in self.output_style:
+ if o_style == 'trigger:sentence':
+ output_template += ' \n {}'.format('Event trigger is <Trigger>')
+ if o_style == 'argument:sentence':
+ output_template += ' \n {}'.format('somebody was sued by some other in somewhere. The adjudication was judged by some adjudicator.')
+ return ('\n'.join(output_template.split('\n')[1:])).strip()
+
+ def generate_input_str(self, query_trigger):
+ input_str = self.passage
+ for i_style in INPUT_STYLE_SET:
+ if i_style in self.input_style:
+ if i_style == 'event_type':
+ input_str += ' \n {}'.format('justice event, sue sub-type')
+ if i_style == 'event_type_sent':
+ input_str += ' \n {}'.format("The event is related to a court proceeding that has been initiated and someone sue the other.")
+ if i_style == 'keywords':
+ input_str += ' \n Similar triggers such as {}'.format(', '.join(self.get_keywords()))
+ if i_style == 'triggers':
+ input_str += ' \n The event trigger word is {}'.format(query_trigger)
+ if i_style == 'template':
+ input_str += ' \n {}'.format(self.output_template)
+ return input_str
+
+ def generate_output_str(self, query_trigger):
+ assert self.gold_event is not None
+ output_str = ''
+ gold_sample = False
+ for o_style in OUTPUT_STYLE_SET:
+ if o_style in self.output_style:
+ if o_style == 'trigger:sentence':
+ if self.trigger_text != '':
+ output_str += ' \n Event trigger is {}'.format(self.trigger_text)
+ gold_sample = True
+ else:
+ output_str += ' \n Event trigger is <Trigger>'
+ if o_style == 'argument:sentence':
+ output_texts = []
+ for argu in self.arguments:
+ filler = (
+ " and ".join([ a['argument text'] for a in argu['Defendant']]) if "Defendant" in argu.keys() else ROLE_PH_MAP['Defendant'],
+ " and ".join([ a['argument text'] for a in argu['Plaintiff']]) if "Plaintiff" in argu.keys() else ROLE_PH_MAP['Plaintiff'],
+ " and ".join([ a['argument text'] for a in argu['Place']]) if "Place" in argu.keys() else ROLE_PH_MAP['Place'],
+ " and ".join([ a['argument text'] for a in argu['Adjudicator']]) if "Adjudicator" in argu.keys() else ROLE_PH_MAP['Adjudicator']
+ )
+ output_texts.append("{} was sued by {} in {}. The adjudication was judged by {}.".format(*filler))
+ gold_sample = True
+ output_str += ' \n {}'.format(' <sep> '.join(output_texts))
+ output_str = ('\n'.join(output_str.split('\n')[1:])).strip()
+ return (output_str, gold_sample)
+
+ def decode(self, preds):
+ output = []
+ for cnt, pred in enumerate(preds.split('\n')):
+ used_o_cnt = 0
+ full_pred = pred.strip()
+ for o_style in OUTPUT_STYLE_SET:
+ if o_style in self.output_style:
+ if o_style == 'trigger:sentence':
+ if used_o_cnt == cnt:
+ try:
+ triggers = full_pred.split('Event trigger is ', 1)[1]
+ triggers = triggers.split(' and ')
+ for t_cnt, t in enumerate(triggers):
+ if t != '<Trigger>':
+ output.append((t, self.event_type, {'tri counter': t_cnt})) # (text, type, kwargs)
+ except:
+ pass
+ used_o_cnt += 1
+ if o_style == 'argument:sentence':
+ if used_o_cnt == cnt:
+ try:
+ for a_cnt, prediction in enumerate(full_pred.split(' <sep> ')):
+ defendant = prediction.split(' was sued by ', 1)[0]
+ defendant = defendant.split(' and ')
+ remain = prediction.split(' was sued by ', 1)[1]
+
+ plaintiff = remain.split(' in ', 1)[0]
+ plaintiff = plaintiff.split(' and ')
+ remain = remain.split(' in ', 1)[1]
+
+ place = remain.split('. The adjudication was judged by ', 1)[0]
+ place = place.split(' and ')
+ remain = remain.split('. The adjudication was judged by ', 1)[1]
+
+ adjudicator = remain.rsplit('.',1)[0]
+ adjudicator = adjudicator.split(' and ')
+ for arg in defendant:
+ if arg != ROLE_PH_MAP['Defendant']:
+ output.append((arg, 'Defendant', {'cor tri cnt': a_cnt}))
+ for arg in plaintiff:
+ if arg != ROLE_PH_MAP['Plaintiff']:
+ output.append((arg, 'Plaintiff', {'cor tri cnt': a_cnt}))
+ for arg in place:
+ if arg != ROLE_PH_MAP['Place']:
+ output.append((arg, 'Place', {'cor tri cnt': a_cnt}))
+ for arg in adjudicator:
+ if arg != ROLE_PH_MAP['Adjudicator']:
+ output.append((arg, 'Adjudicator', {'cor tri cnt': a_cnt}))
+ except:
+ pass
+ used_o_cnt += 1
+ return output
+
+class Justice_Convict(event_template):
+
+ def __init__(self, input_style, output_style, passage, event_type, gold_event=None):
+ super().__init__(input_style, output_style, passage, event_type, gold_event)
+
+ @classmethod
+ def get_keywords(self):
+ return ['convicted', 'guilty', 'verdict']
+
+ def get_output_template(self):
+ output_template = ''
+ for o_style in OUTPUT_STYLE_SET:
+ if o_style in self.output_style:
+ if o_style == 'trigger:sentence':
+ output_template += ' \n {}'.format('Event trigger is <Trigger>')
+ if o_style == 'argument:sentence':
+ output_template += ' \n {}'.format('somebody was convicted of a crime in somewhere. The adjudication was judged by some adjudicator.')
+ return ('\n'.join(output_template.split('\n')[1:])).strip()
+
+ def generate_input_str(self, query_trigger):
+ input_str = self.passage
+ for i_style in INPUT_STYLE_SET:
+ if i_style in self.input_style:
+ if i_style == 'event_type':
+ input_str += ' \n {}'.format('justice event, convict sub-type')
+ if i_style == 'event_type_sent':
+ input_str += ' \n {}'.format("The event is related to someone being found guilty of a crime.")
+ if i_style == 'keywords':
+ input_str += ' \n Similar triggers such as {}'.format(', '.join(self.get_keywords()))
+ if i_style == 'triggers':
+ input_str += ' \n The event trigger word is {}'.format(query_trigger)
+ if i_style == 'template':
+ input_str += ' \n {}'.format(self.output_template)
+ return input_str
+
+ def generate_output_str(self, query_trigger):
+ assert self.gold_event is not None
+ output_str = ''
+ gold_sample = False
+ for o_style in OUTPUT_STYLE_SET:
+ if o_style in self.output_style:
+ if o_style == 'trigger:sentence':
+ if self.trigger_text != '':
+ output_str += ' \n Event trigger is {}'.format(self.trigger_text)
+ gold_sample = True
+ else:
+ output_str += ' \n Event trigger is <Trigger>'
+ if o_style == 'argument:sentence':
+ output_texts = []
+ for argu in self.arguments:
+ filler = (
+ " and ".join([ a['argument text'] for a in argu['Defendant']]) if "Defendant" in argu.keys() else ROLE_PH_MAP['Defendant'],
+ " and ".join([ a['argument text'] for a in argu['Place']]) if "Place" in argu.keys() else ROLE_PH_MAP['Place'],
+ " and ".join([ a['argument text'] for a in argu['Adjudicator']]) if "Adjudicator" in argu.keys() else ROLE_PH_MAP['Adjudicator']
+ )
+ output_texts.append("{} was convicted of a crime in {}. The adjudication was judged by {}.".format(*filler))
+ gold_sample = True
+ output_str += ' \n {}'.format(' <sep> '.join(output_texts))
+ output_str = ('\n'.join(output_str.split('\n')[1:])).strip()
+ return (output_str, gold_sample)
+
+ def decode(self, preds):
+ output = []
+ for cnt, pred in enumerate(preds.split('\n')):
+ used_o_cnt = 0
+ full_pred = pred.strip()
+ for o_style in OUTPUT_STYLE_SET:
+ if o_style in self.output_style:
+ if o_style == 'trigger:sentence':
+ if used_o_cnt == cnt:
+ try:
+ triggers = full_pred.split('Event trigger is ', 1)[1]
+ triggers = triggers.split(' and ')
+ for t_cnt, t in enumerate(triggers):
+ if t != '<Trigger>':
+ output.append((t, self.event_type, {'tri counter': t_cnt})) # (text, type, kwargs)
+ except:
+ pass
+ used_o_cnt += 1
+ if o_style == 'argument:sentence':
+ if used_o_cnt == cnt:
+ try:
+ for a_cnt, prediction in enumerate(full_pred.split(' <sep> ')):
+ defendant = prediction.split(' was convicted of a crime in ', 1)[0]
+ defendant = defendant.split(' and ')
+ remain = prediction.split(' was convicted of a crime in ', 1)[1]
+
+ place = remain.split('. The adjudication was judged by ', 1)[0]
+ place = place.split(' and ')
+ remain = remain.split('. The adjudication was judged by ', 1)[1]
+
+ adjudicator = remain.rsplit('.',1)[0]
+ adjudicator = adjudicator.split(' and ')
+ for arg in defendant:
+ if arg != ROLE_PH_MAP['Defendant']:
+ output.append((arg, 'Defendant', {'cor tri cnt': a_cnt}))
+ for arg in place:
+ if arg != ROLE_PH_MAP['Place']:
+ output.append((arg, 'Place', {'cor tri cnt': a_cnt}))
+ for arg in adjudicator:
+ if arg != ROLE_PH_MAP['Adjudicator']:
+ output.append((arg, 'Adjudicator', {'cor tri cnt': a_cnt}))
+ except:
+ pass
+ used_o_cnt += 1
+ return output
+
+class Justice_Sentence(event_template):
+ def __init__(self, input_style, output_style, passage, event_type, gold_event=None):
+ super().__init__(input_style, output_style, passage, event_type, gold_event)
+
+ @classmethod
+ def get_keywords(self):
+ return ['sentenced', 'sentencing', 'sentence']
+
+ def get_output_template(self):
+ output_template = ''
+ for o_style in OUTPUT_STYLE_SET:
+ if o_style in self.output_style:
+ if o_style == 'trigger:sentence':
+ output_template += ' \n {}'.format('Event trigger is <Trigger>')
+ if o_style == 'argument:sentence':
+ output_template += ' \n {}'.format('somebody was sentenced to punishment in somewhere. The adjudication was judged by some adjudicator.')
+ return ('\n'.join(output_template.split('\n')[1:])).strip()
+
+ def generate_input_str(self, query_trigger):
+ input_str = self.passage
+ for i_style in INPUT_STYLE_SET:
+ if i_style in self.input_style:
+ if i_style == 'event_type':
+ input_str += ' \n {}'.format('justice event, sentence sub-type')
+ if i_style == 'event_type_sent':
+ input_str += ' \n {}'.format("The event is related to someone being sentences to punishment because of a crime.")
+ if i_style == 'keywords':
+ input_str += ' \n Similar triggers such as {}'.format(', '.join(self.get_keywords()))
+ if i_style == 'triggers':
+ input_str += ' \n The event trigger word is {}'.format(query_trigger)
+ if i_style == 'template':
+ input_str += ' \n {}'.format(self.output_template)
+ return input_str
+
+ def generate_output_str(self, query_trigger):
+ assert self.gold_event is not None
+ output_str = ''
+ gold_sample = False
+ for o_style in OUTPUT_STYLE_SET:
+ if o_style in self.output_style:
+ if o_style == 'trigger:sentence':
+ if self.trigger_text != '':
+ output_str += ' \n Event trigger is {}'.format(self.trigger_text)
+ gold_sample = True
+ else:
+ output_str += ' \n Event trigger is <Trigger>'
+ if o_style == 'argument:sentence':
+ output_texts = []
+ for argu in self.arguments:
+ filler = (
+ " and ".join([ a['argument text'] for a in argu['Defendant']]) if "Defendant" in argu.keys() else ROLE_PH_MAP['Defendant'],
+ " and ".join([ a['argument text'] for a in argu['Place']]) if "Place" in argu.keys() else ROLE_PH_MAP['Place'],
+ " and ".join([ a['argument text'] for a in argu['Adjudicator']]) if "Adjudicator" in argu.keys() else ROLE_PH_MAP['Adjudicator']
+ )
+ output_texts.append("{} was sentenced to punishment in {}. The adjudication was judged by {}.".format(*filler))
+ gold_sample = True
+ output_str += ' \n {}'.format(' <sep> '.join(output_texts))
+ output_str = ('\n'.join(output_str.split('\n')[1:])).strip()
+ return (output_str, gold_sample)
+
+ def decode(self, preds):
+ output = []
+ for cnt, pred in enumerate(preds.split('\n')):
+ used_o_cnt = 0
+ full_pred = pred.strip()
+ for o_style in OUTPUT_STYLE_SET:
+ if o_style in self.output_style:
+ if o_style == 'trigger:sentence':
+ if used_o_cnt == cnt:
+ try:
+ triggers = full_pred.split('Event trigger is ', 1)[1]
+ triggers = triggers.split(' and ')
+ for t_cnt, t in enumerate(triggers):
+ if t != '<Trigger>':
+ output.append((t, self.event_type, {'tri counter': t_cnt})) # (text, type, kwargs)
+ except:
+ pass
+ used_o_cnt += 1
+ if o_style == 'argument:sentence':
+ if used_o_cnt == cnt:
+ try:
+ for a_cnt, prediction in enumerate(full_pred.split(' <sep> ')):
+ defendant = prediction.split(' was sentenced to punishment in ', 1)[0]
+ defendant = defendant.split(' and ')
+ remain = prediction.split(' was sentenced to punishment in ', 1)[1]
+
+ place = remain.split('. The adjudication was judged by ', 1)[0]
+ place = place.split(' and ')
+ remain = remain.split('. The adjudication was judged by ', 1)[1]
+
+ adjudicator = remain.rsplit('.',1)[0]
+ adjudicator = adjudicator.split(' and ')
+ for arg in defendant:
+ if arg != ROLE_PH_MAP['Defendant']:
+ output.append((arg, 'Defendant', {'cor tri cnt': a_cnt}))
+ for arg in place:
+ if arg != ROLE_PH_MAP['Place']:
+ output.append((arg, 'Place', {'cor tri cnt': a_cnt}))
+ for arg in adjudicator:
+ if arg != ROLE_PH_MAP['Adjudicator']:
+ output.append((arg, 'Adjudicator', {'cor tri cnt': a_cnt}))
+ except:
+ pass
+ used_o_cnt += 1
+ return output
+
+class Justice_Fine(event_template):
+ def __init__(self, input_style, output_style, passage, event_type, gold_event=None):
+ super().__init__(input_style, output_style, passage, event_type, gold_event)
+
+ @classmethod
+ def get_keywords(self):
+ return ['fine', 'fined', 'payouts']
+
+ def get_output_template(self):
+ output_template = ''
+ for o_style in OUTPUT_STYLE_SET:
+ if o_style in self.output_style:
+ if o_style == 'trigger:sentence':
+ output_template += ' \n {}'.format('Event trigger is <Trigger>')
+ if o_style == 'argument:sentence':
+ output_template += ' \n {}'.format('some people or some organization in somewhere was ordered by some adjudicator to pay a fine.')
+ return ('\n'.join(output_template.split('\n')[1:])).strip()
+
+ def generate_input_str(self, query_trigger):
+ input_str = self.passage
+ for i_style in INPUT_STYLE_SET:
+ if i_style in self.input_style:
+ if i_style == 'event_type':
+ input_str += ' \n {}'.format('justice event, fine sub-type')
+ if i_style == 'event_type_sent':
+ input_str += ' \n {}'.format("The event is related to someone being issued a financial punishment.")
+ if i_style == 'keywords':
+ input_str += ' \n Similar triggers such as {}'.format(', '.join(self.get_keywords()))
+ if i_style == 'triggers':
+ input_str += ' \n The event trigger word is {}'.format(query_trigger)
+ if i_style == 'template':
+ input_str += ' \n {}'.format(self.output_template)
+ return input_str
+
+ def generate_output_str(self, query_trigger):
+ assert self.gold_event is not None
+ output_str = ''
+ gold_sample = False
+ for o_style in OUTPUT_STYLE_SET:
+ if o_style in self.output_style:
+ if o_style == 'trigger:sentence':
+ if self.trigger_text != '':
+ output_str += ' \n Event trigger is {}'.format(self.trigger_text)
+ gold_sample = True
+ else:
+ output_str += ' \n Event trigger is <Trigger>'
+ if o_style == 'argument:sentence':
+ output_texts = []
+ for argu in self.arguments:
+ filler = (
+ " and ".join([ a['argument text'] for a in argu['Entity']]) if "Entity" in argu.keys() else ROLE_PH_MAP['Entity'],
+ " and ".join([ a['argument text'] for a in argu['Place']]) if "Place" in argu.keys() else ROLE_PH_MAP['Place'],
+ " and ".join([ a['argument text'] for a in argu['Adjudicator']]) if "Adjudicator" in argu.keys() else ROLE_PH_MAP['Adjudicator']
+ )
+ output_texts.append("{} in {} was ordered by {} to pay a fine.".format(*filler))
+ gold_sample = True
+ output_str += ' \n {}'.format(' <sep> '.join(output_texts))
+ output_str = ('\n'.join(output_str.split('\n')[1:])).strip()
+ return (output_str, gold_sample)
+
+ def decode(self, preds):
+ output = []
+ for cnt, pred in enumerate(preds.split('\n')):
+ used_o_cnt = 0
+ full_pred = pred.strip()
+ for o_style in OUTPUT_STYLE_SET:
+ if o_style in self.output_style:
+ if o_style == 'trigger:sentence':
+ if used_o_cnt == cnt:
+ try:
+ triggers = full_pred.split('Event trigger is ', 1)[1]
+ triggers = triggers.split(' and ')
+ for t_cnt, t in enumerate(triggers):
+ if t != '<Trigger>':
+ output.append((t, self.event_type, {'tri counter': t_cnt})) # (text, type, kwargs)
+ except:
+ pass
+ used_o_cnt += 1
+ if o_style == 'argument:sentence':
+ if used_o_cnt == cnt:
+ try:
+ for a_cnt, prediction in enumerate(full_pred.split(' <sep> ')):
+ entity = prediction.split(' in ', 1)[0]
+ entity = entity.split(' and ')
+ remain = prediction.split(' in ', 1)[1]
+
+ place = remain.split(' was ordered by ', 1)[0]
+ place = place.split(' and ')
+ remain = remain.split(' was ordered by ', 1)[1]
+
+ adjudicator = remain.rsplit(' to pay a fine.',1)[0]
+ adjudicator = adjudicator.split(' and ')
+ for arg in entity:
+ if arg != ROLE_PH_MAP['Entity']:
+ output.append((arg, 'Entity', {'cor tri cnt': a_cnt}))
+ for arg in place:
+ if arg != ROLE_PH_MAP['Place']:
+ output.append((arg, 'Place', {'cor tri cnt': a_cnt}))
+ for arg in adjudicator:
+ if arg != ROLE_PH_MAP['Adjudicator']:
+ output.append((arg, 'Adjudicator', {'cor tri cnt': a_cnt}))
+ except Exception as e:
+ pass
+ used_o_cnt += 1
+ return output
+
+class Justice_Execute(event_template):
+ def __init__(self, input_style, output_style, passage, event_type, gold_event=None):
+ super().__init__(input_style, output_style, passage, event_type, gold_event)
+
+ @classmethod
+ def get_keywords(self):
+ return ['execution', 'executed', 'execute']
+
+ def get_output_template(self):
+ output_template = ''
+ for o_style in OUTPUT_STYLE_SET:
+ if o_style in self.output_style:
+ if o_style == 'trigger:sentence':
+ output_template += ' \n {}'.format('Event trigger is <Trigger>')
+ if o_style == 'argument:sentence':
+ output_template += ' \n {}'.format('somebody was executed by somebody or some organization at somewhere.')
+ return ('\n'.join(output_template.split('\n')[1:])).strip()
+
+ def generate_input_str(self, query_trigger):
+ input_str = self.passage
+ for i_style in INPUT_STYLE_SET:
+ if i_style in self.input_style:
+ if i_style == 'event_type':
+ input_str += ' \n {}'.format('justice event, execute sub-type')
+ if i_style == 'event_type_sent':
+ input_str += ' \n {}'.format("The event is related to someone being executed to death.")
+ if i_style == 'keywords':
+ input_str += ' \n Similar triggers such as {}'.format(', '.join(self.get_keywords()))
+ if i_style == 'triggers':
+ input_str += ' \n The event trigger word is {}'.format(query_trigger)
+ if i_style == 'template':
+ input_str += ' \n {}'.format(self.output_template)
+ return input_str
+
+ def generate_output_str(self, query_trigger):
+ assert self.gold_event is not None
+ output_str = ''
+ gold_sample = False
+ for o_style in OUTPUT_STYLE_SET:
+ if o_style in self.output_style:
+ if o_style == 'trigger:sentence':
+ if self.trigger_text != '':
+ output_str += ' \n Event trigger is {}'.format(self.trigger_text)
+ gold_sample = True
+ else:
+ output_str += ' \n Event trigger is <Trigger>'
+ if o_style == 'argument:sentence':
+ output_texts = []
+ for argu in self.arguments:
+ filler = (
+ " and ".join([ a['argument text'] for a in argu['Person']]) if "Person" in argu.keys() else ROLE_PH_MAP['Person'],
+ " and ".join([ a['argument text'] for a in argu['Agent']]) if "Agent" in argu.keys() else ROLE_PH_MAP['Agent'],
+ " and ".join([ a['argument text'] for a in argu['Place']]) if "Place" in argu.keys() else ROLE_PH_MAP['Place']
+ )
+ output_texts.append("{} was executed by {} at {}.".format(*filler))
+ gold_sample = True
+ output_str += ' \n {}'.format(' <sep> '.join(output_texts))
+ output_str = ('\n'.join(output_str.split('\n')[1:])).strip()
+ return (output_str, gold_sample)
+
+ def decode(self, preds):
+ output = []
+ for cnt, pred in enumerate(preds.split('\n')):
+ used_o_cnt = 0
+ full_pred = pred.strip()
+ for o_style in OUTPUT_STYLE_SET:
+ if o_style in self.output_style:
+ if o_style == 'trigger:sentence':
+ if used_o_cnt == cnt:
+ try:
+ triggers = full_pred.split('Event trigger is ', 1)[1]
+ triggers = triggers.split(' and ')
+ for t_cnt, t in enumerate(triggers):
+ if t != '<Trigger>':
+ output.append((t, self.event_type, {'tri counter': t_cnt})) # (text, type, kwargs)
+ except:
+ pass
+ used_o_cnt += 1
+ if o_style == 'argument:sentence':
+ if used_o_cnt == cnt:
+ try:
+ for a_cnt, prediction in enumerate(full_pred.split(' <sep> ')):
+ person = prediction.split(' was executed by ', 1)[0]
+ person = person.split(' and ')
+ remain = prediction.split(' was executed by ', 1)[1]
+
+ agent = remain.split(' at ', 1)[0]
+ agent = agent.split(' and ')
+ remain = remain.split(' at ', 1)[1]
+
+ place = remain.rsplit('.',1)[0]
+ place = place.split(' and ')
+ for arg in person:
+ if arg != ROLE_PH_MAP['Person']:
+ output.append((arg, 'Person', {'cor tri cnt': a_cnt}))
+ for arg in place:
+ if arg != ROLE_PH_MAP['Place']:
+ output.append((arg, 'Place', {'cor tri cnt': a_cnt}))
+ for arg in agent:
+ if arg != ROLE_PH_MAP['Agent']:
+ output.append((arg, 'Agent', {'cor tri cnt': a_cnt}))
+ except:
+ pass
+ used_o_cnt += 1
+ return output
+
+class Justice_Extradite(event_template):
+ def __init__(self, input_style, output_style, passage, event_type, gold_event=None):
+ super().__init__(input_style, output_style, passage, event_type, gold_event)
+
+ @classmethod
+ def get_keywords(self):
+ return ['extradition', 'extradited', 'extraditing']
+
+ def get_output_template(self):
+ output_template = ''
+ for o_style in OUTPUT_STYLE_SET:
+ if o_style in self.output_style:
+ if o_style == 'trigger:sentence':
+ output_template += ' \n {}'.format('Event trigger is <Trigger>')
+ if o_style == 'argument:sentence':
+ output_template += ' \n {}'.format('somebody was extradicted to somewhere from some place. somebody or some organization was responsible for the extradition.')
+ return ('\n'.join(output_template.split('\n')[1:])).strip()
+
+ def generate_input_str(self, query_trigger):
+ input_str = self.passage
+ for i_style in INPUT_STYLE_SET:
+ if i_style in self.input_style:
+ if i_style == 'event_type':
+ input_str += ' \n {}'.format('justice event, extradite sub-type')
+ if i_style == 'event_type_sent':
+ input_str += ' \n {}'.format('The event is related to justice. The event occurs when a person was extradited from one place to another place.')
+ if i_style == 'keywords':
+ input_str += ' \n Similar triggers such as {}'.format(', '.join(self.get_keywords()))
+ if i_style == 'triggers':
+ input_str += ' \n The event trigger word is {}'.format(query_trigger)
+ if i_style == 'template':
+ input_str += ' \n {}'.format(self.output_template)
+
+ return input_str
+
+ def generate_output_str(self, query_trigger):
+ assert self.gold_event is not None
+ output_str = ''
+ gold_sample = False
+ for o_style in OUTPUT_STYLE_SET:
+ if o_style in self.output_style:
+ if o_style == 'trigger:sentence':
+ if self.trigger_text != '':
+ output_str += ' \n Event trigger is {}'.format(self.trigger_text)
+ gold_sample = True
+ else:
+ output_str += ' \n Event trigger is <Trigger>'
+ if o_style == 'argument:sentence':
+ output_texts = []
+ for argu in self.arguments:
+ filler = (
+ " and ".join([ a['argument text'] for a in argu['Person']]) if "Person" in argu.keys() else ROLE_PH_MAP['Person'],
+ " and ".join([ a['argument text'] for a in argu['Destination']]) if "Destination" in argu.keys() else ROLE_PH_MAP['Destination'],
+ " and ".join([ a['argument text'] for a in argu['Origin']]) if "Origin" in argu.keys() else ROLE_PH_MAP['Origin'],
+ " and ".join([ a['argument text'] for a in argu['Agent']]) if "Agent" in argu.keys() else ROLE_PH_MAP['Agent']
+ )
+ output_texts.append("{} was extradicted to {} from {}. {} was responsible for the extradition.".format(*filler))
+ gold_sample = True
+ output_str += ' \n {}'.format(' <sep> '.join(output_texts))
+ output_str = ('\n'.join(output_str.split('\n')[1:])).strip()
+ return (output_str, gold_sample)
+
+ def decode(self, preds):
+ output = []
+ for cnt, pred in enumerate(preds.split('\n')):
+ used_o_cnt = 0
+ full_pred = pred.strip()
+ for o_style in OUTPUT_STYLE_SET:
+ if o_style in self.output_style:
+ if o_style == 'trigger:sentence':
+ if used_o_cnt == cnt:
+ try:
+ triggers = full_pred.split('Event trigger is ', 1)[1]
+ triggers = triggers.split(' and ')
+ for t_cnt, t in enumerate(triggers):
+ if t != '<Trigger>':
+ output.append((t, self.event_type, {'tri counter': t_cnt})) # (text, type, kwargs)
+ except:
+ pass
+ used_o_cnt += 1
+ if o_style == 'argument:sentence':
+ if used_o_cnt == cnt:
+ try:
+ for a_cnt, prediction in enumerate(full_pred.split(' <sep> ')):
+ person = prediction.split(' was extradicted to ')[0]
+ person = person.split(' and ')
+
+ destination = (prediction.split(' was extradicted to ')[1]).split(' from ')[0]
+ destination = destination.split(' and ')
+
+ origin = ((prediction.split(' was extradicted to ')[1]).split(' from ')[1]).split('.', 1)[0]
+ origin = origin.split(' and ')
+
+ remain = ((prediction.split(' was extradicted to ')[1]).split(' from ')[1]).split('.', 1)[1]
+
+ if 'was responsible for' in remain:
+ agent = (remain.split(' was responsible for the extradition.')[0]).strip()
+ agent = agent.split(' and ')
+ else:
+ agent = []
+
+ for arg in agent:
+ if arg != ROLE_PH_MAP['Agent']:
+ output.append((arg, 'Agent', {'cor tri cnt': a_cnt}))
+ for arg in person:
+ if arg != ROLE_PH_MAP['Person']:
+ output.append((arg, 'Person', {'cor tri cnt': a_cnt}))
+ for arg in destination:
+ if arg != ROLE_PH_MAP['Destination']:
+ output.append((arg, 'Destination', {'cor tri cnt': a_cnt}))
+ for arg in origin:
+ if arg != ROLE_PH_MAP['Origin']:
+ output.append((arg, 'Origin', {'cor tri cnt': a_cnt}))
+ except:
+ pass
+ used_o_cnt += 1
+ return output
+
+class Justice_Acquit(event_template):
+ def __init__(self, input_style, output_style, passage, event_type, gold_event=None):
+ super().__init__(input_style, output_style, passage, event_type, gold_event)
+
+ @classmethod
+ def get_keywords(self):
+ return ['acquitted', 'acquittal', 'acquit']
+
+ def get_output_template(self):
+ output_template = ''
+ for o_style in OUTPUT_STYLE_SET:
+ if o_style in self.output_style:
+ if o_style == 'trigger:sentence':
+ output_template += ' \n {}'.format('Event trigger is <Trigger>')
+ if o_style == 'argument:sentence':
+ output_template += ' \n {}'.format('somebody was acquitted of the charges by some adjudicator.')
+ return ('\n'.join(output_template.split('\n')[1:])).strip()
+
+ def generate_input_str(self, query_trigger):
+ input_str = self.passage
+ for i_style in INPUT_STYLE_SET:
+ if i_style in self.input_style:
+ if i_style == 'event_type':
+ input_str += ' \n {}'.format('justice event, acquit sub-type')
+ if i_style == 'event_type_sent':
+ input_str += ' \n {}'.format("The event is related to someone being acquitted.")
+ if i_style == 'keywords':
+ input_str += ' \n Similar triggers such as {}'.format(', '.join(self.get_keywords()))
+ if i_style == 'triggers':
+ input_str += ' \n The event trigger word is {}'.format(query_trigger)
+ if i_style == 'template':
+ input_str += ' \n {}'.format(self.output_template)
+ return input_str
+
+ def generate_output_str(self, query_trigger):
+ assert self.gold_event is not None
+ output_str = ''
+ gold_sample = False
+ for o_style in OUTPUT_STYLE_SET:
+ if o_style in self.output_style:
+ if o_style == 'trigger:sentence':
+ if self.trigger_text != '':
+ output_str += ' \n Event trigger is {}'.format(self.trigger_text)
+ gold_sample = True
+ else:
+ output_str += ' \n Event trigger is <Trigger>'
+ if o_style == 'argument:sentence':
+ output_texts = []
+ for argu in self.arguments:
+ filler = (
+ " and ".join([ a['argument text'] for a in argu['Defendant']]) if "Defendant" in argu.keys() else ROLE_PH_MAP['Defendant'],
+ " and ".join([ a['argument text'] for a in argu['Adjudicator']]) if "Adjudicator" in argu.keys() else ROLE_PH_MAP['Adjudicator']
+ )
+ output_texts.append("{} was acquitted of the charges by {}.".format(*filler))
+ gold_sample = True
+ output_str += ' \n {}'.format(' <sep> '.join(output_texts))
+ output_str = ('\n'.join(output_str.split('\n')[1:])).strip()
+ return (output_str, gold_sample)
+
+ def decode(self, preds):
+ output = []
+ for cnt, pred in enumerate(preds.split('\n')):
+ used_o_cnt = 0
+ full_pred = pred.strip()
+ for o_style in OUTPUT_STYLE_SET:
+ if o_style in self.output_style:
+ if o_style == 'trigger:sentence':
+ if used_o_cnt == cnt:
+ try:
+ triggers = full_pred.split('Event trigger is ', 1)[1]
+ triggers = triggers.split(' and ')
+ for t_cnt, t in enumerate(triggers):
+ if t != '<Trigger>':
+ output.append((t, self.event_type, {'tri counter': t_cnt})) # (text, type, kwargs)
+ except:
+ pass
+ used_o_cnt += 1
+ if o_style == 'argument:sentence':
+ if used_o_cnt == cnt:
+ try:
+ for a_cnt, prediction in enumerate(full_pred.split(' <sep> ')):
+ defendant = prediction.split(' was acquitted of the charges by ', 1)[0]
+ defendant = defendant.split(' and ')
+ remain = prediction.split(' was acquitted of the charges by ', 1)[1]
+
+ adjudicator = remain.rsplit('.',1)[0]
+ adjudicator = adjudicator.split(' and ')
+ for arg in defendant:
+ if arg != ROLE_PH_MAP['Defendant']:
+ output.append((arg, 'Defendant', {'cor tri cnt': a_cnt}))
+ for arg in adjudicator:
+ if arg != ROLE_PH_MAP['Adjudicator']:
+ output.append((arg, 'Adjudicator', {'cor tri cnt': a_cnt}))
+ except:
+ pass
+ used_o_cnt += 1
+ return output
+
+class Justice_Pardon(event_template):
+ def __init__(self, input_style, output_style, passage, event_type, gold_event=None):
+ super().__init__(input_style, output_style, passage, event_type, gold_event)
+
+ @classmethod
+ def get_keywords(self):
+ return ['pardon', 'pardoned', 'remission']
+
+ def get_output_template(self):
+ output_template = ''
+ for o_style in OUTPUT_STYLE_SET:
+ if o_style in self.output_style:
+ if o_style == 'trigger:sentence':
+ output_template += ' \n {}'.format('Event trigger is <Trigger>')
+ if o_style == 'argument:sentence':
+ output_template += ' \n {}'.format('somebody received a pardon from some adjudicator.')
+ return ('\n'.join(output_template.split('\n')[1:])).strip()
+
+ def generate_input_str(self, query_trigger):
+ input_str = self.passage
+ for i_style in INPUT_STYLE_SET:
+ if i_style in self.input_style:
+ if i_style == 'event_type':
+ input_str += ' \n {}'.format('justice event, pardon sub-type')
+ if i_style == 'event_type_sent':
+ input_str += ' \n {}'.format("The event is related to someone being pardoned.")
+ if i_style == 'keywords':
+ input_str += ' \n Similar triggers such as {}'.format(', '.join(self.get_keywords()))
+ if i_style == 'triggers':
+ input_str += ' \n The event trigger word is {}'.format(query_trigger)
+ if i_style == 'template':
+ input_str += ' \n {}'.format(self.output_template)
+ return input_str
+
+ def generate_output_str(self, query_trigger):
+ assert self.gold_event is not None
+ output_str = ''
+ gold_sample = False
+ for o_style in OUTPUT_STYLE_SET:
+ if o_style in self.output_style:
+ if o_style == 'trigger:sentence':
+ if self.trigger_text != '':
+ output_str += ' \n Event trigger is {}'.format(self.trigger_text)
+ gold_sample = True
+ else:
+ output_str += ' \n Event trigger is <Trigger>'
+ if o_style == 'argument:sentence':
+ output_texts = []
+ for argu in self.arguments:
+ filler = (
+ " and ".join([ a['argument text'] for a in argu['Defendant']]) if "Defendant" in argu.keys() else ROLE_PH_MAP['Defendant'],
+ " and ".join([ a['argument text'] for a in argu['Adjudicator']]) if "Adjudicator" in argu.keys() else ROLE_PH_MAP['Adjudicator']
+ )
+ output_texts.append("{} received a pardon from {}.".format(*filler))
+ gold_sample = True
+ output_str += ' \n {}'.format(' <sep> '.join(output_texts))
+ output_str = ('\n'.join(output_str.split('\n')[1:])).strip()
+ return (output_str, gold_sample)
+
+ def decode(self, preds):
+ output = []
+ for cnt, pred in enumerate(preds.split('\n')):
+ used_o_cnt = 0
+ full_pred = pred.strip()
+ for o_style in OUTPUT_STYLE_SET:
+ if o_style in self.output_style:
+ if o_style == 'trigger:sentence':
+ if used_o_cnt == cnt:
+ try:
+ triggers = full_pred.split('Event trigger is ', 1)[1]
+ triggers = triggers.split(' and ')
+ for t_cnt, t in enumerate(triggers):
+ if t != '<Trigger>':
+ output.append((t, self.event_type, {'tri counter': t_cnt})) # (text, type, kwargs)
+ except:
+ pass
+ used_o_cnt += 1
+ if o_style == 'argument:sentence':
+ if used_o_cnt == cnt:
+ try:
+ for a_cnt, prediction in enumerate(full_pred.split(' <sep> ')):
+ defendant = prediction.split(' received a pardon from ', 1)[0]
+ defendant = defendant.split(' and ')
+ remain = prediction.split(' received a pardon from ', 1)[1]
+
+ adjudicator = remain.rsplit('.',1)[0]
+ adjudicator = adjudicator.split(' and ')
+ for arg in defendant:
+ if arg != ROLE_PH_MAP['Defendant']:
+ output.append((arg, 'Defendant', {'cor tri cnt': a_cnt}))
+ for arg in adjudicator:
+ if arg != ROLE_PH_MAP['Adjudicator']:
+ output.append((arg, 'Adjudicator', {'cor tri cnt': a_cnt}))
+ except:
+ pass
+ used_o_cnt += 1
+ return output
+
+class Justice_Appeal(event_template):
+ def __init__(self, input_style, output_style, passage, event_type, gold_event=None):
+ super().__init__(input_style, output_style, passage, event_type, gold_event)
+
+ @classmethod
+ def get_keywords(self):
+ return ['appeal', 'appealing', 'appeals']
+
+ def get_output_template(self):
+ output_template = ''
+ for o_style in OUTPUT_STYLE_SET:
+ if o_style in self.output_style:
+ if o_style == 'trigger:sentence':
+ output_template += ' \n {}'.format('Event trigger is <Trigger>')
+ if o_style == 'argument:sentence':
+ output_template += ' \n {}'.format('somebody in somewhere appealed the adjudication from some adjudicator.')
+ return ('\n'.join(output_template.split('\n')[1:])).strip()
+
+ def generate_input_str(self, query_trigger):
+ input_str = self.passage
+ for i_style in INPUT_STYLE_SET:
+ if i_style in self.input_style:
+ if i_style == 'event_type':
+ input_str += ' \n {}'.format('justice event, appeal sub-type')
+ if i_style == 'event_type_sent':
+ input_str += ' \n {}'.format("The event is related to someone appealing the decision of a court.")
+ if i_style == 'keywords':
+ input_str += ' \n Similar triggers such as {}'.format(', '.join(self.get_keywords()))
+ if i_style == 'triggers':
+ input_str += ' \n The event trigger word is {}'.format(query_trigger)
+ if i_style == 'template':
+ input_str += ' \n {}'.format(self.output_template)
+ return input_str
+
+ def generate_output_str(self, query_trigger):
+ assert self.gold_event is not None
+ output_str = ''
+ gold_sample = False
+ for o_style in OUTPUT_STYLE_SET:
+ if o_style in self.output_style:
+ if o_style == 'trigger:sentence':
+ if self.trigger_text != '':
+ output_str += ' \n Event trigger is {}'.format(self.trigger_text)
+ gold_sample = True
+ else:
+ output_str += ' \n Event trigger is <Trigger>'
+ if o_style == 'argument:sentence':
+ output_texts = []
+ for argu in self.arguments:
+ filler = (
+ " and ".join([ a['argument text'] for a in argu['Defendant']]) if "Defendant" in argu.keys() else ROLE_PH_MAP['Defendant'],
+ " and ".join([ a['argument text'] for a in argu['Place']]) if "Place" in argu.keys() else ROLE_PH_MAP['Place'],
+ " and ".join([ a['argument text'] for a in argu['Adjudicator']]) if "Adjudicator" in argu.keys() else ROLE_PH_MAP['Adjudicator']
+ )
+ output_texts.append("{} in {} appealed the adjudication from {}.".format(*filler))
+ gold_sample = True
+ output_str += ' \n {}'.format(' <sep> '.join(output_texts))
+ output_str = ('\n'.join(output_str.split('\n')[1:])).strip()
+ return (output_str, gold_sample)
+
+ def decode(self, preds):
+ output = []
+ for cnt, pred in enumerate(preds.split('\n')):
+ used_o_cnt = 0
+ full_pred = pred.strip()
+ for o_style in OUTPUT_STYLE_SET:
+ if o_style in self.output_style:
+ if o_style == 'trigger:sentence':
+ if used_o_cnt == cnt:
+ try:
+ triggers = full_pred.split('Event trigger is ', 1)[1]
+ triggers = triggers.split(' and ')
+ for t_cnt, t in enumerate(triggers):
+ if t != '<Trigger>':
+ output.append((t, self.event_type, {'tri counter': t_cnt})) # (text, type, kwargs)
+ except:
+ pass
+ used_o_cnt += 1
+ if o_style == 'argument:sentence':
+ if used_o_cnt == cnt:
+ try:
+ for a_cnt, prediction in enumerate(full_pred.split(' <sep> ')):
+ plaintiff = prediction.split(' in ', 1)[0]
+ plaintiff = plaintiff.split(' and ')
+ remain = prediction.split(' in ', 1)[1]
+
+ place = remain.split(' appealed the adjudication from ', 1)[0]
+ place = place.split(' and ')
+ remain = remain.split(' appealed the adjudication from ', 1)[1]
+
+ adjudicator = remain.rsplit('.',1)[0]
+ adjudicator = adjudicator.split(' and ')
+
+ for arg in plaintiff:
+ if arg != ROLE_PH_MAP['Defendant']:
+ output.append((arg, 'Defendant', {'cor tri cnt': a_cnt}))
+ for arg in place:
+ if arg != ROLE_PH_MAP['Place']:
+ output.append((arg, 'Place', {'cor tri cnt': a_cnt}))
+ for arg in adjudicator:
+ if arg != ROLE_PH_MAP['Adjudicator']:
+ output.append((arg, 'Adjudicator', {'cor tri cnt': a_cnt}))
+ except:
+ pass
+ used_o_cnt += 1
+ return output
diff --git a/baselines/DEGREE/degree/template_generate_ucdp.py b/baselines/DEGREE/degree/template_generate_ucdp.py
@@ -0,0 +1,332 @@
+import numpy
+import re
+import sys
+
+
+INPUT_STYLE_SET = ['event_type', 'event_type_sent', 'keywords', 'triggers', 'template']
+OUTPUT_STYLE_SET = ['argument:sentence']
+
+BREAK_PENALTY = 10 # Penalty if variable is not preceded by space or followed by space/period.
+TEMPLATE_MARKER = '\1' # Template marker for variables
+POST_TEMPLATE_VALID = " .," # Unpenalized characters after template variable
+PRE_TEMPLATE_VALID = " " # Unpenalized characters before template variable
+
+UCDP_TEMPLATE_FORMAT = """The conflict between {side_a_name} (A) and {side_b_name} (B) resulted in causalities between {start_date} and {end_date} at {location_where_name} in {location_adm2_name} in the region of {location_adm1_name} in {location_root_name}. {deaths_side_a} people died on side A, {deaths_side_b} people died on side B, {deaths_civilian} civilians died and {deaths_unknown} unidentified people died. The low estimate for the total number of people that died is {deaths_low}. The high estimate for the total number of people that died is {deaths_high}."""
+
+UCDP_FIELDS = re.findall(r"{([^}]+)}", UCDP_TEMPLATE_FORMAT)
+UCDP_TEMPLATE = re.sub(" {[^}]*}", TEMPLATE_MARKER, UCDP_TEMPLATE_FORMAT)
+
+ROLE_TO_TYPE = {
+ "side_a_name": "Actor",
+ "side_b_name": "Actor",
+ "start_date": "Date",
+ "end_date": "Date",
+ "location_root_name": "Place",
+ "location_adm1_name": "Place",
+ "location_adm2_name": "Place",
+ "location_where_name": "Place",
+ "deaths_side_a": "Deaths",
+ "deaths_side_b": "Deaths",
+ "deaths_civilian": "Deaths",
+ "deaths_unknown": "Deaths",
+ "deaths_low": "Deaths",
+ "deaths_high": "Deaths",
+}
+
+TYPE_PH_MAP = {
+ "Actor": "somebody",
+ "Date": "sometime",
+ "Place": "somewhere",
+ "Deaths": "some number",
+}
+
+
+def fuzzy_align(prediction):
+ """
+ Use a Levenshtein algorithm to fuzzily align the output of a model with its template.
+
+ As currently written, the variables must always be preceded by a space in the template.
+ Furthermore, the following character is expected to be one of POST_TEMPLATE_VALID.
+ In any case, when matching, a PRE_TEMPLATE_VALID will be enforced before a variable and any POST_TEMPLATE_VALID character will match the template just after a variable.
+ """
+ m = numpy.empty((len(prediction)+1, len(UCDP_TEMPLATE)+1), dtype=numpy.int64)
+ parents = numpy.zeros((len(prediction)+1, len(UCDP_TEMPLATE)+1), dtype=numpy.int8)
+
+ m[:, 0] = numpy.arange(len(prediction)+1)
+ parents[1:, 0] = 1
+
+ template_init = (numpy.array(list(UCDP_TEMPLATE))==TEMPLATE_MARKER)*(BREAK_PENALTY-1)+1
+ m[0, 1:] = template_init.cumsum()
+ parents[0, 1:] = 2
+
+
+ for y in range(1, len(prediction)+1):
+ for x in range(1, len(UCDP_TEMPLATE)+1):
+ if x>1 and UCDP_TEMPLATE[x-2] == TEMPLATE_MARKER:
+ addition = 1
+ deletion = BREAK_PENALTY
+ transformation = (0 if prediction[y-1] in POST_TEMPLATE_VALID else BREAK_PENALTY)
+ elif UCDP_TEMPLATE[x-1] == TEMPLATE_MARKER:
+ addition = 0
+ deletion = BREAK_PENALTY
+ transformation = (0 if prediction[y-1] in PRE_TEMPLATE_VALID else BREAK_PENALTY)
+ else:
+ addition = 1
+ deletion = 1
+ transformation = (UCDP_TEMPLATE[x-1] != prediction[y-1])
+
+ m[y][x] = min(m[y-1][x] + addition, m[y][x-1] + deletion, m[y-1][x-1] + transformation)
+ if m[y-1][x] + addition == m[y][x]:
+ parents[y][x] |= 1
+ if m[y][x-1] + deletion == m[y][x]:
+ parents[y][x] |= 2
+ if m[y-1][x-1] + transformation == m[y][x]:
+ parents[y][x] |= 4
+
+ matches = {location+1: [] for location, value in enumerate(UCDP_TEMPLATE) if value == TEMPLATE_MARKER}
+ y, x = len(prediction), len(UCDP_TEMPLATE)
+ while (y, x) != (0, 0):
+ if UCDP_TEMPLATE[x-1] == TEMPLATE_MARKER:
+ if parents[y][x] & 1:
+ y -= 1
+ matches[x].append(prediction[y])
+ elif parents[y][x] & 4:
+ y -= 1
+ x -= 1
+ elif parents[y][x] & 2:
+ x -= 1
+ else:
+ if parents[y][x] & 4:
+ y -= 1
+ x -= 1
+ elif parents[y][x] & 1:
+ y -= 1
+ elif parents[y][x] & 2:
+ x -= 1
+
+ return { field: "".join(match[::-1]).strip() for field, (_, match) in zip(UCDP_FIELDS, sorted(matches.items())) }
+
+
+class eve_template_generator():
+ def __init__(self, passage, triggers, roles, input_style, output_style, vocab, instance_base=False):
+ """
+ generate strctured information for events
+
+ args:
+ passage(List): a list of tokens
+ triggers(List): a list of triggers
+ roles(List): a list of Roles
+ input_style(List): List of elements; elements belongs to INPUT_STYLE_SET
+ input_style(List): List of elements; elements belongs to OUTPUT_STYLE_SET
+ instance_base(Bool): if instance_base, we generate only one pair (use for trigger generation), else, we generate trigger_base (use for argument generation)
+ """
+ self.raw_passage = passage
+ self.triggers = triggers
+ self.roles = roles
+ self.events = self.process_events(passage, triggers, roles)
+ self.input_style = input_style
+ self.output_style = output_style
+ self.vocab = vocab
+ self.event_templates = []
+ if instance_base:
+ for e_type in self.vocab['event_type_itos']:
+ theclass = getattr(sys.modules[__name__], e_type.replace(':', '_').replace('-', '_'), False)
+ if theclass:
+ self.event_templates.append(theclass(self.input_style, self.output_style, passage, e_type, self.events))
+ else:
+ print(e_type)
+
+ else:
+ for event in self.events:
+ theclass = getattr(sys.modules[__name__], event['event type'].replace(':', '_').replace('-', '_'), False)
+ assert theclass
+ self.event_templates.append(theclass(self.input_style, self.output_style, event['tokens'], event['event type'], event))
+ self.data = [x.generate_pair(x.trigger_text) for x in self.event_templates]
+ self.data = [x for x in self.data if x]
+
+ def get_training_data(self):
+ return self.data
+
+ def process_events(self, passage, triggers, roles):
+ """
+ Given a list of token and event annotation, return a list of structured event
+
+ structured_event:
+ {
+ 'trigger text': str,
+ 'trigger span': (start, end),
+ 'event type': EVENT_TYPE(str),
+ 'arguments':{
+ ROLE_TYPE(str):[{
+ 'argument text': str,
+ 'argument span': (start, end)
+ }],
+ ROLE_TYPE(str):...,
+ ROLE_TYPE(str):....
+ }
+ 'passage': PASSAGE
+ }
+ """
+
+ events = {trigger: [] for trigger in triggers}
+
+ for argument in roles:
+ trigger = argument[0]
+ events[trigger].append(argument)
+
+ event_structures = []
+ for trigger, arguments in events.items():
+ eve_type = trigger[2]
+ eve_text = "UNK"
+ eve_span = (trigger[0], trigger[1])
+ argus = {}
+ for argument in arguments:
+ role_type = argument[1][2]
+ if role_type not in argus.keys():
+ argus[role_type] = []
+ argus[role_type].append({
+ 'argument text': argument[1][3],
+ 'argument span': (argument[1][0], argument[1][1]),
+ })
+ event_structures.append({
+ 'trigger text': eve_text,
+ 'trigger span': eve_span,
+ 'event type': eve_type,
+ 'arguments': argus,
+ 'passage': ' '.join(passage),
+ 'tokens': passage
+ })
+ return event_structures
+
+class event_template():
+ def __init__(self, input_style, output_style, passage, event_type, gold_event=None):
+ self.input_style = input_style
+ self.output_style = output_style
+ self.output_template = self.get_output_template()
+ self.passage = ' '.join(passage)
+ self.tokens = passage
+ self.event_type = event_type
+ if gold_event is not None:
+ self.gold_event = gold_event
+ if isinstance(gold_event, list):
+ # instance base
+ self.trigger_text = " and ".join([x['trigger text'] for x in gold_event if x['event type']==event_type])
+ self.trigger_span = [x['trigger span'] for x in gold_event if x['event type']==event_type]
+ self.arguments = [x['arguments'] for x in gold_event if x['event type']==event_type]
+ else:
+ # trigger base
+ self.trigger_text = gold_event['trigger text']
+ self.trigger_span = [gold_event['trigger span']]
+ self.arguments = [gold_event['arguments']]
+ else:
+ self.gold_event = None
+
+ @classmethod
+ def get_keywords(self):
+ pass
+
+ def generate_pair(self, query_trigger):
+ """
+ Generate model input sentence and output sentence pair
+ """
+ input_str = self.generate_input_str(query_trigger)
+ output_str, gold_sample = self.generate_output_str(query_trigger)
+ return (input_str, output_str, self.gold_event, gold_sample, self.event_type, self.tokens)
+
+ def generate_input_str(self, query_trigger):
+ return None
+
+ def generate_output_str(self, query_trigger):
+ return (None, False)
+
+ def decode(self, prediction):
+ pass
+
+ def evaluate(self, predict_output):
+ assert self.gold_event is not None
+ converted_gold = self.get_converted_gold()
+ correct = 0
+ total = 0
+ per_type = { rtype: [] for rtype in ROLE_TO_TYPE.values() }
+ for role, argument in converted_gold.items():
+ total += 1
+ value = (argument == predict_output.get(role))
+ correct += value
+ per_type[ROLE_TO_TYPE[role]].append(value)
+ return {
+ 'gold_tri_num': 0,
+ 'pred_tri_num': 0,
+ 'match_tri_num': 0,
+ 'gold_arg_num': len(converted_gold),
+ 'pred_arg_num': len(predict_output),
+ 'match_arg_id': correct,
+ 'match_arg_cls': correct,
+ 'aec_agg': sum(sum(values)/len(values) for values in per_type.values())/len(per_type)
+ }
+
+ def get_converted_gold(self):
+ converted_gold = {}
+ for argu in self.arguments:
+ for arg_type, arg_list in argu.items():
+ for arg in arg_list:
+ converted_gold[arg_type] = arg['argument text'].strip()
+ return converted_gold
+
+
+class UCDPDeath(event_template):
+
+ def __init__(self, input_style, output_style, passage, event_type, gold_event=None):
+ super().__init__(input_style, output_style, passage, event_type, gold_event)
+
+ @classmethod
+ def get_keywords(self):
+ return ['die', 'kill']
+
+ def get_output_template(self):
+ output_template = ''
+ for o_style in OUTPUT_STYLE_SET:
+ if o_style in self.output_style:
+ if o_style == 'argument:sentence':
+ output_template += ' \n {}'.format(UCDP_TEMPLATE.format(**{field: TYPE_PH_MAP[role] for field, role in ROLE_TO_TYPE.items()}))
+ return ('\n'.join(output_template.split('\n')[1:])).strip()
+
+ def generate_input_str(self, query_trigger):
+ input_str = self.passage
+ for i_style in INPUT_STYLE_SET:
+ if i_style in self.input_style:
+ if i_style == 'event_type':
+ input_str += ' \n {}'.format('death in conflict event')
+ if i_style == 'event_type_sent':
+ input_str += ' \n {}'.format('The event is related to conflict where someone is being killed.')
+ if i_style == 'keywords':
+ input_str += ' \n Similar triggers such as {}'.format(', '.join(self.get_keywords()))
+ if i_style == 'triggers':
+ input_str += ' \n The event trigger word is {}'.format(query_trigger)
+ if i_style == 'template':
+ input_str += ' \n {}'.format(self.output_template)
+
+ return input_str
+
+ def generate_output_str(self, query_trigger):
+ assert self.gold_event is not None
+ output_str = ''
+ gold_sample = False
+ for o_style in OUTPUT_STYLE_SET:
+ if o_style in self.output_style:
+ if o_style == 'argument:sentence':
+ output_texts = []
+ for argu in self.arguments:
+ filler = {
+ # In our case, the role should always be in argu
+ role: argu[role][0]["argument text"] if role in argu else TYPE_PH_MAP[rtype]
+ for role, rtype in ROLE_TO_TYPE.items()
+ }
+ output_texts.append(UCDP_TEMPLATE.format(**filler))
+ gold_sample = True
+ output_str += ' \n {}'.format(' <sep> '.join(output_texts))
+
+ output_str = ('\n'.join(output_str.split('\n')[1:])).strip()
+ return (output_str, gold_sample)
+
+ def decode(self, preds):
+ return fuzzy_align(preds)
diff --git a/baselines/DEGREE/degree/train_degree_e2e.py b/baselines/DEGREE/degree/train_degree_e2e.py
@@ -0,0 +1,275 @@
+import os, sys, json, logging, time, pprint, tqdm
+import numpy as np
+import torch
+from torch.utils.data import DataLoader
+from transformers import AutoTokenizer, AdamW, get_linear_schedule_with_warmup
+from model import GenerativeModel
+from data import GenDataset
+from utils import Summarizer, compute_f1
+from argparse import ArgumentParser, Namespace
+import ipdb
+
+# configuration
+parser = ArgumentParser()
+parser.add_argument('-c', '--config', required=True)
+args = parser.parse_args()
+with open(args.config) as fp:
+ config = json.load(fp)
+config.update(args.__dict__)
+config = Namespace(**config)
+
+if config.dataset == "ace05e" or config.dataset == "ace05ep":
+ from template_generate_ace import eve_template_generator
+ template_file = "template_generate_ace"
+elif config.dataset == "ere":
+ from template_generate_ere import eve_template_generator
+ template_file = "template_generate_ere"
+
+# fix random seed
+np.random.seed(config.seed)
+torch.manual_seed(config.seed)
+torch.backends.cudnn.enabled = False
+
+# logger and summarizer
+timestamp = time.strftime('%Y%m%d_%H%M%S', time.localtime())
+output_dir = os.path.join(config.output_dir, timestamp)
+if not os.path.exists(output_dir):
+ os.makedirs(output_dir)
+log_path = os.path.join(output_dir, "train.log")
+logging.basicConfig(level=logging.INFO, format='%(asctime)s - %(name)s - %(message)s', datefmt='[%Y-%m-%d %H:%M:%S]',
+ handlers=[logging.FileHandler(os.path.join(output_dir, "train.log")), logging.StreamHandler()])
+logger = logging.getLogger(__name__)
+logger.info(f"\n{pprint.pformat(vars(config), indent=4)}")
+summarizer = Summarizer(output_dir)
+
+# set GPU device
+torch.cuda.set_device(config.gpu_device)
+
+# check valid styles
+assert np.all([style in ['event_type_sent', 'keywords', 'template'] for style in config.input_style])
+assert np.all([style in ['trigger:sentence', 'argument:sentence'] for style in config.output_style])
+
+# output
+with open(os.path.join(output_dir, 'config.json'), 'w') as fp:
+ json.dump(vars(config), fp, indent=4)
+best_model_path = os.path.join(output_dir, 'best_model.mdl')
+dev_prediction_path = os.path.join(output_dir, 'pred.dev.json')
+test_prediction_path = os.path.join(output_dir, 'pred.test.json')
+
+# tokenizer
+tokenizer = AutoTokenizer.from_pretrained(config.model_name, cache_dir=config.cache_dir)
+special_tokens = ['<Trigger>', '<sep>']
+tokenizer.add_tokens(special_tokens)
+
+# load data
+train_set = GenDataset(tokenizer, config.max_length, config.train_finetune_file, config.max_output_length)
+dev_set = GenDataset(tokenizer, config.max_length, config.dev_finetune_file, config.max_output_length)
+test_set = GenDataset(tokenizer, config.max_length, config.test_finetune_file, config.max_output_length)
+train_batch_num = len(train_set) // config.train_batch_size + (len(train_set) % config.train_batch_size != 0)
+dev_batch_num = len(dev_set) // config.eval_batch_size + (len(dev_set) % config.eval_batch_size != 0)
+test_batch_num = len(test_set) // config.eval_batch_size + (len(test_set) % config.eval_batch_size != 0)
+
+# initialize the model
+model = GenerativeModel(config, tokenizer)
+model.cuda(device=config.gpu_device)
+
+# optimizer
+param_groups = [{'params': model.parameters(), 'lr': config.learning_rate, 'weight_decay': config.weight_decay}]
+optimizer = AdamW(params=param_groups)
+schedule = get_linear_schedule_with_warmup(optimizer,
+ num_warmup_steps=train_batch_num*config.warmup_epoch,
+ num_training_steps=train_batch_num*config.max_epoch)
+
+
+
+# start training
+logger.info("Start training ...")
+summarizer_step = 0
+best_dev_epoch = -1
+best_dev_scores = {
+ 'tri_id': (0.0, 0.0, 0.0),
+ 'arg_id': (0.0, 0.0, 0.0),
+ 'arg_cls': (0.0, 0.0, 0.0)
+}
+for epoch in range(1, config.max_epoch+1):
+ logger.info(log_path)
+ logger.info(f"Epoch {epoch}")
+
+ # training
+ progress = tqdm.tqdm(total=train_batch_num, ncols=75, desc='Train {}'.format(epoch))
+ model.train()
+ optimizer.zero_grad()
+ for batch_idx, batch in enumerate(DataLoader(train_set, batch_size=config.train_batch_size // config.accumulate_step,
+ shuffle=True, drop_last=False, collate_fn=train_set.collate_fn)):
+
+ # forard model
+ loss = model(batch)
+
+ # record loss
+ summarizer.scalar_summary('train/loss', loss, summarizer_step)
+ summarizer_step += 1
+
+ loss = loss * (1 / config.accumulate_step)
+ loss.backward()
+
+ if (batch_idx + 1) % config.accumulate_step == 0:
+ progress.update(1)
+ torch.nn.utils.clip_grad_norm_(model.parameters(), config.grad_clipping)
+ optimizer.step()
+ schedule.step()
+ optimizer.zero_grad()
+ progress.close()
+
+ # eval dev set
+ progress = tqdm.tqdm(total=dev_batch_num, ncols=75, desc='Dev {}'.format(epoch))
+ model.eval()
+ best_dev_flag = False
+ write_output = []
+ dev_gold_tri_num, dev_pred_tri_num, dev_match_tri_num = 0, 0, 0
+ dev_gold_arg_num, dev_pred_arg_num, dev_match_arg_id, dev_match_arg_cls = 0, 0, 0, 0
+
+ for batch_idx, batch in enumerate(DataLoader(dev_set, batch_size=config.eval_batch_size,
+ shuffle=False, collate_fn=dev_set.collate_fn)):
+ progress.update(1)
+ pred_text = model.predict(batch, max_length=config.max_output_length)
+ gold_text = batch.target_text
+ input_text = batch.input_text
+ for i_text, g_text, p_text, info in zip(input_text, gold_text, pred_text, batch.infos):
+ theclass = getattr(sys.modules[template_file], info[1].replace(':', '_').replace('-', '_'), False)
+ assert theclass
+ template = theclass(config.input_style, config.output_style, info[2], info[1], info[0])
+
+ # decode predictions
+ pred_object = template.decode(p_text)
+ gold_object = template.trigger_span + [_ for _ in template.get_converted_gold()]
+
+ # calculate scores
+ sub_scores = template.evaluate(pred_object)
+ dev_gold_tri_num += sub_scores['gold_tri_num']
+ dev_pred_tri_num += sub_scores['pred_tri_num']
+ dev_match_tri_num += sub_scores['match_tri_num']
+ dev_gold_arg_num += sub_scores['gold_arg_num']
+ dev_pred_arg_num += sub_scores['pred_arg_num']
+ dev_match_arg_id += sub_scores['match_arg_id']
+ dev_match_arg_cls += sub_scores['match_arg_cls']
+ write_output.append({
+ 'input text': i_text,
+ 'gold text': g_text,
+ 'pred text': p_text,
+ 'gold triggers': gold_object,
+ 'pred triggers': pred_object,
+ 'score': sub_scores,
+ 'gold info': info
+ })
+ progress.close()
+
+ dev_scores = {
+ 'tri_id': compute_f1(dev_pred_tri_num, dev_gold_tri_num, dev_match_tri_num),
+ 'arg_id': compute_f1(dev_pred_arg_num, dev_gold_arg_num, dev_match_arg_id),
+ 'arg_cls': compute_f1(dev_pred_arg_num, dev_gold_arg_num, dev_match_arg_cls)
+ }
+
+ # print scores
+ print("---------------------------------------------------------------------")
+ print('Trigger I - P: {:5.2f} ({:4d}/{:4d}), R: {:5.2f} ({:4d}/{:4d}), F: {:5.2f}'.format(
+ dev_scores['tri_id'][0] * 100.0, dev_match_tri_num, dev_pred_tri_num,
+ dev_scores['tri_id'][1] * 100.0, dev_match_tri_num, dev_gold_tri_num, dev_scores['tri_id'][2] * 100.0))
+ print("---------------------------------------------------------------------")
+ print('Role I - P: {:5.2f} ({:4d}/{:4d}), R: {:5.2f} ({:4d}/{:4d}), F: {:5.2f}'.format(
+ dev_scores['arg_id'][0] * 100.0, dev_match_arg_id, dev_pred_arg_num,
+ dev_scores['arg_id'][1] * 100.0, dev_match_arg_id, dev_gold_arg_num, dev_scores['arg_id'][2] * 100.0))
+ print('Role C - P: {:5.2f} ({:4d}/{:4d}), R: {:5.2f} ({:4d}/{:4d}), F: {:5.2f}'.format(
+ dev_scores['arg_cls'][0] * 100.0, dev_match_arg_cls, dev_pred_arg_num,
+ dev_scores['arg_cls'][1] * 100.0, dev_match_arg_cls, dev_gold_arg_num, dev_scores['arg_cls'][2] * 100.0))
+ print("---------------------------------------------------------------------")
+
+ # check best dev model
+ if dev_scores['arg_cls'][2] > best_dev_scores['arg_cls'][2]:
+ best_dev_flag = True
+
+ # if best dev, save model and evaluate test set
+ if best_dev_flag:
+ best_dev_scores = dev_scores
+ best_dev_epoch = epoch
+
+ # save best model
+ logger.info('Saving best model')
+ torch.save(model.state_dict(), best_model_path)
+
+ # save dev result
+ with open(dev_prediction_path, 'w') as fp:
+ json.dump(write_output, fp, indent=4)
+
+ # eval test set
+ progress = tqdm.tqdm(total=test_batch_num, ncols=75, desc='Test {}'.format(epoch))
+ write_output = []
+ test_gold_tri_num, test_pred_tri_num, test_match_tri_num = 0, 0, 0
+ test_gold_arg_num, test_pred_arg_num, test_match_arg_id, test_match_arg_cls = 0, 0, 0, 0
+ for batch_idx, batch in enumerate(DataLoader(test_set, batch_size=config.eval_batch_size,
+ shuffle=False, collate_fn=test_set.collate_fn)):
+ progress.update(1)
+ pred_text = model.predict(batch, max_length=config.max_output_length)
+ gold_text = batch.target_text
+ input_text = batch.input_text
+ for i_text, g_text, p_text, info in zip(input_text, gold_text, pred_text, batch.infos):
+ theclass = getattr(sys.modules[template_file], info[1].replace(':', '_').replace('-', '_'), False)
+ assert theclass
+ template = theclass(config.input_style, config.output_style, info[2], info[1], info[0])
+
+ # decode predictions
+ pred_object = template.decode(p_text)
+ gold_object = template.trigger_span + [_ for _ in template.get_converted_gold()]
+
+ # calculate scores
+ sub_scores = template.evaluate(pred_object)
+ test_gold_tri_num += sub_scores['gold_tri_num']
+ test_pred_tri_num += sub_scores['pred_tri_num']
+ test_match_tri_num += sub_scores['match_tri_num']
+ test_gold_arg_num += sub_scores['gold_arg_num']
+ test_pred_arg_num += sub_scores['pred_arg_num']
+ test_match_arg_id += sub_scores['match_arg_id']
+ test_match_arg_cls += sub_scores['match_arg_cls']
+ write_output.append({
+ 'input text': i_text,
+ 'gold text': g_text,
+ 'pred text': p_text,
+ 'gold triggers': gold_object,
+ 'pred triggers': pred_object,
+ 'score': sub_scores,
+ 'gold info': info
+ })
+ progress.close()
+
+ test_scores = {
+ 'tri_id': compute_f1(test_pred_tri_num, test_gold_tri_num, test_match_tri_num),
+ 'arg_id': compute_f1(test_pred_arg_num, test_gold_arg_num, test_match_arg_id),
+ 'arg_cls': compute_f1(test_pred_arg_num, test_gold_arg_num, test_match_arg_cls)
+ }
+
+ # print scores
+ print("---------------------------------------------------------------------")
+ print('Trigger I - P: {:5.2f} ({:4d}/{:4d}), R: {:5.2f} ({:4d}/{:4d}), F: {:5.2f}'.format(
+ test_scores['tri_id'][0] * 100.0, test_match_tri_num, test_pred_tri_num,
+ test_scores['tri_id'][1] * 100.0, test_match_tri_num, test_gold_tri_num, test_scores['tri_id'][2] * 100.0))
+ print("---------------------------------------------------------------------")
+ print('Role I - P: {:5.2f} ({:4d}/{:4d}), R: {:5.2f} ({:4d}/{:4d}), F: {:5.2f}'.format(
+ test_scores['arg_id'][0] * 100.0, test_match_arg_id, test_pred_arg_num,
+ test_scores['arg_id'][1] * 100.0, test_match_arg_id, test_gold_arg_num, test_scores['arg_id'][2] * 100.0))
+ print('Role C - P: {:5.2f} ({:4d}/{:4d}), R: {:5.2f} ({:4d}/{:4d}), F: {:5.2f}'.format(
+ test_scores['arg_cls'][0] * 100.0, test_match_arg_cls, test_pred_arg_num,
+ test_scores['arg_cls'][1] * 100.0, test_match_arg_cls, test_gold_arg_num, test_scores['arg_cls'][2] * 100.0))
+ print("---------------------------------------------------------------------")
+
+ # save test result
+ with open(test_prediction_path, 'w') as fp:
+ json.dump(write_output, fp, indent=4)
+
+ logger.info({"epoch": epoch, "dev_scores": dev_scores})
+ if best_dev_flag:
+ logger.info({"epoch": epoch, "test_scores": test_scores})
+ logger.info("Current best")
+ logger.info({"best_epoch": best_dev_epoch, "best_scores": best_dev_scores})
+
+logger.info(log_path)
+logger.info("Done!")
+
diff --git a/baselines/DEGREE/degree/train_degree_eae.py b/baselines/DEGREE/degree/train_degree_eae.py
@@ -0,0 +1,269 @@
+import os, sys, json, logging, time, pprint, tqdm
+import numpy as np
+import torch
+from torch.utils.data import DataLoader
+from transformers import AutoTokenizer, AdamW, get_linear_schedule_with_warmup
+from model import GenerativeModel
+from data import GenDataset
+from utils import Summarizer, compute_f1
+from argparse import ArgumentParser, Namespace
+import ipdb
+
+# configuration
+parser = ArgumentParser()
+parser.add_argument('-c', '--config', required=True)
+args = parser.parse_args()
+with open(args.config) as fp:
+ config = json.load(fp)
+config.update(args.__dict__)
+config = Namespace(**config)
+
+if config.dataset == "ace05e" or config.dataset == "ace05ep":
+ from template_generate_ace import eve_template_generator
+ template_file = "template_generate_ace"
+elif config.dataset == "ere":
+ from template_generate_ere import eve_template_generator
+ template_file = "template_generate_ere"
+elif config.dataset == "ucdp":
+ from template_generate_ucdp import eve_template_generator
+ template_file = "template_generate_ucdp"
+
+# fix random seed
+np.random.seed(config.seed)
+torch.manual_seed(config.seed)
+torch.backends.cudnn.enabled = False
+
+# logger and summarizer
+timestamp = time.strftime('%Y%m%d_%H%M%S', time.localtime())
+output_dir = os.path.join(config.output_dir, timestamp)
+if not os.path.exists(output_dir):
+ os.makedirs(output_dir)
+log_path = os.path.join(output_dir, "train.log")
+logging.basicConfig(level=logging.INFO, format='%(asctime)s - %(name)s - %(message)s', datefmt='[%Y-%m-%d %H:%M:%S]',
+ handlers=[logging.FileHandler(os.path.join(output_dir, "train.log")), logging.StreamHandler()])
+logger = logging.getLogger(__name__)
+logger.info(f"\n{pprint.pformat(vars(config), indent=4)}")
+summarizer = Summarizer(output_dir)
+
+# set GPU device
+torch.cuda.set_device(config.gpu_device)
+
+# check valid styles
+assert np.all([style in ['event_type_sent', 'triggers', 'template'] for style in config.input_style])
+assert np.all([style in ['argument:sentence'] for style in config.output_style])
+
+# output
+with open(os.path.join(output_dir, 'config.json'), 'w') as fp:
+ json.dump(vars(config), fp, indent=4)
+best_model_path = os.path.join(output_dir, 'best_model.mdl')
+dev_prediction_path = os.path.join(output_dir, 'pred.dev.json')
+test_prediction_path = os.path.join(output_dir, 'pred.test.json')
+
+# tokenizer
+tokenizer = AutoTokenizer.from_pretrained(config.model_name, cache_dir=config.cache_dir)
+special_tokens = ['<Trigger>', '<sep>']
+tokenizer.add_tokens(special_tokens)
+
+# load data
+train_set = GenDataset(tokenizer, config.max_length, config.train_finetune_file, config.max_output_length)
+dev_set = GenDataset(tokenizer, config.max_length, config.dev_finetune_file, config.max_output_length)
+test_set = GenDataset(tokenizer, config.max_length, config.test_finetune_file, config.max_output_length)
+train_batch_num = len(train_set) // config.train_batch_size + (len(train_set) % config.train_batch_size != 0)
+dev_batch_num = len(dev_set) // config.eval_batch_size + (len(dev_set) % config.eval_batch_size != 0)
+test_batch_num = len(test_set) // config.eval_batch_size + (len(test_set) % config.eval_batch_size != 0)
+
+# initialize the model
+model = GenerativeModel(config, tokenizer)
+model.cuda(device=config.gpu_device)
+
+# optimizer
+param_groups = [{'params': model.parameters(), 'lr': config.learning_rate, 'weight_decay': config.weight_decay}]
+optimizer = AdamW(params=param_groups)
+schedule = get_linear_schedule_with_warmup(optimizer,
+ num_warmup_steps=train_batch_num*config.warmup_epoch,
+ num_training_steps=train_batch_num*config.max_epoch)
+
+
+
+# start training
+logger.info("Start training ...")
+summarizer_step = 0
+best_dev_epoch = -1
+best_dev_scores = {
+ 'arg_id': (0.0, 0.0, 0.0),
+ 'arg_cls': (0.0, 0.0, 0.0),
+ 'aec_agg': 0.0
+}
+for epoch in range(1, config.max_epoch+1):
+ logger.info(log_path)
+ logger.info(f"Epoch {epoch}")
+
+ # training
+ progress = tqdm.tqdm(total=train_batch_num, ncols=75, desc='Train {}'.format(epoch))
+ model.train()
+ optimizer.zero_grad()
+ for batch_idx, batch in enumerate(DataLoader(train_set, batch_size=config.train_batch_size // config.accumulate_step,
+ shuffle=True, drop_last=False, collate_fn=train_set.collate_fn)):
+
+ # forard model
+ loss = model(batch)
+
+ # record loss
+ summarizer.scalar_summary('train/loss', loss, summarizer_step)
+ summarizer_step += 1
+
+ loss = loss * (1 / config.accumulate_step)
+ loss.backward()
+
+ if (batch_idx + 1) % config.accumulate_step == 0:
+ progress.update(1)
+ torch.nn.utils.clip_grad_norm_(model.parameters(), config.grad_clipping)
+ optimizer.step()
+ schedule.step()
+ optimizer.zero_grad()
+ progress.close()
+
+ if epoch%5 != 0:
+ continue
+
+ # eval dev set
+ progress = tqdm.tqdm(total=dev_batch_num, ncols=75, desc='Dev {}'.format(epoch))
+ model.eval()
+ best_dev_flag = False
+ write_output = []
+ dev_gold_arg_num, dev_pred_arg_num, dev_match_arg_id, dev_match_arg_cls = 0, 0, 0, 0
+ aec_agg, aec_cnt = 0, 0
+
+ for batch_idx, batch in enumerate(DataLoader(dev_set, batch_size=config.eval_batch_size,
+ shuffle=False, collate_fn=dev_set.collate_fn)):
+ progress.update(1)
+ pred_text = model.predict(batch, max_length=config.max_output_length)
+ gold_text = batch.target_text
+ input_text = batch.input_text
+ for i_text, g_text, p_text, info in zip(input_text, gold_text, pred_text, batch.infos):
+ theclass = getattr(sys.modules[template_file], info['event type'].replace(':', '_').replace('-', '_'), False)
+ assert theclass
+ template = theclass(config.input_style, config.output_style, info['tokens'], info['event type'], info)
+
+ # decode predictions
+ pred_object = template.decode(p_text)
+ gold_object = template.get_converted_gold()
+
+ # calculate scores
+ sub_scores = template.evaluate(pred_object)
+ dev_gold_arg_num += sub_scores['gold_arg_num']
+ dev_pred_arg_num += sub_scores['pred_arg_num']
+ dev_match_arg_id += sub_scores['match_arg_id']
+ dev_match_arg_cls += sub_scores['match_arg_cls']
+ aec_agg += sub_scores["aec_agg"]
+ aec_cnt += 1
+ write_output.append({
+ 'input text': i_text,
+ 'gold text': g_text,
+ 'pred text': p_text,
+ 'gold arguments': gold_object,
+ 'pred arguments': pred_object,
+ 'scores': sub_scores,
+ 'gold info': info
+ })
+ progress.close()
+
+ dev_scores = {
+ 'arg_id': compute_f1(dev_pred_arg_num, dev_gold_arg_num, dev_match_arg_id),
+ 'arg_cls': compute_f1(dev_pred_arg_num, dev_gold_arg_num, dev_match_arg_cls),
+ 'aec_agg': aec_agg / aec_cnt
+ }
+
+ # print scores
+ print("---------------------------------------------------------------------")
+ print('AEC Aggregate: {:5.2f}'.format(dev_scores['aec_agg']))
+ print('Role I - P: {:5.2f} ({:4d}/{:4d}), R: {:5.2f} ({:4d}/{:4d}), F: {:5.2f}'.format(
+ dev_scores['arg_id'][0] * 100.0, dev_match_arg_id, dev_pred_arg_num,
+ dev_scores['arg_id'][1] * 100.0, dev_match_arg_id, dev_gold_arg_num, dev_scores['arg_id'][2] * 100.0))
+ print('Role C - P: {:5.2f} ({:4d}/{:4d}), R: {:5.2f} ({:4d}/{:4d}), F: {:5.2f}'.format(
+ dev_scores['arg_cls'][0] * 100.0, dev_match_arg_cls, dev_pred_arg_num,
+ dev_scores['arg_cls'][1] * 100.0, dev_match_arg_cls, dev_gold_arg_num, dev_scores['arg_cls'][2] * 100.0))
+ print("---------------------------------------------------------------------")
+
+ # check best dev model
+ #if dev_scores['arg_cls'][2] > best_dev_scores['arg_cls'][2]:
+ if dev_scores['aec_agg'] > best_dev_scores['aec_agg']:
+ best_dev_flag = True
+
+ # if best dev, save model and evaluate test set
+ if best_dev_flag:
+ best_dev_scores = dev_scores
+ best_dev_epoch = epoch
+
+ # save best model
+ logger.info('Saving best model')
+ torch.save(model.state_dict(), best_model_path)
+
+ # save dev result
+ with open(dev_prediction_path, 'w') as fp:
+ json.dump(write_output, fp, indent=4)
+
+ # eval test set
+ progress = tqdm.tqdm(total=test_batch_num, ncols=75, desc='Test {}'.format(epoch))
+ write_output = []
+ test_gold_arg_num, test_pred_arg_num, test_match_arg_id, test_match_arg_cls = 0, 0, 0, 0
+ for batch_idx, batch in enumerate(DataLoader(test_set, batch_size=config.eval_batch_size,
+ shuffle=False, collate_fn=test_set.collate_fn)):
+ progress.update(1)
+ pred_text = model.predict(batch, max_length=config.max_output_length)
+ gold_text = batch.target_text
+ input_text = batch.input_text
+ for i_text, g_text, p_text, info in zip(input_text, gold_text, pred_text, batch.infos):
+ theclass = getattr(sys.modules[template_file], info['event type'].replace(':', '_').replace('-', '_'), False)
+ assert theclass
+ template = theclass(config.input_style, config.output_style, info['tokens'], info['event type'], info)
+
+ # decode predictions
+ pred_object = template.decode(p_text)
+ gold_object = template.get_converted_gold()
+
+ # calculate scores
+ sub_scores = template.evaluate(pred_object)
+ test_gold_arg_num += sub_scores['gold_arg_num']
+ test_pred_arg_num += sub_scores['pred_arg_num']
+ test_match_arg_id += sub_scores['match_arg_id']
+ test_match_arg_cls += sub_scores['match_arg_cls']
+ write_output.append({
+ 'input text': i_text,
+ 'gold text': g_text,
+ 'pred text': p_text,
+ 'gold arguments': gold_object,
+ 'pred arguments': pred_object,
+ 'scores': sub_scores,
+ 'gold info': info
+ })
+ progress.close()
+
+ test_scores = {
+ 'arg_id': compute_f1(test_pred_arg_num, test_gold_arg_num, test_match_arg_id),
+ 'arg_cls': compute_f1(test_pred_arg_num, test_gold_arg_num, test_match_arg_cls)
+ }
+
+ # print scores
+ print("---------------------------------------------------------------------")
+ print('Role I - P: {:5.2f} ({:4d}/{:4d}), R: {:5.2f} ({:4d}/{:4d}), F: {:5.2f}'.format(
+ test_scores['arg_id'][0] * 100.0, test_match_arg_id, test_pred_arg_num,
+ test_scores['arg_id'][1] * 100.0, test_match_arg_id, test_gold_arg_num, test_scores['arg_id'][2] * 100.0))
+ print('Role C - P: {:5.2f} ({:4d}/{:4d}), R: {:5.2f} ({:4d}/{:4d}), F: {:5.2f}'.format(
+ test_scores['arg_cls'][0] * 100.0, test_match_arg_cls, test_pred_arg_num,
+ test_scores['arg_cls'][1] * 100.0, test_match_arg_cls, test_gold_arg_num, test_scores['arg_cls'][2] * 100.0))
+ print("---------------------------------------------------------------------")
+
+ # save test result
+ with open(test_prediction_path, 'w') as fp:
+ json.dump(write_output, fp, indent=4)
+
+ logger.info({"epoch": epoch, "dev_scores": dev_scores})
+ if best_dev_flag:
+ logger.info({"epoch": epoch, "test_scores": test_scores})
+ logger.info("Current best")
+ logger.info({"best_epoch": best_dev_epoch, "best_scores": best_dev_scores})
+
+logger.info(log_path)
+logger.info("Done!")
+
diff --git a/baselines/DEGREE/degree/train_degree_ed.py b/baselines/DEGREE/degree/train_degree_ed.py
@@ -0,0 +1,247 @@
+import os, sys, json, logging, time, pprint, tqdm
+import numpy as np
+import torch
+from torch.utils.data import DataLoader
+from transformers import AutoTokenizer, AdamW, get_linear_schedule_with_warmup
+from model import GenerativeModel
+from data import GenDataset
+from utils import Summarizer, compute_f1
+from argparse import ArgumentParser, Namespace
+import ipdb
+
+# configuration
+parser = ArgumentParser()
+parser.add_argument('-c', '--config', required=True)
+args = parser.parse_args()
+with open(args.config) as fp:
+ config = json.load(fp)
+config.update(args.__dict__)
+config = Namespace(**config)
+
+if config.dataset == "ace05e" or config.dataset == "ace05ep":
+ from template_generate_ace import eve_template_generator
+ template_file = "template_generate_ace"
+elif config.dataset == "ere":
+ from template_generate_ere import eve_template_generator
+ template_file = "template_generate_ere"
+
+# fix random seed
+np.random.seed(config.seed)
+torch.manual_seed(config.seed)
+torch.backends.cudnn.enabled = False
+
+# logger and summarizer
+timestamp = time.strftime('%Y%m%d_%H%M%S', time.localtime())
+output_dir = os.path.join(config.output_dir, timestamp)
+if not os.path.exists(output_dir):
+ os.makedirs(output_dir)
+log_path = os.path.join(output_dir, "train.log")
+logging.basicConfig(level=logging.INFO, format='%(asctime)s - %(name)s - %(message)s', datefmt='[%Y-%m-%d %H:%M:%S]',
+ handlers=[logging.FileHandler(os.path.join(output_dir, "train.log")), logging.StreamHandler()])
+logger = logging.getLogger(__name__)
+logger.info(f"\n{pprint.pformat(vars(config), indent=4)}")
+summarizer = Summarizer(output_dir)
+
+# set GPU device
+torch.cuda.set_device(config.gpu_device)
+
+# check valid styles
+assert np.all([style in ['event_type_sent', 'keywords', 'template'] for style in config.input_style])
+assert np.all([style in ['trigger:sentence'] for style in config.output_style])
+
+# output
+with open(os.path.join(output_dir, 'config.json'), 'w') as fp:
+ json.dump(vars(config), fp, indent=4)
+best_model_path = os.path.join(output_dir, 'best_model.mdl')
+dev_prediction_path = os.path.join(output_dir, 'pred.dev.json')
+test_prediction_path = os.path.join(output_dir, 'pred.test.json')
+
+# tokenizer
+tokenizer = AutoTokenizer.from_pretrained(config.model_name, cache_dir=config.cache_dir)
+special_tokens = ['<Trigger>', '<sep>']
+tokenizer.add_tokens(special_tokens)
+
+# load data
+train_set = GenDataset(tokenizer, config.max_length, config.train_finetune_file, config.max_output_length)
+dev_set = GenDataset(tokenizer, config.max_length, config.dev_finetune_file, config.max_output_length)
+test_set = GenDataset(tokenizer, config.max_length, config.test_finetune_file, config.max_output_length)
+train_batch_num = len(train_set) // config.train_batch_size + (len(train_set) % config.train_batch_size != 0)
+dev_batch_num = len(dev_set) // config.eval_batch_size + (len(dev_set) % config.eval_batch_size != 0)
+test_batch_num = len(test_set) // config.eval_batch_size + (len(test_set) % config.eval_batch_size != 0)
+
+# initialize the model
+model = GenerativeModel(config, tokenizer)
+model.cuda(device=config.gpu_device)
+
+# optimizer
+param_groups = [{'params': model.parameters(), 'lr': config.learning_rate, 'weight_decay': config.weight_decay}]
+optimizer = AdamW(params=param_groups)
+schedule = get_linear_schedule_with_warmup(optimizer,
+ num_warmup_steps=train_batch_num*config.warmup_epoch,
+ num_training_steps=train_batch_num*config.max_epoch)
+
+
+
+# start training
+logger.info("Start training ...")
+summarizer_step = 0
+best_dev_epoch = -1
+best_dev_scores = {
+ 'tri_id': (0.0, 0.0, 0.0),
+}
+for epoch in range(1, config.max_epoch+1):
+ logger.info(log_path)
+ logger.info(f"Epoch {epoch}")
+
+ # training
+ progress = tqdm.tqdm(total=train_batch_num, ncols=75, desc='Train {}'.format(epoch))
+ model.train()
+ optimizer.zero_grad()
+ for batch_idx, batch in enumerate(DataLoader(train_set, batch_size=config.train_batch_size // config.accumulate_step,
+ shuffle=True, drop_last=False, collate_fn=train_set.collate_fn)):
+
+ # forard model
+ loss = model(batch)
+
+ # record loss
+ summarizer.scalar_summary('train/loss', loss, summarizer_step)
+ summarizer_step += 1
+
+ loss = loss * (1 / config.accumulate_step)
+ loss.backward()
+
+ if (batch_idx + 1) % config.accumulate_step == 0:
+ progress.update(1)
+ torch.nn.utils.clip_grad_norm_(model.parameters(), config.grad_clipping)
+ optimizer.step()
+ schedule.step()
+ optimizer.zero_grad()
+ progress.close()
+
+ # eval dev set
+ progress = tqdm.tqdm(total=dev_batch_num, ncols=75, desc='Dev {}'.format(epoch))
+ model.eval()
+ best_dev_flag = False
+ write_output = []
+ dev_gold_tri_num, dev_pred_tri_num, dev_match_tri_num = 0, 0, 0
+
+ for batch_idx, batch in enumerate(DataLoader(dev_set, batch_size=config.eval_batch_size,
+ shuffle=False, collate_fn=dev_set.collate_fn)):
+ progress.update(1)
+ pred_text = model.predict(batch, max_length=config.max_output_length)
+ gold_text = batch.target_text
+ input_text = batch.input_text
+ for i_text, g_text, p_text, info in zip(input_text, gold_text, pred_text, batch.infos):
+ theclass = getattr(sys.modules[template_file], info[1].replace(':', '_').replace('-', '_'), False)
+ assert theclass
+ template = theclass(config.input_style, config.output_style, info[2], info[1], info[0])
+
+
+ # decode predictions
+ pred_object = template.decode(p_text)
+ gold_object = template.trigger_span
+
+ # calculate scores
+ sub_scores = template.evaluate(pred_object)
+ dev_gold_tri_num += sub_scores['gold_tri_num']
+ dev_pred_tri_num += sub_scores['pred_tri_num']
+ dev_match_tri_num += sub_scores['match_tri_num']
+ write_output.append({
+ 'input text': i_text,
+ 'gold text': g_text,
+ 'pred text': p_text,
+ 'gold triggers': gold_object,
+ 'pred triggers': pred_object,
+ 'score': sub_scores,
+ 'gold info': info
+ })
+ progress.close()
+
+ dev_scores = {
+ 'tri_id': compute_f1(dev_pred_tri_num, dev_gold_tri_num, dev_match_tri_num),
+ }
+
+ # print scores
+ print("---------------------------------------------------------------------")
+ print('Trigger I - P: {:5.2f} ({:4d}/{:4d}), R: {:5.2f} ({:4d}/{:4d}), F: {:5.2f}'.format(
+ dev_scores['tri_id'][0] * 100.0, dev_match_tri_num, dev_pred_tri_num,
+ dev_scores['tri_id'][1] * 100.0, dev_match_tri_num, dev_gold_tri_num, dev_scores['tri_id'][2] * 100.0))
+ print("---------------------------------------------------------------------")
+
+ # check best dev model
+ if dev_scores['tri_id'][2] > best_dev_scores['tri_id'][2]:
+ best_dev_flag = True
+
+ # if best dev, save model and evaluate test set
+ if best_dev_flag:
+ best_dev_scores = dev_scores
+ best_dev_epoch = epoch
+
+ # save best model
+ logger.info('Saving best model')
+ torch.save(model.state_dict(), best_model_path)
+
+ # save dev result
+ with open(dev_prediction_path, 'w') as fp:
+ json.dump(write_output, fp, indent=4)
+
+ # eval test set
+ progress = tqdm.tqdm(total=test_batch_num, ncols=75, desc='Test {}'.format(epoch))
+ write_output = []
+ test_gold_tri_num, test_pred_tri_num, test_match_tri_num = 0, 0, 0
+ for batch_idx, batch in enumerate(DataLoader(test_set, batch_size=config.eval_batch_size,
+ shuffle=False, collate_fn=test_set.collate_fn)):
+ progress.update(1)
+ pred_text = model.predict(batch, max_length=config.max_output_length)
+ gold_text = batch.target_text
+ input_text = batch.input_text
+ for i_text, g_text, p_text, info in zip(input_text, gold_text, pred_text, batch.infos):
+ theclass = getattr(sys.modules[template_file], info[1].replace(':', '_').replace('-', '_'), False)
+ assert theclass
+ template = theclass(config.input_style, config.output_style, info[2], info[1], info[0])
+
+
+ # decode predictions
+ pred_object = template.decode(p_text)
+ gold_object = template.trigger_span
+
+ # calculate scores
+ sub_scores = template.evaluate(pred_object)
+ test_gold_tri_num += sub_scores['gold_tri_num']
+ test_pred_tri_num += sub_scores['pred_tri_num']
+ test_match_tri_num += sub_scores['match_tri_num']
+ write_output.append({
+ 'input text': i_text,
+ 'gold text': g_text,
+ 'pred text': p_text,
+ 'gold triggers': gold_object,
+ 'pred triggers': pred_object,
+ 'score': sub_scores,
+ 'gold info': info
+ })
+ progress.close()
+
+ test_scores = {
+ 'tri_id': compute_f1(test_pred_tri_num, test_gold_tri_num, test_match_tri_num),
+ }
+
+ # print scores
+ print("---------------------------------------------------------------------")
+ print('Trigger I - P: {:5.2f} ({:4d}/{:4d}), R: {:5.2f} ({:4d}/{:4d}), F: {:5.2f}'.format(
+ test_scores['tri_id'][0] * 100.0, test_match_tri_num, test_pred_tri_num,
+ test_scores['tri_id'][1] * 100.0, test_match_tri_num, test_gold_tri_num, test_scores['tri_id'][2] * 100.0))
+ print("---------------------------------------------------------------------")
+
+ # save test result
+ with open(test_prediction_path, 'w') as fp:
+ json.dump(write_output, fp, indent=4)
+
+ logger.info({"epoch": epoch, "dev_scores": dev_scores})
+ if best_dev_flag:
+ logger.info({"epoch": epoch, "test_scores": test_scores})
+ logger.info("Current best")
+ logger.info({"best_epoch": best_dev_epoch, "best_scores": best_dev_scores})
+
+logger.info(log_path)
+logger.info("Done!")
+
diff --git a/baselines/DEGREE/degree/utils.py b/baselines/DEGREE/degree/utils.py
@@ -0,0 +1,43 @@
+from tensorboardX import SummaryWriter
+
+class Summarizer(object):
+ def __init__(self, logdir='./log'):
+ self.writer = SummaryWriter(logdir)
+
+ def scalar_summary(self, tag, value, step):
+ self.writer.add_scalar(tag, value, step)
+
+ def text_summary(self, tag, value, step):
+ self.writer.add_text(tag, value, step)
+
+def generate_vocabs(datasets):
+ event_type_set = set()
+ role_type_set = set()
+ for dataset in datasets:
+ event_type_set.update(dataset.event_type_set)
+ role_type_set.update(dataset.role_type_set)
+
+ event_type_itos = sorted(event_type_set)
+ role_type_itos = sorted(role_type_set)
+
+ event_type_stoi = {k: i for i, k in enumerate(event_type_itos)}
+ role_type_stoi = {k: i for i, k in enumerate(role_type_itos)}
+
+ return {
+ 'event_type_itos': event_type_itos,
+ 'event_type_stoi': event_type_stoi,
+ 'role_type_itos': role_type_itos,
+ 'role_type_stoi': role_type_stoi,
+ }
+
+def safe_div(num, denom):
+ if denom > 0:
+ return num / denom
+ else:
+ return 0
+
+def compute_f1(predicted, gold, matched):
+ precision = safe_div(matched, predicted)
+ recall = safe_div(matched, gold)
+ f1 = safe_div(2 * precision * recall, precision + recall)
+ return precision, recall, f1
diff --git a/baselines/DEGREE/env_reference.yml b/baselines/DEGREE/env_reference.yml
@@ -0,0 +1,108 @@
+name: degree
+channels:
+ - pytorch
+ - defaults
+ - conda-forge
+dependencies:
+ - _libgcc_mutex=0.1=main
+ - _openmp_mutex=5.1=1_gnu
+ - asttokens=2.0.8=pyhd8ed1ab_0
+ - backcall=0.2.0=pyh9f0ad1d_0
+ - backports=1.0=py_2
+ - backports.functools_lru_cache=1.6.4=pyhd8ed1ab_0
+ - blas=1.0=mkl
+ - bzip2=1.0.8=h7b6447c_0
+ - ca-certificates=2022.9.24=ha878542_0
+ - certifi=2022.9.24=pyhd8ed1ab_0
+ - cudatoolkit=10.2.89=hfd86e86_1
+ - decorator=5.1.1=pyhd8ed1ab_0
+ - executing=1.1.1=pyhd8ed1ab_0
+ - ffmpeg=4.3=hf484d3e_0
+ - freetype=2.11.0=h70c0345_0
+ - giflib=5.2.1=h7b6447c_0
+ - gmp=6.2.1=h295c915_3
+ - gnutls=3.6.15=he1e5248_0
+ - intel-openmp=2021.4.0=h06a4308_3561
+ - ipdb=0.13.9=pyhd8ed1ab_0
+ - ipython=8.5.0=pyh41d4057_1
+ - jedi=0.18.1=pyhd8ed1ab_2
+ - jpeg=9b=h024ee3a_2
+ - lame=3.100=h7b6447c_0
+ - lcms2=2.12=h3be6417_0
+ - ld_impl_linux-64=2.38=h1181459_1
+ - libffi=3.3=he6710b0_2
+ - libgcc-ng=11.2.0=h1234567_1
+ - libgomp=11.2.0=h1234567_1
+ - libiconv=1.16=h7f8727e_2
+ - libidn2=2.3.2=h7f8727e_0
+ - libpng=1.6.37=hbc83047_0
+ - libstdcxx-ng=11.2.0=h1234567_1
+ - libtasn1=4.16.0=h27cfd23_0
+ - libtiff=4.1.0=h2733197_1
+ - libunistring=0.9.10=h27cfd23_0
+ - libuv=1.40.0=h7b6447c_0
+ - libwebp=1.2.0=h89dd481_0
+ - lz4-c=1.9.3=h295c915_1
+ - matplotlib-inline=0.1.6=pyhd8ed1ab_0
+ - mkl=2021.4.0=h06a4308_640
+ - mkl-service=2.4.0=py38h7f8727e_0
+ - mkl_fft=1.3.1=py38hd3c417c_0
+ - mkl_random=1.2.2=py38h51133e4_0
+ - ncurses=6.3=h5eee18b_3
+ - nettle=3.7.3=hbbd107a_1
+ - ninja=1.10.2=h06a4308_5
+ - ninja-base=1.10.2=hd09550d_5
+ - numpy=1.23.1=py38h6c91a56_0
+ - numpy-base=1.23.1=py38ha15fc14_0
+ - openh264=2.1.1=h4ff587b_0
+ - openssl=1.1.1q=h7f8727e_0
+ - parso=0.8.3=pyhd8ed1ab_0
+ - pexpect=4.8.0=pyh9f0ad1d_2
+ - pickleshare=0.7.5=py_1003
+ - pillow=9.2.0=py38hace64e9_1
+ - pip=22.2.2=py38h06a4308_0
+ - prompt-toolkit=3.0.31=pyha770c72_0
+ - ptyprocess=0.7.0=pyhd3deb0d_0
+ - pure_eval=0.2.2=pyhd8ed1ab_0
+ - pygments=2.13.0=pyhd8ed1ab_0
+ - python=3.8.13=h12debd9_0
+ - pytorch=1.8.0=py3.8_cuda10.2_cudnn7.6.5_0
+ - readline=8.1.2=h7f8727e_1
+ - setuptools=63.4.1=py38h06a4308_0
+ - six=1.16.0=pyhd3eb1b0_1
+ - sqlite=3.39.3=h5082296_0
+ - stack_data=0.5.1=pyhd8ed1ab_0
+ - tk=8.6.12=h1ccaba5_0
+ - torchaudio=0.8.0=py38
+ - torchvision=0.9.0=py38_cu102
+ - traitlets=5.4.0=pyhd8ed1ab_0
+ - typing_extensions=4.3.0=py38h06a4308_0
+ - wcwidth=0.2.5=pyh9f0ad1d_2
+ - wheel=0.37.1=pyhd3eb1b0_0
+ - xz=5.2.6=h5eee18b_0
+ - zlib=1.2.12=h5eee18b_3
+ - zstd=1.4.9=haebb681_0
+ - pip:
+ - beautifulsoup4==4.9.3
+ - bs4==0.0.1
+ - charset-normalizer==2.1.1
+ - click==8.1.3
+ - filelock==3.8.0
+ - idna==3.4
+ - joblib==1.2.0
+ - lxml==4.6.3
+ - nltk==3.6.2
+ - packaging==21.3
+ - protobuf==3.17.3
+ - pyparsing==3.0.9
+ - regex==2022.9.13
+ - requests==2.28.1
+ - sacremoses==0.0.53
+ - sentencepiece==0.1.95
+ - soupsieve==2.3.2.post1
+ - stanza==1.2
+ - tensorboardx==2.4
+ - tokenizers==0.8.1rc2
+ - tqdm==4.64.1
+ - transformers==3.1.0
+ - urllib3==1.26.12
diff --git a/baselines/DEGREE/preprocessing/get_doc_statistics.py b/baselines/DEGREE/preprocessing/get_doc_statistics.py
@@ -0,0 +1,93 @@
+import argparse
+import json
+from collections import Counter, defaultdict, OrderedDict
+import ipdb
+import os
+import random
+
+
+parser = argparse.ArgumentParser()
+parser.add_argument("-i", "--input_path", type=str, required=True)
+args = parser.parse_args()
+
+data = []
+for line in open(args.input_path, 'r', encoding='utf-8'):
+ data.append(json.loads(line))
+
+class Info:
+ def __init__(self):
+ self.sentence_num = 0
+ self.entity = Counter()
+ self.entity_num = 0
+ self.event = Counter()
+ self.event_num = 0
+ self.role = Counter()
+ self.role_num = 0
+
+ def update(self, instance):
+ self.sentence_num += 1
+ id2entity = dict()
+ for entity in instance['entity_mentions']:
+ id2entity[entity['id']] = entity
+ self.entity[entity['entity_type']] += 1
+ self.entity_num += 1
+
+ for event in instance['event_mentions']:
+ self.event[event['event_type']] += 1
+ self.event_num += 1
+ for argument in event['arguments']:
+ self.role[argument['role']] += 1
+ self.role_num += 1
+
+ def __add__(self, obj):
+ self.sentence_num += obj.sentence_num
+ self.entity = self.entity + obj.entity
+ self.entity_num += obj.entity_num
+ self.event = self.event + obj.event
+ self.event_num += obj.event_num
+ self.role = self.role + obj.role
+ self.role_num += obj.role_num
+ return self
+
+def get_statistics(list_of_key, d_stat):
+ total_sent = 0
+ total_event = Counter()
+ total_event_num = 0
+ total_role = Counter()
+ total_role_num = 0
+ total_entity_num = 0
+ for l in list_of_key:
+ assert l in d_stat.keys()
+ total_sent += d_stat[l].sentence_num
+ total_event += d_stat[l].event
+ total_role += d_stat[l].role
+ total_event_num += d_stat[l].event_num
+ total_role_num += d_stat[l].role_num
+ total_entity_num += d_stat[l].entity_num
+
+ return len(list_of_key), total_sent, total_event_num, len(total_event), total_role_num, len(total_role)
+
+def aggregate(list_of_key, d_stat):
+ aggre = Info()
+ for l in list_of_key:
+ assert l in d_stat.keys()
+ aggre = aggre+d_stat[l]
+ return aggre
+
+# get info
+doc_statistics = defaultdict(Info)
+for instance in data:
+ info = doc_statistics[instance['doc_id']]
+ info.update(instance)
+
+def export_doc_list(lists, filename):
+ with open(filename, 'w') as f:
+ for l in lists:
+ f.write(l + '\n')
+
+def read_doc_list(filename):
+ lists = []
+ with open(filename, 'r') as f:
+ for l in f.readlines():
+ lists.append(l.strip('\n'))
+ return lists
+\ No newline at end of file
diff --git a/baselines/DEGREE/preprocessing/process_ace05e.py b/baselines/DEGREE/preprocessing/process_ace05e.py
@@ -0,0 +1,202 @@
+import json
+from argparse import ArgumentParser
+from transformers import BertTokenizer, RobertaTokenizer, AutoTokenizer
+
+
+def map_index(pieces):
+ idxs = []
+ for i, piece in enumerate(pieces):
+ if i == 0:
+ idxs.append([0, len(piece)])
+ else:
+ _, last = idxs[-1]
+ idxs.append([last, last + len(piece)])
+ return idxs
+
+def map_decode_back_pieces(encoded_input, ori_tokens, tokenizer):
+ decoded = [tokenizer.decode(x) for x in encoded_input['input_ids']]
+ pieces = []
+ ori_cnt = 0
+ current = []
+ for d in decoded:
+ if d == '':
+ continue
+ current.append(d)
+ if ''.join(current) == ori_tokens[ori_cnt]:
+ pieces.append(current)
+ current = []
+ ori_cnt += 1
+ assert len(pieces) == len(ori_tokens)
+ return pieces
+
+def convert(input_file, output_file, tokenizer, window_size_=3):
+ with open(input_file, 'r', encoding='utf-8') as r, \
+ open(output_file, 'w', encoding='utf-8') as w:
+ for line in r:
+ doc = json.loads(line)
+ doc_id = doc['doc_key']
+ sentences = doc['sentences']
+ sent_num = len(sentences)
+ total_tokens = sum([len(sent) for sent in sentences])
+ coref_entities = doc['clusters']
+ coref_events = doc['event_clusters']
+ # upper bound on token index for checking index in range
+ sent_starts = doc['_sentence_start'] + [total_tokens]
+ entities = doc.get('ner', [[] for _ in range(sent_num)])
+ relations = doc.get('relations', [[] for _ in range(sent_num)])
+ events = doc.get('events', [[] for _ in range(sent_num)])
+
+ if window_size_ > sent_num:
+ window_size = sent_num
+ else:
+ window_size = window_size_
+
+ offset = 0
+ for i in range(sent_num - window_size + 1):
+ wnd_sent_starts = sent_starts[i:i+window_size+1]
+ wnd_start, wnd_end = wnd_sent_starts[0], wnd_sent_starts[-1]
+
+ def slice_fn(lst, ind, wnd):
+ return [item for j in range(wnd) for item in lst[ind+j]]
+ wnd_tokens, wnd_entities, wnd_relations, wnd_events = [slice_fn(
+ lst, i, window_size) for lst in [sentences, entities, relations, events]]
+
+ wnd_id = '{}-{}'.format(doc_id, i)
+ pieces = [tokenizer.tokenize(t) for t in wnd_tokens]
+ word_lens = [len(p) for p in pieces]
+
+ wnd_entities_ = []
+ wnd_entity_map = {}
+ for j, (start, end, entity_type) in enumerate(wnd_entities):
+ start, end = start - offset, end - offset + 1
+ entity_id = '{}-E{}'.format(wnd_id, j)
+ entity = {
+ 'id': entity_id,
+ 'start': start, 'end': end,
+ 'entity_type': entity_type,
+ # Mention types are not included in DyGIE++'s format
+ 'mention_type': 'UNK',
+ 'text': ' '.join(wnd_tokens[start:end])}
+ wnd_entities_.append(entity)
+ wnd_entity_map[(start, end)] = entity
+
+ wnd_relations_ = []
+ for j, (start1, end1, start2, end2, rel_type) in enumerate(wnd_relations):
+ start1, end1 = start1 - offset, end1 - offset + 1
+ start2, end2 = start2 - offset, end2 - offset + 1
+ arg1 = wnd_entity_map[(start1, end1)]
+ arg2 = wnd_entity_map[(start2, end2)]
+ relation_id = '{}-R{}'.format(wnd_id, j)
+ rel_type = rel_type.split('.')[0]
+ relation = {
+ 'relation_type': rel_type,
+ 'id': relation_id,
+ 'arguments': [
+ {
+ 'entity_id': arg1['id'],
+ 'text': arg1['text'],
+ 'role': 'Arg-1'
+ },
+ {
+ 'entity_id': arg2['id'],
+ 'text': arg2['text'],
+ 'role': 'Arg-2'
+ },
+ ]
+ }
+ wnd_relations_.append(relation)
+
+ # parse coref entities
+ # for each entity mention in a coref, only look up the obj in the dict if they are in the window
+ wnd_coref_ents = [[wnd_entity_map[(ent[0]-offset, ent[1]-offset+1)] for ent in coref if wnd_start <= ent[0]
+ and ent[1] < wnd_end and (ent[0]-offset, ent[1]-offset+1) in wnd_entity_map] for coref in coref_entities]
+ wnd_coref_ents_ = []
+ for j, ent_list in enumerate(wnd_coref_ents):
+ if len(ent_list) > 1:
+ wnd_coref_ents_.append({
+ 'id': '{}-CE{}'.format(wnd_id, j),
+ 'entities': ent_list
+ })
+
+ wnd_events_ = []
+ wnd_event_map = {}
+ for j, event in enumerate(wnd_events):
+ event_id = '{}-EV{}'.format(wnd_id, j)
+ if len(event[0]) == 3:
+ trigger_start, trigger_end, event_type = event[0]
+ elif len(event[0]) == 2:
+ trigger_start, event_type = event[0]
+ trigger_end = trigger_start
+ trigger_start, trigger_end = trigger_start - offset, trigger_end - offset + 1
+ event_type = event_type.replace('.', ':')
+ args = event[1:]
+ args_ = []
+ for arg_start, arg_end, role in args:
+ arg_start, arg_end = arg_start - offset, arg_end - offset +1
+ arg = wnd_entity_map[(arg_start, arg_end)]
+ args_.append({
+ 'entity_id': arg['id'],
+ 'text': arg['text'],
+ 'role': role
+ })
+ event_obj = {
+ 'event_type': event_type,
+ 'id': event_id,
+ 'trigger': {
+ 'start': trigger_start,
+ 'end': trigger_end,
+ 'text': ' '.join(wnd_tokens[trigger_start:trigger_end])
+ },
+ 'arguments': args_
+ }
+ wnd_events_.append(event_obj)
+ wnd_event_map[(trigger_start, trigger_end)] = event_obj
+
+ # parse coref events
+ wnd_coref_evts = [[wnd_event_map[(evt[0]-offset, evt[1]-offset+1)]
+ for evt in coref if wnd_start <= evt[0] and evt[1] < wnd_end
+ and (evt[0]-offset, evt[1]-offset+1) in wnd_event_map] for coref in coref_events]
+ wnd_coref_evts_ = []
+ for j, evt_list in enumerate(wnd_coref_evts):
+ if len(evt_list) > 1:
+ wnd_coref_evts_.append({
+ 'id': '{}-CEV{}'.format(wnd_id, j),
+ 'events': evt_list
+ })
+
+ wnd_ = {
+ 'doc_id': doc_id,
+ 'wnd_id': wnd_id,
+ 'entity_mentions': wnd_entities_,
+ 'relation_mentions': wnd_relations_,
+ 'event_mentions': wnd_events_,
+ 'entity_coreference': wnd_coref_ents_,
+ 'event_coreference': wnd_coref_evts_,
+ 'tokens': wnd_tokens,
+ 'pieces': [p for w in pieces for p in w],
+ 'token_lens': word_lens,
+ 'sentence': ' '.join(wnd_tokens),
+ 'sentence_starts': [x-offset for x in wnd_sent_starts[:-1]],
+ }
+ w.write(json.dumps(wnd_) + '\n')
+ offset += len(sentences[i])
+
+
+if __name__ == '__main__':
+ parser = ArgumentParser()
+ parser.add_argument('-i', '--input', help='Path to the input file')
+ parser.add_argument('-o', '--output', help='Path to the output file')
+ parser.add_argument('-b', '--bert', help='BERT model name', default='bert-large-cased')
+ parser.add_argument('-w', '--window', default=1, help='Integer for window size', type=int)
+ args = parser.parse_args()
+ model_name = args.bert
+ if model_name.startswith('bert-'):
+ bert_tokenizer = BertTokenizer.from_pretrained(args.bert,
+ do_lower_case=False)
+ elif model_name.startswith('roberta-'):
+ bert_tokenizer = RobertaTokenizer.from_pretrained(args.bert,
+ do_lower_case=False)
+ else:
+ bert_tokenizer = AutoTokenizer.from_pretrained(args.bert, do_lower_case=False, use_fast=False)
+
+ convert(args.input, args.output, bert_tokenizer, args.window)
diff --git a/baselines/DEGREE/preprocessing/process_ace05ep.py b/baselines/DEGREE/preprocessing/process_ace05ep.py
@@ -0,0 +1,1559 @@
+"""
+This script extracts IE annotations from ACE2005 (LDC2006T06).
+
+Usage:
+python process_ace.py \
+
+"""
+import os
+import re
+import json
+import glob
+import tqdm
+import random
+import torch
+from lxml import etree
+from typing import List, Dict, Any, Tuple
+from bs4 import BeautifulSoup
+from dataclasses import dataclass
+from argparse import ArgumentParser
+from transformers import (BertTokenizer,
+ RobertaTokenizer,
+ XLMRobertaTokenizer,
+ PreTrainedTokenizer,
+ AutoTokenizer)
+from nltk import (sent_tokenize as sent_tokenize_,
+ wordpunct_tokenize as wordpunct_tokenize_)
+#import jieba
+import stanza
+
+#nlp_ar = stanza.Pipeline(lang='ar', processors='tokenize')
+nlp_en = stanza.Pipeline(lang='en', processors='tokenize')
+#nlp_zh = stanza.Pipeline(lang='zh', processors='tokenize')
+
+TAG_PATTERN = re.compile('<[^<>]+>', re.MULTILINE)
+
+DOCS_TO_REVISE_SENT = {
+ 'CNN_ENG_20030529_130011.6': [(461, 504),
+ (668, 859),
+ (984, 1074),
+ (1577, 1632)],
+ 'CNN_ENG_20030626_203133.11': [(1497, 1527)],
+ 'CNN_ENG_20030526_180540.6': [(67, 99)],
+ 'CNNHL_ENG_20030523_221118.14': [(136, 174)],
+ 'BACONSREBELLION_20050127.1017': [(2659, 2663),
+ (4381, 4405),
+ (410, 458)],
+ 'misc.legal.moderated_20050129.2225': [(4118, 4127),
+ (4710, 4794)],
+ 'alt.vacation.las-vegas_20050109.0133': [(1201, 1248)],
+ 'alt.obituaries_20041121.1339': [(1947, 2044), (1731, 1737)],
+ 'APW_ENG_20030326.0190': [(638, 739)],
+ 'APW_ENG_20030403.0862': [(729, 781)],
+ 'CNN_IP_20030405.1600.02': [(699, 705)],
+ 'CNN_IP_20030403.1600.00-1': [(2392, 2399)],
+ 'CNN_IP_20030409.1600.04': [(1039, 1050)],
+ 'CNN_IP_20030412.1600.03': [(741, 772)],
+ 'CNN_IP_20030402.1600.02-1': [(885, 892)],
+ 'CNN_IP_20030329.1600.02': [(3229, 3235)],
+ 'CNN_IP_20030409.1600.02': [(477, 498)],
+ 'CNN_CF_20030304.1900.04': [(522, 575),
+ (5193, 5210),
+ (5461, 5542)],
+ 'CNN_IP_20030403.1600.00-3': [(1487, 1493)],
+ 'soc.history.war.world-war-ii_20050127.2403': [(414, 441)],
+ 'CNN_ENG_20030529_130011.6': [(209, 254),
+ (461, 504),
+ (668, 859),
+ (984, 1074),
+ (1577, 1632)],
+ }
+
+SKIPPED_DOCS = [
+ 'ALFILFILM_20050202.0740'
+]
+
+def mask_escape(text: str) -> str:
+ """Replaces escaped characters with rare sequences.
+
+ Args:
+ text (str): text to mask.
+
+ Returns:
+ str: masked string.
+ """
+ return text.replace('&', 'ҪҪҪҪҪ').replace('<', 'ҚҚҚҚ').replace('>', 'ҺҺҺҺ')
+
+
+def unmask_escape(text: str) -> str:
+ """Replaces masking sequences with the original escaped characters.
+
+ Args:
+ text (str): masked string.
+
+ Returns:
+ str: unmasked string.
+ """
+ return text.replace('ҪҪҪҪҪ', '&').replace('ҚҚҚҚ', '<').replace('ҺҺҺҺ', '>')
+
+
+def recover_escape(text: str) -> str:
+ """Converts named character references in the given string to the corresponding
+ Unicode characters. I didn't notice any numeric character references in this
+ dataset.
+
+ Args:
+ text (str): text to unescape.
+
+ Returns:
+ str: unescaped string.
+ """
+ return text.replace('&', '&').replace('<', '<').replace('>', '>')
+
+
+def sent_tokenize(text: Tuple[str, int, int],
+ language: str = 'english') -> List[Tuple[str, int, int]]:
+ """
+ Performs sentence tokenization using stanza
+
+ Args:
+ text (Tuple[str, int, int]): a tuple of three elements, text to split
+ into sentences, start offset, and end offset.
+ language (str): available options: english, chinese, arabic.
+
+ Returns:
+ List[Tuple[str, int, int]]: a list of sentences.
+ """
+ text, start, end = text
+ if language == 'english':
+ sentences = sent_tokenize_(text, language=language)
+ else:
+ if language == 'chinese':
+ doc = nlp_zh(text)
+ elif language == 'arabic':
+ doc = nlp_ar(text)
+
+ ending_char_idx = [0]
+ for sent in doc.sentences:
+ ending_char_idx.append(sent.tokens[-1].end_char)
+ ending_char_idx = ending_char_idx[:-1]
+ ending_char_idx.append(len(text))
+ sentences = []
+ for idx in range(1, len(ending_char_idx)):
+ sentences.append(text[ending_char_idx[idx-1]: ending_char_idx[idx]])
+
+ last = 0
+ sentences_ = []
+ for sent in sentences:
+ index = text[last:].find(sent)
+ if index == -1:
+ print(text, sent)
+ else:
+ sentences_.append((sent, last + index + start,
+ last + index + len(sent) + start))
+ last += index + len(sent)
+ return sentences_
+
+
+@dataclass
+class Span:
+ start: int
+ end: int
+ text: str
+
+ def __post_init__(self):
+ self.start = int(self.start)
+ self.end = int(self.end)
+ self.text = self.text.replace('\n', ' ')
+
+ def char_offsets_to_token_offsets(self, tokens: List[Tuple[int, int, str]]):
+ """Converts self.start and self.end from character offsets to token
+ offsets.
+
+ Args:
+ tokens (List[int, int, str]): a list of token tuples. Each item in
+ the list is a triple (start_offset, end_offset, text).
+ """
+ start_ = end_ = -1
+ for i, (s, e, _) in enumerate(tokens):
+ if s == self.start:
+ start_ = i
+ if e == self.end:
+ end_ = i + 1
+ if start_ == -1 or end_ == -1 or start_ > end_:
+ raise ValueError('Failed to update offsets for {}-{}:{} in {}'.format(
+ self.start, self.end, self.text, tokens))
+ self.start, self.end = start_, end_
+
+ def to_dict(self) -> Dict[str, Any]:
+ """Converts instance variables to a dict.
+
+ Returns:
+ dict: a dict of instance variables.
+ """
+ return {
+ 'text': recover_escape(self.text),
+ 'start': self.start,
+ 'end': self.end,
+ }
+
+ def remove_space(self):
+ """Removes heading and trailing spaces in the span text."""
+ # heading spaces
+ text = self.text.lstrip(' ')
+ self.start += len(self.text) - len(text)
+ # trailing spaces
+ after_text = text.rstrip(' ')
+ #self.end = self.start + len(text)
+ #self.text = text
+ self.end += len(after_text) - len(text)
+ self.text = after_text
+
+
+ def copy(self):
+ """Makes a copy of itself.
+
+ Returns:
+ Span: a copy of itself."""
+ return Span(self.start, self.end, self.text)
+
+
+@dataclass
+class Entity(Span):
+ entity_id: str
+ mention_id: str
+ entity_type: str
+ entity_subtype: str
+ mention_type: str
+ value: str = None
+
+ def copy(self):
+ return Entity(self.start, self.end, self.text,
+ self.entity_id, self.mention_id, self.entity_type,
+ self.entity_subtype, self.mention_type, self.value)
+
+ def to_dict(self) -> Dict[str, Any]:
+ """Converts instance variables to a dict.
+
+ Returns:
+ Dict: a dict of instance variables.
+ """
+ entity_dict = {
+ 'text': recover_escape(self.text),
+ 'entity_id': self.entity_id,
+ 'mention_id': self.mention_id,
+ 'start': self.start,
+ 'end': self.end,
+ 'entity_type': self.entity_type,
+ 'entity_subtype': self.entity_subtype,
+ 'mention_type': self.mention_type,
+ }
+ if self.value:
+ entity_dict['value'] = self.value
+ return entity_dict
+
+@dataclass
+class Entity_whole:
+ entity_id: str
+ entity_type: str
+ entity_subtype: str
+ entity_mentions: List[Entity]
+
+ def to_dict(self) -> Dict[str, Any]:
+ """Converts instance variables to a dict.
+
+ Returns:
+ Dict: a dict of instance variables.
+ """
+ entity_dict = {
+ 'entity_id': self.entity_id,
+ 'entity_type': self.entity_type,
+ 'entity_subtype': self.entity_subtype,
+ 'entity_mentions': [e.to_dict() for e in self.entity_mentions]
+ }
+ return entity_dict
+
+ def copy(self):
+ """Makes a copy of itself.
+ """
+ return Entity_whole(self.entity_id, self.entity_type,
+ self.entity_subtype, self.entity_mentions)
+
+
+@dataclass
+class RelationArgument:
+ mention_id: str
+ role: str
+ text: str
+
+ def to_dict(self) -> Dict[str, Any]:
+ """Converts instance variables to a dict.
+
+ Returns:
+ Dict[str, Any]: a dict of instance variables.
+ """
+ return {
+ 'mention_id': self.mention_id,
+ 'role': self.role,
+ 'text': recover_escape(self.text)
+ }
+
+@dataclass
+class RelEntBaseArgument:
+ entity_id: str
+ role: str
+
+ def to_dict(self) -> Dict[str, Any]:
+ """Converts instance variables to a dict.
+
+ Returns:
+ Dict[str, Any]: a dict of instance variables.
+ """
+ return {
+ 'entity_id': self.entity_id,
+ 'role': self.role,
+ }
+
+@dataclass
+class Relation:
+ relation_id: str
+ relation_type: str
+ relation_subtype: str
+ arg1: RelationArgument
+ arg2: RelationArgument
+
+ def to_dict(self) -> Dict[str, Any]:
+ """Converts instance variables to a dict.
+
+ Returns:
+ Dict[str, Any]: a dict of instance variables.
+ """
+ return {
+ 'relation_id': self.relation_id,
+ 'relation_type': self.relation_type,
+ 'relation_subtype': self.relation_subtype,
+ 'arg1': self.arg1.to_dict(),
+ 'arg2': self.arg2.to_dict(),
+ }
+
+@dataclass
+class RelEntBase:
+ relation_id: str
+ relation_type: str
+ relation_subtype: str
+ arg1: RelEntBaseArgument
+ arg2: RelEntBaseArgument
+
+ def to_dict(self) -> Dict[str, Any]:
+ """Converts instance variables to a dict.
+
+ Returns:
+ Dict[str, Any]: a dict of instance variables.
+ """
+ return {
+ 'relation_id': self.relation_id,
+ 'relation_type': self.relation_type,
+ 'relation_subtype': self.relation_subtype,
+ 'arg1': self.arg1.to_dict(),
+ 'arg2': self.arg2.to_dict(),
+ }
+
+@dataclass
+class EventArgument:
+ mention_id: str
+ role: str
+ text: str
+
+ def to_dict(self) -> Dict[str, Any]:
+ """Converts instance variables to a dict.
+
+ Returns:
+ Dict[str, Any]: a dict of instance variables.
+ """
+ return {
+ 'mention_id': self.mention_id,
+ 'role': self.role,
+ 'text': recover_escape(self.text),
+ }
+
+@dataclass
+class Event:
+ event_id: str
+ mention_id: str
+ event_type: str
+ event_subtype: str
+ trigger: Span
+ arguments: List[EventArgument]
+
+ def copy(self):
+ return Event(self.event_id, self.mention_id, self.event_type,
+ self.event_subtype, self.trigger.copy(), self.arguments)
+
+ def to_dict(self) -> Dict[str, Any]:
+ """Converts instance variables to a dict.
+
+ Returns:
+ Dict[str, Any]: a dict of instance variables.
+ """
+ return {
+ 'event_id': self.event_id,
+ 'mention_id': self.mention_id,
+ 'event_type': self.event_type,
+ 'event_subtype': self.event_subtype,
+ 'trigger': self.trigger.to_dict(),
+ 'arguments': [arg.to_dict() for arg in self.arguments],
+ }
+
+@dataclass
+class EventArgument_whole:
+ entity_id: str
+ role: str
+
+ def to_dict(self) -> Dict[str, Any]:
+ """Converts instance variables to a dict.
+
+ Returns:
+ Dict[str, Any]: a dict of instance variables.
+ """
+ return {
+ 'entity_id': self.entity_id,
+ 'role': self.role,
+ }
+
+@dataclass
+class Event_whole:
+ event_id: str
+ event_type: str
+ event_subtype: str
+ arguments: List[EventArgument_whole]
+ event_mentions: List[Event]
+
+ def to_dict(self) -> Dict[str, Any]:
+ """Converts instance variables to a dict.
+
+ Returns:
+ Dict[str, Any]: a dict of instance variables.
+ """
+ return {
+ 'event_id': self.event_id,
+ 'event_type': self.event_type,
+ 'event_subtype': self.event_subtype,
+ 'arguments': [arg.to_dict() for arg in self.arguments],
+ 'event_mentions': [e.to_dict() for e in self.event_mentions]
+ }
+
+
+@dataclass
+class Sentence(Span):
+ sent_id: str
+ tokens: List[str]
+ sent_starts: List[int]
+ entities: List[Entity]
+ relations: List[Relation]
+ events: List[Event]
+ entity_cluster: List[Entity_whole]
+ relations_entbase: List[RelEntBase]
+ event_cluster: List[Event_whole]
+
+ def to_dict(self) -> Dict[str, Any]:
+ """Converts instance variables to a dict.
+
+ Returns:
+ Dict[str, Any]: a dict of instance variables.
+ """
+ return {
+ 'sent_id': self.sent_id,
+ 'tokens': [recover_escape(t) for t in self.tokens],
+ 'sentence_starts': self.sent_starts,
+ 'entities': [entity.to_dict() for entity in self.entities],
+ 'relations': [relation.to_dict() for relation in self.relations],
+ 'events': [event.to_dict() for event in self.events],
+ 'entity_cluster': [entity.to_dict() for entity in self.entity_cluster],
+ 'event_cluster': [event.to_dict() for event in self.event_cluster],
+ 'relations_entbase': [relation.to_dict() for relation in self.relations_entbase],
+ 'start': self.start,
+ 'end': self.end,
+ 'text': recover_escape(self.text).replace('\t', ' '),
+ }
+
+
+@dataclass
+class Document:
+ doc_id: str
+ sentences: List[Sentence]
+
+ def to_dict(self) -> Dict[str, Any]:
+ """Converts instance variables to a dict.
+
+ Returns:
+ Dict[str, Any]: a dict of instance variables.
+ """
+ return {
+ 'doc_id': self.doc_id,
+ 'sentences': [sent.to_dict() for sent in self.sentences]
+ }
+
+
+def revise_sentences(sentences: List[Tuple[str, int, int]],
+ doc_id: str) -> List[Tuple[int, int, str]]:
+ """Automatic sentence tokenization may have errors for a few documents.
+
+ Args:
+ sentences (List[Tuple[str, int, int]]): a list of sentence tuples.
+ doc_id (str): document ID.
+
+ Returns:
+ List[Tuple[str, int, int]]: a list of revised sentence tuples.
+ """
+ sentences_ = []
+
+ offset_list = DOCS_TO_REVISE_SENT[doc_id]
+ first_part_offsets = {offset for offset, _ in offset_list}
+ second_part_offsets = {offset for _, offset in offset_list}
+
+
+ for sentence_idx, (text, start, end) in enumerate(sentences):
+ if start in first_part_offsets:
+ next_text, next_start, next_end = sentences[sentence_idx + 1]
+ space = ' ' * (next_start - end)
+ sentences_.append((text + space + next_text, start, next_end))
+ elif start in second_part_offsets:
+ continue
+ else:
+ sentences_.append((text, start, end))
+
+ return sentences_
+
+
+def read_sgm_file(path: str,
+ language: str = 'english') -> List[Tuple[str, int, int]]:
+ """Reads a SGM text file.
+
+ Args:
+ path (str): path to the input file.
+ language (str): document language. Valid values: "english", "arabic" or "chinese".
+
+ Returns:
+ List[Tuple[str, int, int]]: a list of sentences. Each item in the list
+ is a tuple of three elements, sentence text, start offset, and end
+ offset.
+ """
+ data = open(path, 'r', encoding='utf-8').read()
+
+ # Chunk the document
+ chunks = TAG_PATTERN.sub('⁑', data).split('⁑')
+
+ # Get the offset of <TEXT>
+ data = data.replace('<TEXT>', '⁂')
+ data = TAG_PATTERN.sub('', data)
+ min_offset = max(0, data.find('⁂'))
+ data = data.replace('⁂', '')
+
+ # Extract sentences from chunks
+ chunk_offset = 0
+ sentences = []
+ for chunk in chunks:
+ lines = chunk.split('\n')
+ current_sentence = []
+ start = offset = 0
+ for line in lines:
+ offset += len(line) + 1
+ if line.strip():
+ current_sentence.append(line)
+ else:
+ # empty line
+ if current_sentence:
+ sentence = ' '.join(current_sentence)
+ if start + chunk_offset >= min_offset:
+ sentences.append((sentence,
+ start + chunk_offset,
+ start + chunk_offset + len(sentence)))
+ current_sentence = []
+ start = offset
+ if current_sentence:
+ sentence = ' '.join(current_sentence)
+ if start + chunk_offset >= min_offset:
+ sentences.append((sentence,
+ start + chunk_offset,
+ start + chunk_offset + len(sentence)))
+ chunk_offset += len(chunk)
+
+ # Re-tokenize sentences
+ sentences = [s for sent in sentences
+ for s in sent_tokenize(sent, language=language)]
+
+ return sentences
+
+def read_apf_file(path: str,
+ time_and_val: bool = False
+ ) -> Tuple[str, str, List[Entity], List[Relation], List[Event]]:
+ """Reads an APF file.
+
+ Args:
+ path (str): path to the input file.
+ time_and_val (bool): extract times and values or not.
+
+ Returns:
+ doc_id (str): document ID.
+ source (str): document source.
+ entity_list (List[Entity]): a list of Entity instances.
+ relation_list (List[Relation]): a list of Relation instances.
+ event_list (List[Event]): a list of Events instances.
+ """
+ data = open(path, 'r', encoding='utf-8').read()
+ soup = BeautifulSoup(data, 'lxml-xml')
+
+ # metadata
+ root = soup.find('source_file')
+ source = root['SOURCE']
+ doc = root.find('document')
+ doc_id = doc['DOCID']
+
+ entity_list, relation_list, event_list = [], [], []
+ entity_clusters, event_clusters, relentbase_list = [], [], []
+
+
+ # entities: nam, nom, pro
+ for entity in doc.find_all('entity'):
+ entity_id = entity['ID']
+ entity_type = entity['TYPE']
+ entity_subtype = entity['SUBTYPE']
+ entity_cluster = []
+ for entity_mention in entity.find_all('entity_mention'):
+ mention_id = entity_mention['ID']
+ mention_type = entity_mention['TYPE']
+ head = entity_mention.find('head').find('charseq')
+ start, end, text = int(head['START']), int(head['END']), head.text
+ entity_list.append(Entity(start, end+1, text,
+ entity_id, mention_id, entity_type,
+ entity_subtype, mention_type))
+ entity_cluster.append(Entity(start, end+1, text,
+ entity_id, mention_id, entity_type,
+ entity_subtype, mention_type))
+ entity_clusters.append(Entity_whole(entity_id, entity_type, entity_subtype, entity_cluster))
+ if time_and_val:
+ # entities: value
+ for entity in doc.find_all('value'):
+ enitty_id = entity['ID']
+ entity_type = entity['TYPE']
+ entity_subtype = entity.get('SUBTYPE', None)
+ entity_cluster = []
+ for entity_mention in entity.find_all('value_mention'):
+ mention_id = entity_mention['ID']
+ mention_type = 'VALUE'
+ extent = entity_mention.find('extent').find('charseq')
+ start, end, text = int(extent['START']), int(
+ extent['END']), extent.text
+ entity_list.append(Entity(start, end+1, text,
+ entity_id, mention_id, entity_type,
+ entity_subtype, mention_type))
+ entity_cluster.append(Entity(start, end+1, text,
+ entity_id, mention_id, entity_type,
+ entity_subtype, mention_type))
+ entity_clusters.append(Entity_whole(entity_id, entity_type, entity_subtype, entity_cluster))
+
+ # entities: timex
+ for entity in doc.find_all('timex2'):
+ entity_id = entity['ID']
+ enitty_type = entity_subtype = 'TIME'
+ value = entity.get('VAL', None)
+ entity_cluster = []
+ for entity_mention in entity.find_all('timex2_mention'):
+ mention_id = entity_mention['ID']
+ mention_type = 'TIME'
+ extent = entity_mention.find('extent').find('charseq')
+ start, end, text = int(extent['START']), int(
+ extent['END']), extent.text
+ entity_list.append(Entity(start, end+1, text,
+ entity_id, mention_id, entity_type,
+ entity_subtype, mention_type,
+ value=value))
+ entity_cluster.append(Entity(start, end+1, text,
+ entity_id, mention_id, entity_type,
+ entity_subtype, mention_type,
+ value=value))
+ entity_clusters.append(Entity_whole(entity_id, entity_type, entity_subtype, entity_cluster))
+
+ # relations
+ for relation in doc.find_all('relation'):
+ relation_id = relation['ID']
+ relation_type = relation['TYPE']
+ if relation_type == 'METONYMY':
+ continue
+ relation_subtype = relation['SUBTYPE']
+ for relation_mention in relation.find_all('relation_mention'):
+ mention_id = relation_mention['ID']
+ arg1 = arg2 = None
+ for arg in relation_mention.find_all('relation_mention_argument'):
+ arg_mention_id = arg['REFID']
+ arg_role = arg['ROLE']
+ arg_text = arg.find('extent').find('charseq').text
+ if arg_role == 'Arg-1':
+ arg1 = RelationArgument(arg_mention_id, arg_role, arg_text)
+ elif arg_role == 'Arg-2':
+ arg2 = RelationArgument(arg_mention_id, arg_role, arg_text)
+ if arg1 and arg2:
+ relation_list.append(Relation(mention_id, relation_type,
+ relation_subtype, arg1, arg2))
+ arg1 = arg2 = None
+ for relation_argument in relation.find_all('relation_argument'):
+ arg_id = arg['REFID']
+ arg_role = arg['ROLE']
+ if arg_role == 'Arg-1':
+ arg1 = RelEntBaseArgument(arg_id, arg_role)
+ elif arg_role == 'Arg-2':
+ arg2 = RelEntBaseArgument(arg_id, arg_role)
+ if arg1 and arg2:
+ relentbase_list.append(RelEntBase(relation_id, relation_type, relation_subtype,
+ arg1, arg2))
+
+ # events
+ for event in doc.find_all('event'):
+ event_id = event['ID']
+ event_type = event['TYPE']
+ event_subtype = event['SUBTYPE']
+ event_modality = event['MODALITY']
+ event_polarity = event['POLARITY']
+ event_genericity = event['GENERICITY']
+ event_tense = event['TENSE']
+ event_cluster = []
+ for event_mention in event.find_all('event_mention'):
+ mention_id = event_mention['ID']
+ trigger = event_mention.find('anchor').find('charseq')
+ trigger_start, trigger_end = int(
+ trigger['START']), int(trigger['END'])
+ trigger_text = trigger.text
+ event_args = []
+ for arg in event_mention.find_all('event_mention_argument'):
+ arg_mention_id = arg['REFID']
+ arg_role = arg['ROLE']
+ arg_text = arg.find('extent').find('charseq').text
+ event_args.append(EventArgument(
+ arg_mention_id, arg_role, arg_text))
+ event_list.append(Event(event_id, mention_id,
+ event_type, event_subtype,
+ Span(trigger_start,
+ trigger_end + 1, trigger_text),
+ event_args))
+ event_cluster.append(Event(event_id, mention_id,
+ event_type, event_subtype,
+ Span(trigger_start,
+ trigger_end + 1, trigger_text),
+ event_args))
+ event_arguments = []
+ for arg in event.find_all('event_argument'):
+ arg_id = arg['REFID']
+ arg_role = arg['ROLE']
+ event_arguments.append(EventArgument_whole(arg_id, arg_role))
+ event_clusters.append(Event_whole(event_id, event_type, event_subtype,
+ event_arguments, event_cluster))
+
+ # remove heading/tailing spaces
+ for entity in entity_list:
+ entity.remove_space()
+ for event in event_list:
+ event.trigger.remove_space()
+ for entities in entity_clusters:
+ for entity in entities.entity_mentions:
+ entity.remove_space()
+ for events in event_clusters:
+ for event in events.event_mentions:
+ event.trigger.remove_space()
+
+ return (doc_id, source, entity_list, relation_list, event_list,
+ entity_clusters, event_clusters, relentbase_list)
+
+
+def process_entities(entities: List[Entity],
+ sentences: List[List[Tuple[str, int, int]]]
+ ) -> List[List[Entity]]:
+ """Cleans entities and splits them into lists
+
+ Args:
+ entities (List[Entity]): a list of Entity instances.
+ sentences (List[List[Tuple[str, int, int]]]): a list of window of sentences.
+
+ Returns:
+ List[List[Entity]]: a list of sentence entity lists.
+ """
+ sentence_entities = [[] for _ in range(len(sentences))]
+
+ # assign each entity to the sentence where it appears
+ for entity in entities:
+ start, end = entity.start, entity.end
+ for i, sentence in enumerate(sentences): # each window
+ flag = False
+ for text, s, e in sentence:
+ if start >= s and end <= e:
+ # put this entity into this window
+ flag = True
+ break
+ if flag:
+ sentence_entities[i].append(entity.copy())
+ # TODO: I'm not sure whether there will be some entities that
+ # cross single sentence boundary
+
+ """
+ # remove overlapping entities
+ # TODO: if you want to use it, you need to modify some in order to fit "window" setting
+ sentence_entities_cleaned = [[] for _ in range(len(sentences))]
+ for i, entities in enumerate(sentence_entities):
+ if not entities:
+ continue
+ # prefer longer entities
+ entities.sort(key=lambda x: (x.end - x.start), reverse=True)
+ chars = [0] * max([x.end for x in entities])
+ for entity in entities:
+ overlap = False
+ for j in range(entity.start, entity.end):
+ if chars[j] == 1:
+ overlap = True
+ break
+ if not overlap:
+ chars[entity.start:entity.end] = [
+ 1] * (entity.end - entity.start)
+ sentence_entities_cleaned[i].append(entity)
+ sentence_entities_cleaned[i].sort(key=lambda x: x.start)
+ """
+ return sentence_entities
+
+
+def process_entity_cluster(entity_cluster: List[Entity_whole],
+ sentences: List[List[Tuple[str, int, int]]]
+ ) -> List[List[Entity_whole]]:
+ """Cleans entity_cluster and splits them into lists
+
+ Args:
+ entities (List[Entity_whole]): a list of Entity_whole instances.
+ sentences (List[List[Tuple[str, int, int]]]): a list of window of sentences.
+
+ Returns:
+ List[List[Entity_whole]]: a list of sentence Entity_whole lists.
+ """
+ sentence_entities = [[] for _ in range(len(sentences))]
+
+ # assign each entity_whole to the sentence where it appears
+ for i, sentence in enumerate(sentences): # each window of sentence
+ for entity in entity_cluster:
+ new_mention_list = []
+ for mention in entity.entity_mentions:
+ start, end = mention.start, mention.end
+ for _, s, e in sentence:
+ if start >= s and end <= e:
+ # it means we can find this mention in this window
+ new_mention_list.append(mention.copy())
+ break
+ if any(new_mention_list):
+ new_entity_whole = entity.copy()
+ new_entity_whole.entity_mentions = new_mention_list
+ sentence_entities[i].append(new_entity_whole)
+ return sentence_entities
+
+
+def process_events(events: List[Event],
+ sentence_entities: List[List[Entity]],
+ sentences: List[List[Tuple[str, int, int]]]
+ ) -> List[List[Event]]:
+ """Cleans and assigns events.
+
+ Args:
+ events (List[Event]): A list of Event objects
+ entence_entities (List[List[Entity]]): A list of sentence entity lists.
+ sentences (List[List[Tuple[str, int, int]]]): a list of window of sentences.
+
+ Returns:
+ List[List[Event]]: a list of sentence event lists.
+ """
+ sentence_events = [[] for _ in range(len(sentences))]
+ # assign each event mention to the sentence where it appears
+ for event in events:
+ start, end = event.trigger.start, event.trigger.end
+ for i, sentence in enumerate(sentences): # each window
+ # check trigger
+ flag = False
+ for _, s, e in sentence: # every sentence in this window
+ if start >= s and end <= e:
+ flag = True
+ break
+ if flag:
+ sent_entities = sentence_entities[i]
+ # clean the argument list
+ arguments = []
+ for argument in event.arguments:
+ mention_id = argument.mention_id
+ for entity in sent_entities:
+ if entity.mention_id == mention_id:
+ arguments.append(argument)
+ event_cleaned = Event(event.event_id, event.mention_id,
+ event.event_type, event.event_subtype,
+ trigger=event.trigger.copy(),
+ arguments=arguments)
+ sentence_events[i].append(event_cleaned)
+ """
+ # remove overlapping events
+ # TODO: if you want to use it, you need to modify some in order to fit "window" setting
+ sentence_events_cleaned = [[] for _ in range(len(sentences))]
+ for i, events in enumerate(sentence_events):
+ if not events:
+ continue
+ events.sort(key=lambda x: (x.trigger.end - x.trigger.start),
+ reverse=True)
+ chars = [0] * max([x.trigger.end for x in events])
+ for event in events:
+ overlap = False
+ for j in range(event.trigger.start, event.trigger.end):
+ if chars[j] == 1:
+ overlap = True
+ break
+ if not overlap:
+ chars[event.trigger.start:event.trigger.end] = [
+ 1] * (event.trigger.end - event.trigger.start)
+ sentence_events_cleaned[i].append(event)
+ sentence_events_cleaned[i].sort(key=lambda x: x.trigger.start)
+ """
+ return sentence_events
+
+
+def process_event_cluster(event_clusters: List[Event_whole],
+ sentence_events: List[List[Event]],
+ sentences: List[List[Tuple[str, int, int]]]
+ ) -> List[List[Event_whole]]:
+ """Cleans and assigns event cluster.
+
+ Args:
+ event_clusters (List[Event_whole]): A list of event cluster objects
+ sentence_events (List[List[Event]]): A list of sentence event lists.
+ sentences (List[List[Tuple[str, int, int]]]): a list of window of sentences.
+
+ Returns:
+ List[List[Event_whole]]: a list of sentence event cluster lists.
+ """
+ sentence_events_cluster = [[] for _ in range(len(sentences))]
+ # Reconstruct event_whole based on the event mentions that within the sentence(window) span
+ for event_cluster in event_clusters:
+ for i, sentence_event in enumerate(sentence_events):
+ within_events = [eve.copy() for eve in sentence_event if (eve.event_id == event_cluster.event_id)]
+ if any(within_events):
+ arguments = []
+ for argu in event_cluster.arguments:
+ flag = False
+ for within_event in within_events:
+ for arg in within_event.arguments:
+ if arg.mention_id.rsplit('-', 1)[0] == argu.entity_id:
+ flag = True
+ break
+ if flag:
+ break
+ if flag:
+ arguments.append(argu)
+ sentence_events_cluster[i].append(Event_whole(event_cluster.event_id, event_cluster.event_type,
+ event_cluster.event_subtype, arguments, within_events))
+
+ return sentence_events_cluster
+
+
+def process_relation(relations: List[Relation],
+ sentence_entities: List[List[Entity]],
+ sentences: List[List[Tuple[str, int, int]]]
+ ) -> List[List[Relation]]:
+ """Cleans and assigns relations
+
+ Args:
+ relations (List[Relation]): a list of Relation instances.
+ sentence_entities (List[List[Entity]]): a list of sentence entity lists.
+ sentences (List[List[Tuple[str, int, int]]]): a list of window of sentences.
+
+ Returns:
+ List[List[Relation]]: a list of sentence relation lists.
+ """
+ sentence_relations = [[] for _ in range(len(sentences))]
+ for relation in relations:
+ mention_id1 = relation.arg1.mention_id
+ mention_id2 = relation.arg2.mention_id
+ for i, entities in enumerate(sentence_entities):
+ arg1_in_sent = any([mention_id1 == e.mention_id for e in entities])
+ arg2_in_sent = any([mention_id2 == e.mention_id for e in entities])
+ if arg1_in_sent and arg2_in_sent:
+ sentence_relations[i].append(relation)
+ return sentence_relations
+
+
+def process_relation_entbase(relations: List[RelEntBase],
+ sentence_relations: List[List[Relation]],
+ sentences: List[List[Tuple[str, int, int]]]
+ )-> List[List[RelEntBase]]:
+ sentence_relations_entbase = [[] for _ in range(len(sentences))]
+ for relation in relations:
+ for i, sentence_relation in enumerate(sentence_relations): # relation within the window
+ # if we can find relation mentions within the span, we add this entity-based relation
+ if any([rel_mention for rel_mention in sentence_relation if ((rel_mention.relation_id).rsplit('-',1)[0] == relation.relation_id)]):
+ sentence_relations_entbase[i].append(relation)
+ else:
+ for rel_mention in sentence_relations:
+ print(rel_mention.relation_id.rsplit('-',1)[0])
+ print(relation.relation_id)
+ return sentence_relations_entbase
+
+
+def tokenize(sentences: List[Tuple[str, int, int]],
+ entities: List[Entity],
+ events: List[Event],
+ language: str = 'english'
+ ) -> List[Tuple[int, int, str]]:
+ """Tokenizes a sentence.
+ Each sentence is first split into chunks that are entity/event spans or words
+ between two spans. After that, word tokenization is performed on each chunk.
+
+ Args:
+ sentences (List[Tuple[str, int, int]]): a window of sentences (tuple (text, start, end)).
+ entities (List[Entity]): A list of Entity instances.
+ events (List[Event]): A list of Event instances.
+
+ Returns:
+ List[Tuple[int, int, str]]: a list of token tuples. Each tuple consists
+ of three elements, start offset, end offset, and token text.
+ """
+ all_tokens = []
+ token_starts = [0]
+ for sentence in sentences:
+ text, start, end= sentence
+ text = mask_escape(text)
+
+ # split the sentence into chunks
+ splits = {0, len(text)}
+ for entity in entities:
+ if entity.start >= start and entity.end <= end:
+ splits.add(entity.start - start)
+ splits.add(entity.end - start)
+ for event in events:
+ if event.trigger.start >= start and event.trigger.end <= end:
+ splits.add(event.trigger.start - start)
+ splits.add(event.trigger.end - start)
+ splits = sorted(list(splits))
+ chunks = [(splits[i], splits[i + 1], text[splits[i]:splits[i + 1]])
+ for i in range(len(splits) - 1)]
+
+ tokens = []
+ if language == 'chinese':
+ def _tokenize_chinese(text):
+ return [c for c in jieba.cut(text) if c.strip()]
+
+ # tokenize each chunk
+ chunks = [(s, e, t, _tokenize_chinese(t))
+ for s, e, t in chunks]
+
+ # merge chunks and add word offsets
+ for chunk_start, chunk_end, chunk_text, chunk_tokens in chunks:
+ last = 0
+ chunk_tokens_ = []
+ for token in chunk_tokens:
+ token_start = chunk_text[last:].find(token)
+ if token_start == -1:
+ raise ValueError(
+ 'Cannot find token {} in {}'.format(token, text))
+ token_end = token_start + len(token)
+ chunk_tokens_.append((token_start + start + last + chunk_start,
+ token_end + start + last + chunk_start,
+ unmask_escape(token)))
+ last += token_end
+ tokens.extend(chunk_tokens_)
+ #else:
+ elif language == 'arabic':
+ for chunk_start, _, t in chunks:
+ if language == 'english':
+ doc = nlp_en(t)
+ elif language == 'arabic':
+ doc = nlp_ar(t)
+ for sent in doc.sentences:
+ for tok in sent.tokens:
+ if tok.text != '':
+ tokens.append((start + chunk_start + tok.start_char,
+ start + chunk_start + tok.end_char,
+ unmask_escape(tok.text)))
+ elif language == 'english':
+ # TODO: In order to make a fair comparison with OneIE, we use NLTK's tokenizer rather than Stanza for English
+ # tokenize each chunk
+ chunks = [(s, e, t, wordpunct_tokenize_(t))
+ for s, e, t in chunks]
+
+ # merge chunks and add word offsets
+ tokens = []
+ for chunk_start, chunk_end, chunk_text, chunk_tokens in chunks:
+ last = 0
+ chunk_tokens_ = []
+ for token in chunk_tokens:
+ token_start = chunk_text[last:].find(token)
+ if token_start == -1:
+ raise ValueError(
+ 'Cannot find token {} in {}'.format(token, text))
+ token_end = token_start + len(token)
+ chunk_tokens_.append((token_start + start + last + chunk_start,
+ token_end + start + last + chunk_start,
+ unmask_escape(token)))
+ last += token_end
+ tokens.extend(chunk_tokens_)
+
+ all_tokens.extend(tokens)
+ token_starts.append(len(all_tokens))
+
+ return all_tokens, token_starts
+
+def sentence2window(sentences, window_size_):
+ """Convert sentences list to windows
+
+ Args:
+ sentences (List[Tuple[str, int, int]])
+ window_size : int
+
+ Returns:
+ List[List[Tuple[str, int, int]]]
+
+ """
+ if window_size_ > len(sentences):
+ window_size = len(sentences)
+ else:
+ window_size = window_size_
+
+ output = []
+ for i in range(len(sentences)-window_size+1):
+ output.append(sentences[i:i+window_size])
+ return output
+
+def convert(sgm_file: str,
+ apf_file: str,
+ time_and_val: bool = False,
+ language: str = 'english',
+ window_size: int = 1) -> Document:
+ """Converts a document.
+
+ Args:
+ sgm_file (str): path to a SGM file.
+ apf_file (str): path to a APF file.
+ time_and_val (bool, optional): extracts times and values or not.
+ Defaults to False.
+ language (str, optional): document language. Available options: english,
+ chinese, chinese. Defaults to 'english'.
+
+ Returns:
+ Document: a Document instance.
+ """
+ sentences = read_sgm_file(sgm_file, language=language)
+ doc_id, source, entities, relations, events, entity_cluster, event_cluster, relentbase =\
+ read_apf_file(apf_file, time_and_val=time_and_val)
+
+ if doc_id in SKIPPED_DOCS:
+ return False
+
+ # Reivse sentences
+ if doc_id in DOCS_TO_REVISE_SENT:
+ sentences = revise_sentences(sentences, doc_id)
+
+ # concate windows
+ sentences = sentence2window(sentences, window_size)
+
+ # Process entities, relations, and events
+ sentence_entities = process_entities(entities, sentences)
+ sentence_relations = process_relation(
+ relations, sentence_entities, sentences)
+ sentence_events = process_events(events, sentence_entities, sentences)
+
+ # Process entity_cluster, event_cluster, relation(entity_base)
+ sentence_entity_cluster = process_entity_cluster(entity_cluster, sentences)
+ sentence_relentbase = process_relation_entbase(
+ relentbase, sentence_relations, sentences)
+ sentence_event_cluster = process_event_cluster(event_cluster, sentence_events, sentences)
+
+ # Tokenization
+ sentence_tokens = []
+ sentence_starts = []
+ for s, ent, evt in zip(sentences, sentence_entities, sentence_events):
+ sent_tokens, sent_start = tokenize(s, ent, evt, language=language)
+ sentence_tokens.append(sent_tokens)
+ sentence_starts.append(sent_start)
+
+ # Convert span character offsets to token indices
+ sentence_objs = []
+ for i, (toks, starts, ents, evts, rels, ent_cls, evt_cls, rel_ents, sent) in enumerate(zip(
+ sentence_tokens, sentence_starts, sentence_entities, sentence_events,
+ sentence_relations, sentence_entity_cluster, sentence_event_cluster,
+ sentence_relentbase, sentences)):
+ for entity in ents:
+ entity.char_offsets_to_token_offsets(toks)
+ for entity in ent_cls:
+ for mention in entity.entity_mentions:
+ mention.char_offsets_to_token_offsets(toks)
+ for event in evts:
+ event.trigger.char_offsets_to_token_offsets(toks)
+ for event in evt_cls:
+ for mention in event.event_mentions:
+ mention.trigger.char_offsets_to_token_offsets(toks)
+ wnd_id = '{}-{}'.format(doc_id, i)
+ sentence_objs.append(Sentence(start=sent[0][1],
+ end=sent[-1][2],
+ text=' '.join([s[0] for s in sent]),
+ sent_starts=starts,
+ sent_id=wnd_id,
+ tokens=[t for _, _, t in toks],
+ entities=ents,
+ relations=rels,
+ events=evts,
+ entity_cluster=ent_cls,
+ relations_entbase=rel_ents,
+ event_cluster=evt_cls))
+ return Document(doc_id, sentence_objs)
+
+
+def convert_batch(input_path: str,
+ output_path: str,
+ time_and_val: bool = False,
+ language: str = 'english',
+ window_size: int = 1):
+ """Converts a batch of documents.
+
+ Args:
+ input_path (str): path to the input directory. Usually, it is the path
+ to the LDC2006T06/data/English or LDC2006T06/data/Chinese folder.
+ output_path (str): path to the output JSON file.
+ time_and_val (bool, optional): extracts times and values or not.
+ Defaults to False.
+ language (str, optional): document language. Available options: english,
+ chinese, arabic. Defaults to 'english'.
+ """
+ if language == 'english':
+ sgm_files = glob.glob(os.path.join(
+ input_path, '**', 'timex2norm', '*.sgm'))
+ elif language == 'chinese' or language == 'arabic':
+ sgm_files = glob.glob(os.path.join(
+ input_path, '**', 'adj', '*.sgm'))
+ else:
+ raise ValueError('Unknown language: {}'.format(language))
+ print(input_path)
+ print('Converting the dataset to JSON format')
+ print('#SGM files: {}'.format(len(sgm_files)))
+ progress = tqdm.tqdm(total=len(sgm_files))
+ with open(output_path, 'w', encoding='utf-8') as w:
+ for sgm_file in sgm_files:
+ progress.update(1)
+ apf_file = sgm_file.replace('.sgm', '.apf.xml')
+ doc = convert(sgm_file, apf_file, time_and_val=time_and_val,
+ language=language, window_size=window_size)
+ if doc:
+ w.write(json.dumps(doc.to_dict()) + '\n')
+ progress.close()
+
+
+def strQ2B(ustring):
+ ss = []
+ for s in ustring:
+ rstring = ""
+ for uchar in s:
+ inside_code=ord(uchar)
+ if inside_code==12288:
+ inside_code=32
+ elif (65373>= inside_code >= 65281):
+ inside_code -= 65248
+ rstring += chr(inside_code)
+ if rstring == '…':
+ rstring = '...'
+ ss.append(rstring)
+ return ''.join(ss)
+
+
+def self_define_equal(current, ori_token):
+ ori_str = strQ2B(ori_token)
+ cur_str = ''.join([x if x!='<unk>' else '⁔' for x in current])
+ if len(ori_str) != len(cur_str):
+ return False
+ for o,c in zip(ori_str, cur_str):
+ if (o != c) and (c != '⁔'):
+ return False
+ return True
+
+
+def map_decode_back_pieces(encoded_input, ori_tokens, tokenizer):
+ decoded = [tokenizer.decode(x) for x in encoded_input['input_ids']]
+ pieces = []
+ ori_cnt = 0
+ current = []
+ for d in decoded:
+ if d == '':
+ continue
+ current.append(d)
+ if self_define_equal(current, ori_tokens[ori_cnt]):
+ pieces.append(current)
+ current = []
+ ori_cnt += 1
+ assert len(pieces) == len(ori_tokens)
+ return pieces
+
+
+def convert_to_oneie(input_path: str,
+ output_path: str,
+ language: str,
+ tokenizer: PreTrainedTokenizer):
+ """Converts files to OneIE format.
+
+ Args:
+ input_path (str): path to the input file.
+ output_path (str): path to the output file.
+ tokenizer (PreTrainedTokenizer): wordpiece tokenizer.
+ """
+ print('Converting the dataset to OneIE format')
+ skip_num = 0
+ with open(input_path, 'r', encoding='utf-8') as r, \
+ open(output_path, 'w', encoding='utf-8') as w:
+ for line in r:
+ doc = json.loads(line)
+ for sentence in doc['sentences']:
+ tokens = sentence['tokens']
+ if tokenizer.__class__.__name__.startswith('XLMRoberta') and language =='chinese':
+ encoded_input = tokenizer(tokens,
+ is_pretokenized=True,
+ add_special_tokens=False)
+ pieces = map_decode_back_pieces(encoded_input, tokens, tokenizer)
+ else:
+ pieces = [tokenizer.tokenize(t) for t in tokens]
+ token_lens = [len(x) for x in pieces]
+ if 0 in token_lens:
+ skip_num += 1
+ continue
+ pieces = [p for ps in pieces for p in ps]
+ if len(pieces) == 0:
+ skip_num += 1
+ continue
+
+ entity_text = {e['mention_id']: e['text']
+ for e in sentence['entities']}
+ # update argument text
+ for relation in sentence['relations']:
+ arg1, arg2 = relation['arg1'], relation['arg2']
+ arg1['text'] = entity_text[arg1['mention_id']]
+ arg2['text'] = entity_text[arg2['mention_id']]
+ for event in sentence['events']:
+ for arg in event['arguments']:
+ arg['text'] = entity_text[arg['mention_id']]
+ for event in sentence['event_cluster']:
+ for mention in event['event_mentions']:
+ for arg in mention['arguments']:
+ arg['text'] = entity_text[arg['mention_id']]
+
+ # entities
+ entities = []
+ for entity in sentence['entities']:
+ assert entity['end']-entity['start'] >= 1
+ entities.append({
+ 'id': entity['mention_id'],
+ 'text': entity['text'],
+ 'entity_type': entity['entity_type'],
+ 'mention_type': entity['mention_type'],
+ 'entity_subtype': entity['entity_subtype'],
+ 'start': entity['start'],
+ 'end': entity['end'],
+ })
+
+ # relations
+ relations = []
+ for relation in sentence['relations']:
+ relations.append({
+ 'id': relation['relation_id'],
+ 'relation_type': relation['relation_type'],
+ 'relation_subtype': '{}:{}'.format(relation['relation_type'],
+ relation['relation_subtype']),
+ 'arguments': [
+ {
+ 'entity_id': relation['arg1']['mention_id'],
+ 'text': relation['arg1']['text'],
+ 'role': relation['arg1']['role']
+ },
+ {
+ 'entity_id': relation['arg2']['mention_id'],
+ 'text': relation['arg2']['text'],
+ 'role': relation['arg2']['role']
+ }
+ ]
+ })
+
+ # events
+ events = []
+ for event in sentence['events']:
+ events.append({
+ 'id': event['mention_id'],
+ 'event_type': '{}:{}'.format(event['event_type'],
+ event['event_subtype']),
+ 'trigger': event['trigger'],
+ 'arguments': [
+ {
+ 'entity_id': arg['mention_id'],
+ 'text': arg['text'],
+ 'role': arg['role']
+ } for arg in event['arguments']
+ ]
+ })
+
+ # coreference
+ corefs = []
+ for entity in sentence['entity_cluster']:
+ if len(entity['entity_mentions']) > 1:
+ corefs.append({
+ 'id': entity['entity_id'],
+ 'entities': [{
+ 'id': mention['mention_id'],
+ 'text': mention['text'],
+ 'entity_type': mention['entity_type'],
+ 'mention_type': mention['mention_type'],
+ 'entity_subtype': mention['entity_subtype'],
+ 'start': mention['start'],
+ 'end': mention['end'],
+ } for mention in entity['entity_mentions']],
+ 'entity_type': entity['entity_type'],
+ 'entity_subtype': entity['entity_subtype']
+ })
+
+ event_corefs = []
+ for event in sentence['event_cluster']:
+ if len(event['event_mentions']) > 1:
+ event_corefs.append({
+ 'id': event['event_id'],
+ 'events':[{
+ 'id': mention['mention_id'],
+ 'event_type': '{}:{}'.format(mention['event_type'],mention['event_subtype']),
+ 'trigger': mention['trigger'],
+ 'arguments': [
+ {
+ 'entity_id': arg['mention_id'],
+ 'text': arg['text'],
+ 'role': arg['role']
+ } for arg in mention['arguments']
+ ]
+ } for mention in event['event_mentions']],
+ 'event_type': '{}:{}'.format(mention['event_type'],mention['event_subtype']),
+ 'event_arguments(entity_base)':[{
+ 'entity_id': arg['entity_id'],
+ 'role': arg['role']
+ } for arg in event['arguments']]
+ })
+
+ sent_obj = {
+ 'doc_id': doc['doc_id'],
+ 'wnd_id': sentence['sent_id'],
+ 'tokens': tokens,
+ 'pieces': pieces,
+ 'token_lens': token_lens,
+ 'sentence': sentence['text'],
+ 'entity_mentions': entities,
+ 'relation_mentions': relations,
+ 'event_mentions': events,
+ 'entity_coreference': corefs,
+ 'event_coreference': event_corefs,
+ 'sentence_starts': sentence['sentence_starts'][:-1]
+ }
+ w.write(json.dumps(sent_obj) + '\n')
+ print('skip num: {}'.format(skip_num))
+
+
+def split_data(input_file: str,
+ output_dir: str,
+ split_path: str,
+ window_size: int):
+ """Splits the input file into train/dev/test sets.
+
+ Args:
+ input_file (str): path to the input file.
+ output_dir (str): path to the output directory.
+ split_path (str): path to the split directory that contains three files,
+ train.doc.txt, dev.doc.txt, and test.doc.txt . Each line in these
+ files is a document ID.
+ """
+ print('Splitting the dataset into train/dev/test sets')
+ train_docs, dev_docs, test_docs = set(), set(), set()
+ # load doc ids
+ with open(os.path.join(split_path, 'train.doc.txt')) as r:
+ train_docs.update(r.read().strip('\n').split('\n'))
+ with open(os.path.join(split_path, 'dev.doc.txt')) as r:
+ dev_docs.update(r.read().strip('\n').split('\n'))
+ with open(os.path.join(split_path, 'test.doc.txt')) as r:
+ test_docs.update(r.read().strip('\n').split('\n'))
+
+ if window_size > 10000:
+ f_size = 'doc'
+ else:
+ f_size = 'w{}'.format(window_size)
+
+ # split the dataset
+ with open(input_file, 'r', encoding='utf-8') as r, \
+ open(os.path.join(output_dir, 'train.{}.oneie.json'.format(f_size)), 'w') as w_train, \
+ open(os.path.join(output_dir, 'dev.{}.oneie.json'.format(f_size)), 'w') as w_dev, \
+ open(os.path.join(output_dir, 'test.{}.oneie.json'.format(f_size)), 'w') as w_test:
+ for line in r:
+ inst = json.loads(line)
+ doc_id = inst['doc_id']
+ if doc_id in train_docs:
+ w_train.write(line)
+ elif doc_id in dev_docs:
+ w_dev.write(line)
+ elif doc_id in test_docs:
+ w_test.write(line)
+ else:
+ print('missing!! {}'.format(doc_id))
+
+
+if __name__ == '__main__':
+ parser = ArgumentParser()
+ parser.add_argument('-i', '--input', help='Path to the input folder')
+ parser.add_argument('-o', '--output', help='Path to the output folder')
+ parser.add_argument('-s', '--split', default=None,
+ help='Path to the split folder')
+ parser.add_argument('-b', '--bert',
+ help='BERT model name',
+ default='bert-large-cased')
+ parser.add_argument('-c', '--bert_cache_dir',
+ help='Path to the BERT cahce directory')
+ parser.add_argument('-l', '--lang', default='english',
+ help='Document language')
+ parser.add_argument('--time_and_val', action='store_true',
+ help='Extracts times and values')
+ parser.add_argument('-w', '--window', default=1, help='Integer for window size', type=int)
+
+ args = parser.parse_args()
+ if args.lang not in ['chinese', 'english', 'arabic']:
+ raise ValueError('Unsupported language: {}'.format(args.lang))
+ input_dir = os.path.join(args.input, args.lang.title())
+
+ # Create a tokenizer based on the model name
+ model_name = args.bert
+ cache_dir = args.bert_cache_dir
+ if model_name.startswith('bert-'):
+ tokenizer = BertTokenizer.from_pretrained(model_name,
+ cache_dir=cache_dir)
+ elif model_name.startswith('roberta-'):
+ tokenizer = RobertaTokenizer.from_pretrained(model_name,
+ cache_dir=cache_dir)
+ elif model_name.startswith('xlm-roberta-'):
+ tokenizer = XLMRobertaTokenizer.from_pretrained(model_name,
+ cache_dir=cache_dir)
+ elif model_name.startswith('lanwuwei'):
+ tokenizer = BertTokenizer.from_pretrained(model_name,
+ cache_dir=cache_dir,
+ do_lower_case=True)
+ else:
+ tokenizer = AutoTokenizer.from_pretrained(model_name, cache_dir=cache_dir, do_lower_case=False, use_fast=False)
+ #raise ValueError('Unknown model name: {}'.format(model_name))
+
+ if args.window > 10000:
+ f_size = 'doc'
+ else:
+ f_size = 'w{}'.format(args.window)
+
+ with torch.no_grad():
+ # Convert to doc-level JSON format
+ json_path = os.path.join(args.output, '{}.{}.json'.format(args.lang, f_size))
+ convert_batch(input_dir, json_path, time_and_val=args.time_and_val,
+ language=args.lang, window_size=args.window)
+
+ # Convert to OneIE format
+ oneie_path = os.path.join(args.output, '{}.{}.oneie.json'.format(args.lang, f_size))
+ convert_to_oneie(json_path, oneie_path, args.lang, tokenizer=tokenizer)
+
+ # Split the data
+ if args.split:
+ split_data(oneie_path, args.output, args.split, args.window)
diff --git a/baselines/DEGREE/preprocessing/process_ere.py b/baselines/DEGREE/preprocessing/process_ere.py
@@ -0,0 +1,1668 @@
+import os
+import re
+import json
+import glob
+import random
+from lxml import etree
+from bs4 import BeautifulSoup
+from dataclasses import dataclass
+from collections import defaultdict
+from typing import List, Dict, Any, Tuple
+from nltk import sent_tokenize, wordpunct_tokenize
+from transformers import (BertTokenizer, RobertaTokenizer,
+ XLMRobertaTokenizer, PreTrainedTokenizer,
+ AutoTokenizer)
+from argparse import ArgumentParser, Namespace
+
+
+ERE_V1 = 'LDC2015E29_DEFT_Rich_ERE_English_Training_Annotation_V1'
+ERE_V2 = 'LDC2015E29_DEFT_Rich_ERE_English_Training_Annotation_V2'
+ERE_R2_V2 = 'LDC2015E68_DEFT_Rich_ERE_English_Training_Annotation_R2_V2'
+ERE_PARL_V2 = 'LDC2015E78_DEFT_Rich_ERE_Chinese_and_English_Parallel_Annotation_V2'
+SPANISH = 'LDC2015E107_DEFT_Rich_ERE_Spanish_Annotation_V2'
+
+WRAPPED_DOCS = {'XIN_ENG_20101125.0137'}
+DOCS_TO_REVISE_SENT = {'NYT_ENG_20131225.0200',
+ 'NYT_ENG_20130716.0217',
+ '4fbb1eec7dfd5c2fefb94a2d873ddfa5',
+ '1f60eb9697e240af089b134b69c2042d',
+ 'XIN_SPA_20050402.0105',
+ 'APW_SPA_19980914.0097'}
+
+EVENT_TYPE_WEIGHT = {
+ 'conflict': 5,
+ 'justice': 4,
+ 'life': 3,
+}
+
+relation_type_mapping = {
+ 'orgaffiliation': 'ORG-AFF',
+ 'personalsocial': 'PER-SOC',
+ 'physical': 'PHYS',
+ 'generalaffiliation': 'GEN-AFF',
+ 'partwhole': 'PART-WHOLE',
+}
+relation_subtype_mapping = {
+ 'opra': 'OPRA',
+ 'subsidiary': 'Subsidiary',
+ 'business': 'Business',
+ 'membership': 'Membership',
+ 'founder': 'Founder',
+ 'studentalum': 'StudentAlum',
+ 'employmentmembership': 'EmploymentMembership',
+ 'family': 'Family',
+ 'unspecified': 'Unspecified',
+ 'ownership': 'Ownership',
+ 'investorshareholder': 'InvestorShareholder',
+ 'orgheadquarter': 'OrgHeadquarter',
+ 'locatednear': 'LocatedNear',
+ 'more': 'MORE',
+ 'resident': 'Resident',
+ 'orglocationorigin': 'OrgLocationOrigin',
+ 'leadership': 'Leadership'
+}
+
+event_type_mapping = {
+ 'business:declarebankruptcy': 'Business:Declare-Bankruptcy',
+ 'business:endorg': 'Business:End-Org',
+ 'business:mergeorg': 'Business:Merge-Org',
+ 'business:startorg': 'Business:Start-Org',
+ 'conflict:attack': 'Conflict:Attack',
+ 'conflict:demonstrate': 'Conflict:Demonstrate',
+ 'contact:broadcast': 'Contact:Broadcast',
+ 'contact:contact': 'Contact:Contact',
+ 'contact:correspondence': 'Contact:Correspondence',
+ 'contact:meet': 'Contact:Meet',
+ 'justice:acquit': 'Justice:Acquit',
+ 'justice:appeal': 'Justice:Appeal',
+ 'justice:arrestjail': 'Justice:Arrest-Jail',
+ 'justice:chargeindict': 'Justice:Charge-Indict',
+ 'justice:convict': 'Justice:Convict',
+ 'justice:execute': 'Justice:Execute',
+ 'justice:extradite': 'Justice:Extradite',
+ 'justice:fine': 'Justice:Fine',
+ 'justice:pardon': 'Justice:Pardon',
+ 'justice:releaseparole': 'Justice:Release-Parole',
+ 'justice:sentence': 'Justice:Sentence',
+ 'justice:sue': 'Justice:Sue',
+ 'justice:trialhearing': 'Justice:Trial-Hearing',
+ 'life:beborn': 'Life:Be-Born',
+ 'life:die': 'Life:Die',
+ 'life:divorce': 'Life:Divorce',
+ 'life:injure': 'Life:Injure',
+ 'life:marry': 'Life:Marry',
+ 'manufacture:artifact': 'Manufacture:Artifact',
+ 'movement:transportartifact': 'Movement:Transport-Artifact',
+ 'movement:transportperson': 'Movement:Transport-Person',
+ 'personnel:elect': 'Personnel:Elect',
+ 'personnel:endposition': 'Personnel:End-Position',
+ 'personnel:nominate': 'Personnel:Nominate',
+ 'personnel:startposition': 'Personnel:Start-Position',
+ 'transaction:transaction': 'Transaction:Transaction',
+ 'transaction:transfermoney': 'Transaction:Transfer-Money',
+ 'transaction:transferownership': 'Transaction:Transfer-Ownership',
+}
+
+role_type_mapping = {
+ 'victim': 'Victim',
+ 'attacker': 'Attacker',
+ 'person': 'Person',
+ 'plaintiff': 'Plaintiff',
+ 'audience': 'Audience',
+ 'destination': 'Destination',
+ 'prosecutor': 'Prosecutor',
+ 'target': 'Target',
+ 'origin': 'Origin',
+ 'recipient': 'Recipient',
+ 'beneficiary': 'Beneficiary',
+ 'adjudicator': 'Adjudicator',
+ 'thing': 'Thing',
+ 'giver': 'Giver',
+ 'defendant': 'Defendant',
+ 'entity': 'Entity',
+ 'org': 'Org',
+ 'agent': 'Agent',
+ 'place': 'Place',
+ 'artifact': 'Artifact',
+ 'instrument': 'Instrument'
+}
+
+
+def mask_escape(text: str) -> str:
+ """"Replaces escaped characters with rare sequences.
+
+ Args:
+ text (str): text to mask.
+
+ Returns:
+ str: masked string.
+ """
+ return text.replace('&', 'ҪҪҪҪҪ').replace('<', 'ҚҚҚҚ').replace('>', 'ҺҺҺҺ')
+
+
+def unmask_escape(text: str) -> str:
+ """Replaces masking sequences with the original escaped characters.
+
+ Args:
+ text (str): masked string.
+
+ Returns:
+ str: unmasked string.
+ """
+ return text.replace('ҪҪҪҪҪ', '&').replace('ҚҚҚҚ', '<').replace('ҺҺҺҺ', '>')
+
+
+def recover_escape(text: str) -> str:
+ """Converts named character references in the given string to the corresponding
+ Unicode characters. I didn't notice any numeric character references in this
+ dataset.
+
+ Args:
+ text (str): text to unescape.
+
+ Returns:
+ str: unescaped string.
+ """
+ return text.replace('&', '&').replace('<', '<').replace('>', '>')
+
+
+def sentence_tokenize(sentence: Tuple[int, int, str],
+ language: str = 'english') -> List[Tuple[int, int, str]]:
+ """Split a sentence and adds offsets.
+
+ Args:
+ sentence (Tuple[int, int, str]): a sentence tuple consisting of start_offset,
+ end_offset, and sentence text.
+ language (str, optional): sentence language.
+
+ Returns:
+ List[Tuple[int, int, str]]: a list of sentence tuples.
+ """
+ start, end, text = sentence
+ sents = sent_tokenize(text, language='english')
+
+ last = 0
+ sents_ = []
+ for sent in sents:
+ index = text[last:].find(sent)
+ if index == -1:
+ print(text, sent)
+ else:
+ sents_.append((last + index + start, last + index + len(sent) + start, sent))
+ last += index + len(sent)
+ return(sents_)
+
+
+@dataclass
+class Span:
+ start: int
+ end: int
+ text: str
+
+ def __post_init__(self):
+ self.start = int(self.start)
+ self.end = int(self.end)
+ self.text = self.text.replace('\n', ' ')
+
+ def char_offsets_to_token_offsets(self, tokens: List[Tuple[int, int, str]]):
+ """Converts self.start and self.end from character offsets to token
+ offsets.
+
+ Args:
+ tokens (List[Tuple[int, int, str]]): a list of token tuples. Each
+ item in the list is a triple (start_offset, end_offset, text).
+ """
+ start_ = end_ = -1
+ for i, (s, e, _) in enumerate(tokens):
+ if s == self.start:
+ start_ = i
+ if e == self.end:
+ end_ = i + 1
+ if start_ == -1 or end_ == -1 or start_ > end_:
+ raise ValueError('Failed to update offsets for {}-{}:{} in {}'.format(
+ self.start, self.end, self.text, tokens))
+ self.start, self.end = start_, end_
+
+ def to_dict(self) -> Dict[str, Any]:
+ """Converts instance variables to a dict.
+
+ Returns:
+ Dict[str, Any]: a dict of instance variables.
+ """
+ return {
+ 'text': recover_escape(self.text),
+ 'start': self.start,
+ 'end': self.end
+ }
+
+ def remove_space(self):
+ """Removes heading and trailing spaces in the span text."""
+ # heading spaces
+ text = self.text.lstrip(' ')
+ self.start += len(self.text) - len(text)
+ # trailing spaces
+ after_text = text.rstrip(' ')
+ #self.end = self.start + len(text)
+ #self.text = text
+ self.end += len(after_text) - len(text)
+ self.text = after_text
+
+ def copy(self):
+ """Makes a copy of itself.
+
+ Returns:
+ Span: a copy of itself."""
+ return Span(self.start, self.end, self.text)
+
+@dataclass
+class Entity(Span):
+ entity_id: str
+ mention_id: str
+ entity_type: str
+ mention_type: str
+
+ def copy(self):
+ return Entity(self.start, self.end, self.text,
+ self.entity_id, self.mention_id, self.entity_type,
+ self.mention_type)
+
+ def to_dict(self, sent_id: str = None) -> Dict[str, Any]:
+ """Converts instance variables to a dict.
+
+ Args:
+ sent_id (str): Sentence ID.
+
+ Returns:
+ Dict[str, Any]: a dict of instance variables.
+ """
+ if sent_id:
+ entity_id = '{}-{}-{}'.format(sent_id,
+ self.entity_id.split('-')[-1],
+ self.mention_id.split('-')[-1])
+ else:
+ entity_id = '{}-{}'.format(self.entity_id.split('-')[-1],
+ self.mention_id.split('-')[-1])
+ return {
+ 'entity_id': entity_id,
+ 'entity_type': self.entity_type,
+ 'mention_type': self.mention_type,
+ 'start': self.start,
+ 'end': self.end,
+ 'text': recover_escape(self.text)
+ }
+
+@dataclass
+class Entity_whole:
+ entity_id: str
+ entity_type: str
+ entity_mentions: List[Entity]
+
+ def __str__(self, sent_id: str = None):
+ return self.to_dict(sent_id)
+
+ def to_dict(self, sent_id: str = None) -> Dict[str, Any]:
+ """Converts instance variables to a dict.
+
+ Returns:
+ Dict: a dict of instance variables.
+ """
+ if sent_id:
+ entity_id = '{}-{}'.format(sent_id,
+ self.entity_id.split('-')[-1])
+ else:
+ entity_id = '{}'.format(self.entity_id.split('-')[-1])
+ entity_dict = {
+ 'entity_id': entity_id,
+ 'entity_type': self.entity_type,
+ 'entity_mentions': [e.to_dict(sent_id) for e in self.entity_mentions]
+ }
+ return entity_dict
+
+ def copy(self):
+ """Makes a copy of itself.
+ """
+ return Entity_whole(self.entity_id, self.entity_type, self.entity_mentions)
+
+@dataclass
+class RelationArgument:
+ entity_id: str
+ mention_id: str
+ role: str
+ text: str
+
+ def to_dict(self, sent_id:str = None) -> Dict[str, Any]:
+ """Converts instance variables to a dict.
+
+ Returns:
+ Dict[str, Any]: a dict of instance variables.
+ """
+ if sent_id:
+ entity_id = '{}-{}-{}'.format(sent_id,
+ self.entity_id.split('-')[-1],
+ self.mention_id.split('-')[-1])
+ else:
+ entity_id = '{}-{}'.format(self.entity_id.split('-')[-1],
+ self.mention_id.split('-')[-1])
+
+ return {
+ 'entity_id': entity_id,
+ 'role': self.role,
+ 'text': recover_escape(self.text)
+ }
+
+
+@dataclass
+class Relation:
+ relation_id: str
+ mention_id: str
+ relation_type: str
+ relation_subtype: str
+ arg1: RelationArgument
+ arg2: RelationArgument
+
+ def to_dict(self, sent_id: str = None) -> Dict[str, Any]:
+ """Converts instance variables to a dict.
+
+ Returns:
+ Dict[str, Any]: a dict of instance variables.
+ """
+ if sent_id:
+ relation_id = '{}-{}-{}'.format(sent_id,
+ self.relation_id.split('-')[-1],
+ self.mention_id.split('-')[-1])
+ else:
+ relation_id = '{}-{}'.format(self.relation_id.split('-')[-1],
+ self.mention_id.split('-')[-1])
+
+ return {
+ 'relation_id': relation_id,
+ 'relation_type': self.relation_type,
+ 'relation_subtype': self.relation_subtype,
+ 'arg1': self.arg1.to_dict(sent_id),
+ 'arg2': self.arg2.to_dict(sent_id)
+ }
+
+
+@dataclass
+class EventArgument:
+ entity_id: str
+ mention_id: str
+ role: str
+ text: str
+
+ def to_dict(self, sent_id: str = None) -> Dict[str, Any]:
+ """Converts instance variables to a dict.
+
+ Returns:
+ Dict[str, Any]: a dict of instance variables.
+ """
+ if sent_id:
+ entity_id = '{}-{}-{}'.format(sent_id,
+ self.entity_id.split('-')[-1],
+ self.mention_id.split('-')[-1])
+ else:
+ entity_id = '{}-{}'.format(self.entity_id.split('-')[-1],
+ self.mention_id.split('-')[-1])
+
+ return {
+ 'entity_id': entity_id,
+ 'role': self.role,
+ 'text': recover_escape(self.text),
+ }
+
+
+@dataclass
+class Event:
+ event_id: str
+ mention_id: str
+ event_type: str
+ event_subtype: str
+ trigger: Span
+ arguments: List[EventArgument]
+
+ def copy(self):
+ return Event(self.event_id, self.mention_id, self.event_type,
+ self.event_subtype, self.trigger.copy(), self.arguments)
+
+ def to_dict(self, sent_id: str = None) -> Dict[str, Any]:
+ """Converts instance variables to a dict.
+
+ Returns:
+ Dict[str, Any]: a dict of instance variables.
+ """
+ if sent_id:
+ event_id = '{}-{}-{}'.format(sent_id,
+ self.event_id.split('-')[-1],
+ self.mention_id.split('-')[-1])
+ else:
+ event_id = '{}-{}'.format(self.event_id.split('-')[-1],
+ self.mention_id.split('-')[-1])
+ return {
+ 'event_id': event_id,
+ 'event_type': self.event_type,
+ 'event_subtype': self.event_subtype,
+ 'trigger': self.trigger.to_dict(),
+ 'arguments': [arg.to_dict(sent_id) for arg in self.arguments]
+ }
+
+@dataclass
+class EventArgument_whole:
+ entity_id: str
+ role: str
+
+ def to_dict(self, sent_id: str = None) -> Dict[str, Any]:
+ """Converts instance variables to a dict.
+
+ Returns:
+ Dict[str, Any]: a dict of instance variables.
+ """
+ if sent_id:
+ entity_id = '{}-{}'.format(sent_id, self.entity_id.split('-')[-1])
+ else:
+ entity_id = '{}'.format(self.entity_id.split('-')[-1])
+ return {
+ 'entity_id': entity_id,
+ 'role': self.role,
+ }
+
+@dataclass
+class Event_whole:
+ event_id: str
+ event_type: str
+ event_subtype: str
+ arguments: List[EventArgument_whole]
+ event_mentions: List[Event]
+
+ def to_dict(self, sent_id: str = None) -> Dict[str, Any]:
+ """Converts instance variables to a dict.
+
+ Returns:
+ Dict[str, Any]: a dict of instance variables.
+ """
+ if sent_id:
+ event_id = '{}-{}'.format(sent_id,
+ self.event_id.split('-')[-1])
+ else:
+ event_id = '{}'.format(self.event_id.split('-')[-1])
+ return {
+ 'event_id': event_id,
+ 'event_type': self.event_type,
+ 'event_subtype': self.event_subtype,
+ 'arguments': [arg.to_dict(sent_id) for arg in self.arguments],
+ 'event_mentions': [e.to_dict(sent_id) for e in self.event_mentions]
+ }
+
+
+
+@dataclass
+class Sentence(Span):
+ doc_id: str
+ sent_id: str
+ tokens: List[str]
+ entities: List[Entity]
+ relations: List[Relation]
+ events: List[Event]
+ sent_starts: List[int]
+ entity_cluster: List[Entity_whole]
+ event_cluster: List[Event_whole]
+
+ def to_dict(self) -> Dict[str, Any]:
+ """Converts instance variables to a dict.
+
+ Returns:
+ Dict[str, Any]: a dict of instance variables.
+ """
+ return {
+ 'doc_id': self.doc_id,
+ 'wnd_id': self.sent_id,
+ 'tokens': [recover_escape(t) for t in self.tokens],
+ 'entities': [entity.to_dict(self.sent_id) for entity in self.entities],
+ 'relations': [relation.to_dict(self.sent_id) for relation in self.relations],
+ 'events': [event.to_dict(self.sent_id) for event in self.events],
+ 'sentence_starts': self.sent_starts,
+ 'entity_cluster': [entity.to_dict(self.sent_id) for entity in self.entity_cluster],
+ 'event_cluster': [event.to_dict(self.sent_id) for event in self.event_cluster],
+ 'start': self.start,
+ 'end': self.end,
+ 'text': recover_escape(self.text).replace('\t', ' ')
+ }
+
+
+@dataclass
+class Document:
+ doc_id: str
+ sentences: List[Sentence]
+
+
+def process_wrapped_text(text: str) -> str:
+ """Handles wrapped text in some documents by replacing linebreaks between a
+ a pair of <p> and </p> tags with spaces.
+
+ Args:
+ text (str): text string to process.
+
+ Returns:
+ str: processed text string.
+ """
+ segments = text.split('\n')
+ segments_new = []
+ in_p = False
+ for segment in segments:
+ if in_p:
+ if segment == '</P>':
+ segments_new.append(segment)
+ in_p = False
+ else:
+ if segments_new[-1]:
+ segments_new[-1] += ' '
+ segments_new[-1] += segment
+ else:
+ segments_new.append(segment)
+ if segment == '<P>':
+ segments_new.append('')
+ in_p = True
+ return '\n'.join(segments_new)
+
+
+def revise_sentences(sentences: List[Tuple[int, int, str]],
+ doc_id: str) -> List[Tuple[int, int, str]]:
+ """Automatic sentence tokenization may have errors for a few documents. This
+ function joins sentences that are mistakenly split into multiple segments.
+
+ Args:
+ sentences (List[Tuple[int, int, str]]): a list of sentence tuples.
+ doc_id (str): document ID.
+
+ Returns:
+ List[Tuple[int, int, str]]: a list of revised sentence tuples.
+ """
+ sentences_ = []
+ if doc_id == 'NYT_ENG_20131225.0200':
+ for sentence_idx, (start, end, text) in enumerate(sentences):
+ if start == 2089:
+ next_start, next_end, next_text = sentences[sentence_idx + 1]
+ space = ' ' * (next_start - end)
+ sentences_.append((start, next_end, text + space + next_text))
+ elif start == 2163:
+ continue
+ else:
+ sentences_.append((start, end, text))
+ elif doc_id == 'NYT_ENG_20130716.0217':
+ for sentence_idx, (start, end, text) in enumerate(sentences):
+ if start == 1781:
+ next_start, next_end, next_text = sentences[sentence_idx + 1]
+ space = ' ' * (next_start - end)
+ sentences_.append((start, next_end, text + space + next_text))
+ elif start == 1932:
+ continue
+ else:
+ sentences_.append((start, end, text))
+ elif doc_id == '4fbb1eec7dfd5c2fefb94a2d873ddfa5':
+ for sentence_idx, (start, end, text) in enumerate(sentences):
+ if start == 4540:
+ next_start, next_end, next_text = sentences[sentence_idx + 1]
+ space = ' ' * (next_start - end)
+ sentences_.append((start, next_end, text + space + next_text))
+ elif start == 4543:
+ continue
+ else:
+ sentences_.append((start, end, text))
+ elif doc_id == '1f60eb9697e240af089b134b69c2042d':
+ for sentence_idx, (start, end, text) in enumerate(sentences):
+ if start == 5373:
+ next_start, next_end, next_text = sentences[sentence_idx + 1]
+ space = ' ' * (next_start - end)
+ sentences_.append((start, next_end, text + space + next_text))
+ elif start == 5391:
+ continue
+ else:
+ sentences_.append((start, end, text))
+ elif doc_id == 'XIN_SPA_20050402.0105':
+ for sentence_idx, (start, end, text) in enumerate(sentences):
+ if start == 58:
+ next_start, next_end, next_text = sentences[sentence_idx + 1]
+ space = ' ' * (next_start - end)
+ sentences_.append((start, next_end, text + space + next_text))
+ elif start == 113:
+ continue
+ else:
+ sentences_.append((start, end, text))
+ elif doc_id == 'APW_SPA_19980914.0097':
+ cur_start, cur_end, cur_text = 0, 0, ''
+ for start, end, text in sentences:
+ if '--' in text:
+ sentences_.append((cur_start, cur_end, cur_text))
+ sentences_.append((start, end, text))
+ cur_start, cur_end, cur_text = 0, 0, ''
+ else:
+ if cur_end == 0:
+ cur_start, cur_end, cur_text = start, end, text
+ else:
+ cur_text += ' ' * (start - cur_end) + text
+ cur_end = end
+ if cur_text:
+ sentences_.append((cur_start, cur_end, cur_text))
+
+ return sentences_
+
+
+def read_source_file(path: str,
+ language: str = 'english',
+ wrapped: bool = False,
+ ) -> List[Tuple[int, int, str]]:
+ """Reads text file.
+
+ Args:
+ path (str): path to the text file.
+ language (str, optional): document language. Defaults to 'english'.
+ wrapped (bool, optional): if the document is wrapped. Defaults to False.
+
+ Returns:
+ List[Tuple[int, int, str]]: a list of sentence tuples.
+ """
+ data = open(path, 'r', encoding='utf-8').read()
+
+ if wrapped:
+ data = process_wrapped_text(data)
+ # data = data.replace('\n<a', ' <a').replace('</a>\n', '</a> ')
+
+ min_offset = max(0, data.find('<HEADLINE>'))
+
+ intag = False
+ in_a = False
+ linebreak = True
+ sentences = []
+ start = end = 0
+ sentence = ''
+ for i, c in enumerate(data):
+ if c == '<':
+ intag = True
+ if (len(data) > i + 2
+ and (data[i + 1: i + 3] == 'a '
+ or data[i + 1: i + 3] == 'a>'
+ or data[i + 1: i + 3] == '/a')
+ ):
+ in_a = True
+ if in_a:
+ sentence += ' '
+ end = i + 1
+ else:
+ # linebreak = False
+ if sentence and start >= min_offset:
+ sentences.append((start, end, sentence))
+ start = end = i + 1
+ sentence = ''
+ elif c == '>':
+ intag = False
+ if in_a:
+ sentence += ' '
+ end = i + 1
+ else:
+ start = end = i + 1
+ in_a = False
+ elif not intag and linebreak:
+ if c == '\n':
+ if sentence:
+ if start >= min_offset:
+ sentences.append((start, end, sentence))
+ sentence = ''
+ start = end = i + 1
+ else:
+ sentence += c
+ end = i + 1
+ elif in_a:
+ sentence += ' '
+ end = i + 1
+ if c == '\n':
+ linebreak = True
+ start = end = i + 1
+ if sentence:
+ if start >= min_offset:
+ sentences.append((start, end, sentence))
+ # for s, e, t in sentences:
+ # if t != data[s:e]:
+ # print(t, data[s:e])
+
+ # Re-tokenize sentences
+ sentences_ = []
+ for sent in sentences:
+ if not sent[-1].startswith('http') and '</a>' not in sent[-1]:
+ sentences_.extend(sentence_tokenize(sent, language=language))
+ return sentences_
+
+
+def read_annotation(path: str
+ ) -> (str, str, List[Entity], List[Relation], List[Event]):
+ """Reads annotation file.
+
+ Args:
+ path (str): path to the annotation file.
+
+ Returns:
+ doc_id (str): document ID.
+ source_type (str): type of the source of the document.
+ entity_list (List[Entity]): a list of Entity objects.
+ relation_list (List[Relation]) a list of Relation objects.
+ event_list (List[Event]): a list of Event objectss.
+ """
+ data = open(path, 'r', encoding='utf-8').read()
+
+ soup = BeautifulSoup(data, 'lxml')
+
+ # metadata
+ root = soup.find('deft_ere')
+ doc_id = root['doc_id']
+ source_type = root['source_type']
+
+ # entities
+ entity_list = []
+ entity_clusters = []
+ entities_node = root.find('entities')
+ if entities_node:
+ for entity_node in entities_node.find_all('entity'):
+ entity_id = entity_node['id']
+ entity_type = entity_node['type']
+ entity_cluster = []
+ for entity_mention_node in entity_node.find_all('entity_mention'):
+ mention_id = entity_mention_node['id']
+ mention_type = entity_mention_node['noun_type']
+ if mention_type == 'NOM':
+ mention_offset = int(entity_mention_node.find('nom_head')['offset'])
+ mention_length = int(entity_mention_node.find('nom_head')['length'])
+ mention_text = entity_mention_node.find('nom_head').text
+ else:
+ mention_offset = int(entity_mention_node['offset'])
+ mention_length = int(entity_mention_node['length'])
+ mention_text = entity_mention_node.find('mention_text').text
+ entity_list.append(Entity(
+ entity_id=entity_id, mention_id=mention_id,
+ entity_type=entity_type, mention_type=mention_type,
+ start=mention_offset, end=mention_offset + mention_length,
+ text=mention_text
+ ))
+ entity_cluster.append(Entity(
+ entity_id=entity_id, mention_id=mention_id,
+ entity_type=entity_type, mention_type=mention_type,
+ start=mention_offset, end=mention_offset + mention_length,
+ text=mention_text
+ ))
+ entity_clusters.append(Entity_whole(entity_id, entity_type, entity_cluster))
+ fillers_node = root.find('fillers')
+ if fillers_node:
+ for filler_node in fillers_node.find_all('filler'):
+ entity_id = filler_node['id']
+ entity_type = filler_node['type']
+ if entity_type == 'weapon':
+ entity_type = 'WEA'
+ elif entity_type == 'vehicle':
+ entity_type = 'VEH'
+ else:
+ continue
+ mention_offset = int(filler_node['offset'])
+ mention_length = int(filler_node['length'])
+ mention_text = filler_node.text
+ entity_list.append(
+ Entity(
+ entity_id=entity_id, mention_id=entity_id,
+ entity_type=entity_type, mention_type='NOM',
+ start=mention_offset, end=mention_offset + mention_length,
+ text=mention_text
+ )
+ )
+
+ # relations
+ relation_list = []
+ relations_node = root.find('relations')
+ if relations_node:
+ for relation_node in relations_node.find_all('relation'):
+ relation_id = relation_node['id']
+ relation_type = relation_node['type']
+ relation_subtype = relation_node['subtype']
+ for relation_mention_node in relation_node.find_all('relation_mention'):
+ mention_id = relation_mention_node['id']
+ arg1 = relation_mention_node.find('rel_arg1')
+ arg2 = relation_mention_node.find('rel_arg2')
+ if arg1 and arg2:
+ if arg1.has_attr('entity_id'):
+ arg1_entity_id = arg1['entity_id']
+ arg1_mention_id = arg1['entity_mention_id']
+ else:
+ arg1_entity_id = arg1['filler_id']
+ arg1_mention_id = arg1['filler_id']
+ arg1_role = arg1['role']
+ arg1_text = arg1.text
+ if arg2.has_attr('entity_id'):
+ arg2_entity_id = arg2['entity_id']
+ arg2_mention_id = arg2['entity_mention_id']
+ else:
+ arg2_entity_id = arg2['filler_id']
+ arg2_mention_id = arg2['filler_id']
+ arg2_role = arg2['role']
+ arg2_text = arg2.text
+ relation_list.append(Relation(
+ relation_id=relation_id, mention_id=mention_id,
+ relation_type=relation_type,
+ relation_subtype=relation_subtype,
+ arg1=RelationArgument(entity_id=arg1_entity_id,
+ mention_id=arg1_mention_id,
+ role=arg1_role,
+ text=arg1_text),
+ arg2=RelationArgument(entity_id=arg2_entity_id,
+ mention_id=arg2_mention_id,
+ role=arg2_role,
+ text=arg2_text)))
+
+ # events
+ event_list = []
+ event_clusters = []
+ events_node = root.find('hoppers')
+ if events_node:
+ for event_node in events_node.find_all('hopper'):
+ event_cluster = []
+ event_arguments = []
+ event_id = event_node['id']
+ for event_mention_node in event_node.find_all('event_mention'):
+ trigger = event_mention_node.find('trigger')
+ trigger_offset = int(trigger['offset'])
+ trigger_length = int(trigger['length'])
+ arguments = []
+ for arg in event_mention_node.find_all('em_arg'):
+ if arg['realis'] == 'false':
+ continue
+ if arg.has_attr('entity_id'):
+ arguments.append(EventArgument(
+ entity_id=arg['entity_id'],
+ mention_id=arg['entity_mention_id'],
+ role=arg['role'],
+ text=arg.text))
+ if (arg['entity_id'], arg['role']) not in event_arguments:
+ event_arguments.append((arg['entity_id'], arg['role']))
+ elif arg.has_attr('filler_id'):
+ arguments.append(EventArgument(
+ entity_id=arg['filler_id'],
+ mention_id=arg['filler_id'],
+ role=arg['role'],
+ text=arg.text
+ ))
+ if (arg['filler_id'], arg['role']) not in event_arguments:
+ event_arguments.append((arg['filler_id'], arg['role']))
+ event_list.append(Event(
+ event_id=event_id,
+ mention_id=event_mention_node['id'],
+ event_type=event_mention_node['type'],
+ event_subtype=event_mention_node['subtype'],
+ trigger=Span(start=trigger_offset,
+ end=trigger_offset + trigger_length,
+ text=trigger.text),
+ arguments=arguments))
+ event_cluster.append(Event(
+ event_id=event_id,
+ mention_id=event_mention_node['id'],
+ event_type=event_mention_node['type'],
+ event_subtype=event_mention_node['subtype'],
+ trigger=Span(start=trigger_offset,
+ end=trigger_offset + trigger_length,
+ text=trigger.text),
+ arguments=arguments))
+ event_arguments = [EventArgument_whole(ent_id, ent_role) for ent_id, ent_role in event_arguments]
+ event_clusters.append(Event_whole(event_id, event_cluster[0].event_type, event_cluster[0].event_subtype, event_arguments, event_cluster))
+
+ return doc_id, source_type, entity_list, relation_list, event_list, entity_clusters, event_clusters
+
+
+def clean_entities(entities: List[Entity],
+ sentences: List[List[Tuple[int, int, str]]],
+ ) -> List[List[Entity]]:
+ """Cleans entities and assigns them to the corresponding sentences.
+
+ Args:
+ entities (List[Entity]): a list of Entity objects.
+ sentences (List[List[Tuple[int, int, str]]]): a list of window of sentences.
+
+ Returns:
+ List[List[Entity]]: a list of lists of Entity objects. The i-th list
+ represents Entity objects in the i-th window.
+ """
+ sentence_entities = [[] for _ in range(len(sentences))]
+ for entity in entities:
+ start, end = entity.start, entity.end
+ for i, sentence in enumerate(sentences): # each window
+ flag = False
+ for s, e, text in sentence:
+ if start >= s and end <= e:
+ entity.remove_space()
+ # put this entity into this window
+ flag = True
+ break
+ if flag:
+ sentence_entities[i].append(entity)
+
+
+ # Remove overlapping entities
+ # TODO: we keep it becauce of fair comparison to OneIE, but this should be prevented for golds.
+ sentence_entities_ = [[] for _ in range(len(sentences))]
+ for i, entities in enumerate(sentence_entities):
+ if not entities:
+ continue
+ # Prefer longer entities
+ entities.sort(key=lambda x: (x.end - x.start), reverse=True)
+ chars = [0] * max([x.end for x in entities])
+ for entity in entities:
+ overlap = False
+ for j in range(entity.start, entity.end):
+ if chars[j] == 1:
+ overlap = True
+ break
+ if overlap:
+ continue
+ else:
+ chars[entity.start:entity.end] = [1] * (entity.end - entity.start)
+ sentence_entities_[i].append(entity)
+ sentence_entities_[i].sort(key=lambda x: x.start)
+
+ return sentence_entities_
+
+
+def detect_multievent_triggers(sentence_events: List[List[Event]]) -> List[int]:
+ """Find sentences that contain multi-event triggers.
+
+ Args:
+ sentence_events (List[List[Event]]): a list of lists of Event objects.
+
+ Returns:
+ List[int]: a list of sentence indices.
+ """
+ multievent_trigger_sents = []
+ for sent_idx, events in enumerate(sentence_events):
+ trigger_event_types = defaultdict(set)
+ for event in events:
+ event_type = event.event_type
+ key = (event.trigger.start, event.trigger.end)
+ if event_type in trigger_event_types[key]:
+ multievent_trigger_sents.append(sent_idx)
+ break
+ else:
+ trigger_event_types[key].add(event_type)
+ return multievent_trigger_sents
+
+
+def clean_events(events: List[Event],
+ sentence_entities: List[List[Entity]],
+ sentences: List[List[Tuple[int, int, str]]]) -> List[List[Event]]:
+ """Cleans events and assigns them to the corresponding sentences.
+
+ Args:
+ events (List[Event]): a list of Event objects.
+ sentence_entities (List[List[Entity]]): a list of lists of Entity
+ objects. The output of the `clean_entities`.
+ sentences (List[List[Tuple[int, int, str]]]): a list of window of sentences.
+
+ Returns:
+ List[List[Event]]: a list of lists of Event objects. The i-th list
+ represents Event objects in the i-th window.
+ """
+ sentence_events = [[] for _ in range(len(sentences))]
+ for event in events:
+ start, end = event.trigger.start, event.trigger.end
+ for i, sentence in enumerate(sentences): # each window
+ for s, e, _ in sentence:
+ flag = False
+ if start >= s and end <= e:
+ event.trigger.remove_space()
+ flag = True
+ break
+ if flag:
+ # Clean the argument list
+ arguments = []
+ entities = sentence_entities[i]
+ for argument in event.arguments:
+ entity_id = argument.entity_id
+ mention_id = argument.mention_id
+ for entity in entities:
+ if (entity.entity_id == entity_id and
+ entity.mention_id == mention_id):
+ arguments.append(argument)
+ event_ = Event(event_id=event.event_id,
+ mention_id=event.mention_id,
+ event_type=event.event_type,
+ event_subtype=event.event_subtype,
+ trigger=event.trigger.copy(),
+ arguments=arguments
+ )
+ sentence_events[i].append(event_)
+
+
+ multievent_trigger_sents = detect_multievent_triggers(sentence_events)
+ # Remove overlapping events
+ # TODO: we keep it becauce of fair comparison to OneIE, but this should be prevented for golds.
+ sentence_events_ = [[] for _ in range(len(sentences))]
+ for i, events in enumerate(sentence_events):
+ if not events:
+ continue
+ events.sort(key=lambda x: (EVENT_TYPE_WEIGHT.get(x.event_type, 0),
+ x.trigger.end - x.trigger.start),
+ reverse=True)
+ chars = [0] * max([x.trigger.end for x in events])
+ for event in events:
+ overlap = False
+ for j in range(event.trigger.start, event.trigger.end):
+ if chars[j] == 1:
+ overlap = True
+ break
+ if overlap:
+ continue
+ else:
+ chars[event.trigger.start:event.trigger.end] = \
+ [1] * (event.trigger.end - event.trigger.start)
+ sentence_events_[i].append(event)
+ sentence_events_[i].sort(key=lambda x: x.trigger.start)
+
+ return sentence_events_, multievent_trigger_sents
+
+
+def clean_relations(relations: List[Relation],
+ sentence_entities: List[List[Entity]],
+ sentences: List[List[Tuple[int, int, str]]]
+ ) -> List[List[Relation]]:
+ """Cleans relations and assigns them to the corresponding sentence.
+
+ Args:
+ relations (List[Relation]): a list of Relation objects.
+ sentence_entities (List[List[Entity]]): a list of lists of Entity
+ objects. The output of the `clean_entities` function.
+ sentences (List[List[Tuple[int, int, str]]]): a list of sentence tuples.
+
+ Returns:
+ List[List[Relation]]: a list of lists of Relation objects. The i-th list
+ represents Relation objects in the i-th window.
+ """
+ sentence_relations = [[] for _ in range(len(sentences))]
+ for relation in relations:
+ keep = False
+ entity_id_1, mention_id_1 = relation.arg1.entity_id, relation.arg1.mention_id
+ entity_id_2, mention_id_2 = relation.arg2.entity_id, relation.arg2.mention_id
+ for i, entities in enumerate(sentence_entities):
+ arg1_in_sent = arg2_in_sent = False
+ for entity in entities:
+ if entity.entity_id == entity_id_1 and entity.mention_id == mention_id_1:
+ arg1_in_sent = True
+ if entity.entity_id == entity_id_2 and entity.mention_id == mention_id_2:
+ arg2_in_sent = True
+ if arg1_in_sent and arg2_in_sent:
+ sentence_relations[i].append(relation)
+ keep = True
+ break
+ elif arg1_in_sent != arg2_in_sent:
+ # Stop searching because we find only one entity in the current
+ # sentence.
+ break
+ return sentence_relations
+
+def process_entity_cluster(entity_clusters: List[Entity_whole],
+ sentence_entities: List[List[Entity]],
+ sentences: List[List[Tuple[int, int, str]]]
+ ) -> List[List[Entity_whole]]:
+ """Cleans entity_cluster and splits them into lists
+
+ Args:
+ entity_clusters (List[Entity_whole]): a list of Entity_whole instances.
+ entities (List[List[Entity]]): a list of sentence entity list.
+ sentences (List[List[Tuple[int, int, str]]]): a list of window of sentences.
+
+ Returns:
+ List[List[Entity_whole]]: a list of sentence Entity_whole lists.
+ """
+ sentence_entity_cluster = [[] for _ in range(len(sentences))]
+
+ for entity_cluster in entity_clusters:
+ for i, sentence_entity in enumerate(sentence_entities):
+ within_entities = [ent.copy() for ent in sentence_entity if ent.entity_id == entity_cluster.entity_id]
+ if any(within_entities):
+ sentence_entity_cluster[i].append(Entity_whole(entity_cluster.entity_id, entity_cluster.entity_type, within_entities))
+ return sentence_entity_cluster
+
+def process_event_cluster(event_clusters: List[Event_whole],
+ sentence_events: List[List[Event]],
+ sentences: List[List[Tuple[int, int, str]]]
+ ) -> List[List[Event_whole]]:
+ """Cleans and assigns event cluster.
+
+ Args:
+ event_clusters (List[Event_whole]): A list of event cluster objects
+ sentence_events (List[List[Event]]): A list of sentence event lists.
+ sentences (List[List[Tuple[int, int, str]]]): a list of window of sentences.
+
+ Returns:
+ List[List[Event_whole]]: a list of sentence event cluster lists.
+ """
+ sentence_events_cluster = [[] for _ in range(len(sentences))]
+ # Reconstruct event_whole based on the event mentions that within the sentence(window) span
+ for event_cluster in event_clusters:
+ for i, sentence_event in enumerate(sentence_events):
+ within_events = [eve.copy() for eve in sentence_event if (eve.event_id == event_cluster.event_id)]
+ if any(within_events):
+ arguments = []
+ for argu in event_cluster.arguments:
+ flag = False
+ for within_event in within_events:
+ for arg in within_event.arguments:
+ if arg.entity_id == argu.entity_id:
+ flag = True
+ break
+ if flag:
+ break
+ if flag:
+ arguments.append(argu)
+ sentence_events_cluster[i].append(Event_whole(event_cluster.event_id, event_cluster.event_type,
+ event_cluster.event_subtype, arguments, within_events))
+
+ return sentence_events_cluster
+
+def tokenize(sentences: List[Tuple[int, int, str]],
+ entities: List[Entity],
+ events: List[Event],
+ language: str = 'english'
+ ) -> List[Tuple[int, int, str]]:
+ """Tokenizes a sentence and makes sure entity and event spans are compatible
+ with the tokenization result.
+
+ Args:
+ sentence (List[Tuple[int, int, str]]): a window of sentences.
+ entities (List[Entity]): a list of Entity objects.
+ events (List[Entity]): a list of Event objects.
+ language (str, optional): sentence langauge.
+
+ Returns:
+ tokens (List[Tuple[int, int, str]]): a list of token tuples, where each
+ item consists of start_offset, end_offset, and text.
+ """
+ all_tokens = []
+ token_starts = [0]
+ for sentence in sentences:
+ start, end, text = sentence
+ text = mask_escape(text)
+ # Split the sentence into chunks
+ splits = {0, len(text)}
+ for entity in entities:
+ if entity.start >= start and entity.end <= end:
+ splits.add(entity.start - start)
+ splits.add(entity.end - start)
+ for event in events:
+ if event.trigger.start >= start and event.trigger.end <= end:
+ splits.add(event.trigger.start - start)
+ splits.add(event.trigger.end - start)
+ splits = sorted(list(splits))
+ chunks = [(splits[i], splits[i + 1], text[splits[i]:splits[i + 1]])
+ for i in range(len(splits) - 1)]
+
+ # Tokenize each chunk
+ chunks = [(s, e, t, wordpunct_tokenize(t)) for s, e, t in chunks]
+
+ # Merge chunks and add word offsets
+ tokens = []
+ for chunk_start, chunk_end, chunk_text, chunk_tokens in chunks:
+ last = 0
+ chunk_tokens_ = []
+ for token in chunk_tokens:
+ token_start = chunk_text[last:].find(token)
+ if token_start == -1:
+ raise ValueError('Cannot find token {} in {}'.format(token, text))
+ token_end = token_start + len(token)
+ chunk_tokens_.append((token_start + start + last + chunk_start,
+ token_end + start + last + chunk_start,
+ unmask_escape(token)))
+ last += token_end
+ tokens.extend(chunk_tokens_)
+
+ all_tokens.extend(tokens)
+ token_starts.append(len(all_tokens))
+ return all_tokens, token_starts
+
+def sentence2window(sentences, window_size_):
+ """Convert sentences list to windows
+
+ Args:
+ sentences (List[Tuple[int, int, str]])
+ window_size : int
+
+ Returns:
+ List[List[Tuple[int, int, str]]]
+
+ """
+ if window_size_ > len(sentences):
+ window_size = len(sentences)
+ else:
+ window_size = window_size_
+
+ output = []
+ for i in range(len(sentences)-window_size+1):
+ output.append(sentences[i:i+window_size])
+ return output
+
+def extract(source_path: str,
+ ere_path: str,
+ doc_id: str,
+ window_size: int = 1,
+ language: str = 'english',
+ discard_sentences_with_multievent_triggers: bool = True) -> Document:
+ """Generates a Document object from a text file and an annotation file.
+
+ Args:
+ source_path (str): path to the source file.
+ ere_path (str): path to the annotation file.
+ doc_id (str): document ID.
+ language (str, optional): document language. Defaults to 'english'.
+
+ Returns:
+ Document: a Document object that contains tokens, entities, relations,
+ and events of a document.
+ """
+ wrapped = (doc_id in WRAPPED_DOCS
+ or (language == 'spanish' and 'newswire' in source_path ))
+ sentences = read_source_file(source_path,
+ language=language,
+ wrapped=wrapped)
+ # Revise sentences
+ if doc_id in DOCS_TO_REVISE_SENT:
+ sentences = revise_sentences(sentences, doc_id)
+ doc_id_, source_type, entities, relations, events, entity_cluster, event_cluster = read_annotation(ere_path)
+
+ # concate windows
+ sentences = sentence2window(sentences, window_size)
+
+ # Remove entities and events out of extracted sentences
+ sentence_entities = clean_entities(entities, sentences)
+ sentence_events, multievent_trigger_sents = clean_events(
+ events, sentence_entities, sentences)
+ sentence_relations = clean_relations(relations, sentence_entities, sentences)
+
+ # Process entity_cluster, event_cluster, relation(entity_base)
+ sentence_entity_cluster = process_entity_cluster(entity_cluster, sentence_entities, sentences)
+ sentence_event_cluster = process_event_cluster(event_cluster, sentence_events, sentences)
+
+ # Tokenization
+ sentence_tokens = []
+ sentence_starts = []
+ for s, ent, evt in zip(sentences, sentence_entities, sentence_events):
+ sent_tokens, sent_start = tokenize(s, ent, evt, language=language)
+ sentence_tokens.append(sent_tokens)
+ sentence_starts.append(sent_start)
+
+
+ # Convert span character offsets to token index offsets
+ sentence_objs = []
+ for i, (tokens, entities, events, relations, sentence, entity_cluster, event_cluster, starts) in enumerate(zip(
+ sentence_tokens, sentence_entities, sentence_events,
+ sentence_relations, sentences, sentence_entity_cluster, sentence_event_cluster, sentence_starts)):
+ wnd_id = '{}-{}'.format(doc_id, i)
+ if (discard_sentences_with_multievent_triggers
+ and i in multievent_trigger_sents):
+ continue
+ for entity in entities:
+ entity.char_offsets_to_token_offsets(tokens)
+ for entity in entity_cluster:
+ for mention in entity.entity_mentions:
+ mention.char_offsets_to_token_offsets(tokens)
+ for event in events:
+ event.trigger.char_offsets_to_token_offsets(tokens)
+ for event in event_cluster:
+ for mention in event.event_mentions:
+ mention.trigger.char_offsets_to_token_offsets(tokens)
+ sentence_objs.append(Sentence(
+ doc_id=doc_id, sent_id=wnd_id,
+ tokens=[t for _, _, t in tokens],
+ entities=entities,
+ relations=relations,
+ events=events,
+ sent_starts=starts,
+ entity_cluster=entity_cluster,
+ event_cluster=event_cluster,
+ start=sentence[0][0],
+ end=sentence[-1][1],
+ text=' '.join([s[2] for s in sentence])
+ ))
+ return Document(doc_id=doc_id, sentences=sentence_objs)
+
+
+def process_batch(input_dir, output_file, window_size=1, dataset='normal', language='english'):
+ """Processes a batch of documents.
+
+ Args:
+ input_dir (str): path to the input directory.
+ output_file (str): path to the output file.
+ dataset (str, optional): dataset type. Defaults to 'normal'.
+ language (str, optional): dataset language. Defaults to 'english'.
+ """
+ if dataset == 'normal':
+ source_files = glob.glob(
+ os.path.join(input_dir, 'source', 'cmptxt', '*.txt'))
+ elif dataset == 'r2v2':
+ source_files = glob.glob(os.path.join(input_dir, 'source', '*.txt'))
+ elif dataset == 'parallel':
+ source_files = glob.glob(
+ os.path.join(input_dir, 'eng', 'translation', '*.txt'))
+ elif dataset == 'spanish':
+ source_files = glob.glob(
+ os.path.join(input_dir, 'source', '**', '*.txt'))
+ else:
+ raise ValueError('Unknown dataset type: {}'.format(dataset))
+
+ with open(output_file, 'w', encoding='utf-8') as w:
+ for source_file in source_files:
+ doc_id = os.path.basename(source_file).replace('.txt', '') \
+ .replace('.cmp', '').replace('.mp', '')
+ if dataset == 'normal':
+ annotation_file = os.path.join(input_dir, 'ere', 'cmptxt',
+ '{}.rich_ere.xml'.format(doc_id))
+ elif dataset == 'r2v2':
+ annotation_file = os.path.join(input_dir, 'ere',
+ '{}.rich_ere.xml'.format(doc_id))
+ elif dataset == 'parallel':
+ annotation_file = os.path.join(input_dir, 'eng', 'ere',
+ '{}.rich_ere.xml'.format(doc_id))
+ elif dataset == 'spanish':
+ annotation_file = (source_file.replace('/source/', '/ere/')
+ .replace('.txt', '.rich_ere.xml'))
+ doc = extract(source_file, annotation_file, doc_id, window_size, language)
+ for sent in doc.sentences:
+ w.write(json.dumps(sent.to_dict()) + '\n')
+
+
+def ere_to_oneie(input_file: str,
+ output_file: str,
+ tokenizer: PreTrainedTokenizer):
+ """Converts to OneIE format.
+
+ Args:
+ input_file (str): path to the input file.
+ output_file (str): path to the output file.
+ tokenizer (PreTrainedTokenizer): a tokenizer that converts tokens to
+ word pieces.
+ """
+ skip_num = 0
+ with open(input_file, 'r', encoding='utf-8') as r, \
+ open(output_file, 'w', encoding='utf-8') as w:
+ for line in r:
+ inst = json.loads(line)
+ # tokens
+ tokens = inst['tokens']
+ pieces = [tokenizer.tokenize(t) for t in tokens]
+ token_lens = [len(x) for x in pieces]
+ if 0 in token_lens:
+ skip_num += 1
+ continue
+ pieces = [p for ps in pieces for p in ps]
+ sentence = inst['text']
+ # entities
+ entity_mentions = []
+ entity_text = {}
+ for entity in inst['entities']:
+ entity_mentions.append({
+ 'id': entity['entity_id'],
+ 'start': entity['start'],
+ 'end': entity['end'],
+ 'entity_type': entity['entity_type'],
+ 'mention_type': entity['mention_type'],
+ 'text': entity['text']
+ })
+ entity_text[entity['entity_id']] = entity['text']
+ # relations
+ relation_mentions = []
+ for relation in inst['relations']:
+ relation_type = relation_type_mapping[relation['relation_type']]
+ relation_subtype = relation_subtype_mapping[
+ relation['relation_subtype']]
+ relation_mentions.append({
+ 'id': relation['relation_id'],
+ 'relation_type': relation_type,
+ 'relation_subtype': '{}:{}'.format(relation_type,
+ relation_subtype),
+ 'arguments': [
+ {
+ 'entity_id': relation['arg1']['entity_id'],
+ 'role': 'Arg-1',
+ 'text': entity_text[relation['arg1']['entity_id']]
+ },
+ {
+ 'entity_id': relation['arg2']['entity_id'],
+ 'role': 'Arg-2',
+ 'text': entity_text[relation['arg2']['entity_id']]
+ },
+ ]
+ })
+ # events
+ event_mentions = []
+ for event in inst['events']:
+ event_mentions.append({
+ 'id': event['event_id'],
+ 'event_type': event_type_mapping['{}:{}'.format(
+ event['event_type'], event['event_subtype'])],
+ 'trigger': {
+ 'start': event['trigger']['start'],
+ 'end': event['trigger']['end'],
+ 'text': event['trigger']['text']},
+ 'arguments': [{
+ 'entity_id': arg['entity_id'],
+ 'text': entity_text[arg['entity_id']],
+ 'role': role_type_mapping[arg['role']]
+ } for arg in event['arguments']]
+ })
+
+ # coreference
+ corefs = []
+ for entity in inst['entity_cluster']:
+ if len(entity['entity_mentions']) > 1:
+ corefs.append({
+ 'id': entity['entity_id'],
+ 'entities': [{
+ 'id': mention['entity_id'],
+ 'text': mention['text'],
+ 'entity_type': mention['entity_type'],
+ 'mention_type': mention['mention_type'],
+ 'start': mention['start'],
+ 'end': mention['end']
+ } for mention in entity['entity_mentions']],
+ 'entity_type': entity['entity_type']
+ })
+
+ # event coreference
+ event_corefs = []
+ for event in inst['event_cluster']:
+ if len(event['event_mentions']) > 1 :
+ event_corefs.append({
+ 'id': event['event_id'],
+ 'events': [{
+ 'id': mention['event_id'],
+ 'event_type': event_type_mapping['{}:{}'.format(
+ mention['event_type'], mention['event_subtype'])],
+ 'trigger': {
+ 'start': mention['trigger']['start'],
+ 'end': mention['trigger']['end'],
+ 'text': mention['trigger']['text']},
+ 'arguments':[{
+ 'entity_id': arg['entity_id'],
+ 'text': entity_text[arg['entity_id']],
+ 'role': role_type_mapping[arg['role']]
+ } for arg in mention['arguments']],
+ } for mention in event['event_mentions']],
+ 'event_type': event_type_mapping['{}:{}'.format(
+ event['event_type'], event['event_subtype'])]
+ })
+
+ w.write(json.dumps({
+ 'doc_id': inst['doc_id'],
+ 'wnd_id': inst['wnd_id'],
+ 'tokens': tokens,
+ 'pieces': pieces,
+ 'token_lens': token_lens,
+ 'sentence': inst['text'],
+ 'entity_mentions': entity_mentions,
+ 'relation_mentions': relation_mentions,
+ 'event_mentions': event_mentions,
+ 'entity_coreference': corefs,
+ 'event_coreference': event_corefs,
+ 'sentence_starts': inst['sentence_starts'][:-1]
+ }) + '\n')
+ print('#Skip: {}'.format(skip_num))
+
+
+def split_data(input_file, output_dir, split_path):
+ """Splits the input file into train/dev/test sets.
+
+ Args:
+ input_file (str): path to the input file.
+ output_dir (str): path to the output directory.
+ split_path (str): path to the split directory that contains three files,
+ train.doc.txt, dev.doc.txt, and test.doc.txt . Each line in these
+ files is a document ID.
+ """
+ print('Splitting the dataset into train/dev/test sets')
+ train_docs, dev_docs, test_docs = set(), set(), set()
+ # Load doc ids
+ with open(os.path.join(split_path, 'train.doc.txt')) as r:
+ train_docs.update(r.read().strip('\n').split('\n'))
+ with open(os.path.join(split_path, 'dev.doc.txt')) as r:
+ dev_docs.update(r.read().strip('\n').split('\n'))
+ with open(os.path.join(split_path, 'test.doc.txt')) as r:
+ test_docs.update(r.read().strip('\n').split('\n'))
+
+ real_train, real_dev, real_test = set(), set(), set()
+ # Split the dataset
+ with open(input_file, 'r', encoding='utf-8') as r, \
+ open(os.path.join(output_dir, 'train.oneie.json'), 'w') as w_train, \
+ open(os.path.join(output_dir, 'dev.oneie.json'), 'w') as w_dev, \
+ open(os.path.join(output_dir, 'test.oneie.json'), 'w') as w_test:
+ for line in r:
+ inst = json.loads(line)
+ doc_id = inst['doc_id']
+ if doc_id in train_docs:
+ w_train.write(line)
+ real_train.add(doc_id)
+ elif doc_id in dev_docs:
+ w_dev.write(line)
+ real_dev.add(doc_id)
+ elif doc_id in test_docs:
+ w_test.write(line)
+ real_test.add(doc_id)
+ else:
+ print('this doc is not been covered!')
+ print(train_docs.difference(real_train))
+ print(dev_docs.difference(real_dev))
+ print(test_docs.difference(real_test))
+
+
+def parse_arguments() -> Namespace:
+ """Parses command line arguments.
+
+ Returns:
+ args (Namespace): a Namespace of parsed arguments.
+ """
+ parser = ArgumentParser()
+ parser.add_argument('-i',
+ '--input',
+ required=True,
+ help='Path to the input folder')
+ parser.add_argument('-o',
+ '--output',
+ required=True,
+ help='Path to the output folder')
+ parser.add_argument('-b',
+ '--bert',
+ help='BERT model name',
+ default='bert-large-cased')
+ parser.add_argument('-c',
+ '--bert_cache_dir',
+ help='Path to the BERT cahce directory')
+
+ parser.add_argument('-s', '--split', default=None,
+ help='Path to the split folder')
+
+ parser.add_argument('-w', '--window', default=1, help='Integer for window size', type=int)
+ args = parser.parse_args()
+
+ return args
+
+
+def main():
+ args = parse_arguments()
+
+ model_name = args.bert
+ cache_dir = args.bert_cache_dir
+
+ # Create a tokenizer based on the model name
+ if model_name.startswith('bert-'):
+ tokenizer = BertTokenizer.from_pretrained(model_name,
+ cache_dir=cache_dir)
+ elif model_name.startswith('roberta-'):
+ tokenizer = RobertaTokenizer.from_pretrained(model_name,
+ cache_dir=cache_dir)
+ elif model_name.startswith('xlm-roberta-'):
+ tokenizer = XLMRobertaTokenizer.from_pretrained(model_name,
+ cache_dir=cache_dir)
+ elif model_name.startswith('lanwuwei'):
+ tokenizer = BertTokenizer.from_pretrained(model_name,
+ cache_dir=cache_dir,
+ do_lower_case=True)
+ else:
+ tokenizer = AutoTokenizer.from_pretrained(model_name, cache_dir=cache_dir, do_lower_case=False, use_fast=False)
+
+ if args.window > 10000:
+ f_size = 'doc'
+ else:
+ f_size = 'w{}'.format(args.window)
+
+ sub_set = [
+ ("LDC2015E29_DEFT_Rich_ERE_English_Training_Annotation_V2/data", "normal"),
+ ("LDC2015E68_DEFT_Rich_ERE_English_Training_Annotation_R2_V2/data", "r2v2"),
+ ("LDC2015E78_DEFT_Rich_ERE_Chinese_and_English_Parallel_Annotation_V2/data", "parallel")
+ ]
+
+ for d_path, dataset in sub_set:
+ # Convert to JSON format
+ json_path = os.path.join(args.output, '{}.{}.{}.json'.format("english",
+ dataset,
+ f_size))
+ process_batch(os.path.join(args.input, d_path),
+ json_path,
+ window_size=args.window,
+ dataset=dataset,
+ language="english"
+ )
+
+ # Convert to OneIE foramt
+ oneie_path = os.path.join(args.output, '{}.{}.{}.oneie.json'.format("english",
+ dataset,
+ f_size))
+ ere_to_oneie(json_path, oneie_path, tokenizer=tokenizer)
+
+ if args.split:
+ all_data = []
+ for ds in ["normal", "r2v2", "parallel"]:
+ with open(os.path.join(args.output,'{}.{}.{}.oneie.json'.format("english",ds,f_size)), 'r', encoding='utf-8') as r:
+ for line in r:
+ all_data.append(json.loads(line))
+ train_docs, dev_docs, test_docs = set(), set(), set()
+ # load doc ids
+ with open(os.path.join(args.split, 'train.doc.txt')) as r:
+ train_docs.update(r.read().strip('\n').split('\n'))
+ with open(os.path.join(args.split, 'dev.doc.txt')) as r:
+ dev_docs.update(r.read().strip('\n').split('\n'))
+ with open(os.path.join(args.split, 'test.doc.txt')) as r:
+ test_docs.update(r.read().strip('\n').split('\n'))
+
+ with open(os.path.join(args.output, 'train.{}.oneie.json'.format(f_size)), 'w') as w_train, \
+ open(os.path.join(args.output, 'dev.{}.oneie.json'.format(f_size)), 'w') as w_dev, \
+ open(os.path.join(args.output, 'test.{}.oneie.json'.format(f_size)), 'w') as w_test:
+ for inst in all_data:
+ doc_id = inst['doc_id']
+ if doc_id in train_docs:
+ w_train.write(json.dumps(inst) + '\n')
+ elif doc_id in dev_docs:
+ w_dev.write(json.dumps(inst) + '\n')
+ elif doc_id in test_docs:
+ w_test.write(json.dumps(inst) + '\n')
+ else:
+ print('missing!! {}'.format(doc_id))
+
+if __name__ == '__main__':
+ main()
+\ No newline at end of file
diff --git a/baselines/DEGREE/preprocessing/process_ucdp.py b/baselines/DEGREE/preprocessing/process_ucdp.py
@@ -0,0 +1,106 @@
+import json
+from argparse import ArgumentParser
+from transformers import BertTokenizer, RobertaTokenizer, AutoTokenizer
+
+
+ROLES = [
+ "side_a_name",
+ "side_b_name",
+ "start_date",
+ "end_date",
+ "location_root_name",
+ "location_adm1_name",
+ "location_adm2_name",
+ "location_where_name",
+ "deaths_side_a",
+ "deaths_side_b",
+ "deaths_civilian",
+ "deaths_unknown",
+ "deaths_low",
+ "deaths_high",
+]
+
+ROLE_TO_TYPE = {
+ "side_a_name": "Actor",
+ "side_b_name": "Actor",
+ "start_date": "Date",
+ "end_date": "Date",
+ "location_root_name": "Place",
+ "location_adm1_name": "Place",
+ "location_adm2_name": "Place",
+ "location_where_name": "Place",
+ "deaths_side_a": "Deaths",
+ "deaths_side_b": "Deaths",
+ "deaths_civilian": "Deaths",
+ "deaths_unknown": "Deaths",
+ "deaths_low": "Deaths",
+ "deaths_high": "Deaths",
+}
+
+
+def convert(input_file, output_file, tokenizer):
+ with open(input_file, "r", encoding="utf-8") as r, open(output_file, "w", encoding="utf-8") as w:
+ for line in r:
+ sample = json.loads(line)
+ entities = [
+ {
+ "id": f"{sample['id']}-{irole}",
+ "start": 2*irole,
+ "end": 2*irole+1,
+ "entity_type": ROLE_TO_TYPE[role],
+ "mention_type": "UNK",
+ "text": str(sample[role]),
+ }
+ for irole, role in enumerate(ROLES)
+ ]
+ event_mentions = [{
+ "event_type": "UCDPDeath",
+ "id": str(sample["id"]),
+ "trigger": {
+ "start": 0,
+ "end": 1,
+ "text": "UNK",
+ },
+ "arguments": [
+ {
+ "entity_id": f"{sample['id']}-{irole}",
+ "role": role,
+ "text": str(sample[role]),
+ }
+ for irole, role in enumerate(ROLES)
+ ]
+ }]
+ input_text = f"{sample['source_date']} {sample['source_article']}"
+ input_tokenized = tokenizer.tokenize(input_text)
+ print(json.dumps({
+ "doc_id": sample["id"],
+ "wnd_id": 0,
+ "entity_mentions": entities,
+ "relation_mentions": [],
+ "event_mentions": event_mentions,
+ "entity_coreference": [],
+ "event_coreference": [],
+ "pieces": input_tokenized,
+ "tokens": [input_text],
+ "token_lens": [len(input_tokenized)],
+ "sentence": input_text,
+ }), file=w)
+
+
+if __name__ == '__main__':
+ parser = ArgumentParser()
+ parser.add_argument('-i', '--input', help='Path to the input dataset split')
+ parser.add_argument('-o', '--output', help='Path to the output file')
+ parser.add_argument('-b', '--bert', help='BERT model name', default='bert-large-cased')
+ args = parser.parse_args()
+ model_name = args.bert
+ if model_name.startswith('bert-'):
+ bert_tokenizer = BertTokenizer.from_pretrained(args.bert,
+ do_lower_case=False)
+ elif model_name.startswith('roberta-'):
+ bert_tokenizer = RobertaTokenizer.from_pretrained(args.bert,
+ do_lower_case=False)
+ else:
+ bert_tokenizer = AutoTokenizer.from_pretrained(args.bert, do_lower_case=False, use_fast=False)
+
+ convert(args.input, args.output, bert_tokenizer)
diff --git a/baselines/DEGREE/preprocessing/split_dataset.py b/baselines/DEGREE/preprocessing/split_dataset.py
@@ -0,0 +1,23 @@
+import argparse
+import json
+from collections import Counter, defaultdict
+import os
+import ipdb
+
+parser = argparse.ArgumentParser()
+parser.add_argument("-i", "--input_path", type=str, required=True)
+parser.add_argument("-s", "--split_path", type=str, required=True)
+parser.add_argument("-o", "--output_path", type=str, required=True)
+args = parser.parse_args()
+
+inp = [json.loads(line) for line in open(args.input_path, 'r')]
+split = [x.strip('\n') for x in open(args.split_path, 'r')]
+
+counter = 0
+with open(args.output_path, 'w') as f:
+ for doc in inp:
+ if doc['doc_id'] in split:
+ counter += 1
+ f.write(json.dumps(doc) + '\n')
+
+print('Processed {} number of instances'.format(counter))
+\ No newline at end of file
diff --git a/baselines/DEGREE/preprocessing/split_dataset_dygie.py b/baselines/DEGREE/preprocessing/split_dataset_dygie.py
@@ -0,0 +1,23 @@
+import argparse
+import json
+from collections import Counter, defaultdict
+import os
+import ipdb
+
+parser = argparse.ArgumentParser()
+parser.add_argument("-i", "--input_path", type=str, required=True)
+parser.add_argument("-s", "--split_path", type=str, required=True)
+parser.add_argument("-o", "--output_path", type=str, required=True)
+args = parser.parse_args()
+
+inp = [json.loads(line) for line in open(args.input_path, 'r')]
+split = [x.strip('\n') for x in open(args.split_path, 'r')]
+
+counter = 0
+with open(args.output_path, 'w') as f:
+ for doc in inp:
+ if doc['doc_key'] in split:
+ counter += 1
+ f.write(json.dumps(doc) + '\n')
+
+print('Processed {} number of instances'.format(counter))
+\ No newline at end of file
diff --git a/baselines/DEGREE/resource/low_resource_split/ace05e/doc_list_001 b/baselines/DEGREE/resource/low_resource_split/ace05e/doc_list_001
@@ -0,0 +1,5 @@
+CNN_ENG_20030605_065831.18
+APW_ENG_20030510.0228
+FLOPPINGACES_20050101.2244.048
+CNN_ENG_20030403_183513.1
+CNN_ENG_20030428_130651.4
diff --git a/baselines/DEGREE/resource/low_resource_split/ace05e/doc_list_002 b/baselines/DEGREE/resource/low_resource_split/ace05e/doc_list_002
@@ -0,0 +1,10 @@
+APW_ENG_20030408.0090
+CNN_ENG_20030605_065831.18
+CNN_ENG_20030513_160506.16
+CNNHL_ENG_20030609_133335.37
+CNN_ENG_20030401_233449.5
+CNN_ENG_20030421_120508.17
+APW_ENG_20030619.0383
+CNN_IP_20030329.1600.01-3
+MARKBACKER_20041217.1639
+AGGRESSIVEVOICEDAILY_20050116.2149
diff --git a/baselines/DEGREE/resource/low_resource_split/ace05e/doc_list_003 b/baselines/DEGREE/resource/low_resource_split/ace05e/doc_list_003
@@ -0,0 +1,15 @@
+CNN_ENG_20030508_170552.18
+APW_ENG_20030410.0906
+CNN_ENG_20030418_063040.1
+CNN_ENG_20030424_073006.4
+CNN_ENG_20030617_193116.10
+CNN_ENG_20030306_070606.18
+MARKBACKER_20041206.0733
+CNN_ENG_20030612_173004.2
+MARKETVIEW_20050204.1736
+CNN_CF_20030303.1900.00
+CNN_ENG_20030421_120508.17
+MARKETVIEW_20041215.2128
+rec.music.phish_20041215.1554
+AGGRESSIVEVOICEDAILY_20041208.2133
+APW_ENG_20030416.0581
diff --git a/baselines/DEGREE/resource/low_resource_split/ace05e/doc_list_005 b/baselines/DEGREE/resource/low_resource_split/ace05e/doc_list_005
@@ -0,0 +1,25 @@
+CNN_ENG_20030506_053020.14
+CNN_ENG_20030624_065843.24
+MARKETVIEW_20050226.1307
+APW_ENG_20030610.0010
+CNN_ENG_20030403_183513.1
+MARKETVIEW_20050225.0541
+soc.culture.china_20050203.0639
+CNN_ENG_20030426_160621.0
+MARKETVIEW_20050212.1607
+AGGRESSIVEVOICEDAILY_20050205.1954
+MARKBACKER_20041117.1107
+CNN_ENG_20030610_133041.17
+CNN_ENG_20030513_113501.6
+XIN_ENG_20030415.0379
+fsh_29786
+alt.obituaries_20041121.1339
+CNN_ENG_20030508_170552.18
+APW_ENG_20030327.0376
+APW_ENG_20030424.0698
+XIN_ENG_20030327.0202
+CNNHL_ENG_20030513_183907.5
+CNN_IP_20030405.1600.01-3
+MARKETVIEW_20050222.1919
+CNNHL_ENG_20030610_133347.6
+CNNHL_ENG_20030611_133445.24
diff --git a/baselines/DEGREE/resource/low_resource_split/ace05e/doc_list_010 b/baselines/DEGREE/resource/low_resource_split/ace05e/doc_list_010
@@ -0,0 +1,50 @@
+CNN_ENG_20030422_083005.10
+FLOPPINGACES_20041113.1528.042
+BACONSREBELLION_20050205.1919
+MARKETVIEW_20050105.1901
+MARKBACKER_20041112.0707
+AGGRESSIVEVOICEDAILY_20050224.2252
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+APW_ENG_20030527.0232
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+FLOPPINGACES_20041116.0833.027
+soc.culture.jewish_20050130.2105
+CNN_ENG_20030508_170552.18
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+CNNHL_ENG_20030416_193742.7
+FLOPPINGACES_20041114.1240.039
+CNNHL_ENG_20030416_133739.9
+CNNHL_ENG_20030429_220618.15
+XIN_ENG_20030314.0208
+rec.boats_20050130.1006
+CNN_ENG_20030530_130025.12
+rec.parks.theme_20050217.2019
+fsh_29505
+BACONSREBELLION_20050218.0848
+CNN_ENG_20030312_223733.14
+XIN_ENG_20030624.0085
+CNN_ENG_20030626_203133.11
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+CNNHL_ENG_20030331_193419.9
+CNNHL_ENG_20030616_230155.28
+CNN_IP_20030409.1600.04
+misc.kids.pregnancy_20050120.0404
+XIN_ENG_20030523.0202
+CNN_ENG_20030416_160804.4
+CNN_ENG_20030426_160621.0
+BACONSREBELLION_20050206.1345
+fsh_29171
+MARKBACKER_20041128.1641
+MARKBACKER_20041119.1002
+CNN_ENG_20030610_123040.9
+CNN_IP_20030330.1600.05-2
+rec.travel.europe_20050101.1800
+CNNHL_ENG_20030618_230303.36
+fsh_29105
+fsh_29303
+CNN_ENG_20030327_163556.20
+CNN_IP_20030328.1600.07
+CNN_ENG_20030501_063017.15
diff --git a/baselines/DEGREE/resource/low_resource_split/ace05e/doc_list_020 b/baselines/DEGREE/resource/low_resource_split/ace05e/doc_list_020
@@ -0,0 +1,110 @@
+CNN_ENG_20030529_085826.10
+APW_ENG_20030610.0010
+CNNHL_ENG_20030610_230438.14
+CNN_CF_20030304.1900.02
+CNN_ENG_20030403_183513.1
+fsh_29344
+CNN_ENG_20030306_070606.18
+fsh_29226
+CNN_ENG_20030428_130651.4
+CNN_ENG_20030318_140851.8
+fsh_29581_1
+CNN_IP_20030329.1600.00-6
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+XIN_ENG_20030513.0002
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+fsh_29586
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+BACONSREBELLION_20050209.0721
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+OIADVANTAGE_20050204.1155
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+fsh_29192
+CNN_IP_20030405.1600.02
diff --git a/baselines/DEGREE/resource/low_resource_split/ace05e/doc_list_030 b/baselines/DEGREE/resource/low_resource_split/ace05e/doc_list_030
@@ -0,0 +1,160 @@
+CNN_IP_20030405.1600.00-2
+BACONSREBELLION_20050204.1326
+CNN_ENG_20030501_063017.15
+CNN_ENG_20030501_160459.0
+fsh_29350
+CNN_ENG_20030610_095857.4
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+CNN_IP_20030404.1600.00-2
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+CNN_LE_20030504.1200.02-1
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+APW_ENG_20030519.0367
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+CNN_ENG_20030527_195948.3
+XIN_ENG_20030509.0137
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+CNN_ENG_20030527_215946.12
+rec.boats_20050130.1006
+fsh_29592
+CNNHL_ENG_20030526_221156.39
+MARKBACKER_20041119.1002
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+APW_ENG_20030327.0376
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+CNN_CF_20030305.1900.00-2
+CNNHL_ENG_20030604_230238.5
+misc.legal.moderated_20050129.2225
+OIADVANTAGE_20050203.2102
+NYT_ENG_20030630.0079
+fsh_29628
+CNN_ENG_20030617_112838.4
+AGGRESSIVEVOICEDAILY_20050224.1207
+alt.sys.pc-clone.dell_20050226.2350
+CNN_ENG_20030423_180539.2
+CNN_IP_20030408.1600.04
+BACONSREBELLION_20050226.1317
+fsh_29195
+APW_ENG_20030502.0470
+rec.travel.europe_20050101.1800
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+BACONSREBELLION_20050222.1348
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+MARKETVIEW_20041220.1537
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+HEALINGIRAQ_20041108.1942.05
+GETTINGPOLITICAL_20050105.0127.001
+CNNHL_ENG_20030618_230303.6
+CNN_ENG_20030620_095840.4
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+rec.travel.cruises_20050216.1636
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+CNNHL_ENG_20030407_193547.5
+CNNHL_ENG_20030411_230640.38
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+misc.legal.moderated_20041202.1648
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+APW_ENG_20030409.0013
+CNN_ENG_20030618_150128.5
+CNN_ENG_20030605_223004.4
+rec.music.phish_20041215.1554
diff --git a/baselines/DEGREE/resource/low_resource_split/ace05e/doc_list_050 b/baselines/DEGREE/resource/low_resource_split/ace05e/doc_list_050
@@ -0,0 +1,260 @@
+CNN_ENG_20030624_082841.12
+fsh_29581_1
+APW_ENG_20030602.0037
+APW_ENG_20030326.0190
+CNN_ENG_20030610_105832.1
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+CNN_CF_20030303.1900.06-2
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+CNN_ENG_20030526_133535.4
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+fsh_29344
+CNN_ENG_20030312_083725.3
+fsh_29302
+alt.obituaries_20041121.1339
+fsh_29395
+CNN_ENG_20030604_092828.7
+AGGRESSIVEVOICEDAILY_20041223.1449
+APW_ENG_20030502.0686
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+fsh_29770
+MARKETVIEW_20041213.0722
+CNN_ENG_20030329_170349.7
+CNNHL_ENG_20030624_133331.33
+rec.boats_20050130.1006
+AGGRESSIVEVOICEDAILY_20050105.1344
+CNN_IP_20030402.1600.02-1
+CNNHL_ENG_20030505_220734.25
+CNN_ENG_20030402_190500.11
+AGGRESSIVEVOICEDAILY_20050224.2252
+AGGRESSIVEVOICEDAILY_20050107.2012
+CNN_ENG_20030415_103039.0
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+CNNHL_ENG_20030403_133453.21
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+CNNHL_ENG_20030624_230338.34
+alt.collecting.autographs_20050224.2438
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diff --git a/baselines/DEGREE/scripts/process_ace05e.sh b/baselines/DEGREE/scripts/process_ace05e.sh
@@ -0,0 +1,21 @@
+export DYGIEFORMAT_PATH="./processed_data/ace05e_dygieppformat"
+export OUTPUT_PATH="./processed_data/ace05e_bart"
+
+mkdir $OUTPUT_PATH
+
+python preprocessing/process_ace05e.py -i $DYGIEFORMAT_PATH/train.json -o $OUTPUT_PATH/train.w1.oneie.json -b facebook/bart-large -w 1
+python preprocessing/process_ace05e.py -i $DYGIEFORMAT_PATH/dev.json -o $OUTPUT_PATH/dev.w1.oneie.json -b facebook/bart-large -w 1
+python preprocessing/process_ace05e.py -i $DYGIEFORMAT_PATH/test.json -o $OUTPUT_PATH/test.w1.oneie.json -b facebook/bart-large -w 1
+
+export BASE_PATH="./processed_data/"
+export SPLIT_PATH="./resource/low_resource_split/ace05e"
+
+python preprocessing/split_dataset.py -i $BASE_PATH/ace05e_bart/train.w1.oneie.json -s $SPLIT_PATH/doc_list_001 -o $BASE_PATH/ace05e_bart/train.001.w1.oneie.json
+python preprocessing/split_dataset.py -i $BASE_PATH/ace05e_bart/train.w1.oneie.json -s $SPLIT_PATH/doc_list_002 -o $BASE_PATH/ace05e_bart/train.002.w1.oneie.json
+python preprocessing/split_dataset.py -i $BASE_PATH/ace05e_bart/train.w1.oneie.json -s $SPLIT_PATH/doc_list_003 -o $BASE_PATH/ace05e_bart/train.003.w1.oneie.json
+python preprocessing/split_dataset.py -i $BASE_PATH/ace05e_bart/train.w1.oneie.json -s $SPLIT_PATH/doc_list_005 -o $BASE_PATH/ace05e_bart/train.005.w1.oneie.json
+python preprocessing/split_dataset.py -i $BASE_PATH/ace05e_bart/train.w1.oneie.json -s $SPLIT_PATH/doc_list_010 -o $BASE_PATH/ace05e_bart/train.010.w1.oneie.json
+python preprocessing/split_dataset.py -i $BASE_PATH/ace05e_bart/train.w1.oneie.json -s $SPLIT_PATH/doc_list_020 -o $BASE_PATH/ace05e_bart/train.020.w1.oneie.json
+python preprocessing/split_dataset.py -i $BASE_PATH/ace05e_bart/train.w1.oneie.json -s $SPLIT_PATH/doc_list_030 -o $BASE_PATH/ace05e_bart/train.030.w1.oneie.json
+python preprocessing/split_dataset.py -i $BASE_PATH/ace05e_bart/train.w1.oneie.json -s $SPLIT_PATH/doc_list_050 -o $BASE_PATH/ace05e_bart/train.050.w1.oneie.json
+python preprocessing/split_dataset.py -i $BASE_PATH/ace05e_bart/train.w1.oneie.json -s $SPLIT_PATH/doc_list_075 -o $BASE_PATH/ace05e_bart/train.075.w1.oneie.json
diff --git a/baselines/DEGREE/scripts/process_ace05ep.sh b/baselines/DEGREE/scripts/process_ace05ep.sh
@@ -0,0 +1,19 @@
+export ACE_PATH="../../Dataset/ace_2005_td_v7/data/"
+export OUTPUT_PATH="./processed_data/ace05ep_bart"
+
+mkdir $OUTPUT_PATH
+
+python preprocessing/process_ace05ep.py -i $ACE_PATH -o $OUTPUT_PATH -s resource/splits/ACE05-EP -b facebook/bart-large -w 1 -l english
+
+export BASE_PATH="./processed_data/"
+export SPLIT_PATH="./resource/low_resource_split/ace05ep"
+
+python preprocessing/split_dataset.py -i $BASE_PATH/ace05ep_bart/train.w1.oneie.json -s $SPLIT_PATH/doc_list_001 -o $BASE_PATH/ace05ep_bart/train.001.w1.oneie.json
+python preprocessing/split_dataset.py -i $BASE_PATH/ace05ep_bart/train.w1.oneie.json -s $SPLIT_PATH/doc_list_002 -o $BASE_PATH/ace05ep_bart/train.002.w1.oneie.json
+python preprocessing/split_dataset.py -i $BASE_PATH/ace05ep_bart/train.w1.oneie.json -s $SPLIT_PATH/doc_list_003 -o $BASE_PATH/ace05ep_bart/train.003.w1.oneie.json
+python preprocessing/split_dataset.py -i $BASE_PATH/ace05ep_bart/train.w1.oneie.json -s $SPLIT_PATH/doc_list_005 -o $BASE_PATH/ace05ep_bart/train.005.w1.oneie.json
+python preprocessing/split_dataset.py -i $BASE_PATH/ace05ep_bart/train.w1.oneie.json -s $SPLIT_PATH/doc_list_010 -o $BASE_PATH/ace05ep_bart/train.010.w1.oneie.json
+python preprocessing/split_dataset.py -i $BASE_PATH/ace05ep_bart/train.w1.oneie.json -s $SPLIT_PATH/doc_list_020 -o $BASE_PATH/ace05ep_bart/train.020.w1.oneie.json
+python preprocessing/split_dataset.py -i $BASE_PATH/ace05ep_bart/train.w1.oneie.json -s $SPLIT_PATH/doc_list_030 -o $BASE_PATH/ace05ep_bart/train.030.w1.oneie.json
+python preprocessing/split_dataset.py -i $BASE_PATH/ace05ep_bart/train.w1.oneie.json -s $SPLIT_PATH/doc_list_050 -o $BASE_PATH/ace05ep_bart/train.050.w1.oneie.json
+python preprocessing/split_dataset.py -i $BASE_PATH/ace05ep_bart/train.w1.oneie.json -s $SPLIT_PATH/doc_list_075 -o $BASE_PATH/ace05ep_bart/train.075.w1.oneie.json
diff --git a/baselines/DEGREE/scripts/process_ere.sh b/baselines/DEGREE/scripts/process_ere.sh
@@ -0,0 +1,19 @@
+export ERE_PATH="../../Dataset/ERE_EN/"
+export OUTPUT_PATH="./processed_data/ere_bart"
+
+mkdir $OUTPUT_PATH
+
+python preprocessing/process_ere.py -i $ERE_PATH -o $OUTPUT_PATH -s resource/splits/ERE-EN -b facebook/bart-large -w 1
+
+export BASE_PATH="./processed_data/"
+export SPLIT_PATH="./resource/low_resource_split/ere"
+
+python preprocessing/split_dataset.py -i $BASE_PATH/ere_bart/train.w1.oneie.json -s $SPLIT_PATH/doc_list_001 -o $BASE_PATH/ere_bart/train.001.w1.oneie.json
+python preprocessing/split_dataset.py -i $BASE_PATH/ere_bart/train.w1.oneie.json -s $SPLIT_PATH/doc_list_002 -o $BASE_PATH/ere_bart/train.002.w1.oneie.json
+python preprocessing/split_dataset.py -i $BASE_PATH/ere_bart/train.w1.oneie.json -s $SPLIT_PATH/doc_list_003 -o $BASE_PATH/ere_bart/train.003.w1.oneie.json
+python preprocessing/split_dataset.py -i $BASE_PATH/ere_bart/train.w1.oneie.json -s $SPLIT_PATH/doc_list_005 -o $BASE_PATH/ere_bart/train.005.w1.oneie.json
+python preprocessing/split_dataset.py -i $BASE_PATH/ere_bart/train.w1.oneie.json -s $SPLIT_PATH/doc_list_010 -o $BASE_PATH/ere_bart/train.010.w1.oneie.json
+python preprocessing/split_dataset.py -i $BASE_PATH/ere_bart/train.w1.oneie.json -s $SPLIT_PATH/doc_list_020 -o $BASE_PATH/ere_bart/train.020.w1.oneie.json
+python preprocessing/split_dataset.py -i $BASE_PATH/ere_bart/train.w1.oneie.json -s $SPLIT_PATH/doc_list_030 -o $BASE_PATH/ere_bart/train.030.w1.oneie.json
+python preprocessing/split_dataset.py -i $BASE_PATH/ere_bart/train.w1.oneie.json -s $SPLIT_PATH/doc_list_050 -o $BASE_PATH/ere_bart/train.050.w1.oneie.json
+python preprocessing/split_dataset.py -i $BASE_PATH/ere_bart/train.w1.oneie.json -s $SPLIT_PATH/doc_list_075 -o $BASE_PATH/ere_bart/train.075.w1.oneie.json
diff --git a/baselines/DEGREE/scripts/process_ucdp.sh b/baselines/DEGREE/scripts/process_ucdp.sh
@@ -0,0 +1,8 @@
+export UCDP_PATH="./UCDP-AEC"
+export OUTPUT_PATH="./processed_data/ucdp_bart"
+
+mkdir $OUTPUT_PATH
+
+python preprocessing/process_ucdp.py -i "$UCDP_PATH/train.jsonl" -o $OUTPUT_PATH/train.oneie.json -b facebook/bart-large
+python preprocessing/process_ucdp.py -i "$UCDP_PATH/validation.jsonl" -o $OUTPUT_PATH/dev.oneie.json -b facebook/bart-large
+python preprocessing/process_ucdp.py -i "$UCDP_PATH/test.jsonl" -o $OUTPUT_PATH/test.oneie.json -b facebook/bart-large
diff --git a/baselines/DEGREE/scripts/train_degree_e2e.sh b/baselines/DEGREE/scripts/train_degree_e2e.sh
@@ -0,0 +1,9 @@
+export OMP_NUM_THREADS=4
+export CUDA_VISIBLE_DEVICES=0
+
+DATASET="ace05e"
+# DATASET="ace05ep"
+# DATASET="ere"
+
+python degree/generate_data_degree_e2e.py -c config/config_degree_e2e_$DATASET.json
+python degree/train_degree_e2e.py -c config/config_degree_e2e_$DATASET.json
diff --git a/baselines/DEGREE/scripts/train_degree_eae.sh b/baselines/DEGREE/scripts/train_degree_eae.sh
@@ -0,0 +1,9 @@
+export OMP_NUM_THREADS=4
+export CUDA_VISIBLE_DEVICES=0
+
+DATASET="ace05e"
+# DATASET="ace05ep"
+# DATASET="ere"
+
+python degree/generate_data_degree_eae.py -c config/config_degree_eae_$DATASET.json
+python degree/train_degree_eae.py -c config/config_degree_eae_$DATASET.json
diff --git a/baselines/DEGREE/scripts/train_degree_ed.sh b/baselines/DEGREE/scripts/train_degree_ed.sh
@@ -0,0 +1,9 @@
+export OMP_NUM_THREADS=4
+export CUDA_VISIBLE_DEVICES=0
+
+DATASET="ace05e"
+# DATASET="ace05ep"
+# DATASET="ere"
+
+python degree/generate_data_degree_ed.py -c config/config_degree_ed_${DATASET}.json
+python degree/train_degree_ed.py -c config/config_degree_ed_${DATASET}.json
diff --git a/baselines/Decoder_models/Finetune_llms.ipynb b/baselines/Decoder_models/Finetune_llms.ipynb
@@ -0,0 +1,210 @@
+{
+ "cells": [
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "id": "63cca615-498a-492f-834b-715d09a2c26b",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "from unsloth import FastLanguageModel\n",
+ "import torch\n",
+ "max_seq_length = 2048 \n",
+ "dtype = torch.float16 \n",
+ "load_in_4bit = False\n",
+ "r_val = 128\n",
+ "model_name =\"unsloth/Llama-3.2-3B-Instruct\"\n",
+ "model_save = \"Llama-3.2-3B-Instruct\"\n",
+ "prompt = 2"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "id": "c62b5526-6278-4e48-9c11-dc3fff15d716",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "model, tokenizer = FastLanguageModel.from_pretrained(\n",
+ " model_name = model_name,\n",
+ " max_seq_length = max_seq_length,\n",
+ " dtype = dtype,\n",
+ " load_in_4bit = False,\n",
+ " # token = \"hf_...\", # use one if using gated models like meta-llama/Llama-2-7b-hf\n",
+ ")"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "id": "e07b7f91-4c90-4ac3-9391-653b579519a9",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "#model = FastLanguageModel.for_training(model)\n",
+ "model = FastLanguageModel.get_peft_model(\n",
+ " model,\n",
+ " r = r_val, \n",
+ " target_modules = [\"q_proj\", \"k_proj\", \"v_proj\", \"o_proj\",\n",
+ " \"gate_proj\", \"up_proj\", \"down_proj\",],\n",
+ " lora_alpha = r_val,\n",
+ " lora_dropout = 0, \n",
+ " bias = \"none\",\n",
+ " use_gradient_checkpointing = \"unsloth\",\n",
+ " random_state = 3407,\n",
+ " use_rslora = False,\n",
+ " loftq_config = None,\n",
+ ")\n"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "id": "5bd42ff4-2562-4451-9304-60314cd07b8f",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "#alpaca_prompt = \"\"\"Below is an instruction that describes a task, paired with an input that provides further context. Write a response that appropriately completes the request.\n",
+ "alpaca_prompt = \"\"\"\n",
+ "### Instruction:\n",
+ "{}\n",
+ "\n",
+ "### Input:\n",
+ "{}\n",
+ "\n",
+ "### Response:\n",
+ "{}\"\"\"\n",
+ "\n",
+ "EOS_TOKEN = tokenizer.eos_token # Must add EOS_TOKEN\n",
+ "def formatting_prompts_func(examples):\n",
+ " instructions = examples[\"instruction\"]\n",
+ " inputs = examples[\"input\"]\n",
+ " outputs = examples[\"output\"]\n",
+ " texts = []\n",
+ " for instruction, input, output in zip(instructions, inputs, outputs):\n",
+ " # Must add EOS_TOKEN, otherwise your generation will go on forever!\n",
+ " text = alpaca_prompt.format(instruction, input, output) + EOS_TOKEN\n",
+ " texts.append(text)\n",
+ " return { \"text\" : texts, }\n",
+ "pass"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "id": "1df8193a-d871-4c37-ae2a-fbf4a313508e",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "from datasets import load_dataset\n",
+ "#dataset = load_dataset(\"yahma/alpaca-cleaned\", split = \"train\")\n",
+ "dataset = load_dataset(\"json\", data_files=\"/cluster/work/users/anonymous/new_jsons_prompt/train_data_json_prompt\"+str(prompt)+\".json\")\n",
+ "dataset = dataset[\"train\"].map(formatting_prompts_func, batched = True,)\n"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "id": "19fc700c-5c02-4eaf-b131-59250fbdc80f",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "from trl import SFTTrainer\n",
+ "from transformers import TrainingArguments\n",
+ "from unsloth import is_bfloat16_supported\n",
+ "\n",
+ "trainer = SFTTrainer(\n",
+ " model = model,\n",
+ " tokenizer = tokenizer,\n",
+ " train_dataset = dataset,\n",
+ " dataset_text_field = \"text\",\n",
+ " max_seq_length = max_seq_length,\n",
+ " dataset_num_proc = 2,\n",
+ " packing = False, # Can make training 5x faster for short sequences.\n",
+ " args = TrainingArguments(\n",
+ " per_device_train_batch_size = 4,\n",
+ " gradient_accumulation_steps = 8,\n",
+ " warmup_steps = 10,\n",
+ " # num_train_epochs = 1, # Set this for 1 full training run.\n",
+ " max_steps = 900,\n",
+ " learning_rate = 2e-4,\n",
+ " fp16 = True, #not is_bfloat16_supported(),\n",
+ " bf16 = False, #is_bfloat16_supported(),\n",
+ " logging_steps = 1,\n",
+ " optim = \"adamw_8bit\",\n",
+ " weight_decay = 0.01,\n",
+ " lr_scheduler_type = \"linear\",\n",
+ " seed = 3407,\n",
+ " output_dir = \"/cluster/work/users/anonymous/finetuneEE_US4B\",\n",
+ " report_to = \"none\", # Use this for WandB etc\n",
+ " ),\n",
+ ")"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "id": "55f736a4-a397-40e3-8222-18e25b5f4b7b",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "gpu_stats = torch.cuda.get_device_properties(0)\n",
+ "start_gpu_memory = round(torch.cuda.max_memory_reserved() / 1024 / 1024 / 1024, 3)\n",
+ "max_memory = round(gpu_stats.total_memory / 1024 / 1024 / 1024, 3)\n",
+ "print(f\"GPU = {gpu_stats.name}. Max memory = {max_memory} GB.\")\n",
+ "print(f\"{start_gpu_memory} GB of memory reserved.\")\n",
+ "\n",
+ "\n",
+ "trainer_stats = trainer.train()\n"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "id": "a0e4e452-1541-47a9-a9e5-98f10de79e3c",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "FastLanguageModel.for_inference(model) # Enable native 2x faster inference\n",
+ "inputs = tokenizer(\n",
+ "[\n",
+ " alpaca_prompt.format(\n",
+ " \"Extract the information in JSONL format for the following source_text:\", # instruction\n",
+ " \"DEN - Separate bomb attacks by Al-Qaeda suspects on Saturday killed a senior army officer and three soldiers across Yemen\\'s restive south and southeast, military officials said. A bomb planted by Al-Qaeda on a road linking the towns of Seiyun and Shibam (in the southeastern province of Hadramawt) exploded when an army vehicle passed, killing three soldiers and wounding six others, a military official told AFP.The official added that two suspected Al-Qaeda members were arrested at a checkpoint at the entrance to Seiyun just hours before the attack. Hadramawt has been the scene of frequent attacks on the army.On August 17, six Al-Qaeda suspects and three soldiers were killed in clashes in the restive province where the army has boosted its deployment. In the main southern city of Aden, meanwhile, a senior Yemeni army officer was killed on Saturday when a bomb planted in his vehicle exploded, another military official said, also blaming Al-Qaeda. A bomb exploded in the car of General Ahmed Mohammed Saleh al-Omari, logistics and supplies officer of the third military region... wounding him and his son in Aden\\'s Al-Mansura district, the source said.Both were hospitalised but Omari later died of his wounds, the official and a medical source said. Yemeni authorities blame Al-Qaeda in the Arabian Peninsula, which has been branded by Washington as the extremist network\\'s deadliest franchise, for most attacks on members of the security forces.In late April, the army launched a ground offensive against AQAP in Shabwa and nearby Abyan provinces, both in the south.The group is active across several parts of Yemen, having exploited the collapse of central authority during a 2011 uprising that ousted veteran president Ali Abdullah Saleh.\", # input\n",
+ " \"\", # output - leave this blank for generation!\n",
+ " )\n",
+ "], return_tensors = \"pt\").to(\"cuda\")\n",
+ "\n",
+ "outputs = model.generate(**inputs, max_new_tokens = 200, use_cache = True)\n",
+ "outtext = tokenizer.batch_decode(outputs)\n",
+ "\n",
+ "print(outtext)\n",
+ "\n",
+ "model.save_pretrained(\"NProStrt_\"+str(prompt)+\"_\"+model_save+str(r_val)) # Local saving\n",
+ "tokenizer.save_pretrained(\"NProStrt_\"+str(prompt)+\"_\"+model_save+str(r_val))\n",
+ "model.save_pretrained_merged(\"NProStrt_\"+str(prompt)+\"_\"+\"Merged_\"+model_save+str(r_val), tokenizer, save_method = \"merged_16bit\",)"
+ ]
+ }
+ ],
+ "metadata": {
+ "kernelspec": {
+ "display_name": "Python 3 (ipykernel)",
+ "language": "python",
+ "name": "python3"
+ },
+ "language_info": {
+ "codemirror_mode": {
+ "name": "ipython",
+ "version": 3
+ },
+ "file_extension": ".py",
+ "mimetype": "text/x-python",
+ "name": "python",
+ "nbconvert_exporter": "python",
+ "pygments_lexer": "ipython3",
+ "version": "3.12.9"
+ }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 5
+}
diff --git a/baselines/Decoder_models/Inference_llms.ipynb b/baselines/Decoder_models/Inference_llms.ipynb
@@ -0,0 +1,117 @@
+{
+ "cells": [
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "id": "d54d056e-1e7c-4cf5-ac36-e5f2cb8e7675",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "from unsloth import FastLanguageModel\n",
+ "import torch\n",
+ "import pandas as pd \n",
+ "import re\n",
+ "import json\n",
+ "max_seq_length = 2048 \n",
+ "dtype = torch.float16\n",
+ "load_in_4bit = False \n"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "id": "bfb56038-f8b4-4d5c-929d-eb3930c67bfa",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "from unsloth import FastLanguageModel\n",
+ "model, tokenizer = FastLanguageModel.from_pretrained(\n",
+ " model_name = \"/cluster/work/users/anonymous/NProStrt_2_Llama-3.2-1B_128\", # YOUR MODEL YOU USED FOR TRAINING\n",
+ " max_seq_length = max_seq_length,\n",
+ " dtype = dtype,\n",
+ " load_in_4bit = False,\n",
+ ")\n",
+ "FastLanguageModel.for_inference(model)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "id": "07b9206e-6fb7-4b4c-b925-ea4859343f7b",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "alpaca_prompt = \"\"\"\n",
+ "### Instruction:\n",
+ "{}\n",
+ "\n",
+ "### Input:\n",
+ "{}\n",
+ "\n",
+ "### Response:\n",
+ "{}\"\"\"\n",
+ "\n",
+ "\n",
+ "\n",
+ "inputss = tokenizer(\n",
+ "[\n",
+ " alpaca_prompt.format(\n",
+ " \"Extract the information in JSONL format for the following source_text:\", # instruction\n",
+ " \"Al-Hawl camp | Two women killed in south-eastern Al-Hasakah countryside SOHR sources have reported a new murder took place in Al-Hawl “mini-state” in the far south-eastern countryside of Al-Hasakah, when a displaced Syrian woman and unidentified woman were killed. According to SOHR sources, Internal Security Forces “Asayish” found the body of two women in the third section of the camp. This comes in light of ongoing attacks carried out by ISIS cells in Al-Hawl camp, which houses ISIS families and members. Accordingly, the number of murders documented in the camp since early 2022 has risen to 19, which left 20 people dead; and they are as follows: • Six Iraqi refugees, including two women. • Seven Syrian people: Two men and five women. • Six unidentified women. • A medic was killed in the post where he worked in the camp.\", # input\n",
+ " \"\", # output - leave this blank for generation!\n",
+ " )\n",
+ "], return_tensors = \"pt\").to(\"cuda\")"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "id": "3060ea0b-fbed-4e0b-ac00-1b55364d1c0c",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "dataFrame = pd.read_json(\"/cluster/work/users/anonymous/new_jsons_prompt/test_data_json_prompt2.json\")\n",
+ "list_out = []\n",
+ "for index, row in dataFrame.iterrows():\n",
+ " inputs = tokenizer(\n",
+ " [\n",
+ " alpaca_prompt.format(\n",
+ " str(row['instruction']), # instruction\n",
+ " str(row['input'][0:2000]), # input\n",
+ " \"\", # output - leave this blank for generation!\n",
+ " )\n",
+ " ], return_tensors = \"pt\").to(\"cuda\")\n",
+ "\n",
+ " outputs = model.generate(**inputs, max_new_tokens = 200, use_cache = True)\n",
+ " response_text = tokenizer.batch_decode(outputs)\n",
+ " list_out.append(\"id: \"+str(row['id'])+\" \"+ \"\".join( response_text))\n",
+ " print(\"id: \"+str(row['id'])+\" \"+ \"\".join( response_text))\n",
+ "print(list_out[0])\n",
+ "with open('output_NProStrt_2_Llama-3.2-1B_128.txt', 'w') as f:\n",
+ " for line in list_out:\n",
+ " f.write(f\"{line}\\n\\t\")"
+ ]
+ }
+ ],
+ "metadata": {
+ "kernelspec": {
+ "display_name": "Python 3 (ipykernel)",
+ "language": "python",
+ "name": "python3"
+ },
+ "language_info": {
+ "codemirror_mode": {
+ "name": "ipython",
+ "version": 3
+ },
+ "file_extension": ".py",
+ "mimetype": "text/x-python",
+ "name": "python",
+ "nbconvert_exporter": "python",
+ "pygments_lexer": "ipython3",
+ "version": "3.12.9"
+ }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 5
+}
diff --git a/baselines/Decoder_models/data_prep_FT.ipynb b/baselines/Decoder_models/data_prep_FT.ipynb
@@ -0,0 +1,217 @@
+{
+ "cells": [
+ {
+ "cell_type": "code",
+ "execution_count": 1,
+ "id": "63ef1545-c592-4664-a284-16c460523da6",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "from datasets import load_from_disk\n",
+ "import pandas as pd\n",
+ "import json\n"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 2,
+ "id": "fb5affa5-b4f7-4a7c-a9d6-8a1c9d399eb6",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "def load_data(path):\n",
+ " dataset_train = load_from_disk(path + \"/train\")\n",
+ " dataset_test = load_from_disk(path + \"/test\")\n",
+ " dataset_val = load_from_disk(path + \"/validation\")\n",
+ " train_data = pd.DataFrame(dataset_train)\n",
+ " val_data = pd.DataFrame(dataset_val)\n",
+ " test_data = pd.DataFrame(dataset_test)\n",
+ " \n",
+ " return train_data, val_data, test_data"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 49,
+ "id": "9a99c0b9-20ad-453b-837c-3458063aedbb",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "def format_add_instruction(path, ins_type):\n",
+ " train_data, val_data, test_data = load_data(path)\n",
+ " train_data[\"start_date\"] = pd.to_datetime(train_data[\"start_date\"]).dt.strftime('%Y-%m-%d') \n",
+ " train_data[\"end_date\"] = pd.to_datetime(train_data[\"end_date\"]).dt.strftime('%Y-%m-%d')\n",
+ " val_data[\"start_date\"] = pd.to_datetime(val_data[\"start_date\"]).dt.strftime('%Y-%m-%d') \n",
+ " val_data[\"end_date\"] = pd.to_datetime(val_data[\"end_date\"]).dt.strftime('%Y-%m-%d')\n",
+ " test_data[\"start_date\"] = pd.to_datetime(test_data[\"start_date\"]).dt.strftime('%Y-%m-%d') \n",
+ " test_data[\"end_date\"] = pd.to_datetime(test_data[\"end_date\"]).dt.strftime('%Y-%m-%d') \n",
+ " if ins_type == 0:\n",
+ " train_data['Instruction']= \"Source UCDP document\"\n",
+ " val_data['Instruction']= \"Source UCDP document\"\n",
+ " test_data['Instruction']= \"Source UCDP document\"\n",
+ " elif ins_type == 1:\n",
+ " train_data['Instruction']= \"Generate the correct UCDP event information in JSON format for the incident of armed conflict described in the following source UCDP document:\"\n",
+ " val_data['Instruction']= \"Generate the correct UCDP event information in JSON format for the incident of armed conflict described in the following source UCDP document:\"\n",
+ " test_data['Instruction']= \"Generate the correct UCDP event information in JSON format for the incident of armed conflict described in the following source UCDP document:\"\n",
+ " elif ins_type == 2:\n",
+ " train_data['Instruction']= \"Generate structured event information related to a socio-political conflict in the UCDP event format, based on the content of a source UCDP document. The generated data should include the following fields: {side_a_name, side_b_name, start_date, end_date, location_root_name, location_adm1_name, location_adm2_name, location_where_name, deaths_side_a, deaths_side_b, deaths_civilian, deaths_unknown, deaths_low, deaths_high}. Output the event information as a valid JSON object corresponding to the armed conflict incident described in the following source UCDP document:\"\n",
+ " val_data['Instruction']= \"Generate structured event information related to a socio-political conflict in the UCDP event format, based on the content of a source UCDP document. The generated data should include the following fields: {side_a_name, side_b_name, start_date, end_date, location_root_name, location_adm1_name, location_adm2_name, location_where_name, deaths_side_a, deaths_side_b, deaths_civilian, deaths_unknown, deaths_low, deaths_high}. Output the event information as a valid JSON object corresponding to the armed conflict incident described in the following source UCDP document:\"\n",
+ " test_data['Instruction']= \"Generate structured event information related to a socio-political conflict in the UCDP event format, based on the content of a source UCDP document. The generated data should include the following fields: {side_a_name, side_b_name, start_date, end_date, location_root_name, location_adm1_name, location_adm2_name, location_where_name, deaths_side_a, deaths_side_b, deaths_civilian, deaths_unknown, deaths_low, deaths_high}. Output the event information as a valid JSON object corresponding to the armed conflict incident described in the following source UCDP document:\"\n",
+ " elif ins_type == 3:\n",
+ " train_data['Instruction']= '\"Generate structured event information related to a socio-political conflict in the UCDP event format, based on the content of a source UCDP document. The generated data should include the following fields: {\"side_a_name\": \"Actor side A, a party involved in the conflict, which may be a government of a state or an organized non-governmental group.\", \"side_b_name\": \"Actor side B, a party involved in the conflict, which may be a government of a state, an organized non-governmental group, or civilians.\", \"start_date\": \"The earliest likely date when the event has taken place.\", \"end_date\": \"The last likely date when the event has taken place.\", \"location_root_name\": \"The country where the event took place.\", \"location_adm1_name\": \"The region where the event took place.\", \"location_adm2_name\": \"The sub-region where the event took place.\", \"location_where_name\": \"A fine-grained description of the location where the event took place.\", \"deaths_side_a\": \"The best estimate of fatalities in Actor side A.\", \"deaths_side_b\": \"The best estimate of fatalities in Actor side B.\", \"deaths_civilian\": \"Number of civilian fatalities.\", \"deaths_unknown\": \"The best estimate of fatalities of persons of uncertain affiliation.\", \"deaths_low\": \"The most conservative estimate of deaths identified in the source text.\", \"deaths_high\": \"The highest reliable estimate of deaths identified in the source text.\"}. Output the event information as a valid JSON object corresponding to the armed conflict incident described in the following source UCDP document:\"'\n",
+ " val_data['Instruction']= '\"Generate structured event information related to a socio-political conflict in the UCDP event format, based on the content of a source UCDP document. The generated data should include the following fields: {\"side_a_name\": \"Actor side A, a party involved in the conflict, which may be a government of a state or an organized non-governmental group.\", \"side_b_name\": \"Actor side B, a party involved in the conflict, which may be a government of a state, an organized non-governmental group, or civilians.\", \"start_date\": \"The earliest likely date when the event has taken place.\", \"end_date\": \"The last likely date when the event has taken place.\", \"location_root_name\": \"The country where the event took place.\", \"location_adm1_name\": \"The region where the event took place.\", \"location_adm2_name\": \"The sub-region where the event took place.\", \"location_where_name\": \"A fine-grained description of the location where the event took place.\", \"deaths_side_a\": \"The best estimate of fatalities in Actor side A.\", \"deaths_side_b\": \"The best estimate of fatalities in Actor side B.\", \"deaths_civilian\": \"Number of civilian fatalities.\", \"deaths_unknown\": \"The best estimate of fatalities of persons of uncertain affiliation.\", \"deaths_low\": \"The most conservative estimate of deaths identified in the source text.\", \"deaths_high\": \"The highest reliable estimate of deaths identified in the source text.\"}. Output the event information as a valid JSON object corresponding to the armed conflict incident described in the following source UCDP document:\"'\n",
+ " test_data['Instruction']= '\"Generate structured event information related to a socio-political conflict in the UCDP event format, based on the content of a source UCDP document. The generated data should include the following fields: {\"side_a_name\": \"Actor side A, a party involved in the conflict, which may be a government of a state or an organized non-governmental group.\", \"side_b_name\": \"Actor side B, a party involved in the conflict, which may be a government of a state, an organized non-governmental group, or civilians.\", \"start_date\": \"The earliest likely date when the event has taken place.\", \"end_date\": \"The last likely date when the event has taken place.\", \"location_root_name\": \"The country where the event took place.\", \"location_adm1_name\": \"The region where the event took place.\", \"location_adm2_name\": \"The sub-region where the event took place.\", \"location_where_name\": \"A fine-grained description of the location where the event took place.\", \"deaths_side_a\": \"The best estimate of fatalities in Actor side A.\", \"deaths_side_b\": \"The best estimate of fatalities in Actor side B.\", \"deaths_civilian\": \"Number of civilian fatalities.\", \"deaths_unknown\": \"The best estimate of fatalities of persons of uncertain affiliation.\", \"deaths_low\": \"The most conservative estimate of deaths identified in the source text.\", \"deaths_high\": \"The highest reliable estimate of deaths identified in the source text.\"}. Output the event information as a valid JSON object corresponding to the armed conflict incident described in the following source UCDP document:\"'\n",
+ " \n",
+ " \n",
+ " return train_data, val_data, test_data\n",
+ " "
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 50,
+ "id": "24c8e60b-4d6e-4abb-a947-63c0fe26e5eb",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "def add_ouput(_data):\n",
+ " selected_columns = [\"side_a_name\", \"side_b_name\", \"start_date\", \"end_date\", \"location_root_name\", \"location_adm1_name\", \"location_adm2_name\", \"location_where_name\", \"deaths_side_a\", \"deaths_side_b\", \"deaths_civilian\", \"deaths_unknown\" , \"deaths_low\", \"deaths_high\"] \n",
+ " \n",
+ " Output = []\n",
+ " for index, row in _data[selected_columns].iterrows():\n",
+ " row_json = row.to_json() # Convert row to JSON\n",
+ " Output.append(row_json) \n",
+ " _data['Output'] = Output\n",
+ " return _data\n",
+ " "
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 28,
+ "id": "b53ec159-98df-42ce-920c-f2d293c4322c",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "# header = [\"id\", \"source_article\", \"Instruction\", \"Output\"]\n",
+ "# train_data.to_csv('/Users/anonymous/Downloads/train_data_woi_js.csv', columns = header)\n",
+ "# val_data.to_csv('/Users/anonymous/Downloads/val_data_woi_js.csv', columns = header)\n",
+ "# test_data.to_csv('/Users/anonymous/Downloads/test_data_woi_js.csv', columns = header)\n"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 72,
+ "id": "5b68cd32-deb3-438c-bb5a-439b6a230825",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "ins_type = 0\n",
+ "path = \"/Users/anonymous/Downloads/UCDP-AEC\"\n",
+ "train_data, val_data, test_data = format_add_instruction(path, ins_type)\n",
+ "train_data = add_ouput(train_data)\n",
+ "val_data = add_ouput(val_data)\n",
+ "test_data = add_ouput(test_data)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 73,
+ "id": "db0ecb97-1754-48ca-a1ca-3eb9375e60b7",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "def create_json(data_json):\n",
+ " dataset_json = [\n",
+ " { \"id\": row_dict[\"id\"],\n",
+ " \"instruction\": row_dict[\"Instruction\"],\n",
+ " \"input\": str(row_dict[\"source_date\"])+ \" \"+row_dict[\"source_article\"],\n",
+ " \"output\": row_dict[\"Output\"]\n",
+ " }\n",
+ " for row_dict in data_json.to_dict(orient=\"records\")\n",
+ " ]\n",
+ " return dataset_json"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 74,
+ "id": "a186c40f-80ae-4df1-a0b5-bfc6fc8b4609",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "train_data_json = create_json(train_data)\n",
+ "test_data_json = create_json(test_data)\n",
+ "val_data_json = create_json(val_data)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 75,
+ "id": "e6c599a8-739c-47ba-a86b-1165fe4e4e36",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "{'id': 416729,\n",
+ " 'instruction': 'Source UCDP document',\n",
+ " 'input': '2021-09-17 00:00:00 Anglophone Separatists Ambush, Kill Many Cameroon Soldiers\\nSoldiers of the Cameroon army also killed three separatist fighters, including a self-proclaimed General.\\nA yet to be determined number of Cameroonian soldiers were killed in an ambush by Anglophone separatists in Ngoketunjia division of the Northwest region.\\nThe soldiers were killed on Thursday, Sept. 16, when their armoured car hit a landmine and burst into flames, killing some of its occupants while some who jumped from the burning vehicle were murdered by separatist fighters.\\nThe military is yet to issue any statement about this incident but separatists have posted videos of the incident on social media and are reporting that their fighters killed about 20 soldiers of the elite military unit of the Cameroonian army known as BIR.\\nIn a separate encounter, three separatist fighters including a self-proclaimed “general” were killed on Wednesday, Sept. 15, by the Cameroon military in Nake Bokoko, a village in Mbonge sub-division of the Mbonge division in the Southwest region.\\nThe three separatists killed were identified as Commander Cross, Emanu Cigar and Gazola. They were killed in their sleep.\\nTwo other separatist combatants who were in the same neighbourhood escaped. Reliable sources in the village say the military raid on the village was a hunt for separatist fighters who have been operating along the Kumba-Mbonge road.\\nThe wives of the two separatists who succeeded in escaping were arrested by the army but were later released.\\nThe Kumba-Mbonge stretch of road in the Southwest region is one of the most dangerous highways in the region as it is infested by suspected separatist fighters who waylay travellers and extort money and valuables from them.\\nThe separatists are said to have imposed themselves as the authority charged with settling issues involving villagers, with inhumane treatment and fines meted on them.\\nVillagers also confirmed the confiscation of their farms, properties, and other important items when caught by Commander Cross violating any of their orders.\\nSupport Our Journalism\\nThere are millions of ordinary people affected by conflict in Africa whose stories are missing in the mainstream media. HumAngle is determined to tell those challenging and under-reported stories, hoping that the people impacted by these conflicts will find the safety and security they deserve.\\nTo ensure that we continue to provide public service coverage, we have a small favour to ask you. We want you to be part of our journalistic endeavour by contributing a token to us.\\nYour donation will further promote a robust, free, and independent media.Donate Here',\n",
+ " 'output': '{\"side_a_name\":\"Government of Cameroon\",\"side_b_name\":\"Ambazonia insurgents\",\"start_date\":\"2021-09-15\",\"end_date\":\"2021-09-15\",\"location_root_name\":\"Cameroon\",\"location_adm1_name\":\"South-West region\",\"location_adm2_name\":\"Meme d\\\\u00e9partement\",\"location_where_name\":\"Nake Bongwana village\",\"deaths_side_a\":0,\"deaths_side_b\":3,\"deaths_civilian\":0,\"deaths_unknown\":0,\"deaths_low\":3,\"deaths_high\":3}'}"
+ ]
+ },
+ "execution_count": 75,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "val_data_json[1]"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 76,
+ "id": "a85aa50c-58e6-4ceb-8c27-1544647d28e3",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "with open(\"train_data_json_prompt\"+str(ins_type)+\".json\", \"w\") as f:\n",
+ " json.dump(train_data_json, f)\n",
+ "with open(\"test_data_json_prompt\"+str(ins_type)+\".json\", \"w\") as f:\n",
+ " json.dump(test_data_json, f)\n",
+ "with open(\"val_data_json_prompt\"+str(ins_type)+\".json\", \"w\") as f:\n",
+ " json.dump(val_data_json, f)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "id": "c16a2b9b-978e-4b16-a3cb-a5667b4fea05",
+ "metadata": {},
+ "outputs": [],
+ "source": []
+ }
+ ],
+ "metadata": {
+ "kernelspec": {
+ "display_name": "Python 3 (ipykernel)",
+ "language": "python",
+ "name": "python3"
+ },
+ "language_info": {
+ "codemirror_mode": {
+ "name": "ipython",
+ "version": 3
+ },
+ "file_extension": ".py",
+ "mimetype": "text/x-python",
+ "name": "python",
+ "nbconvert_exporter": "python",
+ "pygments_lexer": "ipython3",
+ "version": "3.12.9"
+ }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 5
+}
diff --git a/baselines/Decoder_models/readme.md b/baselines/Decoder_models/readme.md
@@ -0,0 +1 @@
+Finetuning and inferencing decoder-only models.
diff --git a/baselines/README.md b/baselines/README.md
@@ -0,0 +1,54 @@
+# Baselines
+
+We detail how to run each baseline below.
+
+## Text2Event
+
+The main modification of Text2Event was the addition of a new `data_format` called `list` that works similar to the standard Text2Event one but does not include an event type nor trigger and does not constrain event arguments to occur in the source sentence.
+
+To run the baseline, first convert the UCDP-AEC dataset to the Text2Event format:
+```sh
+python data_convert/convert_aec_dataset.py data/text2list/aec "$DATA_PATH/UCDP-AEC"
+```
+
+Then follow the Text2Event README for setting up its environment. Note that Text2Event's `requirements.txt` file is underspecified, we slighly modified it to get a working version of their code, but this will certainly break in the future. Furthermore we had to fix a `transformers` bug by changing the version number of `tokenizer` in `$CONDA_PATH/envs/text2event/lib/python3.8/site-packages/transformers/dependency_versions_table.py` to `tokenizers==0.10.3` (this "fix" is also likely to break in the future).
+Once the environment is setup, you can start training using the following command:
+```sh
+./run_seq2seq_verbose.bash -f list -i aec
+```
+
+You can then convert the Text2Event predictions files to our AEC format and run the evaluation script (outside the Text2Event environment, from the root of the UCDP-AEC repository):
+```sh
+python baselines/Text2Event/data_convert/convert_aec_preds.py predictions/Text2Event.test baselines/Text2Event/models/*/test_preds_seq2seq.txt "$DATA_PATH/UCDP-AEC/test"
+python aec/evaluate.py "$DATA_PATH/UCDP-AEC/test" predictions/Text2Event.test
+```
+
+
+## DEGREE
+
+Most modifications are inside the `_ucdp` files, we also had to slightly modify `degree/data.py` in order to pass the surface form of the arguments around and not only its position and to clip input documents instead of discarding them. We also had to remove BART limitation on the number of repetitions amongst generated tokens.
+Note that in order to get best results, we had to implement some fuzzy template matching, so that arguments can be extracted even if the model's output does not strictly abide by the template.
+
+To run the model, follow the DEGREE's README for environment setup and dataset creation, using `process_ucdp` and the EAE version of the model:
+```sh
+./scripts/process_ucdp.sh
+python degree/generate_data_degree_eae.py -c config/config_degree_eae_ucdp.json
+python degree/train_degree_eae.py -c config/config_degree_eae_ucdp.json
+```
+
+Then convert the predictions to our `jsonl` format and evaluate:
+```sh
+python baselines/DEGREE/convert_predictions.py predictions/DEGREE.test baselines/DEGREE/output/degree_eae_ucdp/*/pred.test.json "$DATA_PATH/UCDP-AEC/test"
+python aec/evaluate.py "$DATA_PATH/UCDP-AEC/test" predictions/DEGREE.test
+```
+
+
+## T5
+
+We fine-tuned several Flan-T5 (instruction finetuned version of T5) checkpoints of different sizes: flan-t5-small, flan-t5-base and flan-t5-large without any special modifications. Our input template is passed as input text and the output template as output text. The special token `<extra_id_0>` is used to separate arguments and later capturing them after being decoded.
+
+Again, follow the README inside of T5 directory for setup. Remember to specify a `DATA_PATH`, `MODEL_PATH` and `LOG_PATH`. Resulting predictions stored in `LOG_PATH` can be adapted to the format for our evaluation script through `process_output`. This scripts takes a directory containing .jsonl validation and test set log files produced by the model after running it.
+```
+python flan-t5/t5/process_output.py predictions
+python aec/evaluate.py "$DATA_PATH/UCDP-AEC/test" predictions/T5.test
+```
diff --git a/baselines/Text2Event/.gitignore b/baselines/Text2Event/.gitignore
@@ -0,0 +1,27 @@
+/data
+/lightning_logs
+/model
+/models
+/*log
+/thirdparty
+
+.lock
+# mac
+.DS_Store
+
+# env
+/.vscode
+/.idea
+**/__pycache__
+*.pyc
+.pytest_cache
+
+# doc
+docs/build
+docs/.vscode
+docs/source/_build
+
+# models
+/models
+/pretrained_models
+/runs
diff --git a/baselines/Text2Event/LICENSE b/baselines/Text2Event/LICENSE
@@ -0,0 +1,21 @@
+MIT License
+
+Copyright (c) 2021 Yaojie Lu
+
+Permission is hereby granted, free of charge, to any person obtaining a copy
+of this software and associated documentation files (the "Software"), to deal
+in the Software without restriction, including without limitation the rights
+to use, copy, modify, merge, publish, distribute, sublicense, and/or sell
+copies of the Software, and to permit persons to whom the Software is
+furnished to do so, subject to the following conditions:
+
+The above copyright notice and this permission notice shall be included in all
+copies or substantial portions of the Software.
+
+THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR
+IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,
+FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE
+AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER
+LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM,
+OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE
+SOFTWARE.
diff --git a/baselines/Text2Event/README.md b/baselines/Text2Event/README.md
@@ -0,0 +1,270 @@
+# Text2Event
+
+- An implementation for [``Text2Event: Controllable Sequence-to-Structure Generation for End-to-end Event Extraction``](https://aclanthology.org/2021.acl-long.217)
+- Please contact [Yaojie Lu](http://luyaojie.github.io) ([@luyaojie](mailto:yaojie2017@iscas.ac.cn)) for questions and suggestions.
+
+## Update
+- [2021-08-03] Update pre-trained models
+
+## Quick links
+* [Requirements](#Requirements)
+* [Quick Start](#Quick-start)
+ * [Data Format](#Data-Format)
+ * [Model Training](#Model-Training)
+ * [Model Evaluation](#Model-Evaluation)
+ * [How to expand to other tasks](#How-to-expand-to-other-tasks)
+* [Pre-trained Model](#Pre-trained-Model)
+* [Event Datasets Preprocessing](#Event-Datasets-Preprocessing)
+* [Citation](#Citation)
+
+## Requirements
+
+General
+
+- Python (verified on 3.8)
+- CUDA (verified on 11.1)
+
+Python Packages
+
+- see requirements.txt
+
+```bash
+conda create -n text2event python=3.8
+conda activate text2event
+pip install -r requirements.txt
+```
+
+## Quick Start
+
+### Data Format
+
+Data folder contains four files (The detailed preprocessing steps refer to `Event Datasets Preprocessing`):
+
+```text
+data/text2tree/one_ie_ace2005_subtype
+├── event.schema
+├── test.json
+├── train.json
+└── val.json
+```
+
+train/val/test.json are data files, and each line is a JSON instance.
+Each JSON instance contains `text` and `event` fields, in which `text` is plain text, and `event` is event linearized form.
+If you want to use other key names, it is easy to change the input format in `run_seq2seq.py`.
+
+```text
+{"text": "He also owns a television and a radio station and a newspaper .", "event": "<extra_id_0> <extra_id_1>"}
+{"text": "' ' For us the United Natgions is the key authority '' in resolving the Iraq crisis , Fischer told reporters opn arrival at the EU meeting .", "event": "<extra_id_0> <extra_id_0> Meet meeting <extra_id_0> Entity EU <extra_id_1> <extra_id_1> <extra_id_1>"}
+```
+
+Note:
+- Use the extra character of T5 as the structure indicators, such as `<extra_id_0>`, `<extra_id_1>`, etc.
+- `event.schema` is the event schema file for building the trie of constrained decoding.
+It contains three lines: the first line is event type name list, the second line is event role name list, the third line is type-to-role dictionary.
+
+ ```text
+ ["Declare-Bankruptcy", "Convict", ...]
+ ["Plaintiff", "Target", ...]
+ {"End-Position": ["Place", "Person", "Entity"], ...}
+ ```
+
+### Model Training
+
+Training scripts as follows:
+
+- `run_seq2seq.py`: Python code entry, modified from the transformers/examples/seq2seq/run_seq2seq.py
+- `run_seq2seq.bash`: Model training script logging to the log file.
+- `run_seq2seq_verbose.bash`: Same model training script as `run_seq2seq.bash` but output to the screen directly.
+- `run_seq2seq_with_pretrain.bash`: Model training script for curriculum learning, which contains substructure learning and full structure learning.
+
+The command for the training is as follows (see bash scripts and Python files for the corresponding command-line
+arguments):
+
+```bash
+bash run_seq2seq_verbose.bash -d 0 -f tree -m t5-base --label_smoothing 0 -l 1e-4 --lr_scheduler linear --warmup_steps 2000 -b 16
+```
+
+- `-d` refers to the GPU device id.
+- `-m t5-base` refers to using T5-base.
+- Currently, constrained decoding algorithms do not support `use_fast_tokenizer=True` and beam search yet.
+
+Trained models are saved in the `models/` folder.
+
+### Model Evaluation
+
+Offset-level Evaluation
+
+```bash
+python evaluation.py -g <data-folder-path> -r <offset-folder-path> -p <model-folder-path> -f <data-format>
+```
+- This evaluation script converts the `eval_preds_seq2seq.txt` and `test_preds_seq2seq.txt` in the model folder `<model-folder-path>` into the corresponding offset prediction results for model evaluation.
+- ``-f <data-format>`` refers to `dyiepp` or `oneie`
+
+Record-level Evaluation (approximate, used in training)
+
+```bash
+bash run_eval.bash -d 0 -m <model-folder-path> -i <data-folder-path> -c -b 8
+```
+
+- `-d` refers to the GPU device id.
+- `-c` represents the use of constrained decoding, otherwise not apply
+- `-b 8` represents `batch_size=8`
+
+### How to expand to other tasks
+
+1. prepare the corresponding data format
+2. Writ the code for reading corresponding data format: `elif data_args.task.startswith("event")` in `seq2seq.py`
+3. Writ the code for evaluating the corresponding task result: `def compute_metrics(eval_preds)` in `seq2seq.py`
+
+Completing the above process can finish the simple Seq2Seq training and inference process.
+
+If you need to use constrained decoding, you need to write the corresponding decoding mode (decoding_format), refer to `extraction.extract_constraint.get_constraint_decoder`
+
+## Pre-trained Model
+
+You can find the pre-trained models as following google drive links or download models using command `gdown` (`pip install gdown`).
+
+[dyiepp_ace2005_en_t5_base.zip](https://drive.google.com/file/d/1_fOmnSatNfceL9DZPxpof5AT9Oo7vTrC/view?usp=sharing)
+```bash
+gdown --id 1_fOmnSatNfceL9DZPxpof5AT9Oo7vTrC && unzip dyiepp_ace2005_en_t5_base.zip
+```
+
+[dyiepp_ace2005_en_t5_large.zip](https://drive.google.com/file/d/10iY1obkbgJtTKwfoOFevqL5AwG-hLvhU/view?usp=sharing)
+```bash
+gdown --id 10iY1obkbgJtTKwfoOFevqL5AwG-hLvhU && unzip dyiepp_ace2005_en_t5_large.zip
+```
+
+[oneie_ace2005_en_t5_large.zip](https://drive.google.com/file/d/1zwnptRbdZntPT4ucqSANeaJ3vvwKliUe/view?usp=sharing)
+```bash
+gdown --id 1zwnptRbdZntPT4ucqSANeaJ3vvwKliUe && unzip oneie_ace2005_en_t5_large.zip
+```
+
+[oneie_ere_en_t5_large.zip](https://drive.google.com/file/d/1WG7-pTZ3K49VMbQIONaDq_0pUXAcoXrZ/view?usp=sharing)
+```bash
+gdown --id 1WG7-pTZ3K49VMbQIONaDq_0pUXAcoXrZ && unzip oneie_ere_en_t5_large.zip
+```
+
+## Event Datasets Preprocessing
+
+We first refer to the following code and environments [[dygiepp](https://github.com/dwadden/dygiepp)] and [[oneie v0.4.7](http://blender.cs.illinois.edu/software/oneie/)] for data preprocessing.
+Thanks to them！
+
+### DYGIEPP ACE05
+Generated Path: `dygiepp/data/ace-event/processed-data/default-settings/json/`
+
+Preprocessing Script:
+``` bash
+python ./scripts/data/ace-event/parse_ace_event.py default-settings
+```
+
+The version of spacy is `2.0.18`, it may affect results of sentence splitting. And the version of dygiepp I used as follows
+```
+commit edec203b73d32824f14e03b5510e020130b69a7f (HEAD -> master)
+Author: dwadden <dwadden@cs.washington.edu>
+Date: Sun Oct 11 15:02:33 2020 -0700
+
+Add `dataset` argument when creating new doc-key.
+```
+
+### OneIE ACE05+
+``` bash
+ACE_DATA_FOLDER=<ACE_PATH>
+mkdir -p data/ace05-EN
+python preprocessing/process_ace.py -i ${ACE_DATA_FOLDER}/data -o data/ace05-EN -s resource/splits/ACE05-E -b bert-large-cased -l english
+wc -l data/ace05-EN/*
+```
+
+- `nltk==3.5` is used in our experiments, we found `nltk==3.6+` may leads different sentence numbers.
+
+
+After data preprocessing and we get the following data files:
+
+```text
+ $ tree data/raw_data/
+data/raw_data/
+├── ace05-EN
+│ ├── dev.oneie.json
+│ ├── test.oneie.json
+│ └── train.oneie.json
+├── dyiepp_ace2005
+│ ├── dev.json
+│ ├── test.json
+│ └── train.json
+└── ERE-EN
+ ├── dev.oneie.json
+ ├── test.oneie.json
+ └── train.oneie.json
+```
+
+We then convert the above data files to tree format.
+The following scripts generate the corresponding data folder in `data/text2tree`.
+The conversion will automatically generate `train/dev/test` JSON files and `event.schema` file.
+
+```bash
+bash scripts/processing_data.bash
+```
+
+```text
+data/text2tree
+├── dyiepp_ace2005_subtype
+│ ├── event.schema
+│ ├── test.json
+│ ├── train.json
+│ └── val.json
+├── dyiepp_ace2005_subtype_span
+│ ├── event.schema
+│ ├── test.json
+│ ├── train.json
+│ └── val.json
+├── one_ie_ace2005_subtype
+│ ├── event.schema
+│ ├── test.json
+│ ├── train.json
+│ └── val.json
+├── one_ie_ace2005_subtype_span
+│ ├── event.schema
+│ ├── test.json
+│ ├── train.json
+│ └── val.json
+├── one_ie_ere_en_subtype
+│ ├── event.schema
+│ ├── test.json
+│ ├── train.json
+│ └── val.json
+└── one_ie_ere_en_subtype_span
+ ├── event.schema
+ ├── test.json
+ ├── train.json
+ └── val.json
+```
+
+- `dyiepp_ace2005_subtype` for Full Structure Learning and `dyiepp_ace2005_subtype_span` for Substructure Learning.
+
+## Citation
+
+If this repository helps you, please cite this paper:
+
+Yaojie Lu, Hongyu Lin, Jin Xu, Xianpei Han, Jialong Tang, Annan Li, Le Sun, Meng Liao, Shaoyi Chen. Text2Event: Controllable Sequence-to-Structure Generation for End-to-end Event Extraction. The Joint Conference of the 59th Annual Meeting of the Association for Computational Linguistics and the 11th International Joint Conference on Natural Language Processing (ACL-IJCNLP 2021).
+
+```
+@inproceedings{lu-etal-2021-text2event,
+ title = "{T}ext2{E}vent: Controllable Sequence-to-Structure Generation for End-to-end Event Extraction",
+ author = "Lu, Yaojie and
+ Lin, Hongyu and
+ Xu, Jin and
+ Han, Xianpei and
+ Tang, Jialong and
+ Li, Annan and
+ Sun, Le and
+ Liao, Meng and
+ Chen, Shaoyi",
+ booktitle = "Proceedings of the 59th Annual Meeting of the Association for Computational Linguistics and the 11th International Joint Conference on Natural Language Processing (Volume 1: Long Papers)",
+ month = aug,
+ year = "2021",
+ address = "Online",
+ publisher = "Association for Computational Linguistics",
+ url = "https://aclanthology.org/2021.acl-long.217",
+ pages = "2795--2806",
+ abstract = "Event extraction is challenging due to the complex structure of event records and the semantic gap between text and event. Traditional methods usually extract event records by decomposing the complex structure prediction task into multiple subtasks. In this paper, we propose Text2Event, a sequence-to-structure generation paradigm that can directly extract events from the text in an end-to-end manner. Specifically, we design a sequence-to-structure network for unified event extraction, a constrained decoding algorithm for event knowledge injection during inference, and a curriculum learning algorithm for efficient model learning. Experimental results show that, by uniformly modeling all tasks in a single model and universally predicting different labels, our method can achieve competitive performance using only record-level annotations in both supervised learning and transfer learning settings.",
+}
+```
diff --git a/baselines/Text2Event/data_convert/__init__.py b/baselines/Text2Event/data_convert/__init__.py
diff --git a/baselines/Text2Event/data_convert/convert_aec_dataset.py b/baselines/Text2Event/data_convert/convert_aec_dataset.py
@@ -0,0 +1,62 @@
+from typing import Any
+import argparse
+import json
+import pathlib
+
+import datasets
+
+from ucdp_fields import UCDP_FIELDS
+
+
+SPLIT_NAME_MAP: dict[str, str] = {
+ "train": "train",
+ "validation": "val",
+ "test": "test"
+}
+
+
+def parse_command_argument() -> argparse.Namespace:
+ """ Parse command line arguments. """
+ parser = argparse.ArgumentParser(description="Convert a AEC dataset into a Text2Event dataset.")
+ parser.add_argument("output", type=pathlib.Path, help="Path to the output Text2Event dataset directory.")
+ parser.add_argument("input", type=pathlib.Path, help="Path to the input AEC dataset.")
+
+ args: argparse.Namespace = parser.parse_args()
+ return args
+
+
+def write_schema(output_path: pathlib.Path) -> None:
+ with output_path.open("w") as output_file:
+ print(json.dumps(["UCDP"]), file=output_file)
+ print(json.dumps([label for _, label, _ in UCDP_FIELDS]), file=output_file)
+ print(json.dumps({"UCDP": [label for _, label, _ in UCDP_FIELDS]}), file=output_file)
+
+
+def input_template(sample: dict[str, Any]) -> str:
+ return f"{sample['source_date']} {sample['source_article']}"
+
+
+def output_template(sample: dict[str, Any]) -> str:
+ return "<extra_id_0> " + " ".join(f"<extra_id_0> {label} {sample[field]} <extra_id_1>" for field, label, _ in UCDP_FIELDS) + " <extra_id_1>"
+
+
+def convert_split(output_path: pathlib.Path, split: datasets.Dataset) -> None:
+ with output_path.open("w") as output_file:
+ for sample in split:
+ print(json.dumps({
+ "text": input_template(sample),
+ "event": output_template(sample),
+ }), file=output_file)
+
+
+def main(output_path: pathlib.Path, input_path: pathlib.Path):
+ output_path.mkdir(parents=True, exist_ok=True)
+ write_schema(output_path / "event.schema")
+ for path in input_path.iterdir():
+ if path.suffix == "":
+ convert_split(output_path / f"{SPLIT_NAME_MAP[path.name]}.json", datasets.load_from_disk(str(path)))
+
+
+if __name__ == "__main__":
+ args: argparse.Namespace = parse_command_argument()
+ main(output_path=args.output, input_path=args.input)
diff --git a/baselines/Text2Event/data_convert/convert_aec_preds.py b/baselines/Text2Event/data_convert/convert_aec_preds.py
@@ -0,0 +1,52 @@
+from typing import Any
+import argparse
+import contextlib
+import json
+import pathlib
+
+import datasets
+
+from ucdp_fields import UCDP_FIELDS
+
+
+def parse_command_argument() -> argparse.Namespace:
+ """ Parse command line arguments. """
+ parser = argparse.ArgumentParser(description="Convert a Text2Event predictions file into an AEC predictions file.")
+ parser.add_argument("output", type=pathlib.Path, help="Path to the output AEC predictions.")
+ parser.add_argument("input", type=pathlib.Path, help="Path to the input Text2Event predictions.")
+ parser.add_argument("split", type=pathlib.Path, help="Path to the AEC split that resulted in the given predictions.")
+
+ args: argparse.Namespace = parser.parse_args()
+ return args
+
+
+def main(output_path: pathlib.Path, input_path: pathlib.Path, split_path: pathlib.Path) -> None:
+ split: datasets.Dataset = datasets.load_from_disk(str(split_path))
+ with output_path.open("w") as output_file, input_path.open("r") as input_file:
+ for sample_id, input_line in zip(split["id"], input_file):
+ input_line = input_line.strip()
+ if input_line.startswith("<extra_id_0> <extra_id_0> "):
+ input_line = input_line[len("<extra_id_0> <extra_id_0> "):]
+ if input_line.endswith("<extra_id_1> <extra_id_1>"):
+ input_line = input_line[:-len("<extra_id_1> <extra_id_1>")]
+ children: list[str] = input_line.split("<extra_id_1> <extra_id_0> ")
+ arguments: dict[str, str] = {"id": sample_id}
+ for child in children:
+ role: str | None = None
+ for key, label, _ in sorted(UCDP_FIELDS, key=lambda field: len(field[1]), reverse=True):
+ if child.startswith(label):
+ role = key
+ break
+ if role is not None:
+ argument: str = child[len(label)+1:]
+ if role.startswith("deaths_"):
+ with contextlib.suppress(ValueError):
+ arguments[role] = int(argument)
+ else:
+ arguments[role] = argument
+ print(json.dumps(arguments), file=output_file)
+
+
+if __name__ == "__main__":
+ args: argparse.Namespace = parse_command_argument()
+ main(output_path=args.output, input_path=args.input, split_path=args.split)
diff --git a/baselines/Text2Event/data_convert/convert_text_to_tree.py b/baselines/Text2Event/data_convert/convert_text_to_tree.py
@@ -0,0 +1,140 @@
+#!/usr/bin/env python
+# -*- coding:utf-8 -*-
+import os
+import json
+from collections import Counter, defaultdict
+from data_convert.format.text2tree import Text2Tree
+from data_convert.task_format.event_extraction import Event, DyIEPP
+from data_convert.utils import read_file, check_output, data_counter_to_table, get_schema, output_schema
+from nltk.corpus import stopwords
+
+english_stopwords = set(stopwords.words('english') + ["'s", "'re", "%"])
+
+
+def convert_file_tuple(file_tuple, data_class=Event, target_class=Text2Tree,
+ output_folder='data/text2tree/framenet',
+ ignore_nonevent=False, zh=False,
+ mark_tree=False, type_format='subtype'):
+ counter = defaultdict(Counter)
+ data_counter = defaultdict(Counter)
+
+ event_schema_set = set()
+
+ span_output_folder = output_folder + '_span'
+
+ if not os.path.exists(span_output_folder):
+ os.makedirs(span_output_folder)
+
+ for in_filename, output_filename in file_tuple(output_folder):
+ span_output_filename = output_filename.replace(
+ output_folder, span_output_folder)
+
+ event_output = open(output_filename + '.json', 'w')
+ span_event_output = open(span_output_filename + '.json', 'w')
+
+ for line in read_file(in_filename):
+ document = data_class(json.loads(line.strip()))
+ for sentence in document.generate_sentence(type_format=type_format):
+
+ if ignore_nonevent and len(sentence['events']) == 0:
+ continue
+
+ source, target = target_class.annotate_predicate_arguments(
+ tokens=sentence['tokens'],
+ predicate_arguments=sentence['events'],
+ zh=zh
+ )
+
+ for event in sentence['events']:
+ event_schema_set = event_schema_set | get_schema(event)
+ sep = '' if zh else ' '
+ predicate = sep.join([sentence['tokens'][index]
+ for index in event['tokens']])
+ counter['pred'].update([predicate])
+ counter['type'].update([event['type']])
+ data_counter[in_filename].update(['event'])
+ for argument in event['arguments']:
+ data_counter[in_filename].update(['argument'])
+ counter['role'].update([argument[0]])
+
+ data_counter[in_filename].update(['sentence'])
+
+ event_output.write(json.dumps(
+ {'text': source, 'event': target}, ensure_ascii=False) + '\n')
+
+ span_source, span_target = target_class.annotate_span(
+ tokens=sentence['tokens'],
+ predicate_arguments=sentence['events'],
+ zh=zh,
+ mark_tree=mark_tree
+ )
+
+ span_event_output.write(
+ json.dumps({'text': span_source, 'event': span_target}, ensure_ascii=False) + '\n')
+
+ event_output.close()
+ span_event_output.close()
+
+ check_output(output_filename)
+ check_output(span_output_filename)
+ print('\n')
+ output_schema(event_schema_set, output_file=os.path.join(
+ output_folder, 'event.schema'))
+ output_schema(event_schema_set, output_file=os.path.join(
+ span_output_folder, 'event.schema'))
+ print('Pred:', len(counter['pred']), counter['pred'].most_common(10))
+ print('Type:', len(counter['type']), counter['type'].most_common(10))
+ print('Role:', len(counter['role']), counter['role'].most_common(10))
+ print(data_counter_to_table(data_counter))
+ print('\n\n\n')
+
+
+def convert_ace2005_event(output_folder='data/text2tree/ace2005_event', type_format='subtype',
+ ignore_nonevent=False, mark_tree=False):
+ from data_convert.task_format.event_extraction import ace2005_en_file_tuple
+ convert_file_tuple(file_tuple=ace2005_en_file_tuple,
+ output_folder=output_folder,
+ ignore_nonevent=ignore_nonevent,
+ mark_tree=mark_tree,
+ type_format=type_format,
+ )
+
+
+def convert_dyiepp_event(output_folder='data/text2tree/ace2005_event', type_format='subtype',
+ ignore_nonevent=False, mark_tree=False):
+ from data_convert.task_format.event_extraction import DyIEPP_ace2005_file_tuple
+ convert_file_tuple(file_tuple=DyIEPP_ace2005_file_tuple,
+ output_folder=output_folder,
+ ignore_nonevent=ignore_nonevent,
+ mark_tree=mark_tree,
+ type_format=type_format,
+ data_class=DyIEPP
+ )
+
+
+def convert_ere_event(output_folder='data/text2tree/ere_event', type_format='subtype',
+ ignore_nonevent=False, mark_tree=False):
+ from data_convert.task_format.event_extraction import ere_en_file_tuple
+ convert_file_tuple(file_tuple=ere_en_file_tuple,
+ output_folder=output_folder,
+ ignore_nonevent=ignore_nonevent,
+ mark_tree=mark_tree,
+ type_format=type_format,
+ )
+
+
+if __name__ == "__main__":
+ type_format_name = 'subtype'
+ convert_dyiepp_event("data/text2tree/dyiepp_ace2005_%s" % type_format_name,
+ type_format=type_format_name,
+ ignore_nonevent=False, mark_tree=False,
+ )
+ convert_ace2005_event("data/text2tree/one_ie_ace2005_%s" % type_format_name,
+ type_format=type_format_name,
+ ignore_nonevent=False,
+ mark_tree=False
+ )
+ convert_ere_event("data/text2tree/one_ie_ere_en_%s" % type_format_name,
+ type_format=type_format_name,
+ ignore_nonevent=False,
+ mark_tree=False)
diff --git a/baselines/Text2Event/data_convert/format/__init__.py b/baselines/Text2Event/data_convert/format/__init__.py
diff --git a/baselines/Text2Event/data_convert/format/target_format.py b/baselines/Text2Event/data_convert/format/target_format.py
@@ -0,0 +1,11 @@
+#!/usr/bin/env python
+# -*- coding:utf-8 -*-
+from typing import List, Dict
+
+
+class TargetFormat:
+ @staticmethod
+ def annotate_spans(tokens: List[str], spans: List[Dict]): pass
+
+ @staticmethod
+ def annotate_predicate_arguments(tokens: List[str], predicate_arguments: List[Dict], zh=False): pass
diff --git a/baselines/Text2Event/data_convert/format/text2tree.py b/baselines/Text2Event/data_convert/format/text2tree.py
@@ -0,0 +1,129 @@
+#!/usr/bin/env python
+# -*- coding:utf-8 -*-
+from data_convert.format.target_format import TargetFormat
+
+
+def get_str_from_tokens(tokens, sentence, separator=' '):
+ start, end_exclude = tokens[0], tokens[-1] + 1
+ return separator.join(sentence[start:end_exclude])
+
+
+type_start = '<extra_id_0>'
+type_end = '<extra_id_1>'
+role_start = '<extra_id_2>'
+role_end = '<extra_id_3>'
+
+
+class Text2Tree(TargetFormat):
+
+ @staticmethod
+ def annotate_predicate_arguments(tokens, predicate_arguments, mark_tree=False, multi_tree=False, zh=False):
+ """
+
+ :param tokens:
+ US President George W. Bush told Canadian Prime Minister Jean Chretien by telephone Monday that he looked forward
+ to seeing him at the upcoming summit of major industrialized nations and Russia , the White House said Tuesday .
+ :param predicate_arguments:
+
+ :param mark_tree False
+ (
+ (Meet summit (Entity Russia) (Entity major industrialized nations))
+ (Phone-Write told (Entity US President George W. Bush) (Entity Canadian Prime Minister Jean Chretien) (Time-Within Monday))
+ )
+ :param multi_tree True
+ (Meet summit [Entity Russia] [Entity major industrialized nations])
+ (Phone-Write told [Entity US President George W. Bush] [Entity Canadian Prime Minister Jean Chretien] [Time-Within Monday])
+
+ :return:
+ """
+ token_separator = '' if zh else ' '
+
+ event_str_rep_list = list()
+
+ for predicate_argument in predicate_arguments:
+ event_type = predicate_argument['type']
+
+ predicate_text = get_str_from_tokens(predicate_argument['tokens'], tokens, separator=token_separator)
+
+ # prefix_tokens[predicate_argument['tokens'][0]] = ['[ ']
+ # suffix_tokens[predicate_argument['tokens'][-1]] = [' ]']
+
+ role_str_list = list()
+ for role_name, role_tokens in predicate_argument['arguments']:
+ # if role_name == 'Place' or role_name.startswith('Time'):
+ if role_name == event_type:
+ continue
+
+ role_text = get_str_from_tokens(role_tokens, tokens, separator=token_separator)
+ if mark_tree:
+ role_str = ' '.join([role_start, role_name, role_text, role_end])
+ else:
+ role_str = ' '.join([type_start, role_name, role_text, type_end])
+ role_str_list += [role_str]
+ role_str_list_str = ' '.join(role_str_list)
+ event_str_rep = f"{type_start} {event_type} {predicate_text} {role_str_list_str} {type_end}"
+ event_str_rep_list += [event_str_rep]
+
+ source_text = token_separator.join(tokens)
+ target_text = ' '.join(event_str_rep_list)
+
+ if not multi_tree:
+ target_text = f'{type_start} ' + \
+ ' '.join(event_str_rep_list) + f' {type_end}'
+
+ return source_text, target_text
+
+ @staticmethod
+ def annotate_span(tokens, predicate_arguments, mark_tree=False, zh=False):
+ """
+
+ :param tokens:
+ US President George W. Bush told Canadian Prime Minister Jean Chretien by telephone Monday that he looked forward
+ to seeing him at the upcoming summit of major industrialized nations and Russia , the White House said Tuesday .
+ :param predicate_arguments:
+
+ :return:
+ mark_tree False
+ (
+ (Meet summit (Entity Russia) (Entity major industrialized nations))
+ (Phone-Write told (Entity US President George W. Bush) (Entity Canadian Prime Minister Jean Chretien) (Time-Within Monday))
+ )
+ mark_tree True
+ (
+ (Meet summit [Entity Russia] [Entity major industrialized nations])
+ (Phone-Write told [Entity US President George W. Bush] [Entity Canadian Prime Minister Jean Chretien] [Time-Within Monday])
+ )
+ """
+
+ token_separator = '' if zh else ' '
+
+ event_str_rep_list = list()
+
+ for predicate_argument in predicate_arguments:
+ event_type = predicate_argument['type']
+
+ predicate_text = get_str_from_tokens(predicate_argument['tokens'], tokens, separator=token_separator)
+
+ span_str_list = [' '.join([type_start, event_type, predicate_text, type_end])]
+
+ for role_name, role_tokens in predicate_argument['arguments']:
+ # if role_name == 'Place' or role_name.startswith('Time'):
+ if role_name == event_type:
+ continue
+
+ role_text = get_str_from_tokens(role_tokens, tokens, separator=token_separator)
+ if mark_tree:
+ role_str = ' '.join([role_start, role_name, role_text, role_end])
+ else:
+ role_str = ' '.join([type_start, role_name, role_text, type_end])
+ span_str_list += [role_str]
+ event_str_rep_list += [' '.join(span_str_list)]
+
+ source_text = token_separator.join(tokens)
+ target_text = f'{type_start} ' + ' '.join(event_str_rep_list) + f' {type_end}'
+
+ return source_text, target_text
+
+
+if __name__ == "__main__":
+ pass
diff --git a/baselines/Text2Event/data_convert/task_format/__init__.py b/baselines/Text2Event/data_convert/task_format/__init__.py
@@ -0,0 +1,6 @@
+#!/usr/bin/env python
+# -*- coding:utf-8 -*-
+
+
+if __name__ == "__main__":
+ pass
diff --git a/baselines/Text2Event/data_convert/task_format/event_extraction.py b/baselines/Text2Event/data_convert/task_format/event_extraction.py
@@ -0,0 +1,161 @@
+#!/usr/bin/env python
+# -*- coding:utf-8 -*-
+import os
+
+from data_convert.task_format.task_format import TaskFormat
+
+
+class DyIEPP(TaskFormat):
+ def __init__(self, doc_json):
+ self.doc_key = doc_json['doc_key']
+ self.sentences = doc_json['sentences']
+ self.ner = doc_json['ner']
+ self.relations = doc_json['relations']
+ self.events = doc_json['events']
+ self.sentence_start = doc_json.get('sentence_start', doc_json['_sentence_start'])
+
+ def generate_sentence(self, type_format='subtype'):
+ for sentence, events_in_sentence, sentence_start in zip(self.sentences, self.events, self.sentence_start):
+ events = list()
+ for event in events_in_sentence:
+ trigger, event_type = event[0]
+ trigger -= sentence_start
+
+ suptype, subtype = event_type.split('.')
+
+ if type_format == 'subtype':
+ event_type = subtype
+ elif type_format == 'suptype':
+ event_type = suptype
+ else:
+ event_type = suptype + type_format + subtype
+
+ arguments = list()
+ for start, end, role in event[1:]:
+ start -= sentence_start
+ end -= sentence_start
+ arguments += [[role, list(range(start, end + 1))]]
+
+ event = {'type': event_type, 'tokens': [trigger], 'arguments': arguments}
+
+ events += [event]
+ yield {'tokens': sentence, 'events': events}
+
+
+class Event(TaskFormat):
+ """
+ {
+ "doc_id": "NYT_ENG_20130914.0094",
+ "sent_id": "NYT_ENG_20130914.0094-1",
+ "tokens": ["LARGO", "\u2014", "A", "judge", "on", "Friday", "refused", "to", "stop", "''", "Hiccup", "Girl", "\u2019'", "Jennifer", "Mee", "from", "giving", "interviews", "to", "the", "media", "in", "the", "final", "days", "before", "her", "murder", "trial", "."],
+ "entities": [
+ {"entity_id": "NYT_ENG_20130914.0094-1-8-42", "entity_type": "PER", "mention_type": "NOM", "start": 3, "end": 4, "text": "judge"},
+ {"entity_id": "NYT_ENG_20130914.0094-1-39-2096", "entity_type": "PER", "mention_type": "NAM", "start": 10, "end": 12, "text": "Hiccup Girl"},
+ {"entity_id": "NYT_ENG_20130914.0094-1-39-48", "entity_type": "PER", "mention_type": "NAM", "start": 13, "end": 15, "text": "Jennifer Mee"},
+ {"entity_id": "NYT_ENG_20130914.0094-1-39-54", "entity_type": "PER", "mention_type": "PRO", "start": 26, "end": 27, "text": "her"}
+ ],
+ "relations": [],
+ "events": [
+ {
+ "event_id": "NYT_ENG_20130914.0094-1-25-998", "event_type": "contact", "event_subtype": "broadcast",
+ "trigger": {"text": "interviews", "start": 17, "end": 18},
+ "arguments": [
+ {"entity_id": "NYT_ENG_20130914.0094-1-39-48", "role": "entity", "text": "Jennifer Mee"}
+ ]
+ },
+ {
+ "event_id": "NYT_ENG_20130914.0094-1-1040-1019", "event_type": "justice", "event_subtype": "trialhearing",
+ "trigger": {"text": "trial", "start": 28, "end": 29},
+ "arguments": [{"entity_id": "NYT_ENG_20130914.0094-1-39-54", "role": "defendant", "text": "her"}
+ ]
+ }
+ ],
+ "start": 231, "end": 380,
+ "text": "LARGO \u2014 A judge on Friday refused to stop ''Hiccup Girl\u2019' Jennifer Mee from giving interviews to the media in the final days before her murder trial."
+ }
+ """
+
+ def __init__(self, doc_json):
+ self.doc_key = doc_json['doc_id']
+ self.sentence = doc_json['tokens']
+ self.entities = {entity['id']: entity for entity in doc_json['entity_mentions']}
+ self.relations = doc_json['relation_mentions']
+ self.events = doc_json['event_mentions']
+ # self.sentence_start = doc_json['start']
+ # self.sentence_end = doc_json['end']
+ # self.text = doc_json['text']
+
+ def generate_sentence(self, type_format='subtype'):
+ events = list()
+
+ for event in self.events:
+ arguments = list()
+ for argument in event['arguments']:
+ argument_entity = self.entities[argument['entity_id']]
+ arguments += [[argument['role'], list(range(argument_entity['start'], argument_entity['end']))]]
+
+ suptype, subtype = event['event_type'].split(':')
+
+ if type_format == 'subtype':
+ event_type = subtype
+ elif type_format == 'suptype':
+ event_type = suptype
+ else:
+ event_type = suptype + type_format + subtype
+
+ events += [{
+ 'type': event_type,
+ 'tokens': list(range(event['trigger']['start'], event['trigger']['end'])),
+ 'arguments': arguments
+ }]
+
+ yield {'tokens': self.sentence, 'events': events}
+
+
+def DyIEPP_ace2005_file_tuple(output_folder):
+ if not os.path.exists(output_folder):
+ os.makedirs(output_folder, exist_ok=True)
+
+ conll_2012_folder = "data/raw_data/dyiepp_ace2005"
+
+ file_tuple = [
+ (conll_2012_folder + "/train.json", output_folder + '/train'),
+ (conll_2012_folder + "/dev.json", output_folder + '/val'),
+ (conll_2012_folder + "/test.json", output_folder + '/test'),
+ ]
+
+ return file_tuple
+
+
+def ace2005_en_file_tuple(output_folder):
+ if not os.path.exists(output_folder):
+ os.makedirs(output_folder, exist_ok=True)
+
+ conll_2012_folder = "data/raw_data/ace05-EN/"
+
+ file_tuple = [
+ (conll_2012_folder + "/train.oneie.json", output_folder + '/train'),
+ (conll_2012_folder + "/dev.oneie.json", output_folder + '/val'),
+ (conll_2012_folder + "/test.oneie.json", output_folder + '/test'),
+ ]
+
+ return file_tuple
+
+
+def ere_en_file_tuple(output_folder):
+ if not os.path.exists(output_folder):
+ os.makedirs(output_folder, exist_ok=True)
+
+ conll_2012_folder = "data/raw_data/ERE-EN"
+
+ file_tuple = [
+ (conll_2012_folder + "/train.oneie.json", output_folder + '/train'),
+ (conll_2012_folder + "/dev.oneie.json", output_folder + '/val'),
+ (conll_2012_folder + "/test.oneie.json", output_folder + '/test'),
+ ]
+
+ return file_tuple
+
+
+if __name__ == "__main__":
+ pass
diff --git a/baselines/Text2Event/data_convert/task_format/task_format.py b/baselines/Text2Event/data_convert/task_format/task_format.py
@@ -0,0 +1,4 @@
+#!/usr/bin/env python
+# -*- coding:utf-8 -*-
+class TaskFormat:
+ def generate_sentence(self): pass
diff --git a/baselines/Text2Event/data_convert/ucdp_fields.py b/baselines/Text2Event/data_convert/ucdp_fields.py
@@ -0,0 +1,16 @@
+UCDP_FIELDS = [
+ ("side_a_name", "side A", "actors"),
+ ("side_b_name", "side B", "actors"),
+ ("start_date", "start date", "date"),
+ ("end_date", "end date", "date"),
+ ("location_root_name", "country", "location"),
+ ("location_adm1_name", "region", "location"),
+ ("location_adm2_name", "subregion", "location"),
+ ("location_where_name", "location", "location"),
+ ("deaths_side_a", "side A deaths", "deaths"),
+ ("deaths_side_b", "side B deaths", "deaths"),
+ ("deaths_civilian", "civilian deaths", "deaths"),
+ ("deaths_unknown", "unknown deaths", "deaths"),
+ ("deaths_low", "low estimate deaths", "deaths"),
+ ("deaths_high", "high estimate deaths", "deaths"),
+]
diff --git a/baselines/Text2Event/data_convert/utils.py b/baselines/Text2Event/data_convert/utils.py
@@ -0,0 +1,61 @@
+#!/usr/bin/env python
+# -*- coding:utf-8 -*-
+import json
+from collections import defaultdict
+
+from tabulate import tabulate
+
+
+def read_file(filename):
+ from tqdm import tqdm
+ num_lines = sum(1 for _ in open(filename, 'r'))
+ with open(filename, 'r') as f:
+ for line in tqdm(f, total=num_lines):
+ yield line
+
+
+def check_output(filename, line_num=2):
+ import os
+ os.system('tail -n %s %s*' % (line_num, filename))
+
+
+def data_counter_to_table(data_counter):
+ table = list()
+ for filename, file_counter in data_counter.items():
+ table += [[filename, file_counter['sentence'],
+ file_counter['event'], file_counter['argument']]]
+ return tabulate(table, headers=['file', '#sent', '#event', '#arg'])
+
+
+def get_schema(event):
+ event_type = event['type']
+ if len(event['arguments']) == 0:
+ return {(event_type, None)}
+ return set([(event_type, argument[0]) for argument in event['arguments']])
+
+
+def output_schema(event_schema_set, output_file):
+ event_type_list = list(set([schema[0] for schema in event_schema_set]))
+ argument_role_list = list(set([schema[1] for schema in event_schema_set]))
+
+ if None in argument_role_list:
+ # Same Event only Type without argument
+ argument_role_list.remove(None)
+
+ event_type_set_dict = defaultdict(set)
+
+ for event_type, arg_role in event_schema_set:
+ if arg_role is None:
+ continue
+ event_type_set_dict[event_type].add(arg_role)
+
+ event_type_list_dict = defaultdict(list)
+
+ for event_type in event_type_set_dict:
+ event_type_list_dict[event_type] = list(
+ event_type_set_dict[event_type])
+
+ with open(output_file, 'w') as output:
+ output.write(json.dumps(event_type_list) + '\n')
+ output.write(json.dumps(argument_role_list) + '\n')
+ output.write(json.dumps(event_type_list_dict) + '\n')
diff --git a/baselines/Text2Event/evaluation.py b/baselines/Text2Event/evaluation.py
@@ -0,0 +1,258 @@
+import argparse
+import json
+import os
+import sys
+import numpy as np
+from copy import deepcopy
+from pprint import pprint
+from extraction.event_schema import EventSchema
+from extraction.predict_parser.tree_predict_parser import TreePredictParser
+
+
+def read_file(file_name):
+ return [line.strip() for line in open(file_name).readlines()]
+
+
+def generate_sentence_dyiepp(filename, type_format='subtype'):
+ for line in open(filename):
+ instance = json.loads(line)
+ sentence = instance['sentence']
+ sentence_start = instance.get(
+ 's_start', instance.get('_sentence_start'))
+ events = instance['event']
+
+ trigger_list = list()
+ role_list = list()
+
+ for event in events:
+ trigger, event_type = event[0]
+ trigger -= sentence_start
+
+ suptype, subtype = event_type.split('.')
+
+ if type_format == 'subtype':
+ event_type = subtype
+ elif type_format == 'suptype':
+ event_type = suptype
+ else:
+ event_type = suptype + type_format + subtype
+
+ trigger_list += [(event_type, (trigger, trigger))]
+ for start, end, role in event[1:]:
+ start -= sentence_start
+ end -= sentence_start
+ role_list += [(event_type, role, (start, end))]
+
+ yield ' '.join(sentence), trigger_list, role_list
+
+
+def generate_sentence_oneie(filename, type_format='subtype'):
+ for line in open(filename):
+ instance = json.loads(line)
+ entities = {entity['id']: entity for entity in instance['entity_mentions']}
+
+ trigger_list = list()
+ role_list = list()
+
+ for event in instance['event_mentions']:
+ suptype, subtype = event['event_type'].split(':')
+
+ if type_format == 'subtype':
+ event_type = subtype
+ elif type_format == 'suptype':
+ event_type = suptype
+ else:
+ event_type = suptype + type_format + subtype
+
+ trigger_list += [(event_type, (event['trigger']
+ ['start'], event['trigger']['end'] - 1))]
+
+ for argument in event['arguments']:
+ argument_entity = entities[argument['entity_id']]
+ role_list += [(event_type, argument['role'],
+ (argument_entity['start'], argument_entity['end'] - 1))]
+
+ yield ' '.join(instance['tokens']), trigger_list, role_list
+
+
+def match_sublist(the_list, to_match):
+ """
+ :param the_list: [1, 2, 3, 4, 5, 6, 1, 2, 4, 5]
+ :param to_match: [1, 2]
+ :return:
+ [(0, 1), (6, 7)]
+ """
+ len_to_match = len(to_match)
+ matched_list = list()
+ for index in range(len(the_list) - len_to_match + 1):
+ if to_match == the_list[index:index + len_to_match]:
+ matched_list += [(index, index + len_to_match - 1)]
+ return matched_list
+
+
+def record_to_offset(instance):
+ """
+ Find Role's offset using closest matched with trigger work.
+ :param instance:
+ :return:
+ """
+ trigger_list = list()
+ role_list = list()
+
+ token_list = instance['text'].split()
+
+ trigger_matched_set = set()
+ for record in instance['pred_record']:
+ event_type = record['type']
+ trigger = record['trigger']
+ matched_list = match_sublist(token_list, trigger.split())
+
+ trigger_offset = None
+ for matched in matched_list:
+ if matched not in trigger_matched_set:
+ trigger_list += [(event_type, matched)]
+ trigger_offset = matched
+ trigger_matched_set.add(matched)
+ break
+
+ # No trigger word, skip the record
+ if trigger_offset is None:
+ break
+
+ for _, role_type, text_str in record['roles']:
+ matched_list = match_sublist(token_list, text_str.split())
+ if len(matched_list) == 1:
+ role_list += [(event_type, role_type, matched_list[0])]
+ elif len(matched_list) == 0:
+ sys.stderr.write("[Cannot reconstruct]: %s %s\n" %
+ (text_str, token_list))
+ else:
+ abs_distances = [abs(match[0] - trigger_offset[0])
+ for match in matched_list]
+ closest_index = np.argmin(abs_distances)
+ role_list += [(event_type, role_type,
+ matched_list[closest_index])]
+
+ return instance['text'], trigger_list, role_list
+
+
+class Metric:
+ def __init__(self):
+ self.tp = 0.
+ self.gold_num = 0.
+ self.pred_num = 0.
+
+ @staticmethod
+ def safe_div(a, b):
+ if b == 0.:
+ return 0.
+ else:
+ return a / b
+
+ def compute_f1(self, prefix=''):
+ tp = self.tp
+ pred_num = self.pred_num
+ gold_num = self.gold_num
+ p, r = self.safe_div(tp, pred_num), self.safe_div(tp, gold_num)
+ return {prefix + 'tp': tp,
+ prefix + 'gold': gold_num,
+ prefix + 'pred': pred_num,
+ prefix + 'P': p * 100,
+ prefix + 'R': r * 100,
+ prefix + 'F1': self.safe_div(2 * p * r, p + r) * 100
+ }
+
+ def count_instance(self, gold_list, pred_list, verbose=False):
+ if verbose:
+ print("Gold:", gold_list)
+ print("Pred:", pred_list)
+ self.gold_num += len(gold_list)
+ self.pred_num += len(pred_list)
+
+ dup_gold_list = deepcopy(gold_list)
+ for pred in pred_list:
+ if pred in dup_gold_list:
+ self.tp += 1
+ dup_gold_list.remove(pred)
+
+
+def main():
+ parser = argparse.ArgumentParser()
+ parser.add_argument('-g', dest='gold_folder')
+ parser.add_argument('-r', dest='offset_folder')
+ parser.add_argument('-p', dest='pred_folder')
+ parser.add_argument('-f', dest='format', default="dyiepp")
+ parser.add_argument('-v', dest='verbose', action='store_true')
+ options = parser.parse_args()
+
+ if options.format == 'dyiepp':
+ data_dict = {
+ 'valid': ['eval_preds_seq2seq.txt', 'val.json', "dev_convert.json"],
+ 'test': ['test_preds_seq2seq.txt', 'test.json', "test_convert.json"],
+ }
+ generate_sentence = generate_sentence_dyiepp
+ elif options.format == 'oneie':
+ data_dict = {
+ 'valid': ['eval_preds_seq2seq.txt', 'val.json', "dev.oneie.json"],
+ 'test': ['test_preds_seq2seq.txt', 'test.json', "test.oneie.json"],
+ }
+ generate_sentence = generate_sentence_oneie
+ else:
+ raise NotImplementedError('%s not support' % options.format)
+
+ label_schema = EventSchema.read_from_file(
+ filename=os.path.join(options.gold_folder, 'event.schema')
+ )
+
+ pred_folder = options.pred_folder
+ gold_folder = options.gold_folder
+ offset_folder = options.offset_folder
+
+ for data_key, (generation, text_file, offset_file) in data_dict.items():
+
+ trigger_metric = Metric()
+ argument_metric = Metric()
+
+ # Reconstruct the offset of predicted event records.
+ text_filename = os.path.join(gold_folder, text_file)
+ pred_filename = os.path.join(pred_folder, generation)
+
+ print("pred:", pred_filename)
+ pred_reader = TreePredictParser(label_constraint=label_schema)
+ event_list, _ = pred_reader.decode(
+ gold_list=[],
+ pred_list=read_file(pred_filename),
+ text_list=[json.loads(line)['text']
+ for line in read_file(text_filename)],
+ )
+ pred_list = [
+ record_to_offset(decoding_instance) for decoding_instance in event_list
+ ]
+
+ # Read gold event annotation with offsets.
+ gold_filename = os.path.join(offset_folder, offset_file)
+ print("gold:", gold_filename)
+ gold_list = [event for event in generate_sentence(gold_filename)]
+
+ for pred, gold in zip(pred_list, gold_list):
+ assert pred[0] == gold[0]
+ trigger_metric.count_instance(
+ gold_list=gold[1],
+ pred_list=pred[1],
+ verbose=options.verbose,
+ )
+ argument_metric.count_instance(
+ gold_list=gold[2],
+ pred_list=pred[2],
+ verbose=options.verbose,
+ )
+
+ trigger_result = trigger_metric.compute_f1(prefix=data_key + '-trig-')
+ role_result = argument_metric.compute_f1(prefix=data_key + '-role-')
+
+ pprint(trigger_result)
+ pprint(role_result)
+
+
+if __name__ == "__main__":
+ main()
diff --git a/baselines/Text2Event/extraction/__init__.py b/baselines/Text2Event/extraction/__init__.py
diff --git a/baselines/Text2Event/extraction/event_schema.py b/baselines/Text2Event/extraction/event_schema.py
@@ -0,0 +1,51 @@
+#!/usr/bin/env python
+# -*- coding:utf-8 -*-
+import json
+from collections import defaultdict
+from typing import List
+
+
+class EventSchema:
+ def __init__(self, type_list, role_list, type_role_dict):
+ self.type_list = type_list
+ self.role_list = role_list
+ self.type_role_dict = type_role_dict
+
+ @staticmethod
+ def read_from_file(filename):
+ lines = open(filename).readlines()
+ type_list = json.loads(lines[0])
+ role_list = json.loads(lines[1])
+ type_role_dict = json.loads(lines[2])
+ return EventSchema(type_list, role_list, type_role_dict)
+
+ def write_to_file(self, filename):
+ with open(filename, 'w') as output:
+ output.write(json.dumps(self.type_list) + '\n')
+ output.write(json.dumps(self.role_list) + '\n')
+ output.write(json.dumps(self.type_role_dict) + '\n')
+
+
+def merge_schema(schema_list: List[EventSchema]):
+ type_set = set()
+ role_set = set()
+ type_role_dict = defaultdict(list)
+
+ for schema in schema_list:
+
+ for type_name in schema.type_list:
+ type_set.add(type_name)
+
+ for role_name in schema.role_list:
+ role_set.add(role_name)
+
+ for type_name in schema.type_role_dict:
+ type_role_dict[type_name] += schema.type_role_dict[type_name]
+
+ for type_name in type_role_dict:
+ type_role_dict[type_name] = list(set(type_role_dict[type_name]))
+
+ return EventSchema(type_list=list(type_set),
+ role_list=list(role_set),
+ type_role_dict=type_role_dict,
+ )
diff --git a/baselines/Text2Event/extraction/extract_constraint.py b/baselines/Text2Event/extraction/extract_constraint.py
@@ -0,0 +1,452 @@
+#!/usr/bin/env python
+# -*- coding:utf-8 -*-
+from typing import List, Dict
+
+from data_convert.format.text2tree import type_start, type_end
+from extraction.label_tree import get_label_name_tree
+
+import os
+
+debug = True if 'DEBUG' in os.environ else False
+debug_step = True if 'DEBUG_STEP' in os.environ else False
+
+
+def match_sublist(the_list, to_match):
+ """
+
+ :param the_list: [1, 2, 3, 4, 5, 6, 1, 2, 4, 5]
+ :param to_match: [1, 2]
+ :return:
+ [(0, 1), (6, 7)]
+ """
+ len_to_match = len(to_match)
+ matched_list = list()
+ for index in range(len(the_list) - len_to_match + 1):
+ if to_match == the_list[index:index + len_to_match]:
+ matched_list += [(index, index + len_to_match - 1)]
+ return matched_list
+
+
+def find_bracket_position(generated_text, _type_start, _type_end):
+ bracket_position = {_type_start: list(), _type_end: list()}
+ for index, char in enumerate(generated_text):
+ if char in bracket_position:
+ bracket_position[char] += [index]
+ return bracket_position
+
+
+def generated_search_src_sequence(generated, src_sequence, end_sequence_search_tokens=None):
+ print(generated, src_sequence) if debug else None
+
+ if len(generated) == 0:
+ # It has not been generated yet. All SRC are valid.
+ return src_sequence
+
+ matched_tuples = match_sublist(the_list=src_sequence, to_match=generated)
+
+ valid_token = list()
+ for _, end in matched_tuples:
+ next_index = end + 1
+ if next_index < len(src_sequence):
+ valid_token += [src_sequence[next_index]]
+
+ if end_sequence_search_tokens:
+ valid_token += end_sequence_search_tokens
+
+ return valid_token
+
+
+def get_constraint_decoder(tokenizer, type_schema, decoding_schema, source_prefix=None):
+ if decoding_schema == 'tree':
+ return TreeConstraintDecoder(tokenizer=tokenizer, type_schema=type_schema, source_prefix=source_prefix)
+ elif decoding_schema == 'list':
+ return ListConstraintDecoder(tokenizer=tokenizer, type_schema=type_schema, source_prefix=source_prefix)
+ elif decoding_schema == 'treespan':
+ return SpanConstraintDecoder(tokenizer=tokenizer, type_schema=type_schema, source_prefix=source_prefix)
+ else:
+ raise NotImplementedError(
+ 'Type Schema %s, Decoding Schema %s do not map to constraint decoder.' % (
+ decoding_schema, decoding_schema)
+ )
+
+
+class ConstraintDecoder:
+ def __init__(self, tokenizer, source_prefix):
+ self.tokenizer = tokenizer
+ self.source_prefix = source_prefix
+ self.source_prefix_tokenized = tokenizer.encode(source_prefix,
+ add_special_tokens=False) if source_prefix else []
+
+ def get_state_valid_tokens(self, src_sentence: List[str], tgt_generated: List[str]) -> List[str]:
+ pass
+
+ def constraint_decoding(self, src_sentence, tgt_generated):
+ if self.source_prefix_tokenized:
+ # Remove Source Prefix for Generation
+ src_sentence = src_sentence[len(self.source_prefix_tokenized):]
+
+ if debug:
+ print("Src:", self.tokenizer.convert_ids_to_tokens(src_sentence))
+ print("Tgt:", self.tokenizer.convert_ids_to_tokens(tgt_generated))
+
+ valid_token_ids = self.get_state_valid_tokens(
+ src_sentence.tolist(),
+ tgt_generated.tolist()
+ )
+
+ if debug:
+ print('========================================')
+ print('valid tokens:', self.tokenizer.convert_ids_to_tokens(
+ valid_token_ids), valid_token_ids)
+ if debug_step:
+ input()
+
+ # return self.tokenizer.convert_tokens_to_ids(valid_tokens)
+ return valid_token_ids
+
+
+class TreeConstraintDecoder(ConstraintDecoder):
+ def __init__(self, tokenizer, type_schema, *args, **kwargs):
+ super().__init__(tokenizer, *args, **kwargs)
+ self.tree_end = '<tree-end>'
+ self.type_tree = get_label_name_tree(
+ type_schema.type_list, self.tokenizer, end_symbol=self.tree_end)
+ self.role_tree = get_label_name_tree(
+ type_schema.role_list, self.tokenizer, end_symbol=self.tree_end)
+ self.type_start = self.tokenizer.convert_tokens_to_ids([type_start])[0]
+ self.type_end = self.tokenizer.convert_tokens_to_ids([type_end])[0]
+
+ def check_state(self, tgt_generated):
+ if tgt_generated[-1] == self.tokenizer.pad_token_id:
+ return 'start', -1
+
+ special_token_set = {self.type_start, self.type_end}
+ special_index_token = list(
+ filter(lambda x: x[1] in special_token_set, list(enumerate(tgt_generated))))
+
+ last_special_index, last_special_token = special_index_token[-1]
+
+ if len(special_index_token) == 1:
+ if last_special_token != self.type_start:
+ return 'error', 0
+
+ bracket_position = find_bracket_position(
+ tgt_generated, _type_start=self.type_start, _type_end=self.type_end)
+ start_number, end_number = len(bracket_position[self.type_start]), len(
+ bracket_position[self.type_end])
+
+ if start_number == end_number:
+ return 'end_generate', -1
+ if start_number == end_number + 1:
+ state = 'start_first_generation'
+ elif start_number == end_number + 2:
+ state = 'generate_trigger'
+ elif start_number == end_number + 3:
+ state = 'generate_role'
+ else:
+ state = 'error'
+ return state, last_special_index
+
+ def search_prefix_tree_and_sequence(self, generated: List[str], prefix_tree: Dict, src_sentence: List[str],
+ end_sequence_search_tokens: List[str] = None):
+ """
+ Generate Type Name + Text Span
+ :param generated:
+ :param prefix_tree:
+ :param src_sentence:
+ :param end_sequence_search_tokens:
+ :return:
+ """
+ tree = prefix_tree
+ for index, token in enumerate(generated):
+ tree = tree[token]
+ is_tree_end = len(tree) == 1 and self.tree_end in tree
+
+ if is_tree_end:
+ valid_token = generated_search_src_sequence(
+ generated=generated[index + 1:],
+ src_sequence=src_sentence,
+ end_sequence_search_tokens=end_sequence_search_tokens,
+ )
+ return valid_token
+
+ if self.tree_end in tree:
+ try:
+ valid_token = generated_search_src_sequence(
+ generated=generated[index + 1:],
+ src_sequence=src_sentence,
+ end_sequence_search_tokens=end_sequence_search_tokens,
+ )
+ return valid_token
+ except IndexError:
+ # Still search tree
+ continue
+
+ valid_token = list(tree.keys())
+ return valid_token
+
+ def get_state_valid_tokens(self, src_sentence, tgt_generated):
+ """
+
+ :param src_sentence:
+ :param tgt_generated:
+ :return:
+ List[str], valid token list
+ """
+ if self.tokenizer.eos_token_id in src_sentence:
+ src_sentence = src_sentence[:src_sentence.index(
+ self.tokenizer.eos_token_id)]
+
+ state, index = self.check_state(tgt_generated)
+
+ print("State: %s" % state) if debug else None
+
+ if state == 'error':
+ print("Error:")
+ print("Src:", src_sentence)
+ print("Tgt:", tgt_generated)
+ valid_tokens = [self.tokenizer.eos_token_id]
+
+ elif state == 'start':
+ valid_tokens = [self.type_start]
+
+ elif state == 'start_first_generation':
+ valid_tokens = [self.type_start, self.type_end]
+
+ elif state == 'generate_trigger':
+
+ if tgt_generated[-1] == self.type_start:
+ # Start Event Label
+ return list(self.type_tree.keys())
+
+ elif tgt_generated[-1] == self.type_end:
+ # EVENT_TYPE_LEFT: Start a new role
+ # EVENT_TYPE_RIGHT: End this event
+ return [self.type_start, self.type_end]
+ else:
+ valid_tokens = self.search_prefix_tree_and_sequence(
+ generated=tgt_generated[index + 1:],
+ prefix_tree=self.type_tree,
+ src_sentence=src_sentence,
+ end_sequence_search_tokens=[self.type_start, self.type_end]
+ )
+
+ elif state == 'generate_role':
+
+ if tgt_generated[-1] == self.type_start:
+ # Start Role Label
+ return list(self.role_tree.keys())
+
+ generated = tgt_generated[index + 1:]
+ valid_tokens = self.search_prefix_tree_and_sequence(
+ generated=generated,
+ prefix_tree=self.role_tree,
+ src_sentence=src_sentence,
+ end_sequence_search_tokens=[self.type_end]
+ )
+
+ elif state == 'end_generate':
+ valid_tokens = [self.tokenizer.eos_token_id]
+
+ else:
+ raise NotImplementedError(
+ 'State `%s` for %s is not implemented.' % (state, self.__class__))
+
+ print("Valid: %s" % self.tokenizer.convert_ids_to_tokens(
+ valid_tokens)) if debug else None
+ return valid_tokens
+
+
+class ListConstraintDecoder(TreeConstraintDecoder):
+ def check_state(self, tgt_generated):
+ if tgt_generated[-1] == self.tokenizer.pad_token_id:
+ return 'start', -1
+
+ special_token_set = {self.type_start, self.type_end}
+ special_index_token = list(
+ filter(lambda x: x[1] in special_token_set, list(enumerate(tgt_generated))))
+
+ last_special_index, last_special_token = special_index_token[-1]
+
+ if len(special_index_token) == 1:
+ if last_special_token != self.type_start:
+ return 'error', 0
+
+ bracket_position = find_bracket_position(
+ tgt_generated, _type_start=self.type_start, _type_end=self.type_end)
+ start_number, end_number = len(bracket_position[self.type_start]), len(
+ bracket_position[self.type_end])
+
+ if start_number == end_number:
+ return 'end_generate', -1
+ if start_number == end_number + 1:
+ state = 'start_first_generation'
+ elif start_number == end_number + 2:
+ state = 'generate_role'
+ else:
+ state = 'error'
+ return state, last_special_index
+
+ def search_prefix_tree_and_sequence(self, generated: List[str], prefix_tree: Dict, src_sentence: List[str],
+ end_sequence_search_tokens: List[str] = None):
+ """
+ Generate Type Name + Text Span
+ :param generated:
+ :param prefix_tree:
+ :param src_sentence:
+ :param end_sequence_search_tokens:
+ :return:
+ """
+ tree = prefix_tree
+ for index, token in enumerate(generated):
+ tree = tree[token]
+ is_tree_end = len(tree) == 1 and self.tree_end in tree
+
+ if is_tree_end:
+ valid_token = generated_search_src_sequence(
+ generated=generated[index + 1:],
+ src_sequence=src_sentence,
+ end_sequence_search_tokens=end_sequence_search_tokens,
+ )
+ return valid_token
+
+ if self.tree_end in tree:
+ # Generate freely
+ return list(self.tokenizer.get_vocab().values())
+
+ valid_token = list(tree.keys())
+ return valid_token
+
+
+class SpanConstraintDecoder(ConstraintDecoder):
+ def __init__(self, tokenizer, type_schema, *args, **kwargs):
+ super().__init__(tokenizer, *args, **kwargs)
+ self.tree_end = '<tree-end>'
+ self.type_tree = get_label_name_tree(type_schema.type_list + type_schema.role_list,
+ tokenizer=self.tokenizer,
+ end_symbol=self.tree_end)
+ self.type_start = self.tokenizer.convert_tokens_to_ids([type_start])[0]
+ self.type_end = self.tokenizer.convert_tokens_to_ids([type_end])[0]
+
+ def check_state(self, tgt_generated):
+ if tgt_generated[-1] == self.tokenizer.pad_token_id:
+ return 'start', -1
+
+ special_token_set = {self.type_start, self.type_end}
+ special_index_token = list(
+ filter(lambda x: x[1] in special_token_set, list(enumerate(tgt_generated))))
+
+ last_special_index, last_special_token = special_index_token[-1]
+
+ if len(special_index_token) == 1:
+ if last_special_token != self.type_start:
+ return 'error', 0
+
+ bracket_position = find_bracket_position(
+ tgt_generated, _type_start=self.type_start, _type_end=self.type_end)
+ start_number, end_number = len(bracket_position[self.type_start]), len(
+ bracket_position[self.type_end])
+
+ if start_number == end_number:
+ return 'end_generate', -1
+ if start_number == end_number + 1:
+ state = 'start_first_generation'
+ elif start_number == end_number + 2:
+ state = 'generate_span'
+ else:
+ state = 'error'
+ return state, last_special_index
+
+ def search_prefix_tree_and_sequence(self, generated: List[str], prefix_tree: Dict, src_sentence: List[str],
+ end_sequence_search_tokens: List[str] = None):
+ """
+ Generate Type Name + Text Span
+ :param generated:
+ :param prefix_tree:
+ :param src_sentence:
+ :param end_sequence_search_tokens:
+ :return:
+ """
+ tree = prefix_tree
+ for index, token in enumerate(generated):
+ tree = tree[token]
+ is_tree_end = len(tree) == 1 and self.tree_end in tree
+
+ if is_tree_end:
+ valid_token = generated_search_src_sequence(
+ generated=generated[index + 1:],
+ src_sequence=src_sentence,
+ end_sequence_search_tokens=end_sequence_search_tokens,
+ )
+ return valid_token
+
+ if self.tree_end in tree:
+ try:
+ valid_token = generated_search_src_sequence(
+ generated=generated[index + 1:],
+ src_sequence=src_sentence,
+ end_sequence_search_tokens=end_sequence_search_tokens,
+ )
+ return valid_token
+ except IndexError:
+ # Still search tree
+ continue
+
+ valid_token = list(tree.keys())
+ return valid_token
+
+ def get_state_valid_tokens(self, src_sentence, tgt_generated):
+ """
+
+ :param src_sentence:
+ :param tgt_generated:
+ :return:
+ List[str], valid token list
+ """
+ if self.tokenizer.eos_token_id in src_sentence:
+ src_sentence = src_sentence[:src_sentence.index(
+ self.tokenizer.eos_token_id)]
+
+ state, index = self.check_state(tgt_generated)
+
+ print("State: %s" % state) if debug else None
+
+ if state == 'error':
+ print("Error:")
+ print("Src:", src_sentence)
+ print("Tgt:", tgt_generated)
+ valid_tokens = [self.tokenizer.eos_token_id]
+
+ elif state == 'start':
+ valid_tokens = [self.type_start]
+
+ elif state == 'start_first_generation':
+ valid_tokens = [self.type_start, self.type_end]
+
+ elif state == 'generate_span':
+
+ if tgt_generated[-1] == self.type_start:
+ # Start Event Label
+ return list(self.type_tree.keys())
+
+ elif tgt_generated[-1] == self.type_end:
+ raise RuntimeError('Invalid %s in %s' %
+ (self.type_end, tgt_generated))
+
+ else:
+ valid_tokens = self.search_prefix_tree_and_sequence(
+ generated=tgt_generated[index + 1:],
+ prefix_tree=self.type_tree,
+ src_sentence=src_sentence,
+ end_sequence_search_tokens=[self.type_end]
+ )
+
+ elif state == 'end_generate':
+ valid_tokens = [self.tokenizer.eos_token_id]
+
+ else:
+ raise NotImplementedError(
+ 'State `%s` for %s is not implemented.' % (state, self.__class__))
+
+ print("Valid: %s" % valid_tokens) if debug else None
+ return valid_tokens
diff --git a/baselines/Text2Event/extraction/extraction_metrics.py b/baselines/Text2Event/extraction/extraction_metrics.py
@@ -0,0 +1,76 @@
+from typing import List
+
+from extraction.event_schema import EventSchema
+from extraction.predict_parser.predict_parser import Metric
+from extraction.predict_parser.tree_predict_parser import TreePredictParser, ListPredictParser
+from data_convert.ucdp_fields import UCDP_FIELDS
+
+decoding_format_dict = {
+ 'tree': TreePredictParser,
+ 'list': ListPredictParser,
+ 'treespan': TreePredictParser,
+}
+
+
+def get_predict_parser(format_name):
+ return decoding_format_dict[format_name]
+
+
+def eval_pred(predict_parser, gold_list, pred_list, text_list=None, raw_list=None):
+ well_formed_list, counter = predict_parser.decode(
+ gold_list, pred_list, text_list, raw_list)
+
+ event_metric = Metric()
+ role_metric = Metric()
+ ucdp_metric = {role: 0 for role, _, _ in UCDP_FIELDS}
+
+ for instance in well_formed_list:
+ event_metric.count_instance(instance['gold_event'],
+ instance['pred_event'])
+ role_metric.count_instance(instance['gold_role'],
+ instance['pred_role'],
+ verbose=False)
+ gold_dict = {role: argument for etype, role, argument in instance["gold_role"]}
+ pred_dict = {role: argument for etype, role, argument in instance["pred_role"]}
+ for role, _, _ in UCDP_FIELDS:
+ if role not in gold_dict:
+ continue
+ if gold_dict[role] == pred_dict.get(role):
+ ucdp_metric[role] += 1
+
+ for role, count in ucdp_metric.items():
+ ucdp_metric[role] = count / len(well_formed_list)
+ ucdp_agg = {category: 0 for _, _, category in UCDP_FIELDS}
+ for role, _, category in UCDP_FIELDS:
+ ucdp_agg[category] += ucdp_metric[role]
+ for category, total in ucdp_agg.items():
+ ucdp_agg[category] = total / [category for _, _, category in UCDP_FIELDS].count(category)
+ aggregate = sum(ucdp_agg.values()) / len(ucdp_agg)
+ ucdp_metric.update(ucdp_agg)
+ ucdp_metric["aggregate"] = aggregate
+
+
+ trigger_result = event_metric.compute_f1(prefix='trigger-')
+ role_result = role_metric.compute_f1(prefix='role-')
+
+ result = dict()
+ result.update(trigger_result)
+ result.update(role_result)
+ result['AVG-F1'] = trigger_result.get('trigger-F1', 0.) + \
+ role_result.get('role-F1', 0.)
+ result.update(counter)
+
+ for role, accuracy in ucdp_metric.items():
+ result["UCDP-" + role + "-acc"] = accuracy
+
+ return result
+
+
+def get_extract_metrics(pred_lns: List[str], tgt_lns: List[str], label_constraint: EventSchema, decoding_format='tree'):
+ predict_parser = get_predict_parser(format_name=decoding_format)(
+ label_constraint=label_constraint)
+ return eval_pred(
+ predict_parser=predict_parser,
+ gold_list=tgt_lns,
+ pred_list=pred_lns
+ )
diff --git a/baselines/Text2Event/extraction/label_tree.py b/baselines/Text2Event/extraction/label_tree.py
@@ -0,0 +1,99 @@
+from typing import Dict
+
+from transformers import AutoTokenizer
+
+
+def list_dictionary(d, n_tab=-1):
+ if isinstance(d, list):
+ for i in d:
+ list_dictionary(i, n_tab)
+ elif isinstance(d, dict):
+ n_tab += 1
+ for key, value in d.items():
+ if key == '<end>':
+ print("{}{}".format(" " * n_tab, key))
+ else:
+ print("{}{}".format(" " * n_tab, key))
+ list_dictionary(value, n_tab)
+ else:
+ print("{}{}".format("\t" * n_tab, d))
+
+
+def print_tree(tree):
+ list_dictionary(tree)
+
+
+def get_label_name_tree(label_name_list, tokenizer, end_symbol='<end>'):
+ sub_token_tree = dict()
+
+ label_tree = dict()
+ for typename in label_name_list:
+ after_tokenized = tokenizer.encode(typename, add_special_tokens=False)
+ label_tree[typename] = after_tokenized
+
+ for _, sub_label_seq in label_tree.items():
+ parent = sub_token_tree
+ for value in sub_label_seq:
+ if value not in parent:
+ parent[value] = dict()
+ parent = parent[value]
+
+ parent[end_symbol] = None
+
+ return sub_token_tree
+
+
+class PrefixTree:
+ def __init__(self, label_name_list, tokenizer, end_symbol='<end>'):
+ self.label_name_list = label_name_list
+ self._tokenizer = tokenizer
+ self.label_name_tree = get_label_name_tree(
+ label_name_list, tokenizer, end_symbol)
+ self._end_symbol = end_symbol
+
+ def is_end_of_tree(self, tree: Dict):
+ return len(tree) == 1 and self._end_symbol in tree
+
+
+if __name__ == "__main__":
+ event_subtype_name = [line.strip() for line in """Die
+ Marry
+ Divorce
+ Injure
+ Transfer-Ownership
+ Transfer-Money
+ Transport
+ Start-Org
+ Be-Born
+ End-Org
+ Declare-Bankruptcy
+ Merge-Org
+ Attack
+ Demonstrate
+ Meet
+ Phone-Write
+ Start-Position
+ End-Position
+ Nominate
+ Elect
+ Arrest-Jail
+ Release-Parole
+ Charge-Indict
+ Trial-Hearing
+ Sue
+ Convict
+ Sentence
+ Fine
+ Execute
+ Extradite
+ Acquit
+ Pardon
+ Appeal""".split('\n')]
+
+ test_tokenizer = AutoTokenizer.from_pretrained('t5-small')
+
+ suptype_tree = get_label_name_tree(
+ event_suptype_name, test_tokenizer)
+ # role_tree = get_label_name_tree(ACEEventMetaData.event_role_name)
+ print_tree(suptype_tree)
+ # print_tree(role_tree)
diff --git a/baselines/Text2Event/extraction/predict_parser/__init__.py b/baselines/Text2Event/extraction/predict_parser/__init__.py
@@ -0,0 +1,2 @@
+#!/usr/bin/env python
+# -*- coding:utf-8 -*-
diff --git a/baselines/Text2Event/extraction/predict_parser/predict_parser.py b/baselines/Text2Event/extraction/predict_parser/predict_parser.py
@@ -0,0 +1,84 @@
+#!/usr/bin/env python
+# -*- coding:utf-8 -*-
+from copy import deepcopy
+from typing import List, Counter, Tuple
+
+EVENT_EXTRACTION_KEYS = ["trigger-P", "trigger-R", "trigger-F1",
+ "role-P", "role-R", "role-F1"]
+
+
+class PredictParser:
+ def __init__(self, label_constraint):
+ self.predicate_set = label_constraint.type_list
+ self.role_set = label_constraint.role_list
+
+ def decode(self, gold_list, pred_list, text_list=None, raw_list=None) -> Tuple[List, Counter]:
+ """
+
+ :param gold_list:
+ :param pred_list:
+ :param text_list:
+ :param raw_list:
+ :return:
+ dict:
+ pred_event -> [(type1, trigger1), (type2, trigger2), ...]
+ gold_event -> [(type1, trigger1), (type2, trigger2), ...]
+ pred_role -> [(type1, role1, argument1), (type2, role2, argument2), ...]
+ gold_role -> [(type1, role1, argument1), (type2, role2, argument2), ...]
+ Counter:
+ """
+ pass
+
+ @staticmethod
+ def count_multi_event_role_in_instance(instance, counter):
+ if len(instance['gold_event']) != len(set(instance['gold_event'])):
+ counter.update(['multi-same-event-gold'])
+
+ if len(instance['gold_role']) != len(set(instance['gold_role'])):
+ counter.update(['multi-same-role-gold'])
+
+ if len(instance['pred_event']) != len(set(instance['pred_event'])):
+ counter.update(['multi-same-event-pred'])
+
+ if len(instance['pred_role']) != len(set(instance['pred_role'])):
+ counter.update(['multi-same-role-pred'])
+
+
+class Metric:
+ def __init__(self):
+ self.tp = 0.
+ self.gold_num = 0.
+ self.pred_num = 0.
+
+ @staticmethod
+ def safe_div(a, b):
+ if b == 0.:
+ return 0.
+ else:
+ return a / b
+
+ def compute_f1(self, prefix=''):
+ tp = self.tp
+ pred_num = self.pred_num
+ gold_num = self.gold_num
+ p, r = self.safe_div(tp, pred_num), self.safe_div(tp, gold_num)
+ return {prefix + 'tp': tp,
+ prefix + 'gold': gold_num,
+ prefix + 'pred': pred_num,
+ prefix + 'P': p * 100,
+ prefix + 'R': r * 100,
+ prefix + 'F1': self.safe_div(2 * p * r, p + r) * 100
+ }
+
+ def count_instance(self, gold_list, pred_list, verbose=False):
+ if verbose:
+ print("Gold:", gold_list)
+ print("Pred:", pred_list)
+ self.gold_num += len(gold_list)
+ self.pred_num += len(pred_list)
+
+ dup_gold_list = deepcopy(gold_list)
+ for pred in pred_list:
+ if pred in dup_gold_list:
+ self.tp += 1
+ dup_gold_list.remove(pred)
diff --git a/baselines/Text2Event/extraction/predict_parser/tree_predict_parser.py b/baselines/Text2Event/extraction/predict_parser/tree_predict_parser.py
@@ -0,0 +1,283 @@
+from collections import Counter
+from typing import Tuple, List, Dict
+
+from nltk.tree import ParentedTree
+import re
+
+from data_convert.ucdp_fields import UCDP_FIELDS
+from extraction.predict_parser.predict_parser import PredictParser
+
+type_start = '<extra_id_0>'
+type_end = '<extra_id_1>'
+role_start = '<extra_id_2>'
+role_end = '<extra_id_3>'
+left_bracket = '【'
+right_bracket = '】'
+brackets = left_bracket + right_bracket
+
+split_bracket = re.compile(r"<extra_id_\d>")
+
+
+def add_space(text):
+ """
+ add space between special token
+ :param text:
+ :return:
+ """
+ new_text_list = list()
+ for item in zip(split_bracket.findall(text), split_bracket.split(text)[1:]):
+ new_text_list += item
+ return ' '.join(new_text_list)
+
+
+def find_bracket_num(tree_str):
+ """
+ Count Bracket Number, 0 indicate num_left = num_right
+ :param tree_str:
+ :return:
+ """
+ count = 0
+ for char in tree_str:
+ if char == left_bracket:
+ count += 1
+ elif char == right_bracket:
+ count -= 1
+ else:
+ pass
+ return count
+
+
+def check_well_form(tree_str):
+ return find_bracket_num(tree_str) == 0
+
+
+def clean_text(tree_str):
+ count = 0
+ sum_count = 0
+
+ tree_str_list = tree_str.split()
+ # bracket_num = find_bracket_num(tree_str_list)
+ # bracket_num = find_bracket_num(tree_str_list)
+
+ for index, char in enumerate(tree_str_list):
+ if char == left_bracket:
+ count += 1
+ sum_count += 1
+ elif char == right_bracket:
+ count -= 1
+ sum_count += 1
+ else:
+ pass
+ if count == 0 and sum_count > 0:
+ return ' '.join(tree_str_list[:index + 1])
+ return ' '.join(tree_str_list)
+
+
+def add_bracket(tree_str):
+ """
+ add right bracket to fill ill-formed
+ :param tree_str:
+ :return:
+ """
+ tree_str_list = tree_str.split()
+ bracket_num = find_bracket_num(tree_str_list)
+ tree_str_list += [right_bracket] * bracket_num
+ return ' '.join(tree_str_list)
+
+
+def get_tree_str(tree):
+ """
+ get str from event tree
+ :param tree:
+ :return:
+ """
+ str_list = list()
+ for element in tree:
+ if isinstance(element, str):
+ str_list += [element]
+ return ' '.join(str_list)
+
+
+class TreePredictParser(PredictParser):
+
+ def decode(self, gold_list, pred_list, text_list=None, raw_list=None) -> Tuple[List[Dict], Counter]:
+ """
+
+ :param gold_list:
+ :param pred_list:
+ :param text_list:
+ :param raw_list:
+ :return:
+ dict:
+ pred_event -> [(type1, trigger1), (type2, trigger2), ...]
+ gold_event -> [(type1, trigger1), (type2, trigger2), ...]
+ pred_role -> [(type1, role1, argument1), (type2, role2, argument2), ...]
+ gold_role -> [(type1, role1, argument1), (type2, role2, argument2), ...]
+ Counter:
+ """
+ counter = Counter()
+ well_formed_list = []
+
+ def convert_bracket(_text):
+ _text = add_space(_text)
+ for start in [role_start, type_start]:
+ _text = _text.replace(start, left_bracket)
+ for end in [role_end, type_end]:
+ _text = _text.replace(end, right_bracket)
+ return _text
+
+ if gold_list is None or len(gold_list) == 0:
+ gold_list = ["%s%s" % (type_start, type_end)] * len(pred_list)
+
+ if text_list is None:
+ text_list = [None] * len(pred_list)
+
+ if raw_list is None:
+ raw_list = [None] * len(pred_list)
+
+ for gold, pred, text, raw_data in zip(gold_list, pred_list, text_list, raw_list):
+ gold = convert_bracket(gold)
+ pred = convert_bracket(pred)
+
+ pred = clean_text(pred)
+
+ try:
+ gold_tree = ParentedTree.fromstring(gold, brackets=brackets)
+ except ValueError:
+ print(gold)
+ print(add_bracket(gold))
+ gold_tree = ParentedTree.fromstring(add_bracket(gold), brackets=brackets)
+ counter.update(['gold_tree add_bracket'])
+
+ instance = {'gold': gold,
+ 'pred': pred,
+ 'gold_tree': gold_tree,
+ 'text': text,
+ 'raw_data': raw_data
+ }
+
+ counter.update(['gold_tree' for _ in gold_tree])
+
+ try:
+ pred_tree = ParentedTree.fromstring(pred, brackets=brackets)
+ counter.update(['pred_tree' for _ in pred_tree])
+
+ instance['pred_tree'] = pred_tree
+ counter.update(['well-formed'])
+
+ except ValueError:
+
+ counter.update(['ill-formed'])
+ instance['pred_tree'] = ParentedTree.fromstring(left_bracket + right_bracket, brackets=brackets)
+
+ instance['pred_event'], instance['pred_role'], instance['pred_record'] = self.get_event_list(
+ tree=instance["pred_tree"],
+ text=instance['text']
+ )
+ instance['gold_event'], instance['gold_role'], instance['gold_record'] = self.get_event_list(
+ tree=instance["gold_tree"],
+ text=instance['text']
+ )
+
+ self.count_multi_event_role_in_instance(instance=instance, counter=counter)
+
+ well_formed_list += [instance]
+
+ return well_formed_list, counter
+
+ def get_event_list(self, tree, text=None):
+
+ event_list = list()
+ role_list = list()
+ record_list = list()
+
+ for event_tree in tree:
+
+ if isinstance(event_tree, str):
+ continue
+ if len(event_tree) == 0:
+ continue
+
+ event_type = event_tree.label()
+ event_trigger = get_tree_str(event_tree)
+
+ # Invalid Event Type
+ if self.predicate_set and event_type not in self.predicate_set:
+ continue
+ # Invalid Text Span
+ if text is not None and event_trigger not in text:
+ continue
+
+ record = {'roles': list(),
+ 'type': event_type,
+ 'trigger': event_trigger}
+ for role_tree in event_tree[1:]:
+ role_text = get_tree_str(role_tree)
+
+ if isinstance(role_tree, str) or len(role_tree) < 1:
+ continue
+
+ # Invalid Role Type
+ if self.role_set and role_tree.label() not in self.role_set:
+ continue
+ # Invalid Text Span
+ if text is not None and role_text not in text:
+ continue
+
+ role_list += [(event_type, role_tree.label(), role_text)]
+ record['roles'] += [(event_type, role_tree.label(), role_text)]
+
+ event_list += [(event_type, event_trigger)]
+ record_list += [record]
+
+ return event_list, role_list, record_list
+
+
+class ListPredictParser(TreePredictParser):
+ def decode(self, gold_list, pred_list, text_list=None, raw_list=None) -> Tuple[List[Dict], Counter]:
+ counter = Counter()
+ well_formed_list = []
+
+ for gold, pred in zip(gold_list, pred_list):
+ gold_tree, gold_roles = self.tree_of_text(gold)
+ pred_tree, pred_roles = self.tree_of_text(pred)
+
+ counter["gold_tree"] += 1
+ counter["pred_tree"] += 1
+ if len(pred_roles) == len(gold_roles) == len(UCDP_FIELDS):
+ counter["well-formed"] += 1
+ else:
+ counter["ill-formed"] += 1
+
+ well_formed_list.append({
+ "text": None,
+ "raw_data": None,
+ "gold": gold,
+ "pred": pred,
+ "gold_tree": gold_tree,
+ "pred_tree": pred_tree,
+ "gold_event": [("UCDP", "")],
+ "pred_event": [("UCDP", "")],
+ "gold_role": gold_roles,
+ "pred_role": pred_roles,
+ "gold_regord": [{"roles": gold_roles.copy(), "type": "UCDP", "trigger": ""}],
+ "pred_regord": [{"roles": pred_roles.copy(), "type": "UCDP", "trigger": ""}],
+ })
+
+ return well_formed_list, counter
+
+ def tree_of_text(self, text):
+ tree = ParentedTree("UCDP", [])
+ roles = []
+ for pair in text.split("<extra_id_1> <extra_id_0>"):
+ pair = pair.replace("<extra_id_0>", "").replace("<extra_id_1>", "").strip()
+ field, role = None, None
+ for crole, cfield, _ in sorted(UCDP_FIELDS, key=lambda field: len(field[1]), reverse=True):
+ if pair.startswith(cfield):
+ field, role = cfield, crole
+ break
+ if field is not None:
+ argument = pair[len(field):].strip()
+ roles.append(("UCDP", role, argument))
+ tree.append(ParentedTree(role, [argument]))
+ return tree, roles
diff --git a/baselines/Text2Event/requirements.txt b/baselines/Text2Event/requirements.txt
@@ -0,0 +1,29 @@
+torch==1.7.1
+transformers==4.4.2
+anytree~=2.8.0
+tensorboard
+scikit-learn
+seqeval
+psutil
+sacrebleu~=1.4.14
+rouge-score
+tensorflow_datasets
+matplotlib
+git-python==1.0.3
+faiss-cpu
+streamlit
+elasticsearch
+nltk~=3.5
+pandas
+datasets==1.18.2
+fire
+pytest
+conllu
+sentencepiece != 0.1.92
+protobuf
+
+numpy==1.22
+tabulate~=0.8.7
+filelock~=3.0.12
+dataclasses~=0.6
+rich~=9.8.2
diff --git a/baselines/Text2Event/run_eval.bash b/baselines/Text2Event/run_eval.bash
@@ -0,0 +1,53 @@
+export device="0"
+export model_path=""
+export data_name=data/text2tree/one_ie_ace2005_subtype
+export task_name="event"
+export batch=1
+export decoding_format='tree'
+
+while getopts "b:d:m:i:t:co:f:" arg; do
+ case $arg in
+ b)
+ batch=$OPTARG
+ ;;
+ d)
+ device=$OPTARG
+ ;;
+ m)
+ model_path=$OPTARG
+ ;;
+ i)
+ data_folder=$OPTARG
+ ;;
+ t)
+ task_name=$OPTARG
+ ;;
+ f)
+ decoding_format=$OPTARG
+ ;;
+ c)
+ constraint_decoding="--constraint_decoding"
+ ;;
+ o)
+ extra_cmd=$OPTARG
+ ;;
+ ?)
+ echo "unkonw argument"
+ exit 1
+ ;;
+ esac
+done
+
+echo "Extra CMD: " "${extra_cmd}"
+
+CUDA_VISIBLE_DEVICES=${device} python run_seq2seq.py \
+ --do_eval --do_predict --task=${task_name} --predict_with_generate \
+ --validation_file=${data_folder}/val.json \
+ --test_file=${data_folder}/test.json \
+ --event_schema=${data_folder}/event.schema \
+ --model_name_or_path=${model_path} \
+ --output_dir="${model_path}"_eval \
+ --source_prefix="${task_name}: " \
+ ${constraint_decoding} ${extra_cmd} \
+ --per_device_eval_batch_size=${batch} \
+ --decoding_format ${decoding_format}
diff --git a/baselines/Text2Event/run_seq2seq.bash b/baselines/Text2Event/run_seq2seq.bash
@@ -0,0 +1,150 @@
+#!/usr/bin/env bash
+# -*- coding:utf-8 -*-
+
+EXP_ID=$(date +%F-%H-%M-$RANDOM)
+export CUDA_VISIBLE_DEVICES="0"
+export batch_size="16"
+export model_name=t5-base
+export data_name=one_ie_ace2005_subtype
+export lr=5e-5
+export task_name="event"
+export seed="421"
+export lr_scheduler=constant_with_warmup
+export label_smoothing="0"
+export epoch=30
+export decoding_format='tree'
+export eval_steps=500
+export warmup_steps=0
+export constraint_decoding='--constraint_decoding'
+
+OPTS=$(getopt -o b:d:m:i:t:s:l:f: --long batch:,device:,model:,data:,task:,seed:,lr:,lr_scheduler:,label_smoothing:,epoch:,format:,eval_steps:,warmup_steps:,wo_constraint_decoding -n 'parse-options' -- "$@")
+
+if [ $? != 0 ]; then
+ echo "Failed parsing options." >&2
+ exit 1
+fi
+
+eval set -- "$OPTS"
+
+while true; do
+ case "$1" in
+ -b | --batch)
+ batch_size="$2"
+ shift
+ shift
+ ;;
+ -d | --device)
+ CUDA_VISIBLE_DEVICES="$2"
+ shift
+ shift
+ ;;
+ -m | --model)
+ model_name="$2"
+ shift
+ shift
+ ;;
+ -i | --data)
+ data_name="$2"
+ shift
+ shift
+ ;;
+ -t | --task)
+ task_name="$2"
+ shift
+ shift
+ ;;
+ -s | --seed)
+ seed="$2"
+ shift
+ shift
+ ;;
+ -l | --lr)
+ lr="$2"
+ shift
+ shift
+ ;;
+ -f | --format)
+ decoding_format="$2"
+ shift
+ shift
+ ;;
+ --lr_scheduler)
+ lr_scheduler="$2"
+ shift
+ shift
+ ;;
+ --label_smoothing)
+ label_smoothing="$2"
+ shift
+ shift
+ ;;
+ --epoch)
+ epoch="$2"
+ shift
+ shift
+ ;;
+ --eval_steps)
+ eval_steps="$2"
+ shift
+ shift
+ ;;
+ --warmup_steps)
+ warmup_steps="$2"
+ shift
+ shift
+ ;;
+ --wo_constraint_decoding)
+ constraint_decoding=""
+ shift
+ ;;
+ --)
+ shift
+ break
+ ;;
+ *)
+ echo "$1" not recognize.
+ exit
+ ;;
+ esac
+done
+
+# google/mt5-base -> google_mt5-base
+model_name_log=$(echo ${model_name} | sed -s "s/\//_/g")
+
+model_folder=models/CF_${EXP_ID}_${model_name_log}_${decoding_format}_${data_name}_${lr_scheduler}_lr${lr}_ls${label_smoothing}_${batch_size}_wu${warmup_steps}
+data_folder=data/text2${decoding_format}/${data_name}
+
+export TOKENIZERS_PARALLELISM=false
+
+output_dir=${model_folder}
+
+CUDA_VISIBLE_DEVICES=${CUDA_VISIBLE_DEVICES} python3.8 run_seq2seq.py \
+ --do_train --do_eval --do_predict ${constraint_decoding} \
+ --label_smoothing_sum=False \
+ --use_fast_tokenizer=False \
+ --evaluation_strategy steps \
+ --predict_with_generate \
+ --metric_for_best_model eval_role-F1 \
+ --save_total_limit 1 \
+ --load_best_model_at_end \
+ --max_source_length=256 \
+ --max_target_length=128 \
+ --num_train_epochs=${epoch} \
+ --task=${task_name} \
+ --train_file=${data_folder}/train.json \
+ --validation_file=${data_folder}/val.json \
+ --test_file=${data_folder}/test.json \
+ --event_schema=${data_folder}/event.schema \
+ --per_device_train_batch_size=${batch_size} \
+ --per_device_eval_batch_size=$((batch_size * 4)) \
+ --output_dir=${output_dir} \
+ --logging_dir=${output_dir}_log \
+ --model_name_or_path=${model_name} \
+ --learning_rate=${lr} \
+ --lr_scheduler_type=${lr_scheduler} \
+ --label_smoothing_factor=${label_smoothing} \
+ --eval_steps ${eval_steps} \
+ --decoding_format ${decoding_format} \
+ --warmup_steps ${warmup_steps} \
+ --source_prefix="${task_name}: " \
+ --seed=${seed} --disable_tqdm True >${output_dir}.log 2>${output_dir}.log
diff --git a/baselines/Text2Event/run_seq2seq.py b/baselines/Text2Event/run_seq2seq.py
@@ -0,0 +1,747 @@
+#!/usr/bin/env python
+# coding=utf-8
+# Copyright The HuggingFace Team and The HuggingFace Inc. team. All rights reserved.
+#
+# Licensed under the Apache License, Version 2.0 (the "License");
+# you may not use this file except in compliance with the License.
+# You may obtain a copy of the License at
+#
+# http://www.apache.org/licenses/LICENSE-2.0
+#
+# Unless required by applicable law or agreed to in writing, software
+# distributed under the License is distributed on an "AS IS" BASIS,
+# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+# See the License for the specific language governing permissions and
+# limitations under the License.
+"""
+Fine-tuning the library models for sequence to sequence.
+"""
+# You can also adapt this script on your own sequence to sequence task. Pointers for this are left as comments.
+
+import logging
+import os
+import re
+import sys
+from dataclasses import dataclass, field
+from typing import Optional
+
+import nltk # Here to have a nice missing dependency error message early on
+import numpy as np
+from datasets import load_dataset, load_metric
+
+import transformers
+from filelock import FileLock
+from transformers import (
+ AutoConfig,
+ AutoModelForSeq2SeqLM,
+ AutoTokenizer,
+ DataCollatorForSeq2Seq,
+ HfArgumentParser,
+ MBartTokenizer,
+ default_data_collator,
+ set_seed
+)
+from transformers.trainer_utils import get_last_checkpoint, is_main_process
+
+from extraction.event_schema import EventSchema
+from extraction.extraction_metrics import decoding_format_dict, get_extract_metrics
+from seq2seq.constrained_seq2seq import ConstraintSeq2SeqTrainingArguments, ConstraintSeq2SeqTrainer
+
+# if not os.path.exists("~/nltk_data/tokenizers/punkt"):
+# print('Start download punk')
+# with FileLock(".lock") as lock:
+# nltk.download("punkt", quiet=True)
+
+logger = logging.getLogger(__name__)
+
+
+@dataclass
+class ModelArguments:
+ """
+ Arguments pertaining to which model/config/tokenizer we are going to fine-tune from.
+ """
+
+ model_name_or_path: str = field(
+ metadata={
+ "help": "Path to pretrained model or model identifier from huggingface.co/models"}
+ )
+ config_name: Optional[str] = field(
+ default=None, metadata={"help": "Pretrained config name or path if not the same as model_name"}
+ )
+ tokenizer_name: Optional[str] = field(
+ default=None, metadata={"help": "Pretrained tokenizer name or path if not the same as model_name"}
+ )
+ cache_dir: Optional[str] = field(
+ default=None,
+ metadata={
+ "help": "Where to store the pretrained models downloaded from huggingface.co"},
+ )
+ use_fast_tokenizer: bool = field(
+ default=False,
+ metadata={
+ "help": "Whether to use one of the fast tokenizer (backed by the tokenizers library) or not."},
+ )
+ # !!! must use non-fast version
+ # fast: "<extra_id_0> <extra_id_1>" -> [32099, 3, 32098, 1]
+ # non-fast: "<extra_id_0> <extra_id_1>" -> [32099, 32098, 1]
+ model_revision: str = field(
+ default="main",
+ metadata={
+ "help": "The specific model version to use (can be a branch name, tag name or commit id)."},
+ )
+ use_auth_token: bool = field(
+ default=False,
+ metadata={
+ "help": "Will use the token generated when running `transformers-cli login` (necessary to use this script "
+ "with private models)."
+ },
+ )
+
+
+@dataclass
+class DataTrainingArguments:
+ """
+ Arguments pertaining to what data we are going to input our model for training and eval.
+ """
+
+ task: str = field(
+ default="summarization",
+ metadata={
+ "help": "The name of the task, should be summarization (or summarization_{dataset} for evaluating "
+ "pegasus) or translation (or translation_{xx}_to_{yy})."
+ },
+ )
+ dataset_name: Optional[str] = field(
+ default=None, metadata={"help": "The name of the dataset to use (via the datasets library)."}
+ )
+ dataset_config_name: Optional[str] = field(
+ default=None, metadata={"help": "The configuration name of the dataset to use (via the datasets library)."}
+ )
+ text_column: Optional[str] = field(
+ default=None,
+ metadata={
+ "help": "The name of the column in the datasets containing the full texts (for summarization)."},
+ )
+ summary_column: Optional[str] = field(
+ default=None,
+ metadata={
+ "help": "The name of the column in the datasets containing the summaries (for summarization)."},
+ )
+ train_file: Optional[str] = field(
+ default=None, metadata={"help": "The input training data file (a jsonlines or csv file)."}
+ )
+ validation_file: Optional[str] = field(
+ default=None,
+ metadata={
+ "help": "An optional input evaluation data file to evaluate the metrics (rouge/sacreblue) on "
+ "(a jsonlines or csv file)."
+ },
+ )
+ test_file: Optional[str] = field(
+ default=None,
+ metadata={
+ "help": "An optional input test data file to evaluate the metrics (rouge/sacreblue) on "
+ "(a jsonlines or csv file)."
+ },
+ )
+ overwrite_cache: bool = field(
+ default=False, metadata={"help": "Overwrite the cached training and evaluation sets"}
+ )
+ preprocessing_num_workers: Optional[int] = field(
+ default=None,
+ metadata={"help": "The number of processes to use for the preprocessing."},
+ )
+ max_source_length: Optional[int] = field(
+ default=1024,
+ metadata={
+ "help": "The maximum total input sequence length after tokenization. Sequences longer "
+ "than this will be truncated, sequences shorter will be padded."
+ },
+ )
+ max_target_length: Optional[int] = field(
+ default=128,
+ metadata={
+ "help": "The maximum total sequence length for target text after tokenization. Sequences longer "
+ "than this will be truncated, sequences shorter will be padded."
+ },
+ )
+ val_max_target_length: Optional[int] = field(
+ default=None,
+ metadata={
+ "help": "The maximum total sequence length for validation target text after tokenization. Sequences longer "
+ "than this will be truncated, sequences shorter will be padded. Will default to `max_target_length`."
+ "This argument is also used to override the ``max_length`` param of ``model.generate``, which is used "
+ "during ``evaluate`` and ``predict``."
+ },
+ )
+ pad_to_max_length: bool = field(
+ default=False,
+ metadata={
+ "help": "Whether to pad all samples to model maximum sentence length. "
+ "If False, will pad the samples dynamically when batching to the maximum length in the batch. More "
+ "efficient on GPU but very bad for TPU."
+ },
+ )
+ max_train_samples: Optional[int] = field(
+ default=None,
+ metadata={
+ "help": "For debugging purposes or quicker training, truncate the number of training examples to this "
+ "value if set."
+ },
+ )
+ max_val_samples: Optional[int] = field(
+ default=None,
+ metadata={
+ "help": "For debugging purposes or quicker training, truncate the number of validation examples to this "
+ "value if set."
+ },
+ )
+ max_test_samples: Optional[int] = field(
+ default=None,
+ metadata={
+ "help": "For debugging purposes or quicker training, truncate the number of test examples to this "
+ "value if set."
+ },
+ )
+ source_lang: Optional[str] = field(
+ default=None, metadata={"help": "Source language id for translation."})
+ target_lang: Optional[str] = field(
+ default=None, metadata={"help": "Target language id for translation."})
+ num_beams: Optional[int] = field(
+ default=None,
+ metadata={
+ "help": "Number of beams to use for evaluation. This argument will be passed to ``model.generate``, "
+ "which is used during ``evaluate`` and ``predict``."
+ },
+ )
+ ignore_pad_token_for_loss: bool = field(
+ default=True,
+ metadata={
+ "help": "Whether to ignore the tokens corresponding to padded labels in the loss computation or not."
+ },
+ )
+ source_prefix: Optional[str] = field(
+ default=None, metadata={"help": "A prefix to add before every source text (useful for T5 models)."}
+ )
+
+ def __post_init__(self):
+ if self.dataset_name is None and self.train_file is None and self.validation_file is None:
+ raise ValueError(
+ "Need either a dataset name or a training/validation file.")
+ else:
+ if self.train_file is not None:
+ extension = self.train_file.split(".")[-1]
+ assert extension in [
+ "csv", "json"], "`train_file` should be a csv or a json file."
+ if self.validation_file is not None:
+ extension = self.validation_file.split(".")[-1]
+ assert extension in [
+ "csv", "json"], "`validation_file` should be a csv or a json file."
+ if not self.task.startswith("summarization") and not self.task.startswith(
+ "translation") and not self.task.startswith('event'):
+ raise ValueError(
+ "`task` should be summarization, summarization_{dataset}, translation or translation_{xx}_to_{yy}."
+ )
+ if self.val_max_target_length is None:
+ self.val_max_target_length = self.max_target_length
+
+ # Start Code for Event Extraction
+ decoding_format: str = field(
+ default='tree',
+ metadata={"help": "Decoding Format, valid in %s" %
+ decoding_format_dict.keys()}
+ )
+ event_schema: str = field(
+ default=None, metadata={"help": "The input event schema file."}
+ )
+ # End Code for Event Extraction
+
+
+summarization_name_mapping = {
+ "amazon_reviews_multi": ("review_body", "review_title"),
+ "big_patent": ("description", "abstract"),
+ "cnn_dailymail": ("article", "highlights"),
+ "orange_sum": ("text", "summary"),
+ "pn_summary": ("article", "summary"),
+ "psc": ("extract_text", "summary_text"),
+ "samsum": ("dialogue", "summary"),
+ "thaisum": ("body", "summary"),
+ "xglue": ("news_body", "news_title"),
+ "xsum": ("document", "summary"),
+ "wiki_summary": ("article", "highlights"),
+}
+
+event_extraction_name_mapping = {
+ "event": ("text", "event")
+}
+
+
+def main():
+ # See all possible arguments in src/transformers/training_args.py
+ # or by passing the --help flag to this script.
+ # We now keep distinct sets of args, for a cleaner separation of concerns.
+
+ parser = HfArgumentParser(
+ (ModelArguments, DataTrainingArguments, ConstraintSeq2SeqTrainingArguments))
+ if len(sys.argv) == 2 and sys.argv[1].endswith(".json"):
+ # If we pass only one argument to the script and it's the path to a json file,
+ # let's parse it to get our arguments.
+ model_args, data_args, training_args = parser.parse_json_file(
+ json_file=os.path.abspath(sys.argv[1]))
+ else:
+ model_args, data_args, training_args = parser.parse_args_into_dataclasses()
+
+ print(model_args)
+ print(data_args)
+ print(training_args)
+
+ # Detecting last checkpoint.
+ last_checkpoint = None
+ if os.path.isdir(training_args.output_dir) and training_args.do_train and not training_args.overwrite_output_dir:
+ last_checkpoint = get_last_checkpoint(training_args.output_dir)
+ if last_checkpoint is None and len(os.listdir(training_args.output_dir)) > 0:
+ raise ValueError(
+ f"Output directory ({training_args.output_dir}) already exists and is not empty. "
+ "Use --overwrite_output_dir to overcome."
+ )
+ elif last_checkpoint is not None:
+ logger.info(
+ f"Checkpoint detected, resuming training at {last_checkpoint}. To avoid this behavior, change "
+ "the `--output_dir` or add `--overwrite_output_dir` to train from scratch."
+ )
+
+ # Setup logging
+ logging.basicConfig(
+ format="%(asctime)s - %(levelname)s - %(name)s - %(message)s",
+ datefmt="%m/%d/%Y %H:%M:%S",
+ handlers=[logging.StreamHandler(sys.stdout)],
+ )
+ logger.setLevel(logging.INFO if is_main_process(
+ training_args.local_rank) else logging.WARN)
+
+ # Log on each process the small summary:
+ logger.warning(
+ f"Process rank: {training_args.local_rank}, device: {training_args.device}, n_gpu: {training_args.n_gpu}"
+ + f"distributed training: {bool(training_args.local_rank != -1)}, 16-bits training: {training_args.fp16}"
+ )
+ # Set the verbosity to info of the Transformers logger (on main process only):
+ if is_main_process(training_args.local_rank):
+ transformers.utils.logging.set_verbosity_info()
+ logger.info("Training/evaluation parameters %s", training_args)
+
+ # Set seed before initializing model.
+ set_seed(training_args.seed)
+
+ # Get the datasets: you can either provide your own CSV/JSON training and evaluation files (see below)
+ # or just provide the name of one of the public datasets available on the hub at https://huggingface.co/datasets/
+ # (the dataset will be downloaded automatically from the datasets Hub).
+ #
+ # For CSV/JSON files in the summarization task, this script will use the first column for the full texts and the
+ # second column for the summaries (unless you specify column names for this with the `text_column` and
+ # `summary_column` arguments).
+ # For translation, only JSON files are supported, with one field named "translation" containing two keys for the
+ # source and target languages (unless you adapt what follows).
+ #
+ # In distributed training, the load_dataset function guarantee that only one local process can concurrently
+ # download the dataset.
+ if data_args.dataset_name is not None:
+ # Downloading and loading a dataset from the hub.
+ datasets = load_dataset(data_args.dataset_name,
+ data_args.dataset_config_name)
+ else:
+ data_files = {}
+ if data_args.train_file is not None:
+ data_files["train"] = data_args.train_file
+ extension = data_args.train_file.split(".")[-1]
+ if data_args.validation_file is not None:
+ data_files["validation"] = data_args.validation_file
+ extension = data_args.validation_file.split(".")[-1]
+ if data_args.test_file is not None:
+ data_files["test"] = data_args.test_file
+ extension = data_args.test_file.split(".")[-1]
+ datasets = load_dataset(extension, data_files=data_files)
+ # See more about loading any type of standard or custom dataset (from files, python dict, pandas DataFrame, etc) at
+ # https://huggingface.co/docs/datasets/loading_datasets.html.
+
+ # Load pretrained model and tokenizer
+ #
+ # Distributed training:
+ # The .from_pretrained methods guarantee that only one local process can concurrently
+ # download model & vocab.
+ config = AutoConfig.from_pretrained(
+ model_args.config_name if model_args.config_name else model_args.model_name_or_path,
+ cache_dir=model_args.cache_dir,
+ revision=model_args.model_revision,
+ use_auth_token=True if model_args.use_auth_token else None,
+ )
+
+ # !!! Sometimes default max_length is setting to 20.
+ config.max_length = data_args.max_target_length
+
+ tokenizer = AutoTokenizer.from_pretrained(
+ model_args.tokenizer_name if model_args.tokenizer_name else model_args.model_name_or_path,
+ cache_dir=model_args.cache_dir,
+ use_fast=model_args.use_fast_tokenizer,
+ revision=model_args.model_revision,
+ use_auth_token=True if model_args.use_auth_token else None,
+ )
+
+ to_remove_token_list = list()
+ if tokenizer.bos_token:
+ to_remove_token_list += [tokenizer.bos_token]
+ if tokenizer.eos_token:
+ to_remove_token_list += [tokenizer.eos_token]
+ if tokenizer.pad_token:
+ to_remove_token_list += [tokenizer.pad_token]
+
+ model = AutoModelForSeq2SeqLM.from_pretrained(
+ model_args.model_name_or_path,
+ from_tf=bool(".ckpt" in model_args.model_name_or_path),
+ config=config,
+ cache_dir=model_args.cache_dir,
+ revision=model_args.model_revision,
+ use_auth_token=True if model_args.use_auth_token else None,
+ )
+
+ if tokenizer.encode("<extra_id_0> <extra_id_1>") != [32099, 32098, 1]:
+ # For non-t5 tokenizer
+ tokenizer.add_special_tokens(
+ {"additional_special_tokens": ["<extra_id_0>", "<extra_id_1>"]})
+ model.resize_token_embeddings(len(tokenizer))
+
+ # Set decoder_start_token_id
+ if model.config.decoder_start_token_id is None and isinstance(tokenizer, MBartTokenizer):
+ model.config.decoder_start_token_id = tokenizer.lang_code_to_id[data_args.target_lang]
+ if model.config.decoder_start_token_id is None:
+ raise ValueError(
+ "Make sure that `config.decoder_start_token_id` is correctly defined")
+
+ prefix = data_args.source_prefix if data_args.source_prefix is not None else ""
+
+ # Preprocessing the datasets.
+ # We need to tokenize inputs and targets.
+ if training_args.do_train:
+ column_names = datasets["train"].column_names
+ elif training_args.do_eval:
+ column_names = datasets["validation"].column_names
+ elif training_args.do_predict:
+ column_names = datasets["test"].column_names
+ else:
+ logger.info(
+ "There is nothing to do. Please pass `do_train`, `do_eval` and/or `do_predict`.")
+ return
+
+ # For translation we set the codes of our source and target languages (only useful for mBART, the others will
+ # ignore those attributes).
+ if data_args.task.startswith("translation"):
+ if data_args.source_lang is not None:
+ tokenizer.src_lang = data_args.source_lang
+ if data_args.target_lang is not None:
+ tokenizer.tgt_lang = data_args.target_lang
+
+ # Start Code for Event Extraction
+ if data_args.task.startswith("event"):
+ decoding_type_schema = EventSchema.read_from_file(
+ data_args.event_schema)
+ else:
+ decoding_type_schema = None
+ # End Code for Event Extraction
+
+ # To serialize preprocess_function below, each of those four variables needs to be defined (even if we won't use
+ # them all).
+ source_lang, target_lang, text_column, summary_column = None, None, None, None
+
+ if data_args.task.startswith("summarization"):
+ # Get the column names for input/target.
+ dataset_columns = summarization_name_mapping.get(
+ data_args.dataset_name, None)
+ if data_args.text_column is None:
+ text_column = dataset_columns[0] if dataset_columns is not None else column_names[0]
+ else:
+ text_column = data_args.text_column
+ if data_args.summary_column is None:
+ summary_column = dataset_columns[1] if dataset_columns is not None else column_names[1]
+ else:
+ summary_column = data_args.summary_column
+ # Start Code for Event Extraction
+ elif data_args.task.startswith("event"):
+ dataset_columns = event_extraction_name_mapping.get(
+ data_args.dataset_name, None)
+ if data_args.text_column is None:
+ text_column = dataset_columns[0] if dataset_columns is not None else column_names[0]
+ else:
+ text_column = data_args.text_column
+ if data_args.summary_column is None:
+ summary_column = dataset_columns[1] if dataset_columns is not None else column_names[1]
+ else:
+ summary_column = data_args.summary_column
+ # End Code for Event Extraction
+ else:
+ # Get the language codes for input/target.
+ lang_search = re.match(
+ "translation_([a-z]+)_to_([a-z]+)", data_args.task)
+ if data_args.source_lang is not None:
+ source_lang = data_args.source_lang.split("_")[0]
+ else:
+ assert (
+ lang_search is not None
+ ), "Provide a source language via --source_lang or rename your task 'translation_xx_to_yy'."
+ source_lang = lang_search.groups()[0]
+
+ if data_args.target_lang is not None:
+ target_lang = data_args.target_lang.split("_")[0]
+ else:
+ assert (
+ lang_search is not None
+ ), "Provide a target language via --target_lang or rename your task 'translation_xx_to_yy'."
+ target_lang = lang_search.groups()[1]
+
+ # Temporarily set max_target_length for training.
+ max_target_length = data_args.max_target_length
+ padding = "max_length" if data_args.pad_to_max_length else False
+
+ if training_args.label_smoothing_factor > 0 and not hasattr(model, "prepare_decoder_input_ids_from_labels"):
+ logger.error(
+ "label_smoothing is enabled but the `prepare_decoder_input_ids_from_labels` method is not defined for"
+ f"`{model.__class__.__name__}`. This will lead to loss being calculated twice and will take up more memory"
+ )
+
+ def preprocess_function(examples):
+ if data_args.task.startswith("translation"):
+ inputs = [ex[source_lang] for ex in examples["translation"]]
+ targets = [ex[target_lang] for ex in examples["translation"]]
+ else:
+ inputs = examples[text_column]
+ targets = examples[summary_column]
+ inputs = [prefix + inp for inp in inputs]
+ model_inputs = tokenizer(
+ inputs, max_length=data_args.max_source_length, padding=padding, truncation=True)
+
+ # Setup the tokenizer for targets
+ with tokenizer.as_target_tokenizer():
+ labels = tokenizer(
+ targets, max_length=max_target_length, padding=padding, truncation=True)
+
+ # If we are padding here, replace all tokenizer.pad_token_id in the labels by -100 when we want to ignore
+ # padding in the loss.
+ if padding == "max_length" and data_args.ignore_pad_token_for_loss:
+ labels["input_ids"] = [
+ [(l if l != tokenizer.pad_token_id else -100) for l in label] for label in labels["input_ids"]
+ ]
+
+ model_inputs["labels"] = labels["input_ids"]
+ return model_inputs
+
+ if training_args.do_train:
+ train_dataset = datasets["train"]
+ if data_args.max_train_samples is not None:
+ train_dataset = train_dataset.select(
+ range(data_args.max_train_samples))
+ train_dataset = train_dataset.map(
+ preprocess_function,
+ batched=True,
+ num_proc=data_args.preprocessing_num_workers,
+ remove_columns=column_names,
+ load_from_cache_file=not data_args.overwrite_cache,
+ )
+
+ if training_args.do_eval:
+ max_target_length = data_args.val_max_target_length
+ eval_dataset = datasets["validation"]
+ if data_args.max_val_samples is not None:
+ eval_dataset = eval_dataset.select(
+ range(data_args.max_val_samples))
+ eval_dataset = eval_dataset.map(
+ preprocess_function,
+ batched=True,
+ num_proc=data_args.preprocessing_num_workers,
+ remove_columns=column_names,
+ load_from_cache_file=not data_args.overwrite_cache,
+ )
+
+ if training_args.do_predict:
+ max_target_length = data_args.val_max_target_length
+ test_dataset = datasets["test"]
+ if data_args.max_test_samples is not None:
+ test_dataset = test_dataset.select(
+ range(data_args.max_test_samples))
+ test_dataset = test_dataset.map(
+ preprocess_function,
+ batched=True,
+ num_proc=data_args.preprocessing_num_workers,
+ remove_columns=column_names,
+ load_from_cache_file=not data_args.overwrite_cache,
+ )
+
+ # Data collator
+ label_pad_token_id = - \
+ 100 if data_args.ignore_pad_token_for_loss else tokenizer.pad_token_id
+ if data_args.pad_to_max_length:
+ data_collator = default_data_collator
+ else:
+ data_collator = DataCollatorForSeq2Seq(
+ tokenizer,
+ model=model,
+ label_pad_token_id=label_pad_token_id,
+ pad_to_multiple_of=8 if training_args.fp16 else None,
+ )
+
+ def compute_metrics(eval_preds):
+ preds, labels = eval_preds
+ if isinstance(preds, tuple):
+ preds = preds[0]
+ decoded_preds = tokenizer.batch_decode(
+ preds, skip_special_tokens=False)
+ if data_args.ignore_pad_token_for_loss:
+ # Replace -100 in the labels as we can't decode them.
+ labels = np.where(labels != -100, labels, tokenizer.pad_token_id)
+ decoded_labels = tokenizer.batch_decode(
+ labels, skip_special_tokens=False)
+
+ def clean_str(x_str):
+ for to_remove_token in to_remove_token_list:
+ x_str = x_str.replace(to_remove_token, '')
+ return x_str.strip()
+
+ decoded_preds = [clean_str(x) for x in decoded_preds]
+ decoded_labels = [clean_str(x) for x in decoded_labels]
+
+ result = get_extract_metrics(
+ pred_lns=decoded_preds,
+ tgt_lns=decoded_labels,
+ label_constraint=decoding_type_schema,
+ decoding_format=data_args.decoding_format,
+ )
+
+ prediction_lens = [np.count_nonzero(
+ pred != tokenizer.pad_token_id) for pred in preds]
+ result["gen_len"] = np.mean(prediction_lens)
+ result = {k: round(v, 4) for k, v in result.items()}
+ return result
+
+ # Initialize our Trainer
+ trainer = ConstraintSeq2SeqTrainer(
+ model=model,
+ args=training_args,
+ train_dataset=train_dataset if training_args.do_train else None,
+ eval_dataset=eval_dataset if training_args.do_eval else None,
+ tokenizer=tokenizer,
+ data_collator=data_collator,
+ compute_metrics=compute_metrics if training_args.predict_with_generate else None,
+ decoding_type_schema=decoding_type_schema,
+ decoding_format=data_args.decoding_format,
+ source_prefix=prefix,
+ )
+
+ # Training
+ if training_args.do_train:
+ # if last_checkpoint is not None:
+ # checkpoint = last_checkpoint
+ # elif os.path.isdir(model_args.model_name_or_path):
+ # checkpoint = model_args.model_name_or_path
+ # else:
+ # checkpoint = None
+ # TODO fix better about max_length
+ checkpoint = None
+
+ train_result = trainer.train(resume_from_checkpoint=checkpoint)
+ trainer.save_model() # Saves the tokenizer too for easy upload
+ decoding_type_schema.write_to_file(
+ os.path.join(
+ training_args.output_dir,
+ "event.schema",
+ )
+ )
+
+ output_train_file = os.path.join(
+ training_args.output_dir, "train_results.txt")
+ if trainer.is_world_process_zero():
+ with open(output_train_file, "w") as writer:
+ logger.info("***** Train results *****")
+ for key, value in sorted(train_result.metrics.items()):
+ logger.info(f" {key} = {value}")
+ writer.write(f"{key} = {value}\n")
+
+ # Need to save the state, since Trainer.save_model saves only the tokenizer with the model
+ trainer.state.save_to_json(os.path.join(
+ training_args.output_dir, "trainer_state.json"))
+
+
+ # Evaluation
+ results = {}
+ if training_args.do_eval:
+ logger.info("*** Evaluate ***")
+
+ results = trainer.evaluate(
+ max_length=data_args.val_max_target_length, num_beams=data_args.num_beams)
+ results = {k: round(v, 4) for k, v in results.items()}
+
+ eval_results = trainer.predict(
+ eval_dataset,
+ metric_key_prefix="eval",
+ max_length=data_args.val_max_target_length,
+ num_beams=data_args.num_beams,
+ )
+
+ output_eval_file = os.path.join(
+ training_args.output_dir, "eval_results_seq2seq.txt")
+ if trainer.is_world_process_zero():
+ with open(output_eval_file, "w") as writer:
+ logger.info("***** Eval results *****")
+ for key, value in sorted(results.items()):
+ logger.info(f" {key} = {value}")
+ writer.write(f"{key} = {value}\n")
+
+ if training_args.predict_with_generate:
+ eval_preds = tokenizer.batch_decode(
+ eval_results.predictions, skip_special_tokens=False, clean_up_tokenization_spaces=True
+ )
+ eval_preds = [pred.replace('<pad>', '').replace('<s>', '').replace('</s>', '').strip()
+ for pred in eval_preds]
+ output_test_preds_file = os.path.join(
+ training_args.output_dir, "eval_preds_seq2seq.txt")
+ with open(output_test_preds_file, "w") as writer:
+ writer.write("\n".join(eval_preds))
+
+ if training_args.do_predict:
+ logger.info("*** Test ***")
+
+ test_results = trainer.predict(
+ test_dataset,
+ metric_key_prefix="test",
+ max_length=data_args.val_max_target_length,
+ num_beams=data_args.num_beams,
+ )
+ test_metrics = test_results.metrics
+ test_metrics["test_loss"] = round(test_metrics["test_loss"], 4)
+
+ output_test_result_file = os.path.join(
+ training_args.output_dir, "test_results_seq2seq.txt")
+ if trainer.is_world_process_zero():
+ with open(output_test_result_file, "w") as writer:
+ logger.info("***** Test results *****")
+ for key, value in sorted(test_metrics.items()):
+ logger.info(f" {key} = {value}")
+ writer.write(f"{key} = {value}\n")
+
+ if training_args.predict_with_generate:
+ test_preds = tokenizer.batch_decode(
+ test_results.predictions, skip_special_tokens=False, clean_up_tokenization_spaces=True
+ )
+ test_preds = [pred.replace('<pad>', '').replace('<s>', '').replace('</s>', '').strip()
+ for pred in test_preds]
+ output_test_preds_file = os.path.join(
+ training_args.output_dir, "test_preds_seq2seq.txt")
+ with open(output_test_preds_file, "w") as writer:
+ writer.write("\n".join(test_preds))
+
+ return results
+
+
+def _mp_fn(index):
+ # For xla_spawn (TPUs)
+ main()
+
+
+if __name__ == "__main__":
+ main()
diff --git a/baselines/Text2Event/run_seq2seq_verbose.bash b/baselines/Text2Event/run_seq2seq_verbose.bash
@@ -0,0 +1,150 @@
+#!/usr/bin/env bash
+# -*- coding:utf-8 -*-
+
+EXP_ID=$(date +%F-%H-%M-$RANDOM)
+export CUDA_VISIBLE_DEVICES="0"
+export batch_size="16"
+export model_name=t5-base
+export data_name=one_ie_ace2005_subtype
+export lr=5e-5
+export task_name="event"
+export seed="421"
+export lr_scheduler=constant_with_warmup
+export label_smoothing="0"
+export epoch=30
+export decoding_format='tree'
+export eval_steps=500
+export warmup_steps=0
+export constraint_decoding='--constraint_decoding'
+
+OPTS=$(getopt -o b:d:m:i:t:s:l:f: --long batch:,device:,model:,data:,task:,seed:,lr:,lr_scheduler:,label_smoothing:,epoch:,format:,eval_steps:,warmup_steps:,wo_constraint_decoding -n 'parse-options' -- "$@")
+
+if [ $? != 0 ]; then
+ echo "Failed parsing options." >&2
+ exit 1
+fi
+
+eval set -- "$OPTS"
+
+while true; do
+ case "$1" in
+ -b | --batch)
+ batch_size="$2"
+ shift
+ shift
+ ;;
+ -d | --device)
+ CUDA_VISIBLE_DEVICES="$2"
+ shift
+ shift
+ ;;
+ -m | --model)
+ model_name="$2"
+ shift
+ shift
+ ;;
+ -i | --data)
+ data_name="$2"
+ shift
+ shift
+ ;;
+ -t | --task)
+ task_name="$2"
+ shift
+ shift
+ ;;
+ -s | --seed)
+ seed="$2"
+ shift
+ shift
+ ;;
+ -l | --lr)
+ lr="$2"
+ shift
+ shift
+ ;;
+ -f | --format)
+ decoding_format="$2"
+ shift
+ shift
+ ;;
+ --lr_scheduler)
+ lr_scheduler="$2"
+ shift
+ shift
+ ;;
+ --label_smoothing)
+ label_smoothing="$2"
+ shift
+ shift
+ ;;
+ --epoch)
+ epoch="$2"
+ shift
+ shift
+ ;;
+ --eval_steps)
+ eval_steps="$2"
+ shift
+ shift
+ ;;
+ --warmup_steps)
+ warmup_steps="$2"
+ shift
+ shift
+ ;;
+ --wo_constraint_decoding)
+ constraint_decoding=""
+ shift
+ ;;
+ --)
+ shift
+ break
+ ;;
+ *)
+ echo "$1" not recognize.
+ exit
+ ;;
+ esac
+done
+
+# google/mt5-base -> google_mt5-base
+model_name_log=$(echo ${model_name} | sed -s "s/\//_/g")
+
+model_folder=models/CF_${EXP_ID}_${model_name_log}_${decoding_format}_${data_name}_${lr_scheduler}_lr${lr}_ls${label_smoothing}_${batch_size}_wu${warmup_steps}
+data_folder=data/text2${decoding_format}/${data_name}
+
+export TOKENIZERS_PARALLELISM=false
+
+output_dir=${model_folder}
+
+CUDA_VISIBLE_DEVICES=${CUDA_VISIBLE_DEVICES} python3.8 run_seq2seq.py \
+ --do_train --do_eval --do_predict ${constraint_decoding} \
+ --label_smoothing_sum=False \
+ --use_fast_tokenizer=False \
+ --evaluation_strategy steps \
+ --predict_with_generate \
+ --metric_for_best_model eval_UCDP-aggregate-acc \
+ --save_total_limit 1 \
+ --load_best_model_at_end \
+ --max_source_length=512 \
+ --max_target_length=128 \
+ --num_train_epochs=${epoch} \
+ --task=${task_name} \
+ --train_file=${data_folder}/train.json \
+ --validation_file=${data_folder}/val.json \
+ --test_file=${data_folder}/test.json \
+ --event_schema=${data_folder}/event.schema \
+ --per_device_train_batch_size=${batch_size} \
+ --per_device_eval_batch_size=$((batch_size * 4)) \
+ --output_dir=${output_dir} \
+ --logging_dir=${output_dir}_log \
+ --model_name_or_path=${model_name} \
+ --learning_rate=${lr} \
+ --lr_scheduler_type=${lr_scheduler} \
+ --label_smoothing_factor=${label_smoothing} \
+ --eval_steps ${eval_steps} \
+ --decoding_format ${decoding_format} \
+ --warmup_steps ${warmup_steps} \
+ --source_prefix="${task_name}: " \
+ --seed=${seed}
diff --git a/baselines/Text2Event/run_seq2seq_with_pretrain.bash b/baselines/Text2Event/run_seq2seq_with_pretrain.bash
@@ -0,0 +1,194 @@
+#!/usr/bin/env bash
+# -*- coding:utf-8 -*-
+
+EXP_ID=$(date +%F-%H-%M-$RANDOM)
+export CUDA_VISIBLE_DEVICES="0"
+export batch_size="16"
+export model_name=t5-base
+export data_name=one_ie_ace2005_subtype
+export lr=5e-5
+export task_name="event"
+export seed="421"
+export lr_scheduler=constant_with_warmup
+export label_smoothing="0"
+export epoch=30
+export pretrain=5
+export decoding_format='tree'
+export eval_steps=500
+export warmup_steps=0
+export constraint_decoding='--constraint_decoding'
+
+OPTS=$(getopt -o b:d:m:i:t:s:l:f: --long batch:,device:,model:,data:,task:,seed:,lr:,lr_scheduler:,label_smoothing:,epoch:,format:,eval_steps:,warmup_steps:,pretrain:,wo_constraint_decoding -n 'parse-options' -- "$@")
+
+if [ $? != 0 ]; then
+ echo "Failed parsing options." >&2
+ exit 1
+fi
+
+eval set -- "$OPTS"
+
+while true; do
+ case "$1" in
+ -b | --batch)
+ batch_size="$2"
+ shift
+ shift
+ ;;
+ -d | --device)
+ CUDA_VISIBLE_DEVICES="$2"
+ shift
+ shift
+ ;;
+ -m | --model)
+ model_name="$2"
+ shift
+ shift
+ ;;
+ -i | --data)
+ data_name="$2"
+ shift
+ shift
+ ;;
+ -t | --task)
+ task_name="$2"
+ shift
+ shift
+ ;;
+ -s | --seed)
+ seed="$2"
+ shift
+ shift
+ ;;
+ -l | --lr)
+ lr="$2"
+ shift
+ shift
+ ;;
+ -f | --format)
+ decoding_format="$2"
+ shift
+ shift
+ ;;
+ --lr_scheduler)
+ lr_scheduler="$2"
+ shift
+ shift
+ ;;
+ --label_smoothing)
+ label_smoothing="$2"
+ shift
+ shift
+ ;;
+ --epoch)
+ epoch="$2"
+ shift
+ shift
+ ;;
+ --eval_steps)
+ eval_steps="$2"
+ shift
+ shift
+ ;;
+ --warmup_steps)
+ warmup_steps="$2"
+ shift
+ shift
+ ;;
+ --pretrain)
+ pretrain="$2"
+ shift
+ shift
+ ;;
+ --wo_constraint_decoding)
+ constraint_decoding=""
+ shift
+ ;;
+ --)
+ shift
+ break
+ ;;
+ *)
+ echo "$1" not recognize.
+ exit
+ ;;
+ esac
+done
+
+# google/mt5-base -> google_mt5-base
+model_name_log=$(echo ${model_name} | sed -s "s/\//_/g")
+
+model_folder=models/curriculum_${EXP_ID}_${model_name_log}_${decoding_format}_${data_name}_${lr_scheduler}_lr${lr}_ls${label_smoothing}_${batch_size}_wu${warmup_steps}
+data_folder=data/text2${decoding_format}/${data_name}
+
+output_dir=${model_folder}
+mkdir -p ${output_dir}
+
+CUDA_VISIBLE_DEVICES=${CUDA_VISIBLE_DEVICES} python run_seq2seq.py \
+ --do_train --do_eval --do_predict ${constraint_decoding} \
+ --label_smoothing_sum=False \
+ --use_fast_tokenizer=False \
+ --evaluation_strategy steps \
+ --predict_with_generate \
+ --metric_for_best_model eval_trigger-F1 \
+ --save_total_limit 1 \
+ --load_best_model_at_end \
+ --max_source_length=256 \
+ --max_target_length=128 \
+ --num_train_epochs=${pretrain} \
+ --task=${task_name} \
+ --train_file=${data_folder}_span/train.json \
+ --validation_file=${data_folder}_span/val.json \
+ --test_file=${data_folder}_span/test.json \
+ --event_schema=${data_folder}_span/event.schema \
+ --per_device_train_batch_size=${batch_size} \
+ --per_device_eval_batch_size=$((batch_size * 4)) \
+ --output_dir=${output_dir}/span_pretrain \
+ --logging_dir=${output_dir}/span_pretrain_log \
+ --model_name_or_path=${model_name} \
+ --learning_rate=${lr} \
+ --lr_scheduler_type=${lr_scheduler} \
+ --label_smoothing_factor=${label_smoothing} \
+ --eval_steps ${eval_steps} \
+ --decoding_format treespan \
+ --warmup_steps ${warmup_steps} \
+ --source_prefix="span: " \
+ --seed=${seed} --disable_tqdm True >${output_dir}/span_pretrain.log 2>${output_dir}/span_pretrain.log
+
+mkdir ${output_dir}/span_pretrained
+cp ${output_dir}/span_pretrain/config.json ${output_dir}/span_pretrained
+cp ${output_dir}/span_pretrain/pytorch_model.bin ${output_dir}/span_pretrained
+cp ${output_dir}/span_pretrain/special_tokens_map.json ${output_dir}/span_pretrained
+cp ${output_dir}/span_pretrain/spiece.model ${output_dir}/span_pretrained
+cp ${output_dir}/span_pretrain/tokenizer_config.json ${output_dir}/span_pretrained
+
+CUDA_VISIBLE_DEVICES=${CUDA_VISIBLE_DEVICES} python run_seq2seq.py \
+ --do_train --do_eval --do_predict ${constraint_decoding} \
+ --label_smoothing_sum=False \
+ --use_fast_tokenizer=False \
+ --evaluation_strategy steps \
+ --predict_with_generate \
+ --metric_for_best_model eval_role-F1 \
+ --save_total_limit 1 \
+ --load_best_model_at_end \
+ --max_source_length=256 \
+ --max_target_length=128 \
+ --num_train_epochs=${epoch} \
+ --task=${task_name} \
+ --train_file=${data_folder}/train.json \
+ --validation_file=${data_folder}/val.json \
+ --test_file=${data_folder}/test.json \
+ --event_schema=${data_folder}/event.schema \
+ --per_device_train_batch_size=${batch_size} \
+ --per_device_eval_batch_size=$((batch_size * 4)) \
+ --output_dir=${output_dir}/event_finetune \
+ --logging_dir=${output_dir}/event_finetune_log \
+ --model_name_or_path=${output_dir}/span_pretrained \
+ --learning_rate=${lr} \
+ --lr_scheduler_type=${lr_scheduler} \
+ --label_smoothing_factor=${label_smoothing} \
+ --eval_steps ${eval_steps} \
+ --decoding_format ${decoding_format} \
+ --warmup_steps ${warmup_steps} \
+ --source_prefix="${task_name}: " \
+ --seed=${seed} --disable_tqdm True >${output_dir}/event_finetune.log 2>${output_dir}/event_finetune.log
+
diff --git a/baselines/Text2Event/scripts/convert_dyiepp_to_sentence.py b/baselines/Text2Event/scripts/convert_dyiepp_to_sentence.py
@@ -0,0 +1,44 @@
+#!/usr/bin/env python
+# -*- coding:utf-8 -*-
+import sys
+from os import path
+import json
+import collections
+
+
+def main():
+
+ output_dir = sys.argv[1]
+ for fold in ["train", "dev", "test"]:
+ g_convert = open(path.join(output_dir, fold + "_convert.json"), "w")
+ with open(path.join(output_dir, fold + ".json"), "r") as g:
+ print('convert %s to %s' % (
+ path.join(output_dir, fold + ".json"),
+ path.join(output_dir, fold + "_convert.json")
+ ))
+ for line in g:
+ line = json.loads(line)
+ sentences = line["sentences"]
+ ner = line["ner"]
+ relations = line["relations"]
+ events = line["events"]
+ sentence_start = line["_sentence_start"]
+ doc_key = line["doc_key"]
+
+ assert len(sentence_start) == len(ner) == len(
+ relations) == len(events) == len(sentence_start)
+
+ for sentence, ner, relation, event, s_start in zip(sentences, ner, relations, events, sentence_start):
+ sentence_annotated = collections.OrderedDict()
+ sentence_annotated["sentence"] = sentence
+ sentence_annotated["s_start"] = s_start
+ sentence_annotated["ner"] = ner
+ sentence_annotated["relation"] = relation
+ sentence_annotated["event"] = event
+
+ g_convert.write(json.dumps(
+ sentence_annotated, default=int) + "\n")
+
+
+if __name__ == "__main__":
+ main()
diff --git a/baselines/Text2Event/scripts/processing_data.bash b/baselines/Text2Event/scripts/processing_data.bash
@@ -0,0 +1,2 @@
+python -m data_convert.convert_text_to_tree
+python scripts/convert_dyiepp_to_sentence.py data/raw_data/dyiepp_ace2005
diff --git a/baselines/Text2Event/seq2seq/__init__.py b/baselines/Text2Event/seq2seq/__init__.py
@@ -0,0 +1,4 @@
+import os
+import sys
+
+sys.path.insert(1, os.path.dirname(os.path.realpath(__file__)))
diff --git a/baselines/Text2Event/seq2seq/constrained_seq2seq.py b/baselines/Text2Event/seq2seq/constrained_seq2seq.py
@@ -0,0 +1,196 @@
+#!/usr/bin/env python
+# -*- coding:utf-8 -*-
+import logging
+import os
+
+import torch
+import torch.nn as nn
+from dataclasses import dataclass, field
+from typing import Union, List, Callable, Dict, Tuple, Any, Optional
+import numpy as np
+from torch.cuda.amp import autocast
+
+from transformers import (
+ PreTrainedTokenizer,
+ EvalPrediction,
+ Seq2SeqTrainer,
+ Seq2SeqTrainingArguments,
+)
+
+from extraction.event_schema import EventSchema
+from extraction.extract_constraint import get_constraint_decoder
+from extraction.extraction_metrics import get_extract_metrics
+from seq2seq.label_smoother_sum import SumLabelSmoother
+from seq2seq.utils import lmap
+
+logger = logging.getLogger(__name__)
+
+
+def add_logging_file(training_args):
+ fh = logging.FileHandler(os.path.join(training_args.output_dir.rstrip(os.sep) + '.log'))
+ fh.setLevel(logging.DEBUG)
+ logger.addHandler(fh)
+
+
+def decode_tree_str(sequences: Union[List[int], List[List[int]], "np.ndarray", "torch.Tensor"],
+ tokenizer: PreTrainedTokenizer) -> List[str]:
+ def clean_tree_text(x):
+ return x.replace('<pad>', '').replace('<s>', '').replace('</s>', '').strip()
+
+ sequences = np.where(sequences != -100, sequences, tokenizer.pad_token_id)
+
+ str_list = tokenizer.batch_decode(sequences, skip_special_tokens=False)
+ return lmap(clean_tree_text, str_list)
+
+
+def build_compute_extract_metrics_event_fn(decoding_type_schema: EventSchema,
+ decoding_format: str,
+ tokenizer: PreTrainedTokenizer) -> Callable[[EvalPrediction], Dict]:
+ def non_pad_len(tokens: np.ndarray) -> int:
+ return np.count_nonzero(tokens != tokenizer.pad_token_id)
+
+ def decode_pred(pred: EvalPrediction) -> Tuple[List[str], List[str]]:
+ return decode_tree_str(pred.predictions, tokenizer), decode_tree_str(pred.label_ids, tokenizer)
+
+ def extraction_metrics(pred: EvalPrediction) -> Dict:
+ pred_str, label_str = decode_pred(pred)
+ extraction = get_extract_metrics(pred_lns=pred_str, tgt_lns=label_str, label_constraint=decoding_type_schema,
+ decoding_format=decoding_format)
+ # rouge: Dict = calculate_rouge(pred_str, label_str)
+ summ_len = np.round(np.mean(lmap(non_pad_len, pred.predictions)), 1)
+ extraction.update({"gen_len": summ_len})
+ # extraction.update( )
+ return extraction
+
+ compute_metrics_fn = extraction_metrics
+ return compute_metrics_fn
+
+
+@dataclass
+class ConstraintSeq2SeqTrainingArguments(Seq2SeqTrainingArguments):
+ """
+ Parameters:
+ constraint_decoding (:obj:`bool`, `optional`, defaults to :obj:`False`):
+ Whether to use Constraint Decoding
+ structure_weight (:obj:`float`, `optional`, defaults to :obj:`None`):
+ """
+ constraint_decoding: bool = field(default=False, metadata={"help": "Whether to Constraint Decoding or not."})
+ label_smoothing_sum: bool = field(default=False,
+ metadata={"help": "Whether to use sum token loss for label smoothing"})
+
+
+class ConstraintSeq2SeqTrainer(Seq2SeqTrainer):
+ def __init__(self, decoding_type_schema=None, decoding_format='tree', source_prefix=None, *args, **kwargs):
+ super().__init__(*args, **kwargs)
+
+ self.decoding_format = decoding_format
+ self.decoding_type_schema = decoding_type_schema
+
+ # Label smoothing by sum token loss, different from different Label smootheing
+ if self.args.label_smoothing_sum and self.args.label_smoothing_factor != 0:
+ self.label_smoother = SumLabelSmoother(epsilon=self.args.label_smoothing_factor)
+ print('Using %s' % self.label_smoother)
+ elif self.args.label_smoothing_factor != 0:
+ print('Using %s' % self.label_smoother)
+ else:
+ self.label_smoother = None
+
+ if self.args.constraint_decoding:
+ self.constraint_decoder = get_constraint_decoder(tokenizer=self.tokenizer,
+ type_schema=self.decoding_type_schema,
+ decoding_schema=self.decoding_format,
+ source_prefix=source_prefix)
+ else:
+ self.constraint_decoder = None
+
+ def prediction_step(
+ self,
+ model: nn.Module,
+ inputs: Dict[str, Union[torch.Tensor, Any]],
+ prediction_loss_only: bool,
+ ignore_keys: Optional[List[str]] = None,
+ ) -> Tuple[Optional[float], Optional[torch.Tensor], Optional[torch.Tensor]]:
+ """
+ Perform an evaluation step on :obj:`model` using obj:`inputs`.
+
+ Subclass and override to inject custom behavior.
+
+ Args:
+ model (:obj:`nn.Module`):
+ The model to evaluate.
+ inputs (:obj:`Dict[str, Union[torch.Tensor, Any]]`):
+ The inputs and targets of the model.
+
+ The dictionary will be unpacked before being fed to the model. Most models expect the targets under the
+ argument :obj:`labels`. Check your model's documentation for all accepted arguments.
+ prediction_loss_only (:obj:`bool`):
+ Whether or not to return the loss only.
+
+ Return:
+ Tuple[Optional[float], Optional[torch.Tensor], Optional[torch.Tensor]]: A tuple with the loss, logits and
+ labels (each being optional).
+ """
+
+ def prefix_allowed_tokens_fn(batch_id, sent):
+ # print(self.tokenizer.convert_ids_to_tokens(inputs['labels'][batch_id]))
+ src_sentence = inputs['input_ids'][batch_id]
+ return self.constraint_decoder.constraint_decoding(src_sentence=src_sentence,
+ tgt_generated=sent)
+
+ if not self.args.predict_with_generate or prediction_loss_only:
+ return super().prediction_step(
+ model=model,
+ inputs=inputs,
+ prediction_loss_only=prediction_loss_only,
+ ignore_keys=ignore_keys,
+ prefix_allowed_tokens_fn=prefix_allowed_tokens_fn if self.constraint_decoder else None,
+ )
+
+ has_labels = "labels" in inputs
+ inputs = self._prepare_inputs(inputs)
+
+ gen_kwargs = {
+ "max_length": self._max_length if self._max_length is not None else self.model.config.max_length,
+ "num_beams": self._num_beams if self._num_beams is not None else self.model.config.num_beams,
+ "prefix_allowed_tokens_fn": prefix_allowed_tokens_fn if self.constraint_decoder else None,
+ }
+
+ generated_tokens = self.model.generate(
+ inputs["input_ids"],
+ attention_mask=inputs["attention_mask"],
+ **gen_kwargs,
+ )
+
+ # in case the batch is shorter than max length, the output should be padded
+ if generated_tokens.shape[-1] < gen_kwargs["max_length"]:
+ generated_tokens = self._pad_tensors_to_max_len(generated_tokens, gen_kwargs["max_length"])
+
+ with torch.no_grad():
+ if self.use_amp:
+ with autocast():
+ outputs = model(**inputs)
+ else:
+ outputs = model(**inputs)
+ if has_labels:
+ if self.label_smoother is not None:
+ loss = self.label_smoother(outputs, inputs["labels"]).mean().detach()
+ else:
+ loss = (outputs["loss"] if isinstance(outputs, dict) else outputs[0]).mean().detach()
+ else:
+ loss = None
+
+ if self.args.prediction_loss_only:
+ return loss, None, None
+
+ labels = inputs["labels"]
+ if labels.shape[-1] < gen_kwargs["max_length"]:
+ labels = self._pad_tensors_to_max_len(labels, gen_kwargs["max_length"])
+
+ return loss, generated_tokens, labels
+
+
+def main(): pass
+
+
+if __name__ == "__main__":
+ main()
diff --git a/baselines/Text2Event/seq2seq/label_smoother_sum.py b/baselines/Text2Event/seq2seq/label_smoother_sum.py
@@ -0,0 +1,43 @@
+#!/usr/bin/env python
+# -*- coding:utf-8 -*-
+import torch
+from dataclasses import dataclass
+
+
+@dataclass
+class SumLabelSmoother:
+ """
+ Adds label-smoothing on a pre-computed output from a Transformers model.
+
+ Args:
+ epsilon (:obj:`float`, `optional`, defaults to 0.1):
+ The label smoothing factor.
+ ignore_index (:obj:`int`, `optional`, defaults to -100):
+ The index in the labels to ignore when computing the loss.
+ """
+
+ epsilon: float = 0.1
+ ignore_index: int = -100
+
+ def __call__(self, model_output, labels):
+ logits = model_output["logits"] if isinstance(model_output, dict) else model_output[0]
+ log_probs = -torch.nn.functional.log_softmax(logits, dim=-1)
+ if labels.dim() == log_probs.dim() - 1:
+ labels = labels.unsqueeze(-1)
+
+ padding_mask = labels.eq(self.ignore_index)
+ # In case the ignore_index is -100, the gather will fail, so we replace labels by 0. The padding_mask
+ # will ignore them in any case.
+ labels.clamp_min_(0)
+ nll_loss = log_probs.gather(dim=-1, index=labels)
+ smoothed_loss = log_probs.sum(dim=-1, keepdim=True)
+
+ nll_loss.masked_fill_(padding_mask, 0.0)
+ smoothed_loss.masked_fill_(padding_mask, 0.0)
+
+ # Take the mean over the label dimensions, then divide by the number of active elements (i.e. not-padded):
+ # num_active_elements = padding_mask.numel() - padding_mask.long().sum()
+ nll_loss = nll_loss.sum() # / num_active_elements
+ smoothed_loss = smoothed_loss.sum() # / (num_active_elements * log_probs.shape[-1])
+ eps_i = self.epsilon / log_probs.size(-1)
+ return (1 - self.epsilon) * nll_loss + eps_i * smoothed_loss
diff --git a/baselines/Text2Event/seq2seq/sentence_splitter.py b/baselines/Text2Event/seq2seq/sentence_splitter.py
@@ -0,0 +1,39 @@
+# Copyright 2020 The HuggingFace Team. All rights reserved.
+#
+# Licensed under the Apache License, Version 2.0 (the "License");
+# you may not use this file except in compliance with the License.
+# You may obtain a copy of the License at
+#
+# http://www.apache.org/licenses/LICENSE-2.0
+#
+# Unless required by applicable law or agreed to in writing, software
+# distributed under the License is distributed on an "AS IS" BASIS,
+# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+# See the License for the specific language governing permissions and
+# limitations under the License.
+import os
+import re
+
+from filelock import FileLock
+
+try:
+ import nltk
+
+ NLTK_AVAILABLE = True
+except (ImportError, ModuleNotFoundError):
+ NLTK_AVAILABLE = False
+
+# if NLTK_AVAILABLE:
+# if not os.path.exists("~/nltk_data/tokenizers/punkt"):
+# print('Start download punk')
+# with FileLock(".lock") as lock:
+# nltk.download("punkt", quiet=True)
+# else:
+# print('Skip download punk')
+
+
+def add_newline_to_end_of_each_sentence(x: str) -> str:
+ """This was added to get rougeLsum scores matching published rougeL scores for BART and PEGASUS."""
+ re.sub("<n>", "", x) # remove pegasus newline char
+ assert NLTK_AVAILABLE, "nltk must be installed to separate newlines between sentences. (pip install nltk)"
+ return "\n".join(nltk.sent_tokenize(x))
diff --git a/baselines/Text2Event/seq2seq/utils.py b/baselines/Text2Event/seq2seq/utils.py
@@ -0,0 +1,647 @@
+# Copyright 2020 The HuggingFace Team. All rights reserved.
+#
+# Licensed under the Apache License, Version 2.0 (the "License");
+# you may not use this file except in compliance with the License.
+# You may obtain a copy of the License at
+#
+# http://www.apache.org/licenses/LICENSE-2.0
+#
+# Unless required by applicable law or agreed to in writing, software
+# distributed under the License is distributed on an "AS IS" BASIS,
+# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+# See the License for the specific language governing permissions and
+# limitations under the License.
+
+import itertools
+import json
+import linecache
+import math
+import os
+import pickle
+import socket
+from logging import getLogger
+from pathlib import Path
+from typing import Callable, Dict, Iterable, List, Tuple, Union
+
+import git
+import numpy as np
+import torch
+import torch.distributed as dist
+from rouge_score import rouge_scorer, scoring
+from sacrebleu import corpus_bleu
+from torch import nn
+from torch.utils.data import Dataset, Sampler
+
+from seq2seq.sentence_splitter import add_newline_to_end_of_each_sentence
+from transformers import BartTokenizer, EvalPrediction, PreTrainedTokenizer
+from transformers.file_utils import cached_property
+
+try:
+ from fairseq.data.data_utils import batch_by_size
+
+ FAIRSEQ_AVAILABLE = True
+except (ImportError, ModuleNotFoundError):
+ FAIRSEQ_AVAILABLE = False
+
+
+def label_smoothed_nll_loss(lprobs, target, epsilon, ignore_index=-100):
+ """From fairseq"""
+ if target.dim() == lprobs.dim() - 1:
+ target = target.unsqueeze(-1)
+ nll_loss = -lprobs.gather(dim=-1, index=target)
+ smooth_loss = -lprobs.sum(dim=-1, keepdim=True)
+ if ignore_index is not None:
+ pad_mask = target.eq(ignore_index)
+ nll_loss.masked_fill_(pad_mask, 0.0)
+ smooth_loss.masked_fill_(pad_mask, 0.0)
+ else:
+ nll_loss = nll_loss.squeeze(-1)
+ smooth_loss = smooth_loss.squeeze(-1)
+
+ nll_loss = nll_loss.sum() # mean()? Scared to break other math.
+ smooth_loss = smooth_loss.sum()
+ eps_i = epsilon / lprobs.size(-1)
+ loss = (1.0 - epsilon) * nll_loss + eps_i * smooth_loss
+ return loss, nll_loss
+
+
+def lmap(f: Callable, x: Iterable) -> List:
+ """list(map(f, x))"""
+ return list(map(f, x))
+
+
+def calculate_bleu(output_lns, refs_lns, **kwargs) -> dict:
+ """Uses sacrebleu's corpus_bleu implementation."""
+ return {"bleu": round(corpus_bleu(output_lns, [refs_lns], **kwargs).score, 4)}
+
+
+def build_compute_metrics_fn(task_name: str, tokenizer: PreTrainedTokenizer) -> Callable[[EvalPrediction], Dict]:
+ def non_pad_len(tokens: np.ndarray) -> int:
+ return np.count_nonzero(tokens != tokenizer.pad_token_id)
+
+ def decode_pred(pred: EvalPrediction) -> Tuple[List[str], List[str]]:
+ pred_str = tokenizer.batch_decode(pred.predictions, skip_special_tokens=True)
+ label_str = tokenizer.batch_decode(pred.label_ids, skip_special_tokens=True)
+ pred_str = lmap(str.strip, pred_str)
+ label_str = lmap(str.strip, label_str)
+ return pred_str, label_str
+
+ def summarization_metrics(pred: EvalPrediction) -> Dict:
+ pred_str, label_str = decode_pred(pred)
+ rouge: Dict = calculate_rouge(pred_str, label_str)
+ summ_len = np.round(np.mean(lmap(non_pad_len, pred.predictions)), 1)
+ rouge.update({"gen_len": summ_len})
+ return rouge
+
+ def translation_metrics(pred: EvalPrediction) -> Dict:
+ pred_str, label_str = decode_pred(pred)
+ bleu: Dict = calculate_bleu(pred_str, label_str)
+ gen_len = np.round(np.mean(lmap(non_pad_len, pred.predictions)), 1)
+ bleu.update({"gen_len": gen_len})
+ return bleu
+
+ compute_metrics_fn = summarization_metrics if "summarization" in task_name else translation_metrics
+ return compute_metrics_fn
+
+
+def trim_batch(
+ input_ids,
+ pad_token_id,
+ attention_mask=None,
+):
+ """Remove columns that are populated exclusively by pad_token_id"""
+ keep_column_mask = input_ids.ne(pad_token_id).any(dim=0)
+ if attention_mask is None:
+ return input_ids[:, keep_column_mask]
+ else:
+ return (input_ids[:, keep_column_mask], attention_mask[:, keep_column_mask])
+
+
+class AbstractSeq2SeqDataset(Dataset):
+ def __init__(
+ self,
+ tokenizer,
+ data_dir,
+ max_source_length,
+ max_target_length,
+ type_path="train",
+ n_obs=None,
+ prefix="",
+ **dataset_kwargs
+ ):
+ super().__init__()
+ self.src_file = Path(data_dir).joinpath(type_path + ".source")
+ self.tgt_file = Path(data_dir).joinpath(type_path + ".target")
+ self.len_file = Path(data_dir).joinpath(type_path + ".len")
+ if os.path.exists(self.len_file):
+ self.src_lens = pickle_load(self.len_file)
+ self.used_char_len = False
+ else:
+ self.src_lens = self.get_char_lens(self.src_file)
+ self.used_char_len = True
+ self.max_source_length = max_source_length
+ self.max_target_length = max_target_length
+ assert min(self.src_lens) > 0, f"found empty line in {self.src_file}"
+ self.tokenizer = tokenizer
+ self.prefix = prefix if prefix is not None else ""
+
+ if n_obs is not None:
+ self.src_lens = self.src_lens[:n_obs]
+ self.pad_token_id = self.tokenizer.pad_token_id
+ self.dataset_kwargs = dataset_kwargs
+ dataset_kwargs.update({"add_prefix_space": True} if isinstance(self.tokenizer, BartTokenizer) else {})
+
+ def __len__(self):
+ return len(self.src_lens)
+
+ @staticmethod
+ def get_char_lens(data_file):
+ return [len(x) for x in Path(data_file).open().readlines()]
+
+ @cached_property
+ def tgt_lens(self):
+ """Length in characters of target documents"""
+ return self.get_char_lens(self.tgt_file)
+
+ def make_sortish_sampler(self, batch_size, distributed=False, shuffle=True, **kwargs):
+ if distributed:
+ return DistributedSortishSampler(self, batch_size, shuffle=shuffle, **kwargs)
+ else:
+ return SortishSampler(self.src_lens, batch_size, shuffle=shuffle)
+
+ def make_dynamic_sampler(self, max_tokens_per_batch=1024, **kwargs):
+ assert FAIRSEQ_AVAILABLE, "Dynamic batch size requires `pip install fairseq`"
+ assert not self.used_char_len, "You must call python make_len_file.py before calling make_dynamic_sampler"
+ sorted_indices = list(self.make_sortish_sampler(1024, shuffle=False))
+
+ def num_tokens_in_example(i):
+ return min(self.src_lens[i], self.max_target_length)
+
+ # call fairseq cython function
+ batch_sampler: List[List[int]] = batch_by_size(
+ sorted_indices,
+ num_tokens_fn=num_tokens_in_example,
+ max_tokens=max_tokens_per_batch,
+ required_batch_size_multiple=64,
+ )
+ shuffled_batches = [batch_sampler[i] for i in np.random.permutation(range(len(batch_sampler)))]
+ # move the largest batch to the front to OOM quickly (uses an approximation for padding)
+ approximate_toks_per_batch = [max(self.src_lens[i] for i in batch) * len(batch) for batch in shuffled_batches]
+ largest_batch_idx = np.argmax(approximate_toks_per_batch)
+ shuffled_batches[0], shuffled_batches[largest_batch_idx] = (
+ shuffled_batches[largest_batch_idx],
+ shuffled_batches[0],
+ )
+ return shuffled_batches
+
+ def __getitem__(self, item):
+ raise NotImplementedError("You must implement this")
+
+ def collate_fn(self, batch):
+ raise NotImplementedError("You must implement this")
+
+
+class LegacySeq2SeqDataset(AbstractSeq2SeqDataset):
+ def __getitem__(self, index) -> Dict[str, torch.Tensor]:
+ """Call tokenizer on src and tgt_lines"""
+ index = index + 1 # linecache starts at 1
+ source_line = self.prefix + linecache.getline(str(self.src_file), index).rstrip("\n")
+ tgt_line = linecache.getline(str(self.tgt_file), index).rstrip("\n")
+ assert source_line, f"empty source line for index {index}"
+ assert tgt_line, f"empty tgt line for index {index}"
+ source_inputs = self.encode_line(self.tokenizer, source_line, self.max_source_length)
+ target_inputs = self.encode_line(self.tokenizer, tgt_line, self.max_target_length)
+
+ source_ids = source_inputs["input_ids"].squeeze()
+ target_ids = target_inputs["input_ids"].squeeze()
+ src_mask = source_inputs["attention_mask"].squeeze()
+ return {
+ "input_ids": source_ids,
+ "attention_mask": src_mask,
+ "labels": target_ids,
+ }
+
+ def encode_line(self, tokenizer, line, max_length, pad_to_max_length=True, return_tensors="pt"):
+ """Only used by LegacyDataset"""
+ return tokenizer(
+ [line],
+ max_length=max_length,
+ padding="max_length" if pad_to_max_length else None,
+ truncation=True,
+ return_tensors=return_tensors,
+ **self.dataset_kwargs,
+ )
+
+ def collate_fn(self, batch) -> Dict[str, torch.Tensor]:
+ input_ids = torch.stack([x["input_ids"] for x in batch])
+ masks = torch.stack([x["attention_mask"] for x in batch])
+ target_ids = torch.stack([x["labels"] for x in batch])
+ pad_token_id = self.pad_token_id
+ y = trim_batch(target_ids, pad_token_id)
+ source_ids, source_mask = trim_batch(input_ids, pad_token_id, attention_mask=masks)
+ batch = {
+ "input_ids": source_ids,
+ "attention_mask": source_mask,
+ "labels": y,
+ }
+ return batch
+
+
+class Seq2SeqDataset(AbstractSeq2SeqDataset):
+ """A dataset that calls prepare_seq2seq_batch."""
+
+ def __getitem__(self, index) -> Dict[str, str]:
+ index = index + 1 # linecache starts at 1
+ source_line = self.prefix + linecache.getline(str(self.src_file), index).rstrip("\n")
+ tgt_line = linecache.getline(str(self.tgt_file), index).rstrip("\n")
+ assert source_line, f"empty source line for index {index}"
+ assert tgt_line, f"empty tgt line for index {index}"
+ return {"tgt_texts": tgt_line, "src_texts": source_line, "id": index - 1}
+
+ def collate_fn(self, batch) -> Dict[str, torch.Tensor]:
+ """Call prepare_seq2seq_batch."""
+ batch_encoding: Dict[str, torch.Tensor] = self.tokenizer.prepare_seq2seq_batch(
+ [x["src_texts"] for x in batch],
+ tgt_texts=[x["tgt_texts"] for x in batch],
+ max_length=self.max_source_length,
+ max_target_length=self.max_target_length,
+ return_tensors="pt",
+ **self.dataset_kwargs,
+ ).data
+ batch_encoding["ids"] = torch.tensor([x["id"] for x in batch])
+ return batch_encoding
+
+
+class Seq2SeqDataCollator:
+ def __init__(self, tokenizer, data_args, tpu_num_cores=None):
+ self.tokenizer = tokenizer
+ self.pad_token_id = tokenizer.pad_token_id
+ assert (
+ self.pad_token_id is not None
+ ), f"pad_token_id is not defined for ({self.tokenizer.__class__.__name__}), it must be defined."
+ self.data_args = data_args
+ self.tpu_num_cores = tpu_num_cores
+ self.dataset_kwargs = {"add_prefix_space": True} if isinstance(tokenizer, BartTokenizer) else {}
+ if data_args.src_lang is not None:
+ self.dataset_kwargs["src_lang"] = data_args.src_lang
+ if data_args.tgt_lang is not None:
+ self.dataset_kwargs["tgt_lang"] = data_args.tgt_lang
+
+ def __call__(self, batch) -> Dict[str, torch.Tensor]:
+ if hasattr(self.tokenizer, "prepare_seq2seq_batch"):
+ batch = self._encode(batch)
+ input_ids, attention_mask, labels = (
+ batch["input_ids"],
+ batch["attention_mask"],
+ batch["labels"],
+ )
+ else:
+ input_ids = torch.stack([x["input_ids"] for x in batch])
+ attention_mask = torch.stack([x["attention_mask"] for x in batch])
+ labels = torch.stack([x["labels"] for x in batch])
+
+ labels = trim_batch(labels, self.pad_token_id)
+ input_ids, attention_mask = trim_batch(input_ids, self.pad_token_id, attention_mask=attention_mask)
+
+ batch = {
+ "input_ids": input_ids,
+ "attention_mask": attention_mask,
+ "labels": labels,
+ }
+ return batch
+
+ def _shift_right_t5(self, input_ids):
+ # shift inputs to the right
+ shifted_input_ids = input_ids.new_zeros(input_ids.shape)
+ shifted_input_ids[..., 1:] = input_ids[..., :-1].clone()
+ shifted_input_ids[..., 0] = self.pad_token_id
+ return shifted_input_ids
+
+ def _encode(self, batch) -> Dict[str, torch.Tensor]:
+ batch_encoding = self.tokenizer.prepare_seq2seq_batch(
+ [x["src_texts"] for x in batch],
+ tgt_texts=[x["tgt_texts"] for x in batch],
+ max_length=self.data_args.max_source_length,
+ max_target_length=self.data_args.max_target_length,
+ padding="max_length" if self.tpu_num_cores is not None else "longest", # TPU hack
+ return_tensors="pt",
+ **self.dataset_kwargs,
+ )
+ return batch_encoding.data
+
+
+class SortishSampler(Sampler):
+ "Go through the text data by order of src length with a bit of randomness. From fastai repo."
+
+ def __init__(self, data, batch_size, shuffle=True):
+ self.data, self.bs, self.shuffle = data, batch_size, shuffle
+
+ def __len__(self) -> int:
+ return len(self.data)
+
+ def __iter__(self):
+ return iter(sortish_sampler_indices(self.data, self.bs, shuffle=self.shuffle))
+
+
+def sortish_sampler_indices(data: List, bs: int, shuffle=True) -> np.array:
+ "Go through the text data by order of src length with a bit of randomness. From fastai repo."
+ if not shuffle:
+ return np.argsort(np.array(data) * -1)
+
+ def key_fn(i):
+ return data[i]
+
+ idxs = np.random.permutation(len(data))
+ sz = bs * 50
+ ck_idx = [idxs[i: i + sz] for i in range(0, len(idxs), sz)]
+ sort_idx = np.concatenate([sorted(s, key=key_fn, reverse=True) for s in ck_idx])
+ sz = bs
+ ck_idx = [sort_idx[i: i + sz] for i in range(0, len(sort_idx), sz)]
+ max_ck = np.argmax([key_fn(ck[0]) for ck in ck_idx]) # find the chunk with the largest key,
+ ck_idx[0], ck_idx[max_ck] = ck_idx[max_ck], ck_idx[0] # then make sure it goes first.
+ sort_idx = np.concatenate(np.random.permutation(ck_idx[1:])) if len(ck_idx) > 1 else np.array([], dtype=np.int)
+ sort_idx = np.concatenate((ck_idx[0], sort_idx))
+ return sort_idx
+
+
+class DistributedSortishSampler(Sampler):
+ """Copied from torch DistributedSampler"""
+
+ def __init__(self, dataset, batch_size, num_replicas=None, rank=None, add_extra_examples=True, shuffle=True):
+ if num_replicas is None:
+ if not dist.is_available():
+ raise RuntimeError("Requires distributed package to be available")
+ num_replicas = dist.get_world_size()
+ if rank is None:
+ if not dist.is_available():
+ raise RuntimeError("Requires distributed package to be available")
+ rank = dist.get_rank()
+ self.dataset = dataset
+ self.num_replicas = num_replicas
+ self.rank = rank
+ self.epoch = 0
+ if add_extra_examples:
+ self.num_samples = int(math.ceil(len(self.dataset) * 1.0 / self.num_replicas))
+ self.total_size = self.num_samples * self.num_replicas
+ else:
+ self.total_size = len(dataset)
+ self.num_samples = len(self.available_indices)
+ self.batch_size = batch_size
+ self.add_extra_examples = add_extra_examples
+ self.shuffle = shuffle
+
+ def __iter__(self) -> Iterable:
+ g = torch.Generator()
+ g.manual_seed(self.epoch)
+
+ sortish_data = [self.dataset.src_lens[i] for i in self.available_indices]
+ sortish_indices = sortish_sampler_indices(sortish_data, self.batch_size, shuffle=self.shuffle)
+ indices = [self.available_indices[i] for i in sortish_indices]
+ assert len(indices) == self.num_samples
+ return iter(indices)
+
+ @cached_property
+ def available_indices(self) -> np.array:
+ indices = list(range(len(self.dataset)))
+ # add extra samples to make it evenly divisible
+ indices += indices[: (self.total_size - len(indices))]
+ assert len(indices) == self.total_size
+ # subsample
+ available_indices = indices[self.rank: self.total_size: self.num_replicas]
+ return available_indices
+
+ def __len__(self):
+ return self.num_samples
+
+ def set_epoch(self, epoch):
+ self.epoch = epoch
+
+
+logger = getLogger(__name__)
+
+
+def use_task_specific_params(model, task):
+ """Update config with summarization specific params."""
+ task_specific_params = model.config.task_specific_params
+
+ if task_specific_params is not None:
+ pars = task_specific_params.get(task, {})
+ logger.info(f"setting model.config to task specific params for {task}:\n {pars}")
+ logger.info("note: command line args may override some of these")
+ model.config.update(pars)
+
+
+def pickle_load(path):
+ """pickle.load(path)"""
+ with open(path, "rb") as f:
+ return pickle.load(f)
+
+
+def pickle_save(obj, path):
+ """pickle.dump(obj, path)"""
+ with open(path, "wb") as f:
+ return pickle.dump(obj, f)
+
+
+def flatten_list(summary_ids: List[List]):
+ return [x for x in itertools.chain.from_iterable(summary_ids)]
+
+
+def save_git_info(folder_path: str) -> None:
+ """Save git information to output_dir/git_log.json"""
+ repo_infos = get_git_info()
+ save_json(repo_infos, os.path.join(folder_path, "git_log.json"))
+
+
+def save_json(content, path, indent=4, **json_dump_kwargs):
+ with open(path, "w") as f:
+ json.dump(content, f, indent=indent, sort_keys=True, **json_dump_kwargs)
+
+
+def load_json(path):
+ with open(path) as f:
+ return json.load(f)
+
+
+def get_git_info():
+ try:
+ repo = git.Repo(search_parent_directories=True)
+ repo_infos = {
+ "repo_id": str(repo),
+ "repo_sha": str(repo.head.object.hexsha),
+ "repo_branch": str(repo.active_branch),
+ "hostname": str(socket.gethostname()),
+ }
+ return repo_infos
+ except TypeError:
+ return {
+ "repo_id": None,
+ "repo_sha": None,
+ "repo_branch": None,
+ "hostname": None,
+ }
+
+
+ROUGE_KEYS = ["rouge1", "rouge2", "rougeL", "rougeLsum"]
+
+
+def extract_rouge_mid_statistics(dct):
+ new_dict = {}
+ for k1, v1 in dct.items():
+ mid = v1.mid
+ new_dict[k1] = {stat: round(getattr(mid, stat), 4) for stat in ["precision", "recall", "fmeasure"]}
+ return new_dict
+
+
+def calculate_rouge(
+ pred_lns: List[str],
+ tgt_lns: List[str],
+ use_stemmer=True,
+ rouge_keys=ROUGE_KEYS,
+ return_precision_and_recall=False,
+ bootstrap_aggregation=True,
+ newline_sep=True,
+) -> Dict:
+ """Calculate rouge using rouge_scorer package.
+ Args:
+ pred_lns: list of summaries generated by model
+ tgt_lns: list of groundtruth summaries (e.g. contents of val.target)
+ use_stemmer: Bool indicating whether Porter stemmer should be used to
+ strip word suffixes to improve matching.
+ rouge_keys: which metrics to compute, defaults to rouge1, rouge2, rougeL, rougeLsum
+ return_precision_and_recall: (False) whether to also return precision and recall.
+ bootstrap_aggregation: whether to do the typical bootstrap resampling of scores. Defaults to True, if False
+ this function returns a collections.defaultdict[metric: list of values for each observation for each subscore]``
+ newline_sep:(default=True) whether to add newline between sentences. This is essential for calculation rougeL
+ on multi sentence summaries (CNN/DM dataset).
+ Returns:
+ Dict[score: value] if aggregate else defaultdict(list) keyed by rouge_keys
+ """
+ scorer = rouge_scorer.RougeScorer(rouge_keys, use_stemmer=use_stemmer)
+ aggregator = scoring.BootstrapAggregator()
+ for pred, tgt in zip(tgt_lns, pred_lns):
+ # rougeLsum expects "\n" separated sentences within a summary
+ if newline_sep:
+ pred = add_newline_to_end_of_each_sentence(pred)
+ tgt = add_newline_to_end_of_each_sentence(tgt)
+ scores = scorer.score(pred, tgt)
+ aggregator.add_scores(scores)
+
+ if bootstrap_aggregation:
+ result = aggregator.aggregate()
+ if return_precision_and_recall:
+ return extract_rouge_mid_statistics(result) # here we return dict
+ else:
+ return {k: round(v.mid.fmeasure * 100, 4) for k, v in result.items()}
+
+ else:
+ return aggregator._scores # here we return defaultdict(list)
+
+
+# Utilities for freezing parameters and checking whether they are frozen
+
+
+def freeze_params(model: nn.Module):
+ """Set requires_grad=False for each of model.parameters()"""
+ for par in model.parameters():
+ par.requires_grad = False
+
+
+def freeze_embeds(model):
+ """Freeze token embeddings and positional embeddings for bart, just token embeddings for t5."""
+ model_type = model.config.model_type
+
+ if model_type == "t5":
+ freeze_params(model.shared)
+ for d in [model.encoder, model.decoder]:
+ freeze_params(d.embed_tokens)
+ elif model_type == "fsmt":
+ for d in [model.model.encoder, model.model.decoder]:
+ freeze_params(d.embed_positions)
+ freeze_params(d.embed_tokens)
+ else:
+ freeze_params(model.model.shared)
+ for d in [model.model.encoder, model.model.decoder]:
+ freeze_params(d.embed_positions)
+ freeze_params(d.embed_tokens)
+
+
+def grad_status(model: nn.Module) -> Iterable:
+ return (par.requires_grad for par in model.parameters())
+
+
+def any_requires_grad(model: nn.Module) -> bool:
+ return any(grad_status(model))
+
+
+def assert_all_frozen(model):
+ model_grads: List[bool] = list(grad_status(model))
+ n_require_grad = sum(lmap(int, model_grads))
+ npars = len(model_grads)
+ assert not any(model_grads), f"{n_require_grad / npars:.1%} of {npars} weights require grad"
+
+
+def assert_not_all_frozen(model):
+ model_grads: List[bool] = list(grad_status(model))
+ npars = len(model_grads)
+ assert any(model_grads), f"none of {npars} weights require grad"
+
+
+def parse_numeric_n_bool_cl_kwargs(unparsed_args: List[str]) -> Dict[str, Union[int, float, bool]]:
+ """
+ Parse an argv list of unspecified command line args to a dict.
+ Assumes all values are either numeric or boolean in the form of true/false.
+ """
+ result = {}
+ assert len(unparsed_args) % 2 == 0, f"got odd number of unparsed args: {unparsed_args}"
+ num_pairs = len(unparsed_args) // 2
+ for pair_num in range(num_pairs):
+ i = 2 * pair_num
+ assert unparsed_args[i].startswith("--")
+ if unparsed_args[i + 1].lower() == "true":
+ value = True
+ elif unparsed_args[i + 1].lower() == "false":
+ value = False
+ else:
+ try:
+ value = int(unparsed_args[i + 1])
+ except ValueError:
+ value = float(unparsed_args[i + 1]) # this can raise another informative ValueError
+
+ result[unparsed_args[i][2:]] = value
+ return result
+
+
+def write_txt_file(ordered_tgt, path):
+ f = Path(path).open("w")
+ for ln in ordered_tgt:
+ f.write(ln + "\n")
+ f.flush()
+
+
+def chunks(lst, n):
+ """Yield successive n-sized chunks from lst."""
+ for i in range(0, len(lst), n):
+ yield lst[i: i + n]
+
+
+def check_output_dir(args, expected_items=0):
+ """
+ Checks whether to bail out if output_dir already exists and has more than expected_items in it
+ `args`: needs to have the following attributes of `args`:
+ - output_dir
+ - do_train
+ - overwrite_output_dir
+ `expected_items`: normally 0 (default) - i.e. empty dir, but in some cases a few files are expected (e.g. recovery from OOM)
+ """
+ if (
+ os.path.exists(args.output_dir)
+ and len(os.listdir(args.output_dir)) > expected_items
+ and args.do_train
+ and not args.overwrite_output_dir
+ ):
+ raise ValueError(
+ f"Output directory ({args.output_dir}) already exists and "
+ f"has {len(os.listdir(args.output_dir))} items in it (expected {expected_items} items). "
+ "Use --overwrite_output_dir to overcome."
+ )
diff --git a/baselines/Text2Event/show_tokenized_result.py b/baselines/Text2Event/show_tokenized_result.py
@@ -0,0 +1,51 @@
+from transformers import AutoTokenizer
+from extraction.event_schema import EventSchema
+import json
+import argparse
+
+
+def main():
+ parser = argparse.ArgumentParser()
+ parser.add_argument('-m', '--model', default='t5-base')
+ parser.add_argument('-d', '--data',
+ default='data/text2tree/dyiepp_ace2005_subtype')
+ options = parser.parse_args()
+
+ tokenizer = AutoTokenizer.from_pretrained(options.model, use_fast=False)
+
+ tokenizer.add_special_tokens(
+ {"additional_special_tokens": ["<extra_id_0>", "<extra_id_1>"]}
+ )
+
+ print(tokenizer)
+ print(type(tokenizer))
+ print("================================")
+
+ folder_path = options.data
+
+ schema_file = folder_path + "/event.schema"
+
+ event_schema = EventSchema.read_from_file(schema_file)
+
+ subtoken_list = list()
+ for typename in event_schema.type_list:
+ typename = typename.replace('_', ' ')
+ after_tokenzied = tokenizer.encode(typename, add_special_tokens=False)
+ subtoken_list += after_tokenzied
+ print(typename, after_tokenzied,
+ tokenizer.convert_ids_to_tokens(after_tokenzied))
+ print("----------------")
+
+ print("================================")
+
+ for instance in open(folder_path + "/val.json").readlines()[:10]:
+ instance = json.loads(instance)
+ print(tokenizer.tokenize(instance['event']))
+ print("----------------")
+
+ for name in ['<extra_id_0>', '<extra_id_1>']:
+ print(name, tokenizer.encode(name), tokenizer.tokenize(name))
+
+
+if __name__ == "__main__":
+ main()
diff --git a/baselines/flan-t5/.gitignore b/baselines/flan-t5/.gitignore
@@ -0,0 +1,168 @@
+# Byte-compiled / optimized / DLL files
+__pycache__/
+*.py[cod]
+*$py.class
+
+# C extensions
+*.so
+
+# Distribution / packaging
+.Python
+build/
+develop-eggs/
+dist/
+downloads/
+eggs/
+.eggs/
+.venv/lib/
+lib64/
+parts/
+sdist/
+var/
+wheels/
+share/python-wheels/
+*.egg-info/
+.installed.cfg
+*.egg
+MANIFEST
+
+# PyInstaller
+# Usually these files are written by a python script from a template
+# before PyInstaller builds the exe, so as to inject date/other infos into it.
+*.manifest
+*.spec
+
+# Installer logs
+pip-log.txt
+pip-delete-this-directory.txt
+
+# Unit test / coverage reports
+htmlcov/
+.tox/
+.nox/
+.coverage
+.coverage.*
+.cache
+nosetests.xml
+coverage.xml
+*.cover
+*.py,cover
+.hypothesis/
+.pytest_cache/
+cover/
+
+# Translations
+*.mo
+*.pot
+
+# Django stuff:
+*.log
+local_settings.py
+db.sqlite3
+db.sqlite3-journal
+
+# Flask stuff:
+instance/
+.webassets-cache
+
+# Scrapy stuff:
+.scrapy
+
+# Sphinx documentation
+docs/_build/
+
+# PyBuilder
+.pybuilder/
+target/
+
+# Jupyter Notebook
+.ipynb_checkpoints
+
+# IPython
+profile_default/
+ipython_config.py
+
+# pyenv
+# For a library or package, you might want to ignore these files since the code is
+# intended to run in multiple environments; otherwise, check them in:
+# .python-version
+
+# pipenv
+# According to pypa/pipenv#598, it is recommended to include Pipfile.lock in version control.
+# However, in case of collaboration, if having platform-specific dependencies or dependencies
+# having no cross-platform support, pipenv may install dependencies that don't work, or not
+# install all needed dependencies.
+#Pipfile.lock
+
+# poetry
+# Similar to Pipfile.lock, it is generally recommended to include poetry.lock in version control.
+# This is especially recommended for binary packages to ensure reproducibility, and is more
+# commonly ignored for libraries.
+# https://python-poetry.org/docs/basic-usage/#commit-your-poetrylock-file-to-version-control
+#poetry.lock
+
+# pdm
+# Similar to Pipfile.lock, it is generally recommended to include pdm.lock in version control.
+#pdm.lock
+# pdm stores project-wide configurations in .pdm.toml, but it is recommended to not include it
+# in version control.
+# https://pdm.fming.dev/latest/usage/project/#working-with-version-control
+.pdm.toml
+.pdm-python
+.pdm-build/
+
+# PEP 582; used by e.g. github.com/David-OConnor/pyflow and github.com/pdm-project/pdm
+__pypackages__/
+
+# Celery stuff
+celerybeat-schedule
+celerybeat.pid
+
+# SageMath parsed files
+*.sage.py
+
+# Environments
+.env
+.venv
+env/
+venv/
+ENV/
+env.bak/
+venv.bak/
+
+# Spyder project settings
+.spyderproject
+.spyproject
+
+# Rope project settings
+.ropeproject
+
+# mkdocs documentation
+/site
+
+# mypy
+.mypy_cache/
+.dmypy.json
+dmypy.json
+
+# Pyre type checker
+.pyre/
+
+# pytype static type analyzer
+.pytype/
+
+# Cython debug symbols
+cython_debug/
+
+# PyCharm
+# JetBrains specific template is maintained in a separate JetBrains.gitignore that can
+# be found at https://github.com/github/gitignore/blob/main/Global/JetBrains.gitignore
+# and can be added to the global gitignore or merged into this file. For a more nuclear
+# option (not recommended) you can uncomment the following to ignore the entire idea folder.
+.idea/
+
+# Results
+*.jsonl
+
+# Bash
+scripts/
diff --git a/baselines/flan-t5/README.md b/baselines/flan-t5/README.md
@@ -0,0 +1,37 @@
+## Environment
+- Python==3.11
+- datasets==3.2.0
+- torch==2.6.0
+- transformers==4.48.3
+- accelerate==1.3.0
+- tensorboard==2.18.0
+
+## Datasets
+
+This setup is designed for UCDP-AEC, with input and output templates defined in `spec/aec_setup.py`. Templates can be modified to adapt to different event argument structures.
+
+## Training
+
+Training parameters can be specified either in `aec_setup.py` or provided as command-line arguments (--parameters). The following configuration options are available:
+- `eval`: Whether to only run evaluation.
+- `transformer`: Defines the HF model to run. Must be any of T5 family.
+- `num_train_epochs`: Number of training epochs.
+- `learning_rate`: The initial learning rate.
+- `model.generation_max_length`: Maximum number of tokens to generate during evaluation.
+- `dataset.name`: Name of the dataset to train on. It must be a directory in `$DATA_PATH`.
+- `dataset.input_template`: Template to use for the generative representation of input.
+- `dataset.output_template`: Template to use for the generative representation of output.
+
+Before starting, ensure the following environment variables are set:
+- `DATA_PATH`: Root directory for dataset arrow files.
+- `MODEL_PATH`: Directory for model checkpoints.
+- `LOG_PATH`: Directory for evaluation results.
+
+Execute training with:
+```sh
+python -m t5 t5/spec/aec_setup.py [--parameters]
+```
+
+## Evaluation
+
+If everything went correctly, evaluation results will be saved in `LOG_PATH` under a directory named after the run's parameters and timestamp, containing the files `validation_output.jsonl` and `test_output.jsonl`, which can be used with `process_output.py` to format results for `aec/evaluate.py`.
diff --git a/baselines/flan-t5/pyproject.toml b/baselines/flan-t5/pyproject.toml
@@ -0,0 +1,7 @@
+[project]
+name = "t5"
+version = "2025.02.07"
+authors = [{name = "Anonymous", email = "Anonymous@anonymous.anonymous"}]
+dependencies = ["datasets", "torch", "transformers", "accelerate", "tensorboard"]
+readme = "README.md"
+license = {text = "GNU AGPLv3"}
diff --git a/baselines/flan-t5/t5/__init__.py b/baselines/flan-t5/t5/__init__.py
@@ -0,0 +1,18 @@
+"""Extract socio-politically-relevant information from news articles."""
+
+from t5.config import (
+ Config,
+ ConfigError,
+ InvalidValueError,
+ MissingValueError,
+ MistypedValueError,
+ UndeclaredValueError,
+)
+from t5.dataset import Dataset
+from t5.experiment import BaseExperiment
+from t5.metric import Metrics
+from t5.model import Model
+from t5.trainer import Trainer
+
+
+__all__ = ["BaseExperiment", "Config", "ConfigError", "Dataset", "InvalidValueError", "Metrics", "MissingValueError", "MistypedValueError", "UndeclaredValueError", "Model", "Trainer"]
diff --git a/baselines/flan-t5/t5/__main__.py b/baselines/flan-t5/t5/__main__.py
@@ -0,0 +1,7 @@
+"""Train a model."""
+
+import t5
+
+
+if __name__ == "__main__":
+ t5.Trainer()()
diff --git a/baselines/flan-t5/t5/collator.py b/baselines/flan-t5/t5/collator.py
@@ -0,0 +1,35 @@
+"""Module for batching socio-political datasets."""
+
+from __future__ import annotations
+
+from typing import TYPE_CHECKING, Any
+
+import transformers
+
+
+if TYPE_CHECKING:
+ import t5.dataset
+ import t5.model
+
+
+class DataCollator:
+ """Group socio-political event samples into a batch."""
+
+ # We need a custom collator in order to keep all features in the batch, including some that cannot be batched automatically.
+ def __init__(self: DataCollator, dataset: t5.dataset.Dataset, model: t5.model.Model) -> None:
+ """Initialize socio-political event data collator."""
+ self.dataset = dataset
+ self.model = model
+ self.text_collator = transformers.data.DataCollatorForSeq2Seq(tokenizer=self.dataset.tokenizer, model=self.model)
+ self.text_keys: list[str] = ["input_ids", "attention_mask", "labels"]
+
+ def __call__(self: DataCollator, samples: list[dict[str, Any]]) -> dict[str, Any]:
+ """Collate a list of samples into a batch."""
+ text_inputs: list[dict[str, Any]] = [{key: sample[key] for key in self.text_keys} for sample in samples]
+ batch: dict[str, Any] = {key: [] for key in samples[0] if key not in self.text_keys}
+ batch.update(self.text_collator(text_inputs))
+ for sample in samples:
+ for key, value in sample.items():
+ if key not in self.text_keys:
+ batch[key].append(value)
+ return batch
diff --git a/baselines/flan-t5/t5/config.py b/baselines/flan-t5/t5/config.py
@@ -0,0 +1,397 @@
+"""
+Configuration using command line arguments and python files.
+
+Configuration for t5 is first expressed by a schema, declaring options that are needed to describe the model.
+These options need to be assigned a value using command line arguments.
+Configuration values can be given as direct variable assignement or through a python module.
+"""
+
+from __future__ import annotations
+
+import importlib.machinery
+import importlib.util
+import logging
+import os
+import pathlib
+import types
+from typing import Any, Iterator
+
+
+logger: logging.Logger = logging.getLogger(__name__)
+
+
+class Config(dict[str, Any]):
+ """
+ A set of configuration values.
+
+ Config objects are dictionaries that can be access through `var.key` instead of `var["key"]`.
+ This class also defines functions for processing command-line arguments.
+
+ Attributes
+ ----------
+ _root: list[str]
+ The location of the config root, empty for the root config.
+ _lazy_values: dict[str, str]
+ Values that have not been parsed yet because their type is not yet known (because the corresponding key was not declared).
+ _schema: dict[str, type]
+ Type constraints for configuration keys.
+ _help: dict[str, str]
+ Short message describing the purpose of each key.
+ _default: dict[str, Any]
+ Default value for configuration keys, a default does not always need to be declared.
+ _from_environment: set[str]
+ Set of keys that where imported from the environment instead of command line arguments.
+
+ Config
+ ------
+ DATA_PATH: pathlib.Path
+ Path to the directory containing the datasets.
+ This is an environment variable that can be set by exporting `DATA_PATH`.
+ LOG_PATH: pathlib.Path
+ Path to where logs, metrics and metadata are saved.
+ This is an environment variable that can be set by exporting `LOG_PATH`.
+ MODEL_PATH: pathlib.Path
+ Path to where models are saved.
+ This is an environment variable that can be set by exporting `MODEL_PATH`.
+ """
+
+ class _LazyMarkerType:
+ """Type used to mark lazy values in Config dictionaries."""
+
+ def __init__(self: Config, argv: list[str] | None = None, root: list[str] | None = None, lazy_values: dict[str, str] | None = None) -> None:
+ """
+ Initialize a configuration object with the given argument list.
+
+ Parameters
+ ----------
+ argv: list[str], optional
+ Command line arguments to extract values from.
+ The first element is assumed to be the program name and is ignored.
+ root: list[str], optional
+ Location of this `Config` object inside the configuration tree.
+ For example the `Config` with root `["model", "generator"]` would contains values such as `model.generator.temperature`.
+ It is empty for the root object.
+ If the root starts with `_test_`, environment variables config keys will not be imported, this is to simplify unit tests.
+ lazy_values: dict[str, str], optional
+ Config values as dictionary of strings, useful when loading from json.
+
+ """
+ super().__init__()
+ self._root: list[str] = root if root is not None else []
+ self._lazy_values: dict[str, str] = {}
+ self._schema: dict[str, type] = {}
+ self._help: dict[str, str] = {}
+ self._default: dict[str, Any] = {}
+ self._from_environment: set[str] = set()
+ if argv is not None and lazy_values is not None:
+ msg: str = "both argv and lazy_values given"
+ raise ValueError(msg)
+ if argv is not None:
+ for argument in argv[1:]:
+ self.process_argument(argument)
+ if lazy_values is not None:
+ self._lazy_values.update(lazy_values)
+
+ # Do not require the environment variables to be set when running unit tests.
+ if len(self._root) == 0 or self._root[0] != "_test_":
+ self._import_environment("DATA_PATH", pathlib.Path, "Path to the directory containing the datasets.")
+ self._import_environment("LOG_PATH", pathlib.Path, "Path to where logs, metrics and metadata are saved.")
+ self._import_environment("MODEL_PATH", pathlib.Path, "Path to where models are saved.")
+
+ def __getattr__(self: Config, name: str) -> Any:
+ """Access config values as attributes."""
+ if name in self.__dict__:
+ return self.__dict__[name]
+ if name not in self:
+ raise AttributeError(self.key_path(name))
+ return self[name]
+
+ def pretty_string(self: Config) -> str:
+ """Return a colorful representation of the Config."""
+ return "\n".join(self._pretty_color_lines())
+
+ def _pretty_color_lines(self: Config, prefix: str = "") -> Iterator[str]:
+ """Describe the Config state as a text lines."""
+ reset_color: str = "\033[0m"
+ root_color: str = "\033[91m"
+ key_color: str = "\033[92m"
+ value_color: str = "\033[94m"
+ help_color: str = "\033[2m"
+
+ root: str = ".".join(self._root) + " " if self._root else ""
+ yield f"{prefix}{root_color}{root}Config{reset_color}"
+ for key in sorted(self.keys()):
+ value: Any = self[key]
+ if isinstance(value, self._LazyMarkerType):
+ yield f"{prefix} {key_color}{key}{reset_color} {help_color}(LAZY){reset_color} = {value_color}{self._lazy_values[key]}{reset_color}"
+ elif isinstance(value, Config):
+ subconfig: Iterator[str] = value._pretty_color_lines(prefix=" ")
+ if self._help.get(key):
+ yield f"{prefix}{next(subconfig)} {help_color}({self._help[key]}){reset_color}"
+ yield from (f"{prefix}{line}" for line in subconfig)
+ else:
+ type_name: str = self._schema[key].__name__ if key in self._schema else "UNDECLARED"
+ default_msg: str = f" default: {self._default[key]}" if key in self.default else ""
+ help_msg: str = f" {help_color}({self._help[key]}){default_msg}{reset_color}" if self._help.get(key) else ""
+ yield f"{prefix} {key_color}{key}{reset_color} {help_color}({type_name}){reset_color} = {value_color}{value}{reset_color}{help_msg}"
+
+ def _import_environment(self: Config, name: str, cast: type, help_msg: str) -> None:
+ """Import an environment variable into the config namespace."""
+ try:
+ self[name] = cast(os.environ[f"{name}"])
+ self._schema[name] = cast
+ self._help[name] = help_msg
+ self._from_environment.add(name)
+ except AttributeError as exception:
+ exception.add_note(f"You need to set the environment variable {name}.")
+ exception.add_note(f"{name}: {help_msg}")
+ raise
+
+ def process_argument(self: Config, argument: str) -> None:
+ """
+ Process a command line argument.
+
+ Three types of argument are accepted:
+ - Arguments starting with a `--` are untyped *lazy* arguments, that will be converted to the correct type once it is declared.
+ - Arguments starting with a `@` are eval arguments, they are executed as python code where other configuration keys can be directly accessed and modified as python variables.
+ - Other arguments are import arguments, they are treated as paths to python module files.
+ """
+ if argument.startswith("--"):
+ self._process_lazy_argument(argument[2:])
+ elif argument.startswith("@"):
+ self._process_eval_argument(argument[1:])
+ else:
+ self._process_import_argument(argument)
+
+ def _resolve_config_path(self: Config, key: str) -> tuple[Config, str]:
+ """Resolve a path to the corresponding config object and key."""
+ components: list[str] = key.split(".")
+ config: Config = self
+ for i, component in enumerate(components[:-1]):
+ if component not in config:
+ config[component] = Config(root=[*self._root, *components[:i+1]])
+ config = config[component]
+ return config, components[-1]
+
+ @staticmethod
+ def _split_assignment(argument: str) -> tuple[str, str | bool]:
+ """
+ Split an assignment into key and values.
+
+ The expected format is:
+ key(=value)?
+ If no value is provided, the key is assumed to be a boolean and True is considered to be its implicit value.
+ """
+ operands: list[str] = argument.split("=", maxsplit=1)
+ if len(operands) == 1:
+ return argument, True
+ return operands[0], operands[1]
+
+ def _convert_dicts(self: Config) -> None:
+ """Convert dictionaries to Config objects."""
+ for key, value in self.items():
+ if isinstance(value, Config):
+ value._convert_dicts()
+ elif isinstance(value, dict):
+ subconfig = Config(root=[*self._root, key])
+ for subkey, subvalue in value.items():
+ subconfig[subkey] = subvalue
+ subconfig._convert_dicts()
+ self[key] = subconfig
+
+ def key_path(self: Config, key: str) -> str:
+ """Return the full path of a config key."""
+ return ".".join([*self._root, key])
+
+ def _process_lazy_argument(self: Config, argument: str) -> None:
+ """Process an assignment with a yet unknown type."""
+ lhs: str
+ value: str | bool
+ lhs, value = self._split_assignment(argument)
+
+ config: Config
+ key: str
+ config, key = self._resolve_config_path(lhs)
+ if isinstance(value, bool):
+ config[key] = True
+ else:
+ config[key] = self._LazyMarkerType()
+ config._lazy_values[key] = value
+
+ def _process_eval_argument(self: Config, argument: str) -> None:
+ """
+ Evaluate a python argument on the config dictionary.
+
+ When passing a string argument through the shell, it must be enclosed in quote (like all python string), which usually need to be escaped.
+ """
+ exec(argument, self)
+ self.pop("__builtins__", None)
+ self._convert_dicts()
+
+ def _process_import_argument(self: Config, argument: str) -> None:
+ """
+ Load python file argument.
+
+ The file is loaded in an independent context, all the variable defined in the file (even through import) are added to the configuration, with the exception of builtins and whole modules.
+ """
+ spec: importlib.machinery.ModuleSpec | None = importlib.util.spec_from_file_location("argument", argument)
+ if spec is None or spec.loader is None:
+ raise ImportError(argument)
+ module: types.ModuleType = importlib.util.module_from_spec(spec)
+ spec.loader.exec_module(module)
+ key: str
+ value: Any
+ for key, value in vars(module).items():
+ if (
+ key not in module.__builtins__
+ and not key.startswith("_")
+ and not isinstance(value, types.ModuleType)
+ ):
+ self[key] = value
+ self._convert_dicts()
+
+ def _resolve_lazy(self: Config, key: str) -> None:
+ """Cast lazily typed value to schema type."""
+ if self._schema[key] in [str, int, float, bool, pathlib.Path]:
+ try:
+ self[key] = self._schema[key](self._lazy_values[key])
+ self._lazy_values.pop(key)
+ except ValueError as exception:
+ raise InvalidValueError(self.key_path(key), self._schema[key], self._help[key], self[key]) from exception
+ else:
+ raise NotImplementedError(f"Lazy {self._schema[key]} config")
+
+ def declare_option(self: Config, full_key: str, type_constraint: type, help_msg: str, default: None | Any = None) -> None:
+ """
+ Add an option to the configuration schema.
+
+ Parameters
+ ----------
+ full_key: str
+ Configuration key to declare such as `model.generator.temperature`.
+ It is preferable to directly declare each option in its direct parent's config, so more often than not, this should be a dot-less key.
+ type_constraint: type
+ What is the type of the configuration key being declared.
+ help_msg: str
+ An explanation of what the configuration key is for.
+ default: type_constraint, optional
+ The value the configuration key will take if it is not assigned a value.
+ If a default is not given and the option was not defined by the command-line, this function will raise an exception.
+
+ Raises
+ ------
+ MissingValueError
+ If the command-line arguments do not define the declared option when no default is provided.
+ MistypedValueError
+ The configuration key was defined by the command-line arguments with a different type from the one being declared.
+ InvalidValueError
+ The configuration key was lazily defined by the command-line argument but could not be converted to the declared type.
+
+ """
+ config: Config
+ key: str
+ config, key = self._resolve_config_path(full_key)
+
+ config._schema[key] = type_constraint
+ config._help[key] = help_msg
+ if default is not None:
+ config._default[key] = default
+
+ if key not in config:
+ if default is None:
+ raise MissingValueError(config.key_path(key), type_constraint, help_msg)
+ config[key] = default
+
+ if isinstance(config[key], self._LazyMarkerType):
+ config._resolve_lazy(key)
+ if not isinstance(config[key], type_constraint):
+ raise MistypedValueError(config.key_path(key), type_constraint, help_msg, config[key])
+
+ def check_schema(self: Config) -> None:
+ """Check whether the config adhere to the schema."""
+ for key, value in self.items():
+ if key not in self._schema:
+ raise UndeclaredValueError(self.key_path(key), value)
+ if isinstance(value, Config):
+ value.check_schema()
+
+ def log(self: Config) -> None:
+ """Write the config to log file."""
+ for key in sorted(self):
+ value: Any = self[key]
+ if isinstance(value, Config):
+ value.log()
+ else:
+ logger.info("value %s %s", self.key_path(key), value)
+
+ def save(self: Config, output_path: pathlib.Path) -> None:
+ """Save the compiled configuration to a python file."""
+ imports: set[str]
+ code: list[str]
+ imports, code = self._python_representation()
+ with output_path.open("w") as output:
+ print("\n".join(imports), file=output)
+ print("\n\n", end="", file=output)
+ print("\n".join(code), file=output)
+
+ def _python_representation(self: Config) -> tuple[set[str], list[str]]:
+ """Get a representation of the configuration as python code."""
+ imports: set[str] = set()
+ code: list[str] = []
+ for key in sorted(self):
+ if key in self._from_environment:
+ continue
+ value: Any = self[key]
+ full_key: str = key
+ if self._root:
+ indices: str = "".join(f"[\"{part}\"]" for part in [*self._root[1:], key])
+ full_key = f"{self._root[0]}{indices}"
+
+ if isinstance(value, Config):
+ code.append(f"{full_key} = dict()")
+ sub_imports: set[str]
+ sub_code: list[str]
+ sub_imports, sub_code = value._python_representation()
+ imports.update(sub_imports)
+ code.extend(sub_code)
+ else:
+ if isinstance(value, pathlib.PosixPath):
+ imports.add("from pathlib import PosixPath")
+ code.append(f"{full_key} = {value!r}")
+ return imports, code
+
+
+class ConfigError(Exception):
+ """Base Exception class for t5.config."""
+
+
+class MissingValueError(ConfigError):
+ """Exception raised when a needed config value is not provided as command line argument."""
+
+ def __init__(self: MissingValueError, key: str, type_constraint: type, help_msg: str) -> None:
+ """Initiate a MissingValueError with given meta information."""
+ super().__init__(f"Missing configuration value for: {key}\nType constraint: {type_constraint}\nHelp: {help_msg}")
+
+
+class MistypedValueError(ConfigError):
+ """Exception raised when a config value is given the wrong type."""
+
+ def __init__(self: MistypedValueError, key: str, type_constraint: type, help_msg: str, value: Any) -> None:
+ """Initiate a MistypedValueError with given meta information and wrong value."""
+ super().__init__(f"Wrong type for configuration value: {key}\nType constraint: {type_constraint}\nActual type was {type(value)} from value {value}\nHelp: {help_msg}")
+
+
+class InvalidValueError(ConfigError):
+ """Exception raised when a config value cannot be converted to the correct type."""
+
+ def __init__(self: InvalidValueError, key: str, type_constraint: type, help_msg: str, value: Any) -> None:
+ """Initiate an InvalidValueError with given meta information and wrong value."""
+ super().__init__(f"Cannot convert configuration value: {key}\nType constraint: {type_constraint}\nAssigned value: {value}\nHelp: {help_msg}")
+
+
+class UndeclaredValueError(ConfigError):
+ """Exception raised when a config value is given but not declared by the program."""
+
+ def __init__(self: UndeclaredValueError, key: str, value: Any) -> None:
+ """Initiate an UndeclaredValueError with given meta information."""
+ super().__init__(f"Extra configuration value was provided but it is undeclared: {key}\nAssigned value: {value}")
diff --git a/baselines/flan-t5/t5/dataset.py b/baselines/flan-t5/t5/dataset.py
@@ -0,0 +1,124 @@
+"""Module for handling socio-political datasets."""
+
+from __future__ import annotations
+
+import contextlib
+import datetime
+import locale
+import re
+from typing import TYPE_CHECKING, Any
+
+import datasets
+import transformers
+
+
+if TYPE_CHECKING:
+ import t5.config
+
+
+class Dataset:
+ """
+ A socio-political event dataset.
+
+ Config
+ ------
+ name: str
+ Name of the dataset to train on. It must be a directory in $DATA_PATH.
+ processing: str, optional
+ How to process the data, must be one of "none", "generative".
+ input_template: str, conditional on processing="generative"
+ Template to use for the generative representation of input.
+ output_template: str, conditional on processing="generative"
+ Template to use for the generative representation of output.
+ tokenizer: str
+ Name of the tokenizer used to process text data.
+
+ """
+
+ def __init__(self: Dataset, config: t5.config.Config) -> None:
+ """Initialize a socio-political event dataset."""
+ self.config: t5.config.Config = config
+ self.config.declare_option("name", str, "Name of the dataset to train on. It must be a directory in $DATA_PATH.")
+ self.config.declare_option("processing", str, "How to process the data, must be one of \"none\", \"generative\".", default="none")
+ if self.config.processing == "generative":
+ self.config.declare_option("input_template", str, "Template to use for the generative representation of input.")
+ self.config.declare_option("output_template", str, "Template to use for the generative representation of output.")
+ self.config.declare_option("tokenizer", str, "Name of the tokenizer used to process text data.")
+ self.tokenizer: transformers.PreTrainedTokenizer = transformers.AutoTokenizer.from_pretrained(self.config.tokenizer)
+ self._initialize_original_splits()
+ self._initialize_processed_splits()
+ self._initialize_recovery()
+
+ @property
+ def train(self: Dataset) -> datasets.Dataset:
+ """Processed train split."""
+ return self.datasets["train"]
+
+ @property
+ def validation(self: Dataset) -> datasets.Dataset:
+ """Processed validation split."""
+ return self.datasets["validation"]
+
+ @property
+ def test(self: Dataset) -> datasets.Dataset:
+ """Processed test split."""
+ return self.datasets["test"]
+
+ def _initialize_original_splits(self: Dataset) -> None:
+ self.original: dict[str, datasets.Dataset] = {}
+ for directory in (self.config.DATA_PATH / self.config.name).iterdir():
+ self.original[directory.name] = datasets.load_from_disk(str(directory))
+
+ def _process_sample_generative(self: Dataset, sample: dict[str, Any]) -> dict[str, Any]:
+ """Process sample as it comes from UCDP into text templates, and tokenize them for training dataset."""
+ # init huggingface container for sample
+ new_fields: dict[str, Any] = {}
+
+ # parse input & output into plaintext templates from json ucdp sample
+ new_fields["input_text"] = self.config.input_template.format(**sample)
+ new_fields["output_text"] = self.config.output_template.format(**sample, **new_fields)
+
+ # tokenize inputs+outputs & add result to dict
+ new_fields.update({key: value[0] for key, value in self.tokenizer(text=new_fields["input_text"], text_target=new_fields["output_text"], padding="longest", truncation=True, return_tensors="pt").items()})
+ return new_fields
+
+ def _make_split_batchable(self: Dataset, split: datasets.Dataset) -> datasets.Dataset:
+ return split
+
+ def _process_split(self: Dataset, split: datasets.Dataset) -> datasets.Dataset:
+ if self.config.processing == "none":
+ return split
+ if self.config.processing == "generative":
+ return split.map(self._process_sample_generative) # , load_from_cache_file=False)
+ raise NotImplementedError(f"Unknown value for {self.config.key_path('processing')}: {self.config.processing}")
+
+ def _initialize_processed_splits(self: Dataset) -> None:
+ self.datasets: dict[str, datasets.Dataset] = {}
+ split: str
+ for split in ["train", "validation", "test"]:
+ if split in self.original:
+ self.datasets[split] = self._make_split_batchable(self._process_split(self.original[split]))
+
+ def _initialize_recovery(self: Dataset) -> None:
+ if self.config.processing == "generative":
+ pattern: str = re.sub(r"\s*{[^}]+}\s*", "(.*?)", self.config.output_template)
+ self.template_regex: re.Pattern[str] = re.compile(pattern)
+ self.template_fields: list[str] = re.findall(r"{([^}]+)}", self.config.output_template)
+
+ def recover_data_from_output(self: Dataset, sample: dict[str, Any], output: Any) -> dict[str, Any]:
+ """Given the output of a model, recover the data from which it was generated."""
+ if self.config.processing == "generative":
+ indices: list[int] = output.tolist()
+ # T5 is using pad as an initial token when generating
+ if indices and indices[0] == self.tokenizer.pad_token_id:
+ indices = indices[1:]
+ with contextlib.suppress(ValueError):
+ # ValueError = no EOS token, this will certainly not match the template regex, try it anyway in case we generated exactly the maximum length.
+ indices = indices[:indices.index(self.tokenizer.eos_token_id)]
+ values: re.Match[str] | None = self.template_regex.fullmatch(self.tokenizer.decode(indices))
+ if not values:
+ return {}
+ # Convert decoded and matched output template fields to dictionary
+ parsed_values: dict[str, Any] = dict(zip(self.template_fields, (value.strip() for value in values.groups())))
+ return parsed_values
+ return {}
diff --git a/baselines/flan-t5/t5/experiment.py b/baselines/flan-t5/t5/experiment.py
@@ -0,0 +1,158 @@
+"""Toolbox for handling experiment metadata."""
+
+from __future__ import annotations
+
+import abc
+import hashlib
+import logging
+import multiprocessing
+import pathlib
+import pickle
+import re
+import signal
+import subprocess
+import sys
+import time
+import uuid
+from typing import Any
+
+import codecarbon
+import pynvml
+
+from t5.config import Config
+
+
+MAXIMUM_FILENAME_LENGTH: int = 256
+
+logger: logging.Logger = logging.getLogger(__name__)
+
+
+class BaseExperiment(abc.ABC):
+ """
+ Base class for running an experiment.
+
+ Calling run on an instance of this class will call the `init()` then `main()` functions.
+ The sole purpose of this class is to make an experiment "prettier": it displays config values, store a diff of the repo in the experiment logdir, etc.
+
+ Config
+ ------
+ log_level: str
+ Set log level for stderr (one of DEBUG, INFO, WARNING, ERROR, CRITICAL)
+
+ """
+
+ def __init__(self: BaseExperiment) -> None:
+ """Create a new experiment, reading the config from argv."""
+ self.config = Config(sys.argv)
+ self.version: str = self.get_repository_version()
+ self.set_expdir_path()
+ self.setup_logging()
+ self.save_patch()
+ self.save_raw_config()
+ self.hook_signals()
+ self.init()
+ self.check_save_config()
+
+ def __call__(self: BaseExperiment) -> None:
+ """Run the experiment."""
+ self.run()
+
+ @abc.abstractmethod
+ def init(self: BaseExperiment) -> None:
+ """Initialize experiment (e.g. create model)."""
+
+ @abc.abstractmethod
+ def run(self: BaseExperiment) -> None:
+ """Run experiment (e.g. train model)."""
+
+ def set_expdir_path(self: BaseExperiment) -> None:
+ """Set paths to the experiment log and model directories."""
+ args: str = " ".join(sys.argv[1:])
+ stime: str = time.strftime("%FT%H:%M:%S")
+ directory_name: str = f"AEC {self.version} {args} {stime}".replace("/", "_")
+ if len(directory_name) > MAXIMUM_FILENAME_LENGTH:
+ unique_suffix: str = hashlib.sha256(directory_name.encode("utf-8")).hexdigest()[:8]
+ directory_name = f"{directory_name[:MAXIMUM_FILENAME_LENGTH-len(unique_suffix)-1]} {unique_suffix}"
+ self.logdir: pathlib.Path = self.config.LOG_PATH / directory_name
+ self.modeldir: pathlib.Path = self.config.MODEL_PATH / directory_name
+
+ @staticmethod
+ def get_repository_version() -> str:
+ """Get the git repository version."""
+ source_directory = pathlib.Path(__file__).parents[0]
+ result: subprocess.CompletedProcess[str] = subprocess.run(
+ ["git", "rev-parse", "HEAD"],
+ stdout=subprocess.PIPE, stderr=subprocess.DEVNULL, encoding="utf-8",
+ cwd=source_directory, shell=False, check=False)
+
+ if result.returncode != 0:
+ return "release"
+ commit_hash: str = result.stdout.strip()[:8]
+
+ result = subprocess.run(
+ ["git", "status", "--porcelain"],
+ stdout=subprocess.PIPE, stderr=subprocess.DEVNULL, encoding="utf-8",
+ cwd=source_directory, shell=False, check=True)
+ if re.search(r"^ M ", result.stdout, re.MULTILINE):
+ return f"{commit_hash}+"
+ return commit_hash
+
+ def setup_logging(self: BaseExperiment) -> None:
+ """Initialise the logging system."""
+ print(f"Log directory is {self.logdir}", file=sys.stderr)
+ self.logdir.mkdir(parents=True, exist_ok=False)
+ root_logger: logging.Logger = logging.getLogger()
+ root_logger.setLevel(logging.NOTSET)
+
+ stderr_handler: logging.Handler = logging.StreamHandler()
+ self.config.declare_option("log_level", str, "Set log level for stderr (one of DEBUG, INFO, WARNING, ERROR, CRITICAL)", "WARNING")
+ stderr_handler.setLevel(getattr(logging, self.config.log_level))
+ stderr_handler.setFormatter(logging.Formatter("%(levelname)s (%(name)s) %(message)s"))
+ stderr_handler.addFilter(logging.Filter("t5"))
+ root_logger.addHandler(stderr_handler)
+
+ logfile_handler: logging.Handler = logging.FileHandler(self.logdir / "log")
+ logfile_handler.setLevel(logging.INFO)
+ logfile_handler.setFormatter(logging.Formatter("%(asctime)s\t%(levelname)s:%(name)s:%(message)s"))
+ root_logger.addHandler(logfile_handler)
+
+ def save_patch(self: BaseExperiment) -> None:
+ """Save the diff between the current code and the last commit."""
+ if not self.version.endswith("+"):
+ # The code is a release or wasn't modified
+ return
+
+ logging.warning("Uncommited changes detected, saving patch to logdir.")
+ source_directory = pathlib.Path(__file__).parents[0]
+ output_path: pathlib.Path = self.logdir / "uncommited.patch"
+ with output_path.open("w") as outfile:
+ subprocess.run(
+ ["git", "diff", "HEAD"],
+ stdout=outfile, stderr=subprocess.DEVNULL, encoding="utf-8",
+ cwd=source_directory, shell=False, check=True)
+
+ def save_raw_config(self: BaseExperiment) -> None:
+ """Save the unchecked configuration in a machine format."""
+ with (self.logdir / "config.pkl").open("wb") as file:
+ pickle.dump(self.config, file)
+
+ def check_save_config(self: BaseExperiment) -> None:
+ """Check the config is valid and save it in a human-readable format."""
+ self.config.check_schema()
+ self.config.log()
+ self.config.save(self.logdir / "config.py")
+
+ def hook_signals(self: BaseExperiment) -> None:
+ """Change the behavior of SIGINT (^C) to change a variable `self.interrupted' before killing the process."""
+ self.interrupted: bool = False
+
+ def handler(*_: Any) -> None:
+ if multiprocessing.current_process().name != "MainProcess":
+ return
+
+ logging.critical("Interrupted, attempting to stop execution gracefully.")
+ logging.critical("NEXT ^C WILL KILL THE PROCESS!")
+ self.interrupted = True
+ signal.signal(signal.SIGINT, signal.SIG_DFL)
+
+ signal.signal(signal.SIGINT, handler)
diff --git a/baselines/flan-t5/t5/metric.py b/baselines/flan-t5/t5/metric.py
@@ -0,0 +1,285 @@
+"""
+Module for handling socio-political event extraction evaluation.
+
+All metrics are uniquely identified by a path with the following components:
+ split_dataset/field/metric
+"""
+
+from __future__ import annotations
+
+import abc
+import contextlib
+import datetime
+from typing import TYPE_CHECKING, Any, ClassVar
+
+import torch
+from torch.utils.tensorboard.writer import SummaryWriter
+
+
+if TYPE_CHECKING:
+ import pathlib
+
+ import transformers
+
+ import t5.config
+ import t5.dataset
+ import t5.model
+
+
+class Metrics:
+ """
+ A collection of metrics to evaluate socio-political event extraction models.
+
+ This class act as a kind of Metric factory, where instantiating a Metrics object instantiate all registered Metric classes.
+ """
+
+ metric_classes: ClassVar[dict[str, type[Metric]]] = {}
+
+ def __init__(self: Metrics, config: t5.config.Config, dataset: t5.dataset.Dataset, model: t5.model.Model, modeldir: pathlib.Path) -> None:
+ """Initialize socio-political event extraction metrics."""
+ self.config: t5.config.Config = config
+ self.dataset: t5.dataset.Dataset = dataset
+ self.model: t5.model.Model = model
+ self.modeldir: pathlib.Path = modeldir # for tensorboard logs
+ self.metrics: list[Metric] = []
+ for metric in Metrics.metric_classes.values():
+ self.metrics.append(metric(self.config, self.dataset, self.model))
+
+ @classmethod
+ def register(cls: type[Metrics], metric: type[Metric]) -> type[Metric]:
+ """Register a Metric class."""
+ cls.metric_classes[metric.label()] = metric
+ return metric
+
+ def _zero_metrics(self: Metrics) -> None:
+ for metric in self.metrics:
+ metric.zero()
+
+ def _update_metrics(self: Metrics, evaluation_output: transformers.EvalPrediction) -> None:
+ batch_size: int = len(evaluation_output.inputs["id"])
+ predictions: torch.Tensor = self.model.detect_prediction_generation(evaluation_output)
+ for batch_id in range(batch_size):
+ # evaluation_output.label_ids can be accessed through inputs["labels"]
+ inputs: dict[str, Any] = { key: value[batch_id] for key, value in evaluation_output.inputs.items() }
+ generated_text: torch.Tensor = predictions[batch_id]
+ outputs: dict[str, Any] = self.dataset.recover_data_from_output(inputs, generated_text)
+ for metric in self.metrics:
+ metric(inputs, outputs)
+
+ def _compute_metrics(self: Metrics) -> dict[str, float]:
+ values: dict[str, float] = {}
+ aggregate_accuracy: list[float] = []
+ for metric in self.metrics:
+ for key, value in metric.compute().items():
+ values[f"{self.dataset.config.name}/{key}"] = value
+ if key.endswith("/string accuracy"):
+ aggregate_accuracy.append(value)
+ values[f"{self.dataset.config.name}/aggregate/mean string accuracy"] = sum(aggregate_accuracy) / len(aggregate_accuracy)
+ return values
+
+ def log_graphs(self: Metrics, logdir: pathlib.Path) -> None:
+ """Log TensorBoard graphs for all metrics that produce them. Currently only histograms are available."""
+ for metric in self.metrics:
+ if hasattr(metric, "log_histogram") and metric.log_histogram: # log all histograms
+ metric.log_histogram(logdir)
+
+ @torch.no_grad()
+ def __call__(self: Metrics, evaluation_output: transformers.EvalPrediction, *, compute_result: bool) -> None | dict[str, float]:
+ """Update and compute metrics for a given prediction."""
+ self._update_metrics(evaluation_output)
+ if compute_result:
+ result: dict[str, float] = self._compute_metrics()
+ self.log_graphs(self.modeldir / "runs")
+ self._zero_metrics()
+ return result
+ return None
+
+
+class Metric(abc.ABC):
+ """A single metric to evaluate (typically one) socio-political event field."""
+
+ def __init__(self: Metric, config: t5.config.Config, dataset: t5.dataset.Dataset, model: t5.model.Model) -> None:
+ """Initialize the metric."""
+ self.config: t5.config.Config = config
+ self.dataset: t5.dataset.Dataset = dataset
+ self.model: t5.model.Model = model
+ self.zero()
+
+ @abc.abstractmethod
+ def zero(self: Metric) -> None:
+ """Reinitialize the metric."""
+
+ @classmethod
+ @abc.abstractmethod
+ def label(cls: type[Metric]) -> str:
+ """Get the name of the metric."""
+
+ @abc.abstractmethod
+ def __call__(self: Metric, inputs: dict[str, Any], outputs: dict[str, Any]) -> None:
+ """Update the metric."""
+
+ @abc.abstractmethod
+ def compute(self: Metric) -> dict[str, float]:
+ """Compute the metric."""
+
+
+for field in ["side_a_name", "side_b_name", "start_date", "end_date", "location_root_name", "location_adm1_name", "location_adm2_name", "location_where_name", "deaths_side_a", "deaths_side_b", "deaths_civilian", "deaths_unknown", "deaths_low", "deaths_high"]:
+ @Metrics.register
+ class StringAccuracy(Metric):
+ """Compute the accuracy."""
+
+ field: str = field
+
+ def __init__(self: StringAccuracy, config: t5.config.Config, dataset: t5.dataset.Dataset, model: t5.model.Model) -> None:
+ """Initialize the accuracy counts."""
+ super().__init__(config, dataset, model)
+
+ def zero(self: StringAccuracy) -> None:
+ """Reinitialize the metric."""
+ self.correct: int = 0
+ self.total: int = 0
+
+ def __call__(self: StringAccuracy, inputs: dict[str, Any], outputs: dict[str, Any]) -> None:
+ """Update the metric."""
+ self.total += 1
+ self.correct += (str(inputs[self.field]) == outputs.get(self.field, None))
+
+ def compute(self: StringAccuracy) -> dict[str, float]:
+ """Compute the metric."""
+ accuracy: float = self.correct / self.total if self.total != 0 else 0.
+ return { self.label(): accuracy }
+
+ @classmethod
+ def label(cls: type[StringAccuracy]) -> str:
+ """Get the name of the metric."""
+ return f"{cls.field}/string accuracy"
+
+
+for field in ["deaths_side_a", "deaths_side_b", "deaths_civilian", "deaths_unknown", "deaths_low", "deaths_high"]:
+ @Metrics.register
+ class RMSE(Metric):
+ """Compute the RMSE."""
+
+ field: str = field
+
+ def __init__(self: RMSE, config: t5.config.Config, dataset: t5.dataset.Dataset, model: t5.model.Model) -> None:
+ """Initialize the error counts."""
+ super().__init__(config, dataset, model)
+
+ def zero(self: RMSE) -> None:
+ """Reinitialize the metric."""
+ self.squared_error: int = 0
+ self.total: int = 0
+
+ def __call__(self: RMSE, inputs: dict[str, Any], outputs: dict[str, Any]) -> None:
+ """Update the metric."""
+ self.total += 1
+ value: int = 0
+ with contextlib.suppress(ValueError): # if it's not a number assume 0
+ value = int(outputs.get(self.field, "0"))
+ self.squared_error += (inputs[self.field] - value)**2
+
+ def compute(self: RMSE) -> dict[str, float]:
+ """Compute the metric."""
+ rmse: float = (self.squared_error / self.total)**0.5
+ return { self.label(): rmse }
+
+ @classmethod
+ def label(cls: type[RMSE]) -> str:
+ """Get the name of the metric."""
+ return f"{cls.field}/RMSE"
+
+
+for field in ["start_date", "end_date"]:
+ @Metrics.register
+ class DateRMSE(Metric):
+ """Compute the RMSE (in days) for YYYY-MM-DD dates."""
+
+ field: str = field
+
+ def __init__(self: DateRMSE, config: t5.config.Config, dataset: t5.dataset.Dataset, model: t5.model.Model) -> None:
+ """Initialize the error counts."""
+ super().__init__(config, dataset, model)
+
+ def zero(self: DateRMSE) -> None:
+ """Reinitialize the metric."""
+ self.squared_error: int = 0
+ self.total: int = 0
+ self.unparsable: int = 0
+ self.day_differences: list[int] = []
+
+ def __call__(self: DateRMSE, inputs: dict[str, Any], outputs: dict[str, Any]) -> None:
+ """Update the metric."""
+ # add to sample count
+ self.total += 1
+
+ # declare input publication date (input_source_date) for default values
+ input_source_date: Any = inputs.get("source_date")
+ input_start_date: Any = inputs.get(self.field)
+ if not isinstance(input_source_date, datetime.datetime) or not isinstance(input_start_date, datetime.date): # if faulty input, ignore
+ return
+ default_date: datetime.date = input_source_date.date() # remove hh:mm:ss info
+ output_start_date: Any = outputs.get(self.field)
+
+ # init dates
+ sample: datetime.date = input_start_date
+ value: datetime.date = default_date
+
+ # attempt parsing predicted start_date, if not possible, it will be the sample source_date
+ try:
+ value = datetime.datetime.strptime(output_start_date, "%Y-%m-%d").date()
+ except (ValueError, TypeError):
+ self.unparsable += 1
+
+ # calculate and store differences
+ day_difference = (sample - value).days
+ self.day_differences.append(day_difference)
+ self.squared_error += day_difference ** 2
+
+ def compute(self: DateRMSE) -> dict[str, float]:
+ """Compute the metric."""
+ rmse: float = (self.squared_error / self.total)**0.5
+ return { self.label(): rmse, "debug/start_date/unparsable": self.unparsable / self.total}
+
+ def log_histogram(self: DateRMSE, logdir: pathlib.Path) -> None:
+ """Log the histogram of differences using TensorBoard."""
+ writer: Any = SummaryWriter(logdir)
+ writer.add_histogram(
+ f"error_metrics/{self.dataset.config.name}/date_differences",
+ torch.tensor(self.day_differences)
+ )
+ writer.close()
+
+ @classmethod
+ def label(cls: type[DateRMSE]) -> str:
+ """Get the name of the metric."""
+ return f"{cls.field}/date RMSE in days"
+
+
+@Metrics.register
+class ParsableOutput(Metric):
+ """Verify whether the output of the model respect the template."""
+
+ def __init__(self: ParsableOutput, config: t5.config.Config, dataset: t5.dataset.Dataset, model: t5.model.Model) -> None:
+ """Initialize the accuracy counts."""
+ super().__init__(config, dataset, model)
+
+ def zero(self: ParsableOutput) -> None:
+ """Reinitialize the metric."""
+ self.correct: int = 0
+ self.total: int = 0
+
+ def __call__(self: ParsableOutput, _: dict[str, Any], outputs: dict[str, Any]) -> None:
+ """Update the metric."""
+ self.total += 1
+ self.correct += (len(outputs) > 1) # contains at least the "logits" field
+
+ def compute(self: ParsableOutput) -> dict[str, float]:
+ """Compute the metric."""
+ accuracy: float = self.correct / self.total if self.total != 0 else 0.
+ return { self.label(): accuracy }
+
+ @classmethod
+ def label(cls: type[ParsableOutput]) -> str:
+ """Get the name of the metric."""
+ return "debug/parsable output"
diff --git a/baselines/flan-t5/t5/model.py b/baselines/flan-t5/t5/model.py
@@ -0,0 +1,81 @@
+"""Module for handling socio-political models."""
+
+from __future__ import annotations
+
+from typing import TYPE_CHECKING, Any
+
+import torch
+import transformers
+from transformers import EvalPrediction
+
+import t5.config
+import t5.dataset
+
+
+class ModelConfig(transformers.PretrainedConfig):
+ """Binding class between huggingface config and our own."""
+
+ def __init__(self: ModelConfig, config: t5.config.Config | dict[str, dict[str, str]] | None = None, **kwargs: Any) -> None:
+ """Initialize a ModelConfig either from a config or from a loaded json object."""
+ if isinstance(config, t5.config.Config):
+ self.config = config
+ elif isinstance(config, dict):
+ self.config = t5.config.Config(root=["model"], lazy_values = config["config"])
+ else:
+ self.config = t5.config.Config(root=["model"])
+ super().__init__(**kwargs)
+
+ def to_dict(self: ModelConfig) -> dict[str, Any]:
+ """Convert the configuration to a json object using strings for all values."""
+ return {"config": {
+ key: str(value)
+ for key, value in self.config.items()
+ }}
+
+
+class Model(transformers.PreTrainedModel):
+ """
+ A socio-political event extraction model.
+
+ Config
+ ------
+ transformer: str
+ Name of the huggingface model to use.
+
+ generation_max_length: int
+ Maximum number of tokens to generate during evaluetion.
+
+ """
+
+ config_class = ModelConfig
+
+ def __init__(self: Model, config: t5.config.Config, _: t5.dataset.Dataset) -> None:
+ """Initialize a socio-political event extraction model."""
+ self.config = ModelConfig(config)
+ super().__init__(self.config)
+ config.declare_option("transformer", str, "Name of the huggingface model to use.")
+ self.seq2seq = transformers.AutoModelForSeq2SeqLM.from_pretrained(config.transformer)
+ config.declare_option("generation_max_length", int, "Maximum number of tokens to generate during evaluetion.")
+ self.seq2seq.generation_config.max_length = config.generation_max_length
+ self._keys_to_ignore_on_save = None
+
+ def forward(self: Model, input_ids: torch.Tensor, attention_mask: torch.Tensor, labels: torch.Tensor, **kwargs: Any) -> transformers.modeling_outputs.Seq2SeqLMOutput:
+ """Return the loss for a given input and gold output."""
+ del kwargs
+ output: transformers.modeling_outputs.Seq2SeqLMOutput = self.seq2seq(input_ids=input_ids, attention_mask=attention_mask, labels=labels)
+ return output
+
+ def generate(self: Model, input_ids: torch.Tensor, attention_mask: torch.Tensor, **kwargs: Any) -> torch.Tensor:
+ """Extract the information for a given input."""
+ del kwargs
+ output: torch.Tensor = self.seq2seq.generate(input_ids=input_ids, attention_mask=attention_mask)
+ return output
+
+ @staticmethod
+ def detect_prediction_generation(output: EvalPrediction) -> Any:
+ """Detect if the model output was predicted with generate() or not."""
+ predictions = output.predictions
+ if isinstance(predictions, torch.Tensor):
+ return predictions
+ if isinstance(predictions, tuple):
+ return torch.argmax(predictions[0], dim=-1)
+\ No newline at end of file
diff --git a/baselines/flan-t5/t5/process_output.py b/baselines/flan-t5/t5/process_output.py
@@ -0,0 +1,43 @@
+"""Format AEC-t5 output data for evaluate.py. Takes a Path containing .jsonl files as argument."""
+import json
+import argparse
+import pathlib
+
+
+def process_output_t5_jsonl_files(directory: pathlib.Path):
+ for filepath in directory.glob("*.jsonl"):
+ # Ignore newly processed outputs
+ if filepath.name.endswith("_evaluate.jsonl"):
+ continue
+ # Declare write path
+ output_path = filepath.with_name(filepath.stem + "_evaluate.test")
+
+ with (filepath.open('r', encoding='utf-8') as infile, output_path.open('w', encoding='utf-8') as outfile):
+ for line in infile:
+ # Read each line containing sample+prediction
+ data = json.loads(line.strip())
+ # Format prediction dictionary and include sample identifier
+ try:
+ prediction = data["prediction"]
+ prediction["id"] = data["sample"]["id"]
+ del prediction["generated_text"]
+ except KeyError:
+ print(f"{filepath.name} doesn't match the AEC-t5 output format. A sample and a prediction dictionary are expected for each line.")
+ return
+ # Ensure all numeric (deaths) values are converted to integers
+ prediction = {k: int(v) if k.startswith("deaths_") and isinstance(v, str) and v.isdigit() else v for k, v in prediction.items()}
+ for field in prediction:
+ # Force 0 in case of string.
+ # For all runs, strings have consistently returned hallucinations and not potentially correct results such as "5 people"
+ if field.startswith("deaths_") and isinstance(prediction[field], str):
+ prediction[field] = 0
+ json.dump(prediction, outfile)
+ outfile.write("\n")
+
+
+if __name__ == "__main__":
+ parser = argparse.ArgumentParser(description="Process AEC-t5 output .jsonl files in a given directory.")
+ parser.add_argument("directory", type=str, help="Path to the directory containing AEC-t5 output .jsonl files.")
+ args: argparse.Namespace = parser.parse_args()
+
+ process_output_t5_jsonl_files(pathlib.Path(args.directory))
diff --git a/baselines/flan-t5/t5/spec/__init__.py b/baselines/flan-t5/t5/spec/__init__.py
@@ -0,0 +1 @@
+"""Default configuration specifications for EE models."""
diff --git a/baselines/flan-t5/t5/spec/aec_setup.py b/baselines/flan-t5/t5/spec/aec_setup.py
@@ -0,0 +1,34 @@
+"""Define a simple template for generative models."""
+
+transformer = "google/flan-t5-small"
+
+dataset = {
+ "name": "UCDP-AEC",
+ "processing": "generative",
+ "tokenizer": transformer,
+ "input_template": """
+{source_date} <extra_id_0>
+{source_article}
+""".strip(),
+ "output_template": """
+side A: {side_a_name} <extra_id_0>
+side B: {side_b_name} <extra_id_0>
+start date: {start_date} <extra_id_0>
+end date: {end_date} <extra_id_0>
+country: {location_root_name} <extra_id_0>
+ADM1: {location_adm1_name} <extra_id_0>
+ADM2: {location_adm2_name} <extra_id_0>
+where: {location_where_name} <extra_id_0>
+deaths side A: {deaths_side_a} <extra_id_0>
+deaths side B: {deaths_side_b} <extra_id_0>
+deaths civilian: {deaths_civilian} <extra_id_0>
+deaths unknown: {deaths_unknown} <extra_id_0>
+deaths low: {deaths_low} <extra_id_0>
+deaths high: {deaths_high}
+""".strip().replace("\n", " "),
+}
+
+model = {
+ "transformer": transformer,
+ "generation_max_length": 150,
+}
diff --git a/baselines/flan-t5/t5/trainer.py b/baselines/flan-t5/t5/trainer.py
@@ -0,0 +1,116 @@
+"""Define class for model training."""
+
+from __future__ import annotations
+
+import datetime
+import itertools
+import json
+import logging
+from typing import TYPE_CHECKING, Any, Iterator
+
+import transformers
+
+import t5.collator
+import t5.dataset
+import t5.experiment
+import t5.metric
+import t5.model
+
+
+if TYPE_CHECKING:
+ import pathlib
+
+ import numpy.typing
+
+
+logger: logging.Logger = logging.getLogger(__name__)
+
+
+class Trainer(t5.experiment.BaseExperiment):
+ """
+ Train a model.
+
+ Config
+ ------
+ dataset: Config
+ configuration for the t5.Dataset object
+
+ """
+
+ def init(self: Trainer) -> None:
+ """Create objects needed for training."""
+ self.config.declare_option("dataset", t5.config.Config, "Configuration of the dataset (see `t5.Dataset`).")
+ self.dataset = t5.dataset.Dataset(self.config.dataset)
+ self.config.declare_option("transformer", str, "Name of the huggingface model to use.")
+ self.config.declare_option("model", t5.config.Config, "Configuration of the model (see `t5.Model`).")
+ self.model = t5.model.Model(self.config.model, self.dataset)
+ self.data_collator = t5.collator.DataCollator(self.dataset, self.model)
+ self.metrics = t5.metric.Metrics(self.config, self.dataset, self.model, self.modeldir)
+ self.config.declare_option("num_train_epochs", float, "Number of training epochs.", 18.0)
+ self.config.declare_option("learning_rate", float, "The initial learning rate.", 3e-5)
+ self.modeldir.mkdir(parents=True, exist_ok=False)
+ training_arguments = transformers.Seq2SeqTrainingArguments(
+ self.modeldir,
+ report_to=["tensorboard"],
+ logging_dir=self.modeldir / "runs",
+ per_device_train_batch_size=8,
+ per_device_eval_batch_size=8,
+ bf16=True,
+ eval_strategy=transformers.IntervalStrategy.STEPS,
+ eval_steps=0.1,
+ save_steps=0.1,
+ load_best_model_at_end=True,
+ save_total_limit=3,
+ metric_for_best_model=f"{self.dataset.config.name}/aggregate/mean string accuracy",
+ predict_with_generate=False,
+ eval_do_concat_batches=False,
+ greater_is_better=True,
+ num_train_epochs=self.config.num_train_epochs,
+ learning_rate=self.config.learning_rate,
+ remove_unused_columns=False,
+ include_inputs_for_metrics=True,
+ batch_eval_metrics=True,
+ log_level="info")
+ self.trainer = transformers.Seq2SeqTrainer(
+ args=training_arguments,
+ train_dataset=self.dataset.train,
+ eval_dataset=self.dataset.validation,
+ model=self.model,
+ data_collator=self.data_collator,
+ compute_metrics=self.metrics
+ )
+ self.config.declare_option("eval", bool, "Whether to run only evaluation.", default=False)
+
+ def _write_predictions(self: Trainer, split: str, predictions: Iterator[numpy.typing.NDArray[numpy.int64]]) -> None:
+ output_path: pathlib.Path = self.logdir / f"{split}_output.jsonl"
+ with output_path.open("w") as file:
+ for sample, generated_text in zip(self.dataset.datasets[split], predictions):
+ prediction_json: dict[str, Any] = self.dataset.recover_data_from_output(sample, generated_text)
+ prediction_json["generated_text"] = self.dataset.tokenizer.decode(generated_text)
+ json_sample: dict[str, Any] = { # write dates in files in string format
+ key: (str(value) if isinstance(value, (datetime.datetime, datetime.date)) else value)
+ for key, value in sample.items()
+ }
+ json.dump({"sample": json_sample, "prediction": prediction_json}, file)
+ print("\n", end="", file=file)
+
+ def evaluate(self: Trainer, split: str) -> dict[str, float]:
+ """Evaluate the model on a given split."""
+ self.trainer.args.predict_with_generate = True
+ output: transformers.PredictionOutput = self.trainer.predict(self.dataset.datasets[split], metric_key_prefix=split)
+ unbatched_predictions: Iterator[numpy.typing.NDArray[numpy.int64]] = itertools.chain.from_iterable(output.predictions)
+ self._write_predictions(split, unbatched_predictions)
+ metrics: dict[str, float] = output.metrics
+ for key, value in metrics.items():
+ logger.info("metric\t%s\t%s", key, value)
+ print(key, value)
+ return metrics
+
+ def run(self: Trainer) -> None:
+ """Train."""
+ if not self.config.eval:
+ self.trainer.train()
+ metrics: dict[str, float] = self.evaluate("validation")
+ metrics.update(self.evaluate("test"))
+ with (self.logdir / "results.json").open("w") as results_file:
+ json.dump(metrics, results_file)
diff --git a/data/UCDP-AEC-ids/test.jsonl b/data/UCDP-AEC-ids/test.jsonl
@@ -0,0 +1,648 @@
+{"id": 442069, "source_article": "deduplicated/eng_Latn/107.jsonl.zst:1073077", "source_date": "2022-06-03 00:00", "deaths_side_a": 2, "deaths_side_b": 0, "deaths_civilian": 0, "deaths_unknown": 0, "deaths_low": 2, "deaths_high": 3, "side_a_name": "Government of Myanmar (Burma)", "side_b_name": "ULA", "location_root_name": "Myanmar (Burma)", "location_adm1_name": "Chin state", "location_adm2_name": "Mindat district", "location_where_name": "Paletwa town", "start_date": "2022-05-26", "end_date": "2022-05-26"}
+{"id": 446309, "source_article": "deduplicated/eng_Latn/118.jsonl.zst:15273716", "source_date": "2022-06-16 00:00", "deaths_side_a": 0, "deaths_side_b": 0, "deaths_civilian": 0, "deaths_unknown": 4, "deaths_low": 4, "deaths_high": 4, "side_a_name": "Juarez Cartel", "side_b_name": "Sinaloa Cartel", "location_root_name": "Mexico", "location_adm1_name": "Chihuahua state", "location_adm2_name": "Ju\u00e1rez municipality", "location_where_name": "Ciudad Ju\u00e1rez town", "start_date": "2022-06-16", "end_date": "2022-06-16"}
+{"id": 444931, "source_article": "deduplicated/eng_Latn/119.jsonl.zst:63089356", "source_date": "2022-08-12 00:00", "deaths_side_a": 0, "deaths_side_b": 0, "deaths_civilian": 0, "deaths_unknown": 0, "deaths_low": 0, "deaths_high": 4, "side_a_name": "Government of Myanmar (Burma)", "side_b_name": "KIO", "location_root_name": "Myanmar (Burma)", "location_adm1_name": "Sagaing region", "location_adm2_name": "Katha district", "location_where_name": "Ayeyarwady river (Katha township)", "start_date": "2022-08-09", "end_date": "2022-08-09"}
+{"id": 441372, "source_article": "deduplicated/eng_Latn/101.jsonl.zst:22162575", "source_date": "2022-06-17 00:00", "deaths_side_a": 0, "deaths_side_b": 0, "deaths_civilian": 2, "deaths_unknown": 0, "deaths_low": 2, "deaths_high": 2, "side_a_name": "IS", "side_b_name": "Civilians", "location_root_name": "Syria", "location_adm1_name": "Al Hasakah governorate", "location_adm2_name": "Al Hasakah district", "location_where_name": "Al Hawl camp", "start_date": "2022-06-17", "end_date": "2022-06-17"}
+{"id": 443899, "source_article": "deduplicated/eng_Latn/108.jsonl.zst:21400092", "source_date": "2022-07-20 00:00", "deaths_side_a": 0, "deaths_side_b": 0, "deaths_civilian": 0, "deaths_unknown": 1, "deaths_low": 1, "deaths_high": 1, "side_a_name": "Government of Afghanistan", "side_b_name": "NRF", "location_root_name": "Afghanistan", "location_adm1_name": "Baghlan province", "location_adm2_name": "Khost Wa Firing district", "location_where_name": "Bazar village", "start_date": "2022-02-03", "end_date": "2022-02-03"}
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diff --git a/data/UCDP-AEC-ids/test/data-00000-of-00001.arrow b/data/UCDP-AEC-ids/test/data-00000-of-00001.arrow
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diff --git a/data/UCDP-AEC-ids/test/state.json b/data/UCDP-AEC-ids/test/state.json
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diff --git a/data/UCDP-AEC-ids/train.jsonl b/data/UCDP-AEC-ids/train.jsonl
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+{"id": 420511, "source_article": "deduplicated/eng_Latn/87.jsonl.zst:22248550", "source_date": "2021-10-07 00:00", "deaths_side_a": 0, "deaths_side_b": 1, "deaths_civilian": 0, "deaths_unknown": 0, "deaths_low": 1, "deaths_high": 1, "side_a_name": "Government of Cameroon", "side_b_name": "Ambazonia insurgents", "location_root_name": "Cameroon", "location_adm1_name": "North-West region", "location_adm2_name": "Mezam d\u00e9partement", "location_where_name": "Bamenda town", "start_date": "2021-10-04", "end_date": "2021-10-04"}
+{"id": 412072, "source_article": "deduplicated/eng_Latn/80.jsonl.zst:23589857", "source_date": "2021-08-19 00:00", "deaths_side_a": 0, "deaths_side_b": 0, "deaths_civilian": 9, "deaths_unknown": 0, "deaths_low": 9, "deaths_high": 9, "side_a_name": "Taleban", "side_b_name": "Civilians", "location_root_name": "Afghanistan", "location_adm1_name": "Ghazni province", "location_adm2_name": "Malistan district", "location_where_name": "Mundah Darakht village", "start_date": "2021-07-04", "end_date": "2021-07-04"}
+{"id": 381114, "source_article": "deduplicated/eng_Latn/107.jsonl.zst:36606186", "source_date": "2021-01-27 00:00", "deaths_side_a": 0, "deaths_side_b": 0, "deaths_civilian": 1, "deaths_unknown": 0, "deaths_low": 1, "deaths_high": 1, "side_a_name": "Government of Philippines", "side_b_name": "IS", "location_root_name": "Philippines", "location_adm1_name": "Maguindanao province", "location_adm2_name": "South Upi municipality", "location_where_name": "Romangaob village", "start_date": "2021-01-26", "end_date": "2021-01-26"}
+{"id": 405939, "source_article": "deduplicated/eng_Latn/80.jsonl.zst:32162671", "source_date": "2021-06-14 00:00", "deaths_side_a": 0, "deaths_side_b": 1, "deaths_civilian": 0, "deaths_unknown": 0, "deaths_low": 1, "deaths_high": 1, "side_a_name": "Government of Cameroon", "side_b_name": "Ambazonia insurgents", "location_root_name": "Cameroon", "location_adm1_name": "South-West region", "location_adm2_name": "Meme d\u00e9partement", "location_where_name": "Nake Bongwana village", "start_date": "2021-06-13", "end_date": "2021-06-13"}
+{"id": 400995, "source_article": "deduplicated/eng_Latn/1.jsonl.zst:44119586", "source_date": "2021-05-23 00:00", "deaths_side_a": 0, "deaths_side_b": 0, "deaths_civilian": 2, "deaths_unknown": 0, "deaths_low": 2, "deaths_high": 2, "side_a_name": "Government of Afghanistan", "side_b_name": "Taleban", "location_root_name": "Afghanistan", "location_adm1_name": "Baghlan province", "location_adm2_name": "Nahrin district", "location_where_name": "Nahrin town", "start_date": "2021-05-22", "end_date": "2021-05-22"}
+{"id": 416981, "source_article": "deduplicated/eng_Latn/75.jsonl.zst:23761742", "source_date": "2021-10-04 00:00", "deaths_side_a": 0, "deaths_side_b": 3, "deaths_civilian": 0, "deaths_unknown": 0, "deaths_low": 3, "deaths_high": 3, "side_a_name": "Fulani", "side_b_name": "Irigwe", "location_root_name": "Nigeria", "location_adm1_name": "Plateau state", "location_adm2_name": "Bassa lga", "location_where_name": "Miango village", "start_date": "2021-10-03", "end_date": "2021-10-03"}
+{"id": 419686, "source_article": "deduplicated/eng_Latn/80.jsonl.zst:9204789", "source_date": "2021-10-04 08:49", "deaths_side_a": 0, "deaths_side_b": 0, "deaths_civilian": 0, "deaths_unknown": 0, "deaths_low": 0, "deaths_high": 1, "side_a_name": "IPOB", "side_b_name": "Civilians", "location_root_name": "Nigeria", "location_adm1_name": "Enugu state", "location_adm2_name": "Nsukka lga", "location_where_name": "Ibegwa-Ani village", "start_date": "2021-10-01", "end_date": "2021-10-01"}
+{"id": 385847, "source_article": "deduplicated/eng_Latn/92.jsonl.zst:25165587", "source_date": "2021-02-22 00:00", "deaths_side_a": 0, "deaths_side_b": 1, "deaths_civilian": 0, "deaths_unknown": 0, "deaths_low": 1, "deaths_high": 1, "side_a_name": "Government of Philippines", "side_b_name": "CPP", "location_root_name": "Philippines", "location_adm1_name": "Lanao del Sur province", "location_adm2_name": "Butig municipality", "location_where_name": "Ragayan village", "start_date": "2021-02-20", "end_date": "2021-02-20"}
+{"id": 400934, "source_article": "deduplicated/eng_Latn/1.jsonl.zst:44119556", "source_date": "2021-05-18 00:00", "deaths_side_a": 0, "deaths_side_b": 13, "deaths_civilian": 0, "deaths_unknown": 0, "deaths_low": 13, "deaths_high": 13, "side_a_name": "Government of Afghanistan", "side_b_name": "Taleban", "location_root_name": "Afghanistan", "location_adm1_name": "Nangarhar province", "location_adm2_name": "Sherzad district", "location_where_name": "", "start_date": "2021-05-18", "end_date": "2021-05-18"}
+{"id": 424556, "source_article": "deduplicated/eng_Latn/107.jsonl.zst:36421501", "source_date": "2021-12-11 00:00", "deaths_side_a": 0, "deaths_side_b": 0, "deaths_civilian": 0, "deaths_unknown": 0, "deaths_low": 0, "deaths_high": 1, "side_a_name": "Government of Syria", "side_b_name": "IS", "location_root_name": "Syria", "location_adm1_name": "Deir ez Zor governorate", "location_adm2_name": "Deir ez Zor district", "location_where_name": "Deir ez Zor town", "start_date": "2021-12-11", "end_date": "2021-12-11"}
+{"id": 380982, "source_article": "deduplicated/eng_Latn/99.jsonl.zst:32716178", "source_date": "2021-01-21 00:00", "deaths_side_a": 0, "deaths_side_b": 3, "deaths_civilian": 0, "deaths_unknown": 0, "deaths_low": 3, "deaths_high": 3, "side_a_name": "Government of Afghanistan", "side_b_name": "Taleban", "location_root_name": "Afghanistan", "location_adm1_name": "Nimroz province", "location_adm2_name": "Khash Rod district", "location_where_name": "Lokhi town", "start_date": "2021-01-20", "end_date": "2021-01-21"}
+{"id": 422996, "source_article": "deduplicated/eng_Latn/91.jsonl.zst:7878057", "source_date": "2021-11-14 00:00", "deaths_side_a": 0, "deaths_side_b": 1, "deaths_civilian": 0, "deaths_unknown": 0, "deaths_low": 1, "deaths_high": 1, "side_a_name": "Government of Philippines", "side_b_name": "CPP", "location_root_name": "Philippines", "location_adm1_name": "Kalinga province", "location_adm2_name": "Pasil municipality", "location_where_name": "Bagtayan village", "start_date": "2021-11-13", "end_date": "2021-11-13"}
+{"id": 423538, "source_article": "deduplicated/eng_Latn/99.jsonl.zst:27428992", "source_date": "2021-11-27 12:13", "deaths_side_a": 0, "deaths_side_b": 1, "deaths_civilian": 0, "deaths_unknown": 0, "deaths_low": 1, "deaths_high": 1, "side_a_name": "Government of Iraq", "side_b_name": "IS", "location_root_name": "Iraq", "location_adm1_name": "Baghd\u0101d province", "location_adm2_name": "T\u0101j\u012b district", "location_where_name": "Camp T\u0101j\u012b", "start_date": "2021-11-27", "end_date": "2021-11-27"}
+{"id": 421757, "source_article": "deduplicated/eng_Latn/107.jsonl.zst:31173756", "source_date": "2021-11-10 00:00", "deaths_side_a": 1, "deaths_side_b": 0, "deaths_civilian": 0, "deaths_unknown": 0, "deaths_low": 1, "deaths_high": 1, "side_a_name": "Government of Syria", "side_b_name": "Syrian insurgents", "location_root_name": "Syria", "location_adm1_name": "Idlib governorate", "location_adm2_name": "Markaz Idlib district", "location_where_name": "Saraqib town", "start_date": "2021-11-10", "end_date": "2021-11-10"}
+{"id": 396981, "source_article": "deduplicated/eng_Latn/80.jsonl.zst:7832425", "source_date": "2021-04-19 00:00", "deaths_side_a": 0, "deaths_side_b": 0, "deaths_civilian": 1, "deaths_unknown": 0, "deaths_low": 1, "deaths_high": 1, "side_a_name": "Government of Ethiopia", "side_b_name": "Civilians", "location_root_name": "Ethiopia", "location_adm1_name": "Amhara state", "location_adm2_name": "North Shewa (Amhara) zone", "location_where_name": "Ataye town", "start_date": "2021-04-16", "end_date": "2021-04-16"}
+{"id": 420458, "source_article": "deduplicated/eng_Latn/92.jsonl.zst:25609515", "source_date": "2021-10-16 00:00", "deaths_side_a": 0, "deaths_side_b": 2, "deaths_civilian": 0, "deaths_unknown": 0, "deaths_low": 2, "deaths_high": 2, "side_a_name": "Government of India", "side_b_name": "Kashmir insurgents", "location_root_name": "India", "location_adm1_name": "Jammu and Kashmir state", "location_adm2_name": "Pulwama district", "location_where_name": "Pampore town", "start_date": "2021-10-16", "end_date": "2021-10-16"}
+{"id": 416884, "source_article": "deduplicated/eng_Latn/76.jsonl.zst:31026416", "source_date": "2021-09-22 00:00", "deaths_side_a": 0, "deaths_side_b": 0, "deaths_civilian": 1, "deaths_unknown": 0, "deaths_low": 1, "deaths_high": 1, "side_a_name": "Ambazonia insurgents", "side_b_name": "Civilians", "location_root_name": "Cameroon", "location_adm1_name": "", "location_adm2_name": "", "location_where_name": "Babadjou-Bamenda road", "start_date": "2021-09-21", "end_date": "2021-09-21"}
+{"id": 380729, "source_article": "deduplicated/eng_Latn/77.jsonl.zst:8909640", "source_date": "2021-01-05 00:00", "deaths_side_a": 0, "deaths_side_b": 0, "deaths_civilian": 1, "deaths_unknown": 0, "deaths_low": 1, "deaths_high": 1, "side_a_name": "Government of Cameroon", "side_b_name": "Ambazonia insurgents", "location_root_name": "Cameroon", "location_adm1_name": "North-West region", "location_adm2_name": "Boyo d\u00e9partement", "location_where_name": "Mbingo village", "start_date": "2021-01-03", "end_date": "2021-01-05"}
+{"id": 418391, "source_article": "deduplicated/eng_Latn/77.jsonl.zst:35837953", "source_date": "2021-03-06 00:00", "deaths_side_a": 0, "deaths_side_b": 0, "deaths_civilian": 0, "deaths_unknown": 9, "deaths_low": 9, "deaths_high": 9, "side_a_name": "Jalisco Cartel New Generation", "side_b_name": "Sinaloa Cartel", "location_root_name": "Mexico", "location_adm1_name": "Zacatecas state", "location_adm2_name": "Valpara\u00edso municipality", "location_where_name": "", "start_date": "2021-03-04", "end_date": "2021-03-04"}
+{"id": 400543, "source_article": "deduplicated/eng_Latn/108.jsonl.zst:32932584", "source_date": "2021-05-14 00:00", "deaths_side_a": 0, "deaths_side_b": 0, "deaths_civilian": 0, "deaths_unknown": 0, "deaths_low": 0, "deaths_high": 5, "side_a_name": "Government of Myanmar (Burma)", "side_b_name": "NUG", "location_root_name": "Myanmar (Burma)", "location_adm1_name": "Sagaing region", "location_adm2_name": "Monywa district", "location_where_name": "Chaung-U town", "start_date": "2021-05-13", "end_date": "2021-05-13"}
+{"id": 420456, "source_article": "deduplicated/eng_Latn/110.jsonl.zst:6360579", "source_date": "2021-10-15 00:00", "deaths_side_a": 0, "deaths_side_b": 1, "deaths_civilian": 0, "deaths_unknown": 0, "deaths_low": 1, "deaths_high": 1, "side_a_name": "Government of India", "side_b_name": "Kashmir insurgents", "location_root_name": "India", "location_adm1_name": "Jammu and Kashmir state", "location_adm2_name": "Pulwama district", "location_where_name": "Wahibug village", "start_date": "2021-10-15", "end_date": "2021-10-15"}
diff --git a/data/UCDP-AEC-ids/validation/data-00000-of-00001.arrow b/data/UCDP-AEC-ids/validation/data-00000-of-00001.arrow
Binary files differ.
diff --git a/data/UCDP-AEC-ids/validation/dataset_info.json b/data/UCDP-AEC-ids/validation/dataset_info.json
@@ -0,0 +1,109 @@
+{
+ "builder_name": "ucdp_connector.UCDPDataset",
+ "citation": "",
+ "config_name": "aec",
+ "dataset_name": "ucdp-aec",
+ "dataset_size": 156390318,
+ "description": "UCDP Abstractive Event analysis Corpus",
+ "download_checksums": {},
+ "download_size": 0,
+ "features": {
+ "id": {
+ "dtype": "uint32",
+ "_type": "Value"
+ },
+ "source_article": {
+ "dtype": "string",
+ "_type": "Value"
+ },
+ "source_date": {
+ "dtype": "timestamp[s]",
+ "_type": "Value"
+ },
+ "deaths_side_a": {
+ "dtype": "uint32",
+ "_type": "Value"
+ },
+ "deaths_side_b": {
+ "dtype": "uint32",
+ "_type": "Value"
+ },
+ "deaths_civilian": {
+ "dtype": "uint32",
+ "_type": "Value"
+ },
+ "deaths_unknown": {
+ "dtype": "uint32",
+ "_type": "Value"
+ },
+ "deaths_low": {
+ "dtype": "uint32",
+ "_type": "Value"
+ },
+ "deaths_high": {
+ "dtype": "uint32",
+ "_type": "Value"
+ },
+ "side_a_name": {
+ "dtype": "string",
+ "_type": "Value"
+ },
+ "side_b_name": {
+ "dtype": "string",
+ "_type": "Value"
+ },
+ "location_root_name": {
+ "dtype": "string",
+ "_type": "Value"
+ },
+ "location_adm1_name": {
+ "dtype": "string",
+ "_type": "Value"
+ },
+ "location_adm2_name": {
+ "dtype": "string",
+ "_type": "Value"
+ },
+ "location_where_name": {
+ "dtype": "string",
+ "_type": "Value"
+ },
+ "start_date": {
+ "dtype": "date32",
+ "_type": "Value"
+ },
+ "end_date": {
+ "dtype": "date32",
+ "_type": "Value"
+ }
+ },
+ "homepage": "https://github.com/ltgoslo/ucdp-aec",
+ "license": "CC-BY",
+ "size_in_bytes": 156390318,
+ "splits": {
+ "train": {
+ "name": "train",
+ "num_bytes": 102388962,
+ "num_examples": 74216,
+ "dataset_name": "ucdp-aec"
+ },
+ "validation": {
+ "name": "validation",
+ "num_bytes": 9352886,
+ "num_examples": 6784,
+ "dataset_name": "ucdp-aec"
+ },
+ "test": {
+ "name": "test",
+ "num_bytes": 44648470,
+ "num_examples": 29194,
+ "dataset_name": "ucdp-aec"
+ }
+ },
+ "version": {
+ "version_str": "2025.04.22",
+ "major": 2025,
+ "minor": 4,
+ "patch": 22
+ }
+}
diff --git a/data/UCDP-AEC-ids/validation/state.json b/data/UCDP-AEC-ids/validation/state.json
@@ -0,0 +1,13 @@
+{
+ "_data_files": [
+ {
+ "filename": "data-00000-of-00001.arrow"
+ }
+ ],
+ "_fingerprint": "5ef4757a66b4a8ba",
+ "_format_columns": null,
+ "_format_kwargs": {},
+ "_format_type": null,
+ "_output_all_columns": false,
+ "_split": "validation"
+}
+\ No newline at end of file
diff --git a/hplt_align/Annotate HPLT Alignment.ipynb b/hplt_align/Annotate HPLT Alignment.ipynb
@@ -0,0 +1,358 @@
+{
+ "cells": [
+ {
+ "cell_type": "markdown",
+ "id": "295e2da7-45f4-4343-b2ec-75a07d137dcb",
+ "metadata": {},
+ "source": [
+ "# Annotate HPLT Alignment\n",
+ "\n",
+ "Small notebook to compare original UCDP documents to the one found in HPLT."
+ ]
+ },
+ {
+ "cell_type": "code",
+ "id": "77ed1585-50cd-46ff-98de-7e4fbdb72c87",
+ "metadata": {
+ "jupyter": {
+ "source_hidden": true
+ },
+ "ExecuteTime": {
+ "end_time": "2025-02-14T11:40:17.917514Z",
+ "start_time": "2025-02-14T11:40:17.834103Z"
+ }
+ },
+ "source": [
+ "%gui asyncio\n",
+ "\n",
+ "from __future__ import annotations\n",
+ "from typing import Any\n",
+ "import html\n",
+ "import json\n",
+ "import pathlib\n",
+ "import random\n",
+ "import subprocess\n",
+ "import tempfile\n",
+ "import urllib\n",
+ "\n",
+ "from IPython.display import DisplayHandle, display, update_display\n",
+ "import ipywidgets as widgets"
+ ],
+ "outputs": [],
+ "execution_count": 1
+ },
+ {
+ "cell_type": "code",
+ "id": "4a9920eb-9c02-4a01-a7a1-9b4225568341",
+ "metadata": {
+ "jupyter": {
+ "source_hidden": true
+ },
+ "ExecuteTime": {
+ "end_time": "2025-02-14T11:40:25.207085Z",
+ "start_time": "2025-02-14T11:40:25.200943Z"
+ }
+ },
+ "source": [
+ "DATA_PATH = \"https://recurrent.network/AEC/annotate-me.jsonl\"\n",
+ "ANNOTATIONS_PATH = pathlib.Path(\"./align_annotations.jsonl\")"
+ ],
+ "outputs": [],
+ "execution_count": 2
+ },
+ {
+ "cell_type": "markdown",
+ "id": "00714869-a452-4963-a002-87f99fdf6714",
+ "metadata": {},
+ "source": [
+ "##### Data Loading"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "id": "92854922-b2b2-48bc-a2d3-c784dec04bb2",
+ "metadata": {
+ "jupyter": {
+ "source_hidden": true
+ },
+ "ExecuteTime": {
+ "end_time": "2025-02-14T11:40:32.126357Z",
+ "start_time": "2025-02-14T11:40:28.190297Z"
+ }
+ },
+ "source": [
+ "print(\"(it'll take a minute or two) Retrieving the dataset… \", flush=True, end=\"\")\n",
+ "dataset: dict[int, dict[str, Any]] = {}\n",
+ "with urllib.request.urlopen(DATA_PATH) as data_file:\n",
+ " for line in data_file:\n",
+ " sample = json.loads(line)\n",
+ " dataset[sample[\"id\"]] = sample\n",
+ "print(\"done\")"
+ ],
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "(it'll take a minute or two) Retrieving the dataset… done\n"
+ ]
+ }
+ ],
+ "execution_count": 3
+ },
+ {
+ "cell_type": "markdown",
+ "id": "9c030cde-f568-4c40-a8b6-7fa113204562",
+ "metadata": {},
+ "source": [
+ "## Annotations"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "id": "affa7a2e-abf5-49e0-81ea-f8939aad22d5",
+ "metadata": {
+ "jupyter": {
+ "source_hidden": true
+ },
+ "ExecuteTime": {
+ "end_time": "2025-02-14T11:40:47.350351Z",
+ "start_time": "2025-02-14T11:40:47.306513Z"
+ }
+ },
+ "source": [
+ "class Annotator:\n",
+ " def __init__(self: Annotator) -> None:\n",
+ " self.handle: DisplayHandle = display(widgets.HTML(\"<p>Loading…</p>\"), display_id=True)\n",
+ " self.display_annotator_name_form()\n",
+ " self.init_display_buttons()\n",
+ "\n",
+ " def read_annotations(self: Annotator) -> None:\n",
+ " self.annotations: dict[int, dict[str, Any]] = {}\n",
+ " try:\n",
+ " with ANNOTATIONS_PATH.open(\"r\") as file:\n",
+ " for line in file:\n",
+ " annotation: dict[str, Any] = json.loads(line)\n",
+ " self.annotations[annotation[\"id\"]] = annotation\n",
+ " except FileNotFoundError:\n",
+ " raise RuntimeError(\"Annotation file empty, that's not normal! Are you runing jupyter from the directory containing the notebook and the annotations?\")\n",
+ "\n",
+ " def display_annotator_name_form(self: Annotator) -> None:\n",
+ " self.annotator_name_field = widgets.Text(placeholder=\"Your name\")\n",
+ " button = widgets.Button(description=\"Start\")\n",
+ " button.on_click(self.start_annotating)\n",
+ " self.read_annotations()\n",
+ " self.handle.update(widgets.VBox([\n",
+ " widgets.HTML(f\"Annotation file {ANNOTATIONS_PATH} contains {len(self.annotations)} annotation{'s' if len(self.annotations)>1 else ''}. Don't forget to push.\"),\n",
+ " widgets.HBox([widgets.HTML(\"Annotator's name: \"), self.annotator_name_field, button])\n",
+ " ]))\n",
+ "\n",
+ " def start_annotating(self: Annotator, _: widgets.Button) -> None:\n",
+ " self.handle.update(widgets.HTML(\"<p>Loading sample…</p>\"))\n",
+ " self.annotator_name: str = self.annotator_name_field.value\n",
+ " self.to_annotate: None | int = None\n",
+ " self.next_sample()\n",
+ "\n",
+ " def init_display_buttons(self: Annotator) -> None:\n",
+ " self.actor_checkbox = widgets.widgets.Checkbox(value=False, description=\"Wrong Actor\")\n",
+ " self.date_checkbox = widgets.widgets.Checkbox(value=False, description=\"Wrong Date\")\n",
+ " self.location_checkbox = widgets.widgets.Checkbox(value=False, description=\"Wrong Location\")\n",
+ " self.deaths_checkbox = widgets.widgets.Checkbox(value=False, description=\"Wrong Deaths\")\n",
+ " self.correct_button = widgets.Button(description=\"Similar Documents\", layout=widgets.Layout(width=\"250px\"))\n",
+ " self.mismatch_button = widgets.Button(description=\"Completly Different\", layout=widgets.Layout(width=\"250px\"))\n",
+ " self.comment_box = widgets.Text(placeholder=\"Comments\")\n",
+ "\n",
+ " self.correct_button.on_click(self.on_click)\n",
+ " self.mismatch_button.on_click(self.on_click)\n",
+ " self.annotation_buttons = widgets.HBox([self.actor_checkbox, self.date_checkbox, self.location_checkbox, self.deaths_checkbox, self.correct_button, self.mismatch_button, self.comment_box])\n",
+ "\n",
+ " def on_click(self: Annotator, target: widgets.Button) -> None:\n",
+ " similar = None\n",
+ " if target is self.correct_button:\n",
+ " similar = True\n",
+ " elif target is self.mismatch_button:\n",
+ " similar = False\n",
+ "\n",
+ " annotation: dict[str, Any] = {\n",
+ " \"annotator\": self.annotator_name,\n",
+ " \"id\": self.to_annotate,\n",
+ " \"similar\": similar,\n",
+ " \"wrong_actor\": self.actor_checkbox.value,\n",
+ " \"wrong_date\": self.date_checkbox.value,\n",
+ " \"wrong_location\": self.location_checkbox.value,\n",
+ " \"wrong_deaths\": self.deaths_checkbox.value,\n",
+ " \"comments\": self.comment_box.value,\n",
+ " } \n",
+ " with ANNOTATIONS_PATH.open(\"a\") as annotation_file:\n",
+ " print(json.dumps(annotation), file=annotation_file)\n",
+ " self.annotations[self.to_annotate] = annotation\n",
+ " \n",
+ " self.actor_checkbox.value = False\n",
+ " self.date_checkbox.value = False\n",
+ " self.location_checkbox.value = False\n",
+ " self.deaths_checkbox.value = False\n",
+ " self.comment_box.value = \"\"\n",
+ " self.next_sample()\n",
+ "\n",
+ " def next_sample(self: Annotator) -> None:\n",
+ " self.read_annotations()\n",
+ " candidates: set[int] = set(dataset.keys()) - self.annotations.keys()\n",
+ " self.to_annotate: int = random.choice(tuple(candidates))\n",
+ " sample: dict[str, Any] = dataset[self.to_annotate]\n",
+ " \n",
+ " ucdp_path = tempfile.NamedTemporaryFile()\n",
+ " hplt_path = tempfile.NamedTemporaryFile()\n",
+ " with tempfile.NamedTemporaryFile(delete_on_close=False, mode=\"w\") as ucdp_file, tempfile.NamedTemporaryFile(delete_on_close=False, mode=\"w\") as hplt_file:\n",
+ " print(sample[\"source_date\"], file=ucdp_file, end=\"\\n\")\n",
+ " print(sample[\"source_article_ucdp\"], file=ucdp_file, end=\"\")\n",
+ " print(sample[\"source_date\"], file=hplt_file, end=\"\\n\")\n",
+ " print(sample[\"source_article\"], file=hplt_file, end=\"\")\n",
+ " ucdp_file.close()\n",
+ " hplt_file.close()\n",
+ " result = subprocess.run([\"git\", \"diff\", \"--word-diff=porcelain\", ucdp_file.name, hplt_file.name], stdout=subprocess.PIPE, encoding=\"utf-8\")\n",
+ " \n",
+ " differences: list[tuple[str, str]] = []\n",
+ " header: bool = True\n",
+ " for line in result.stdout.split('\\n'):\n",
+ " if header:\n",
+ " if line and line[0] == \"@\":\n",
+ " header = False\n",
+ " continue\n",
+ " if not line:\n",
+ " continue\n",
+ " if line[0] == \"~\":\n",
+ " differences.append((\" \", \"<br>\"))\n",
+ " else:\n",
+ " text = html.escape(line[1:]).replace('$', \"$\")\n",
+ " if line[0] == \"+\":\n",
+ " text = f\"<ins>{text}</ins>\"\n",
+ " elif line[0] == \"-\":\n",
+ " text = f\"<del>{text}</del>\"\n",
+ " differences.append((line[0], text))\n",
+ " merged_diff: str = \"\".join(text for state, text in differences)\n",
+ " ucdp_diff: str = \"\".join(text for state, text in differences if state != '+')\n",
+ " hplt_diff: str = \"\".join(text for state, text in differences if state != '-')\n",
+ " \n",
+ " html_diff = f\"\"\"\n",
+ " <section>\n",
+ " <h3>Event #{self.to_annotate}</h3>\n",
+ " <style>\n",
+ " ins {{ background-color: #afa; text-decoration: none; }}\n",
+ " del {{ background-color: #fcc; text-decoration: none; }}\n",
+ " table.diff {{ width: 100%; }}\n",
+ " td, th {{ width: 50%; text-align: start !important; vertical-align: top !important; }}\n",
+ " </style>\n",
+ " \n",
+ " <section>\n",
+ " <h4>Merged Diff</h4>\n",
+ " <p>{merged_diff}</p>\n",
+ " </section>\n",
+ " <section>\n",
+ " <h4>Split Diff</h4>\n",
+ " <table class=\"\">\n",
+ " <tr><th>UCDP</th><th>HPLT</th></tr>\n",
+ " <tr><td>{ucdp_diff}</td><td>{hplt_diff}</td></tr>\n",
+ " </table>\n",
+ " </section>\n",
+ " <section>\n",
+ " <h4>UCDP Event Annotations</h4>\n",
+ " <table>\n",
+ " <tr><th>Side A</th><td>{sample['side_a_name']}</td></tr>\n",
+ " <tr><th>Side B</th><td>{sample['side_b_name']}</td></tr>\n",
+ " <tr><th>Start Date</th><td>{sample['start_date']}</td></tr>\n",
+ " <tr><th>End Date</th><td>{sample['end_date']}</td></tr>\n",
+ " <tr><th>Location Country</th><td>{sample['location_root_name']}</td></tr>\n",
+ " <tr><th>Location ADM1</th><td>{sample['location_adm1_name']}</td></tr>\n",
+ " <tr><th>Location ADM2</th><td>{sample['location_adm2_name']}</td></tr>\n",
+ " <tr><th>Location Where</th><td>{sample['location_where_name']}</td></tr>\n",
+ " <tr><th>Deaths Side A</th><td>{sample['deaths_side_a']}</td></tr>\n",
+ " <tr><th>Deaths Side B</th><td>{sample['deaths_side_b']}</td></tr>\n",
+ " <tr><th>Deaths Civilian</th><td>{sample['deaths_civilian']}</td></tr>\n",
+ " <tr><th>Deaths Unknown</th><td>{sample['deaths_unknown']}</td></tr>\n",
+ " <tr><th>Deaths Low</th><td>{sample['deaths_low']}</td></tr>\n",
+ " <tr><th>Deaths High</th><td>{sample['deaths_high']}</td></tr>\n",
+ " </table>\n",
+ " </section>\n",
+ " </section>\n",
+ " \"\"\"\n",
+ " self.handle.update(widgets.VBox([widgets.HTML(html_diff), self.annotation_buttons]))"
+ ],
+ "outputs": [],
+ "execution_count": 4
+ },
+ {
+ "cell_type": "markdown",
+ "id": "24821340-b450-461a-88d1-70a68c3852db",
+ "metadata": {},
+ "source": [
+ "### Procedure\n",
+ "\n",
+ "If the articles are somewhat similar, but some pieces of information are missing or are wrong, check the boxes corresponding to the information that is wrong/missing:\n",
+ "- Who (actors) \n",
+ "- When (date)\n",
+ "- Where (location)\n",
+ "- What (number of deaths)\n",
+ "If the articles are completly different, you can click \"Completly Different\" without selecting the checkboxes.\n",
+ "If the articles are the same you can click \"Similar Documents\".\n",
+ "\n",
+ "If it's a complicated case you'd like to discuss, write a comment and post a message on Mattermost.\n",
+ "\n",
+ "**Don't forget to commit the `align_annotations.jsonl` file every once in a while.** It's saved and re-read after every annotation you do."
+ ]
+ },
+ {
+ "cell_type": "code",
+ "id": "75f222af-33d5-41b8-9b7b-d476de57e504",
+ "metadata": {
+ "jupyter": {
+ "source_hidden": true
+ },
+ "ExecuteTime": {
+ "end_time": "2025-02-14T11:40:54.618958Z",
+ "start_time": "2025-02-14T11:40:54.558133Z"
+ }
+ },
+ "source": [
+ "annotator = Annotator()"
+ ],
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "VBox(children=(HTML(value='\\n <section>\\n <h3>Event #235759</h3>\\n <style>\\n …"
+ ],
+ "application/vnd.jupyter.widget-view+json": {
+ "version_major": 2,
+ "version_minor": 0,
+ "model_id": "2e2b5be596e74562aa4e36e131199482"
+ }
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "execution_count": 5
+ }
+ ],
+ "metadata": {
+ "kernelspec": {
+ "display_name": "Python 3 (ipykernel)",
+ "language": "python",
+ "name": "python3"
+ },
+ "language_info": {
+ "codemirror_mode": {
+ "name": "ipython",
+ "version": 3
+ },
+ "file_extension": ".py",
+ "mimetype": "text/x-python",
+ "name": "python",
+ "nbconvert_exporter": "python",
+ "pygments_lexer": "ipython3",
+ "version": "3.12.8"
+ }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 5
+}
diff --git a/hplt_align/align_annotations.jsonl b/hplt_align/align_annotations.jsonl
@@ -0,0 +1,130 @@
+{"annotator": "anonymous_2", "id": 128969, "similar": true, "wrong_actor": false, "wrong_date": false, "wrong_location": false, "wrong_deaths": false, "comments": ""}
+{"annotator": "anonymous_2", "id": 232524, "similar": true, "wrong_actor": false, "wrong_date": false, "wrong_location": false, "wrong_deaths": false, "comments": ""}
+{"annotator": "anonymous_1", "id": 214380, "similar": true, "wrong_actor": false, "wrong_date": false, "wrong_location": false, "wrong_deaths": false, "comments": ""}
+{"annotator": "anonymous_1", "id": 318311, "similar": true, "wrong_actor": false, "wrong_date": false, "wrong_location": false, "wrong_deaths": false, "comments": ""}
+{"annotator": "anonymous_1", "id": 68620, "similar": true, "wrong_actor": false, "wrong_date": false, "wrong_location": false, "wrong_deaths": false, "comments": ""}
+{"annotator": "anonymous_1", "id": 258713, "similar": true, "wrong_actor": false, "wrong_date": false, "wrong_location": false, "wrong_deaths": false, "comments": "fuzzy numbers - 2 deaths = multiple people died in one of the factions"}
+{"annotator": "anonymous_1", "id": 256636, "similar": true, "wrong_actor": false, "wrong_date": false, "wrong_location": false, "wrong_deaths": false, "comments": ""}
+{"annotator": "anonymous_1", "id": 325283, "similar": true, "wrong_actor": false, "wrong_date": false, "wrong_location": false, "wrong_deaths": false, "comments": ""}
+{"annotator": "anonymous_1", "id": 48518, "similar": true, "wrong_actor": false, "wrong_date": false, "wrong_location": false, "wrong_deaths": false, "comments": "JAS vs Boko haram"}
+{"annotator": "anonymous_1", "id": 245124, "similar": true, "wrong_actor": false, "wrong_date": false, "wrong_location": false, "wrong_deaths": false, "comments": "fuzzy numbers - 4 deaths = multiple people died in both the factions"}
+{"annotator": "anonymous_3", "id": 235759, "similar": true, "wrong_actor": false, "wrong_date": false, "wrong_location": false, "wrong_deaths": false, "comments": ""}
+{"annotator": "anonymous_3", "id": 261339, "similar": true, "wrong_actor": false, "wrong_date": false, "wrong_location": false, "wrong_deaths": false, "comments": ""}
+{"annotator": "anonymous_3", "id": 216557, "similar": true, "wrong_actor": false, "wrong_date": false, "wrong_location": false, "wrong_deaths": false, "comments": ""}
+{"annotator": "anonymous_3", "id": 205812, "similar": true, "wrong_actor": false, "wrong_date": false, "wrong_location": false, "wrong_deaths": false, "comments": ""}
+{"annotator": "anonymous_3", "id": 213769, "similar": true, "wrong_actor": false, "wrong_date": false, "wrong_location": false, "wrong_deaths": false, "comments": ""}
+{"annotator": "anonymous_3", "id": 272672, "similar": true, "wrong_actor": false, "wrong_date": false, "wrong_location": false, "wrong_deaths": false, "comments": ""}
+{"annotator": "anonymous_3", "id": 247883, "similar": true, "wrong_actor": false, "wrong_date": false, "wrong_location": false, "wrong_deaths": false, "comments": ""}
+{"annotator": "anonymous_3", "id": 244166, "similar": true, "wrong_actor": false, "wrong_date": false, "wrong_location": false, "wrong_deaths": false, "comments": ""}
+{"annotator": "anonymous_3", "id": 283441, "similar": true, "wrong_actor": false, "wrong_date": false, "wrong_location": false, "wrong_deaths": false, "comments": ""}
+{"annotator": "anonymous_3", "id": 225230, "similar": true, "wrong_actor": false, "wrong_date": false, "wrong_location": false, "wrong_deaths": false, "comments": ""}
+{"annotator": "anonymous_3", "id": 197257, "similar": true, "wrong_actor": false, "wrong_date": false, "wrong_location": false, "wrong_deaths": false, "comments": ""}
+{"annotator": "anonymous_3", "id": 317726, "similar": true, "wrong_actor": false, "wrong_date": false, "wrong_location": false, "wrong_deaths": false, "comments": ""}
+{"annotator": "anonymous_3", "id": 453842, "similar": true, "wrong_actor": false, "wrong_date": false, "wrong_location": false, "wrong_deaths": false, "comments": ""}
+{"annotator": "anonymous_3", "id": 236507, "similar": true, "wrong_actor": false, "wrong_date": false, "wrong_location": true, "wrong_deaths": false, "comments": "HPLT omitted adm1 and town of Benghazi"}
+{"annotator": "anonymous_3", "id": 313767, "similar": true, "wrong_actor": false, "wrong_date": false, "wrong_location": false, "wrong_deaths": false, "comments": ""}
+{"annotator": "anonymous_3", "id": 24258, "similar": true, "wrong_actor": false, "wrong_date": false, "wrong_location": false, "wrong_deaths": false, "comments": "location spelling & formatting changes "}
+{"annotator": "anonymous_3", "id": 219547, "similar": true, "wrong_actor": false, "wrong_date": false, "wrong_location": false, "wrong_deaths": false, "comments": ""}
+{"annotator": "anonymous_3", "id": 234691, "similar": true, "wrong_actor": false, "wrong_date": false, "wrong_location": false, "wrong_deaths": false, "comments": "spelling changes, organization name changes eg IS-> ISIS etc"}
+{"annotator": "anonymous_3", "id": 233416, "similar": true, "wrong_actor": false, "wrong_date": false, "wrong_location": false, "wrong_deaths": false, "comments": "image caption not included in HPLT"}
+{"annotator": "anonymous_3", "id": 281902, "similar": true, "wrong_actor": false, "wrong_date": false, "wrong_location": false, "wrong_deaths": false, "comments": ""}
+{"annotator": "anonymous_3", "id": 46131, "similar": true, "wrong_actor": false, "wrong_date": false, "wrong_location": false, "wrong_deaths": false, "comments": "i dont know how UCDP got to the number of 52, but in any case both documents give the same numbers."}
+{"annotator": "anonymous_3", "id": 434960, "similar": true, "wrong_actor": false, "wrong_date": false, "wrong_location": false, "wrong_deaths": false, "comments": ""}
+{"annotator": "anonymous_3", "id": 441366, "similar": true, "wrong_actor": false, "wrong_date": false, "wrong_location": false, "wrong_deaths": false, "comments": ""}
+{"annotator": "anonymous_3", "id": 246598, "similar": true, "wrong_actor": false, "wrong_date": false, "wrong_location": false, "wrong_deaths": false, "comments": ""}
+{"annotator": "anonymous_3", "id": 384201, "similar": true, "wrong_actor": false, "wrong_date": false, "wrong_location": false, "wrong_deaths": false, "comments": ""}
+{"annotator": "anonymous_3", "id": 347197, "similar": true, "wrong_actor": false, "wrong_date": false, "wrong_location": false, "wrong_deaths": false, "comments": ""}
+{"annotator": "anonymous_3", "id": 339515, "similar": true, "wrong_actor": false, "wrong_date": false, "wrong_location": false, "wrong_deaths": false, "comments": "spelling mistake in location"}
+{"annotator": "anonymous_3", "id": 213723, "similar": true, "wrong_actor": false, "wrong_date": false, "wrong_location": false, "wrong_deaths": false, "comments": ""}
+{"annotator": "anonymous_3", "id": 209636, "similar": true, "wrong_actor": false, "wrong_date": false, "wrong_location": false, "wrong_deaths": false, "comments": "no date reference matching annotation in any document "}
+{"annotator": "anonymous_3", "id": 246596, "similar": true, "wrong_actor": false, "wrong_date": false, "wrong_location": false, "wrong_deaths": false, "comments": ""}
+{"annotator": "anonymous_3", "id": 339967, "similar": true, "wrong_actor": false, "wrong_date": false, "wrong_location": false, "wrong_deaths": false, "comments": ""}
+{"annotator": "anonymous_3", "id": 259341, "similar": true, "wrong_actor": false, "wrong_date": false, "wrong_location": false, "wrong_deaths": false, "comments": ""}
+{"annotator": "anonymous_3", "id": 247904, "similar": true, "wrong_actor": false, "wrong_date": false, "wrong_location": false, "wrong_deaths": false, "comments": ""}
+{"annotator": "anonymous_3", "id": 224232, "similar": true, "wrong_actor": false, "wrong_date": false, "wrong_location": false, "wrong_deaths": false, "comments": ""}
+{"annotator": "anonymous_3", "id": 254426, "similar": true, "wrong_actor": false, "wrong_date": true, "wrong_location": false, "wrong_deaths": false, "comments": "date is messy, some extra info omitted"}
+{"annotator": "anonymous_3", "id": 233510, "similar": true, "wrong_actor": false, "wrong_date": false, "wrong_location": false, "wrong_deaths": false, "comments": ""}
+{"annotator": "anonymous_3", "id": 320835, "similar": true, "wrong_actor": false, "wrong_date": false, "wrong_location": false, "wrong_deaths": false, "comments": ""}
+{"annotator": "anonymous_3", "id": 413061, "similar": true, "wrong_actor": false, "wrong_date": false, "wrong_location": false, "wrong_deaths": false, "comments": "commonly the opposite happens, but this time added metadata about other news is present in HPLT doc."}
+{"annotator": "anonymous_3", "id": 318379, "similar": true, "wrong_actor": false, "wrong_date": false, "wrong_location": false, "wrong_deaths": false, "comments": ""}
+{"annotator": "anonymous_3", "id": 203557, "similar": true, "wrong_actor": false, "wrong_date": false, "wrong_location": false, "wrong_deaths": false, "comments": ""}
+{"annotator": "anonymous_3", "id": 273274, "similar": true, "wrong_actor": false, "wrong_date": false, "wrong_location": false, "wrong_deaths": false, "comments": ""}
+{"annotator": "anonymous_3", "id": 306661, "similar": true, "wrong_actor": false, "wrong_date": false, "wrong_location": false, "wrong_deaths": false, "comments": ""}
+{"annotator": "anonymous_3", "id": 316204, "similar": true, "wrong_actor": false, "wrong_date": false, "wrong_location": false, "wrong_deaths": false, "comments": ""}
+{"annotator": "anonymous_3", "id": 216677, "similar": true, "wrong_actor": false, "wrong_date": false, "wrong_location": false, "wrong_deaths": false, "comments": ""}
+{"annotator": "anonymous_3", "id": 255910, "similar": true, "wrong_actor": false, "wrong_date": false, "wrong_location": false, "wrong_deaths": false, "comments": "not really understanding ucdp annotation"}
+{"annotator": "anonymous_3", "id": 384497, "similar": true, "wrong_actor": false, "wrong_date": false, "wrong_location": false, "wrong_deaths": false, "comments": ""}
+{"annotator": "anonymous_3", "id": 246343, "similar": true, "wrong_actor": false, "wrong_date": false, "wrong_location": false, "wrong_deaths": false, "comments": ""}
+{"annotator": "anonymous_3", "id": 401798, "similar": true, "wrong_actor": false, "wrong_date": false, "wrong_location": false, "wrong_deaths": false, "comments": ""}
+{"annotator": "anonymous_3", "id": 248121, "similar": true, "wrong_actor": false, "wrong_date": false, "wrong_location": false, "wrong_deaths": false, "comments": ""}
+{"annotator": "anonymous_3", "id": 246522, "similar": true, "wrong_actor": false, "wrong_date": false, "wrong_location": false, "wrong_deaths": false, "comments": ""}
+{"annotator": "anonymous_3", "id": 315638, "similar": true, "wrong_actor": false, "wrong_date": false, "wrong_location": false, "wrong_deaths": false, "comments": ""}
+{"annotator": "anonymous_3", "id": 261204, "similar": true, "wrong_actor": false, "wrong_date": false, "wrong_location": false, "wrong_deaths": false, "comments": ""}
+{"annotator": "anonymous_3", "id": 153214, "similar": true, "wrong_actor": false, "wrong_date": false, "wrong_location": false, "wrong_deaths": false, "comments": "Tarinkot is the capital of Uruzgan province. Most likely indicates the place where the article was written, but it might be some extra ADM2/where info UCDP ommited."}
+{"annotator": "anonymous_1", "id": 213592, "similar": true, "wrong_actor": false, "wrong_date": false, "wrong_location": false, "wrong_deaths": false, "comments": ""}
+{"annotator": "anonymous_1", "id": 231866, "similar": true, "wrong_actor": false, "wrong_date": false, "wrong_location": false, "wrong_deaths": false, "comments": ""}
+{"annotator": "anonymous_1", "id": 232385, "similar": true, "wrong_actor": false, "wrong_date": false, "wrong_location": false, "wrong_deaths": false, "comments": ""}
+{"annotator": "anonymous_1", "id": 319820, "similar": true, "wrong_actor": false, "wrong_date": false, "wrong_location": false, "wrong_deaths": false, "comments": ""}
+{"annotator": "anonymous_1", "id": 455449, "similar": true, "wrong_actor": false, "wrong_date": false, "wrong_location": false, "wrong_deaths": false, "comments": ""}
+{"annotator": "anonymous_1", "id": 214061, "similar": true, "wrong_actor": false, "wrong_date": false, "wrong_location": false, "wrong_deaths": false, "comments": ""}
+{"annotator": "anonymous_1", "id": 435283, "similar": true, "wrong_actor": false, "wrong_date": false, "wrong_location": false, "wrong_deaths": false, "comments": ""}
+{"annotator": "anonymous_1", "id": 396745, "similar": true, "wrong_actor": false, "wrong_date": false, "wrong_location": false, "wrong_deaths": false, "comments": ""}
+{"annotator": "anonymous_1", "id": 448447, "similar": true, "wrong_actor": false, "wrong_date": false, "wrong_location": false, "wrong_deaths": false, "comments": ""}
+{"annotator": "anonymous_1", "id": 215312, "similar": true, "wrong_actor": false, "wrong_date": false, "wrong_location": false, "wrong_deaths": false, "comments": ""}
+{"annotator": "anonymous_1", "id": 193359, "similar": true, "wrong_actor": false, "wrong_date": false, "wrong_location": false, "wrong_deaths": false, "comments": ""}
+{"annotator": "anonymous_1", "id": 45698, "similar": true, "wrong_actor": false, "wrong_date": false, "wrong_location": false, "wrong_deaths": false, "comments": ""}
+{"annotator": "anonymous_1", "id": 245863, "similar": true, "wrong_actor": false, "wrong_date": false, "wrong_location": false, "wrong_deaths": false, "comments": ""}
+{"annotator": "anonymous_1", "id": 245891, "similar": true, "wrong_actor": false, "wrong_date": false, "wrong_location": false, "wrong_deaths": false, "comments": ""}
+{"annotator": "anonymous_1", "id": 233017, "similar": true, "wrong_actor": false, "wrong_date": false, "wrong_location": false, "wrong_deaths": false, "comments": ""}
+{"annotator": "anonymous_1", "id": 252206, "similar": true, "wrong_actor": false, "wrong_date": false, "wrong_location": false, "wrong_deaths": false, "comments": ""}
+{"annotator": "anonymous_1", "id": 252066, "similar": true, "wrong_actor": false, "wrong_date": false, "wrong_location": false, "wrong_deaths": false, "comments": ""}
+{"annotator": "anonymous_1", "id": 244063, "similar": true, "wrong_actor": false, "wrong_date": false, "wrong_location": false, "wrong_deaths": false, "comments": ""}
+{"annotator": "anonymous_1", "id": 414174, "similar": true, "wrong_actor": false, "wrong_date": false, "wrong_location": false, "wrong_deaths": false, "comments": ""}
+{"annotator": "anonymous_1", "id": 249094, "similar": true, "wrong_actor": false, "wrong_date": false, "wrong_location": false, "wrong_deaths": false, "comments": ""}
+{"annotator": "anonymous_1", "id": 27662, "similar": true, "wrong_actor": false, "wrong_date": false, "wrong_location": false, "wrong_deaths": false, "comments": ""}
+{"annotator": "anonymous_1", "id": 196804, "similar": true, "wrong_actor": false, "wrong_date": false, "wrong_location": false, "wrong_deaths": false, "comments": ""}
+{"annotator": "anonymous_1", "id": 261305, "similar": true, "wrong_actor": false, "wrong_date": false, "wrong_location": false, "wrong_deaths": false, "comments": ""}
+{"annotator": "anonymous_1", "id": 85862, "similar": true, "wrong_actor": false, "wrong_date": false, "wrong_location": false, "wrong_deaths": false, "comments": ""}
+{"annotator": "anonymous_1", "id": 230271, "similar": true, "wrong_actor": false, "wrong_date": false, "wrong_location": false, "wrong_deaths": false, "comments": ""}
+{"annotator": "anonymous_1", "id": 323238, "similar": true, "wrong_actor": false, "wrong_date": false, "wrong_location": false, "wrong_deaths": false, "comments": ""}
+{"annotator": "anonymous_1", "id": 353076, "similar": true, "wrong_actor": false, "wrong_date": false, "wrong_location": false, "wrong_deaths": false, "comments": ""}
+{"annotator": "anonymous_1", "id": 143203, "similar": true, "wrong_actor": false, "wrong_date": false, "wrong_location": false, "wrong_deaths": false, "comments": ""}
+{"annotator": "anonymous_1", "id": 255293, "similar": true, "wrong_actor": false, "wrong_date": false, "wrong_location": false, "wrong_deaths": false, "comments": ""}
+{"annotator": "anonymous_1", "id": 63955, "similar": true, "wrong_actor": false, "wrong_date": false, "wrong_location": false, "wrong_deaths": false, "comments": ""}
+{"annotator": "anonymous_1", "id": 187034, "similar": true, "wrong_actor": false, "wrong_date": false, "wrong_location": false, "wrong_deaths": false, "comments": ""}
+{"annotator": "anonymous_1", "id": 261137, "similar": true, "wrong_actor": false, "wrong_date": false, "wrong_location": false, "wrong_deaths": false, "comments": ""}
+{"annotator": "anonymous_1", "id": 64020, "similar": true, "wrong_actor": false, "wrong_date": false, "wrong_location": false, "wrong_deaths": false, "comments": ""}
+{"annotator": "anonymous_2", "id": 299302, "similar": true, "wrong_actor": false, "wrong_date": false, "wrong_location": false, "wrong_deaths": false, "comments": ""}
+{"annotator": "anonymous_2", "id": 261925, "similar": true, "wrong_actor": false, "wrong_date": false, "wrong_location": false, "wrong_deaths": false, "comments": ""}
+{"annotator": "anonymous_2", "id": 179441, "similar": true, "wrong_actor": false, "wrong_date": false, "wrong_location": false, "wrong_deaths": false, "comments": ""}
+{"annotator": "anonymous_2", "id": 205690, "similar": true, "wrong_actor": false, "wrong_date": false, "wrong_location": false, "wrong_deaths": false, "comments": ""}
+{"annotator": "anonymous_2", "id": 205819, "similar": true, "wrong_actor": false, "wrong_date": false, "wrong_location": false, "wrong_deaths": false, "comments": "documents contains multiple events\u2026"}
+{"annotator": "anonymous_2", "id": 257598, "similar": true, "wrong_actor": false, "wrong_date": false, "wrong_location": false, "wrong_deaths": false, "comments": ""}
+{"annotator": "anonymous_2", "id": 316613, "similar": true, "wrong_actor": false, "wrong_date": false, "wrong_location": false, "wrong_deaths": false, "comments": ""}
+{"annotator": "anonymous_2", "id": 63382, "similar": true, "wrong_actor": false, "wrong_date": false, "wrong_location": false, "wrong_deaths": false, "comments": ""}
+{"annotator": "anonymous_2", "id": 419301, "similar": true, "wrong_actor": false, "wrong_date": false, "wrong_location": false, "wrong_deaths": false, "comments": ""}
+{"annotator": "anonymous_2", "id": 276122, "similar": true, "wrong_actor": false, "wrong_date": false, "wrong_location": false, "wrong_deaths": false, "comments": ""}
+{"annotator": "anonymous_3", "id": 45679, "similar": true, "wrong_actor": false, "wrong_date": false, "wrong_location": false, "wrong_deaths": false, "comments": ""}
+{"annotator": "anonymous_3", "id": 203623, "similar": true, "wrong_actor": false, "wrong_date": false, "wrong_location": false, "wrong_deaths": false, "comments": ""}
+{"annotator": "anonymous_3", "id": 242162, "similar": true, "wrong_actor": false, "wrong_date": false, "wrong_location": false, "wrong_deaths": false, "comments": ""}
+{"annotator": "anonymous_3", "id": 203012, "similar": true, "wrong_actor": false, "wrong_date": false, "wrong_location": false, "wrong_deaths": false, "comments": ""}
+{"annotator": "anonymous_3", "id": 142616, "similar": true, "wrong_actor": false, "wrong_date": false, "wrong_location": false, "wrong_deaths": false, "comments": ""}
+{"annotator": "anonymous_3", "id": 242466, "similar": true, "wrong_actor": false, "wrong_date": false, "wrong_location": false, "wrong_deaths": false, "comments": "included HPLT headline says more than 45, body still says 46 tho."}
+{"annotator": "anonymous_3", "id": 129037, "similar": false, "wrong_actor": false, "wrong_date": false, "wrong_location": false, "wrong_deaths": true, "comments": "a big paragraph with a new event is attached to the start"}
+{"annotator": "anonymous_3", "id": 347584, "similar": true, "wrong_actor": false, "wrong_date": false, "wrong_location": false, "wrong_deaths": false, "comments": ""}
+{"annotator": "anonymous_3", "id": 246737, "similar": true, "wrong_actor": false, "wrong_date": false, "wrong_location": false, "wrong_deaths": false, "comments": ""}
+{"annotator": "anonymous_3", "id": 45810, "similar": true, "wrong_actor": false, "wrong_date": false, "wrong_location": false, "wrong_deaths": false, "comments": ""}
+{"annotator": "anonymous_3", "id": 233289, "similar": true, "wrong_actor": false, "wrong_date": false, "wrong_location": false, "wrong_deaths": false, "comments": ""}
+{"annotator": "anonymous_3", "id": 264949, "similar": false, "wrong_actor": false, "wrong_date": false, "wrong_location": false, "wrong_deaths": true, "comments": "again, multiple events causing a mess, also a lot of changes in deaths"}
+{"annotator": "anonymous_3", "id": 246302, "similar": true, "wrong_actor": false, "wrong_date": false, "wrong_location": false, "wrong_deaths": false, "comments": ""}
+{"annotator": "anonymous_3", "id": 257488, "similar": true, "wrong_actor": false, "wrong_date": false, "wrong_location": false, "wrong_deaths": false, "comments": "more info, change to temporal reference but still correct"}
+{"annotator": "anonymous_3", "id": 271507, "similar": true, "wrong_actor": false, "wrong_date": false, "wrong_location": false, "wrong_deaths": false, "comments": ""}
+{"annotator": "anonymous_3", "id": 118915, "similar": true, "wrong_actor": false, "wrong_date": false, "wrong_location": false, "wrong_deaths": false, "comments": "strange dates"}
+{"annotator": "anonymous_3", "id": 413244, "similar": true, "wrong_actor": false, "wrong_date": false, "wrong_location": false, "wrong_deaths": false, "comments": "rephrased"}
+{"annotator": "anonymous_3", "id": 211974, "similar": true, "wrong_actor": false, "wrong_date": false, "wrong_location": false, "wrong_deaths": false, "comments": ""}
+{"annotator": "anonymous_3", "id": 234337, "similar": true, "wrong_actor": false, "wrong_date": false, "wrong_location": false, "wrong_deaths": false, "comments": ""}
+{"annotator": "anonymous_3", "id": 382760, "similar": true, "wrong_actor": false, "wrong_date": false, "wrong_location": false, "wrong_deaths": false, "comments": ""}
+{"annotator": "anonymous_3", "id": 249074, "similar": true, "wrong_actor": false, "wrong_date": false, "wrong_location": false, "wrong_deaths": false, "comments": ""}
+{"annotator": "anonymous_3", "id": 213383, "similar": true, "wrong_actor": false, "wrong_date": false, "wrong_location": false, "wrong_deaths": false, "comments": ""}
+{"annotator": "anonymous_3", "id": 274867, "similar": true, "wrong_actor": false, "wrong_date": false, "wrong_location": false, "wrong_deaths": false, "comments": ""}
+{"annotator": "anonymous_3", "id": 210026, "similar": true, "wrong_actor": false, "wrong_date": false, "wrong_location": false, "wrong_deaths": false, "comments": ""}
diff --git a/hplt_align/build_cache.py b/hplt_align/build_cache.py
@@ -0,0 +1,35 @@
+import argparse
+import json
+import pathlib
+
+import datasets
+
+from hplt_align.common import map_minhash
+
+
+def parse_command_argument() -> argparse.Namespace:
+ """ Parse command line arguments. """
+ parser = argparse.ArgumentParser(description="Update a huggingface dataset using a minhash input and output.")
+ parser.add_argument("output", type=pathlib.Path, help="Path to the cache file.")
+ parser.add_argument("dataset", type=pathlib.Path, help="Path to the target dataset splits.")
+ parser.add_argument("minhash", type=pathlib.Path, help="Path to the output zip of the minhash script.")
+
+ args: argparse.Namespace = parser.parse_args()
+ return args
+
+
+
+def main(output_path: pathlib.Path, dataset_path: pathlib.Path, minhash_path: pathlib.Path) -> None:
+ minhash: dict[str, str] = {}
+ map_minhash(minhash_path, lambda match: minhash.update({match["qid"]: match["text"]}))
+
+ with output_path.open("w") as output_file:
+ for split_path in dataset_path.iterdir():
+ split = datasets.load_from_disk(str(split_path))
+ for hplt_id in split["source_article"]:
+ print(json.dumps({"id": hplt_id, "text": minhash[hplt_id]}), file=output_file)
+
+
+if __name__ == "__main__":
+ args: argparse.Namespace = parse_command_argument()
+ main(output_path=args.output, dataset_path=args.dataset, minhash_path=args.minhash)
diff --git a/hplt_align/common.py b/hplt_align/common.py
@@ -0,0 +1,36 @@
+from typing import Any, Callable
+import json
+import pathlib
+import tarfile
+import zipfile
+
+import tqdm
+
+
+def map_minhash(minhash_path: pathlib.Path, function: Callable[[dict[str, Any]], None]) -> None:
+ if minhash_path.name.endswith('.zip'):
+ return map_minhash_zip(minhash_path, function)
+ if minhash_path.name.endswith('.tar.gz') or minhash_path.name.endswith('.tgz') :
+ return map_minhash_tgz(minhash_path, function)
+ raise NotImplemented("Minhash archive format.")
+
+
+def map_minhash_tgz(minhash_path: pathlib.Path, function: Callable[[dict[str, Any]], None]) -> None:
+ with tarfile.open(minhash_path, "r:gz") as tar:
+ for fileobject in tqdm.tqdm(tar.getmembers(), desc="Loading minhash output"):
+ if not fileobject.name.endswith(".out"):
+ continue
+ file = tar.extractfile(fileobject)
+ if file is not None:
+ for line in file:
+ function(json.loads(line))
+
+
+def map_minhash_zip(minhash_path: pathlib.Path, function: Callable[[dict[str, Any]], None]) -> None:
+ with zipfile.ZipFile(minhash_path) as zfile:
+ for filename in tqdm.tqdm(zfile.namelist(), desc="Loading minhash output"):
+ if not filename.endswith(".out"):
+ continue
+ with zfile.open(filename, "r") as file:
+ for line in file:
+ function(json.loads(line))
diff --git a/hplt_align/convert_to_jsonl.py b/hplt_align/convert_to_jsonl.py
@@ -0,0 +1,39 @@
+import argparse
+import datetime
+import json
+import pathlib
+
+import datasets
+
+
+def parse_command_argument() -> argparse.Namespace:
+ """ Parse command line arguments. """
+ parser = argparse.ArgumentParser(description="Convert the huggingface dataset into jsonl files in the same director.")
+ parser.add_argument("dataset", type=pathlib.Path, help="Path to the input huggingface dataset.")
+
+ args: argparse.Namespace = parser.parse_args()
+ return args
+
+
+def convert(x):
+ if isinstance(x, int) or isinstance(x, str):
+ return x
+ if isinstance(x, datetime.datetime):
+ return x.strftime("%Y-%m-%d %H:%M")
+ if isinstance(x, datetime.date):
+ return x.strftime("%Y-%m-%d")
+ raise RuntimeError("Unknown type")
+
+
+def main(dataset_path: pathlib.Path) -> None:
+ splits: dict[str, datasets.Dataset] = {path.name: datasets.load_from_disk(str(path)) for path in dataset_path.iterdir() }
+ for name, split in splits.items():
+ target: pathlib.Path = dataset_path / f"{name}.jsonl"
+ with target.open("w") as output:
+ for sample in split:
+ print(json.dumps({key: convert(value) for key, value in sample.items()}), file=output)
+
+
+if __name__ == "__main__":
+ args: argparse.Namespace = parse_command_argument()
+ main(dataset_path=args.dataset)
diff --git a/hplt_align/dataset_to_sources.py b/hplt_align/dataset_to_sources.py
@@ -0,0 +1,28 @@
+import argparse
+import json
+import pathlib
+
+import datasets
+
+
+def parse_command_argument() -> argparse.Namespace:
+ """ Parse command line arguments. """
+ parser = argparse.ArgumentParser(description="Extract a jsonl with all sources from a huggingface dataset.")
+ parser.add_argument("output", type=pathlib.Path, help="Path to the output jsonl file.")
+ parser.add_argument("input", type=pathlib.Path, help="Path to the input dataset splits.")
+
+ args: argparse.Namespace = parser.parse_args()
+ return args
+
+
+def main(output_path: pathlib.Path, input_path: pathlib.Path):
+ with output_path.open("w") as output_file:
+ for split_path in input_path.iterdir():
+ split = datasets.load_from_disk(str(split_path))
+ for sample in split:
+ print(json.dumps({"id": sample["id"], "article": sample["source_article"], "headline": sample["source_headline"]}), file=output_file)
+
+
+if __name__ == "__main__":
+ args: argparse.Namespace = parse_command_argument()
+ main(output_path=args.output, input_path=args.input)
diff --git a/hplt_align/minhash-retrieval/README.md b/hplt_align/minhash-retrieval/README.md
@@ -0,0 +1,31 @@
+# minhash-retrieval
+Finds your documents in the HPLT datasets.
+
+**Inputs**: your documents should be stored in the jsonl format with fields ```article```, ```headline```.
+Each document will be added to the index twice: with and without the headline. Then each HPLT document will be searched in the index.
+
+**Outputs**: jsonl with the following informations for each near-match:
+* qid: file path and line number (starting from 1) identifying an HPLT document
+* tid: line number (starting from 1) identifying your document in the input json, or negated line number
+* sim: Jaccard simliarity
+* text: text of the retrieved HPLT document
+
+# Dependencies
+See [requirements_nird.lock](./requirements_nird.lock).
+
+# Preprocessing
+Assume your documents are stored in fixed.jsonl. Preprocessing removes all non-letters to make retrieval independent from whitespaces, newlines and other special characters.
+```python retriever.py preprocess_content fixed.jsonl```
+fixed.jsonl.preproc.pkl is dumped to disk, your docuemnts will be read from this file during retrieval
+
+# Retrieval
+For search in the deduplicate/cleaned versions of data release 2:
+
+```./run_retrieval1.sh fixed.jsonl.preproc.pkl deduplicated/ ./fixed-in-deduplicated-run2 text '*.zst'```
+
+This creates a MinHash index and puts docuemnts form fixed.jsonl.preproc.pkl there. Then retreives near-duplicates for HPLT docuemnts stored in deduplicated/. The outputs are dumped to the folder ./fixed-in-deduplicated-run2
+
+For search in the outputs of stage2 of data release 2:
+
+```./run_retrieval1.sh fixed.jsonl.preproc.pkl _stage2out/ ./fixed-in-stage2out t text.zst```
+
diff --git a/hplt_align/minhash-retrieval/index_lines.sh b/hplt_align/minhash-retrieval/index_lines.sh
@@ -0,0 +1,2 @@
+F=$1
+zstdcat $F | cat -n | sed -r 's!^\s*([0-9]+)\s*\{!{"index":"'$F':\1",!'
diff --git a/hplt_align/minhash-retrieval/requirements_nird.lock b/hplt_align/minhash-retrieval/requirements_nird.lock
@@ -0,0 +1,50 @@
+asttokens @ file:///opt/conda/conda-bld/asttokens_1646925590279/work
+attrs==24.2.0
+Bottleneck @ file:///croot/bottleneck_1709069899917/work
+contourpy @ file:///work/perseverance-python-buildout/croot/contourpy_1701756524386/work
+cycler @ file:///tmp/build/80754af9/cycler_1637851556182/work
+decorator @ file:///opt/conda/conda-bld/decorator_1643638310831/work
+easybuild-easyblocks @ file:///nird/datalake/NS8112K/software/eb/build/EasyBuild/4.7.1/system-system/easybuild-easyblocks-4.7.1
+easybuild-easyconfigs @ file:///nird/datalake/NS8112K/software/eb/build/EasyBuild/4.7.1/system-system/easybuild-easyconfigs-4.7.1
+easybuild-framework @ file:///nird/datalake/NS8112K/software/eb/build/EasyBuild/4.7.1/system-system/easybuild-framework-4.7.1
+executing==2.1.0
+fancycompleter==0.9.1
+fire==0.6.0
+fonttools @ file:///croot/fonttools_1713551344105/work
+gaoya==0.1.2
+ipython==8.27.0
+jedi @ file:///croot/jedi_1721058342488/work
+kiwisolver @ file:///work/perseverance-python-buildout/croot/kiwisolver_1698847502605/work
+matplotlib==3.9.2
+matplotlib-inline @ file:///work/perseverance-python-buildout/croot/matplotlib-inline_1698864771271/work
+mkl-service==2.4.0
+mkl_fft @ file:///croot/mkl_fft_1725370245198/work
+mkl_random @ file:///croot/mkl_random_1725370241878/work
+numexpr @ file:///work/perseverance-python-buildout/croot/numexpr_1698871031164/work
+numpy @ file:///croot/numpy_and_numpy_base_1708638617955/work/dist/numpy-1.26.4-cp312-cp312-linux_x86_64.whl#sha256=1d700f51d8b4fa684d858c9e3b56b1656bc5c82b6b79ff08d4e3b491c430059f
+packaging @ file:///croot/packaging_1720101850331/work
+pandas @ file:///croot/pandas_1718308974269/work/dist/pandas-2.2.2-cp312-cp312-linux_x86_64.whl#sha256=92c518f7e09edd50b5caa5862636c51d6a29391803f3ada62f68aa52f27d8f92
+parso @ file:///opt/conda/conda-bld/parso_1641458642106/work
+pdbpp==0.10.3
+pexpect==4.9.0
+pillow @ file:///croot/pillow_1721059439630/work
+prompt_toolkit==3.0.47
+ptyprocess @ file:///tmp/build/80754af9/ptyprocess_1609355006118/work/dist/ptyprocess-0.7.0-py2.py3-none-any.whl
+pure_eval==0.2.3
+Pygments==2.18.0
+pyparsing @ file:///croot/pyparsing_1725041624202/work
+pyrepl==0.9.0
+python-dateutil @ file:///croot/python-dateutil_1716495738603/work
+pytz @ file:///croot/pytz_1713974312559/work
+seaborn @ file:///croot/seaborn_1718302919398/work
+setuptools==72.1.0
+six @ file:///tmp/build/80754af9/six_1644875935023/work
+stack-data @ file:///opt/conda/conda-bld/stack_data_1646927590127/work
+termcolor==2.4.0
+traitlets @ file:///croot/traitlets_1718227057033/work
+tzdata @ file:///croot/python-tzdata_1690578112552/work
+unicodedata2 @ file:///croot/unicodedata2_1713212950228/work
+wcwidth==0.2.13
+wheel==0.43.0
+wmctrl==0.5
+zstandard==0.23.0
diff --git a/hplt_align/minhash-retrieval/retriever.py b/hplt_align/minhash-retrieval/retriever.py
@@ -0,0 +1,118 @@
+import gaoya
+import pandas as pd
+import sys
+from fire import Fire
+import zstandard
+from time import time
+
+
+class Retriever:
+ def _preprocess(self, stext):
+ # nonletters = r'[^a-zA-Z]'
+ nonletters = r'[_0-9\W]'
+ return stext.str.replace(nonletters, '', regex=True)
+
+
+ def preprocess_content(self, fcontent='easy.jsonl'):
+ """
+ Preprocess content for faster adding to the index.
+ To avoid repeated ids, we don't use them, instead use line numbers.
+ """
+ print('Loading', fcontent)
+ df = pd.read_json(fcontent, lines=True)
+ #df = df.set_index('id') # There are duplicates in full.jsonl!
+ df.index += 1 # line numbers starting with 1 to avoid +0=-0 problem
+ print('Preprocessing', fcontent)
+ s1 = self._preprocess(df.article)
+ s2 = self._preprocess(df.headline + ' ' + df.article)
+ s2.index *= -1 # negated line numbers correspond to concat(headline,article)
+ text_ser = pd.concat([s1, s2])
+ print('Dumping to disk')
+ text_ser.to_csv(fcontent+'.preproc.tsv', sep='\t')
+ text_ser.to_pickle(fcontent+'.preproc.pkl')
+
+ print('Survived chars:')
+ survived_chars = set.union(*text_ser.apply(set))
+ print(repr(''.join(sorted(survived_chars))))
+ print('Removed chars:')
+ all_chars = set.union(*df.article.apply(set))
+ print(repr(''.join(sorted(all_chars - survived_chars))))
+
+
+ def __init__(self, fcontent=None, ng_min=10, ng_max=10):
+ if fcontent is None:
+ return
+# import pdb
+# pdb.set_trace()
+ text_ser = pd.read_pickle(fcontent)
+ n = len(text_ser)
+ text_ser.drop(text_ser[text_ser.str.len() < ng_min].index, inplace=True)
+ print(f'{n} documents loaded, {(n-len(text_ser))/n*100}% were dropped because they are shorter than ng_min={ng_min} chars', file=sys.stderr)
+
+ index = gaoya.minhash.MinHashStringIndex(hash_size=32,
+ jaccard_threshold=0.5,
+ num_bands=42,
+ band_size=3,
+ analyzer='char',
+ lowercase=True,
+ ngram_range=(ng_min,ng_max))
+
+ index.par_bulk_insert_docs(text_ser.index, text_ser)
+ print(f'{len(text_ser)} documents added to index', file=sys.stderr)
+ del text_ser
+ self.index = index
+ self.ng_min = ng_min
+
+
+ def _retrieve(self, qdf, out=sys.stdout):
+ """
+ qdf: a DataFrame with 2 columns: 'qid' and 'text'
+ """
+ if len(qdf) == 0: return
+ qser = self._preprocess(qdf.text)
+ short_mask = qdf[qser.str.len() < self.ng_min].index
+ qser.drop(short_mask, inplace=True)
+ qdf.drop(short_mask, inplace=True)
+ res = self.index.par_bulk_query(qser, return_similarity=True)
+ if not any(r for r in res):
+ return # optimization fot the case of no matches
+ qdf['ans'] = res
+ qdf = qdf.explode(column='ans', ignore_index=True) # lists of answers to 1 answer per row
+ qdf.dropna(subset='ans', inplace=True) # empty lists of answers
+ qdf['tid'], qdf['sim'] = qdf.ans.str[0], qdf.ans.str[1]
+ if len(qdf) > 0:
+ qdf[['qid','tid','sim','text']].to_json(out, orient='records',lines=True)
+
+
+ def retrieve(self, finp='-', batch_size=10000, text_field='text'):
+ """
+ Retrieve near-duplicated of texts from stdin (by default) or file.
+ For each query text finds similar texts in the index, prints (qid, tid, sim, text) to stdout, where
+ qid and tid are query text and retrieved text identifiers, sim is their Jaccard similarity, text is the
+ retrieved text.
+ NB: It is recommended to use batches: 1K queries => 102ms, 10K queries => 955 ms
+ NB: texts containing less than ng_min letters are not indexed or queried because they become an empty set of ngrams
+ """
+ start_line_num = 1
+ with sys.stdin if finp=='-' else zstandard.open(finp,'r') as inp:
+ while True:
+ st = time()
+ df = pd.read_json(inp, nrows=batch_size, lines=True, orient='records', dtype=False) # dtype=False loads text correctly, otherwise tries infers float/int types sometimes
+ if len(df)==0: break # EOF
+ if text_field != 'text':
+ df.rename(columns={text_field:'text'}, inplace=True)
+ if finp != '-':
+ df['qid'] = f'{finp}:' + (df.index + start_line_num).astype(str)
+ start_line_num += len(df)
+ else:
+ df = df[['index','text']].rename(columns={'index':'qid'})
+ df.dropna(subset='text', inplace=True)
+ dur1 = time() - st
+ st = time()
+ self._retrieve(df)
+ dur2 = time() - st
+ print(f"{dur1+dur2}s per batch of {batch_size} docs, {len(df)} queries after filtering, {dur1/dur2}x longer reading than searching", file=sys.stderr)
+
+
+
+Fire(Retriever)
diff --git a/hplt_align/minhash-retrieval/run_retrieval.sh b/hplt_align/minhash-retrieval/run_retrieval.sh
@@ -0,0 +1,5 @@
+PKL=$1
+HPLT_DIR=$2
+OUTD=$3
+mkdir -p $OUTD
+find $HPLT_DIR -name "*.zst"|parallel --eta --joblog $OUTD/joblog1 --linebuffer -j 50 ./index_lines.sh {}|parallel --joblog $OUTD/joblog2 -j 50 --pipe --round-robin "python -u retriever.py retrieve --fcontent=$PKL >$OUTD/{#}.out 2>$OUTD/{#}.err"
diff --git a/hplt_align/minhash-retrieval/run_retrieval1.sh b/hplt_align/minhash-retrieval/run_retrieval1.sh
@@ -0,0 +1,11 @@
+PKL=$1
+HPLT_DIR=$2
+OUTD=$3
+
+TEXTFIELD=$4 # 'text', 't' for outputs from stage2
+FILEPATTERN=$5 # '*.zst', 'text.zst' for outputs from stage2
+
+echo "Running retrieval:" "$FILEPATTERN"
+
+mkdir -p $OUTD
+find $HPLT_DIR -name "$FILEPATTERN" | parallel --eta --joblog $OUTD/joblog --linebuffer -j 100 "python -u retriever.py retrieve {} -t $TEXTFIELD --fcontent=$PKL >$OUTD/{#}.out 2>$OUTD/{#}.err"
diff --git a/hplt_align/shell.nix b/hplt_align/shell.nix
@@ -0,0 +1,11 @@
+{ pkgs ? import <nixpkgs> {} }:
+pkgs.mkShellNoCC {
+ nativeBuildInputs = with pkgs.buildPackages; [
+ (python3.withPackages (ps: with ps; [
+ ipywidgets
+ jupyterlab
+ ]))
+ ];
+
+ shellHook = "jupyter lab --no-browser";
+}
diff --git a/hplt_align/sources_to_hplt_ids.py b/hplt_align/sources_to_hplt_ids.py
@@ -0,0 +1,76 @@
+from typing import Any
+import argparse
+import collections
+import json
+import pathlib
+import zipfile
+
+import datasets
+
+from hplt_align.common import map_minhash
+
+
+def parse_command_argument() -> argparse.Namespace:
+ """ Parse command line arguments. """
+ parser = argparse.ArgumentParser(description="Update a huggingface dataset using a minhash input and output.")
+ parser.add_argument("output", type=pathlib.Path, help="Path to the output dataset splits.")
+ parser.add_argument("dataset", type=pathlib.Path, help="Path to the input dataset splits.")
+ parser.add_argument("sources", type=pathlib.Path, help="Path to the source jsonl input file.")
+ parser.add_argument("minhash", type=pathlib.Path, help="Path to the output zip of the minhash script.")
+
+ args: argparse.Namespace = parser.parse_args()
+ return args
+
+
+def read_sources(sources_path: pathlib.Path) -> dict[int, int]:
+ """Returns a dictionary mapping UCDP ids to line ids."""
+ sources: dict[int, int] = {}
+ with sources_path.open("r") as sources_file:
+ for line_number, source_line in enumerate(sources_file):
+ source: dict[str, Any] = json.loads(source_line)
+ sources[source["id"]] = line_number + 1 # Line numbers start at 1
+ return sources
+
+
+def match_filter(match: dict[str, Any]) -> bool:
+ # Filter out non-English matches and short texts and long texts
+ return match["qid"].startswith("deduplicated/eng_Latn/") and 100 <= len(match["text"]) <= 10000
+
+
+def read_minhash(minhash_path: pathlib.Path) -> dict[int, list[dict[str, Any]]]:
+ """Returns a dictionary mapping each line id to a list of HPLT match in order of approximate Jacard similarity."""
+ minhash: dict[int, list[dict[str, Any]]] = collections.defaultdict(list)
+ map_minhash(minhash_path, lambda match: minhash[abs(match["tid"])].append(match))
+
+ for tid, matches in minhash.items():
+ minhash[tid] = sorted(list(filter(match_filter, matches)), key=lambda match: match["sim"], reverse=True)
+ return minhash
+
+
+def process_split(output_path: pathlib.Path, split_path: pathlib.Path, sources: dict[int, int], minhash: dict[int, list[dict[str, Any]]], source_count: dict[str, int]) -> None:
+ datasets.load_from_disk(str(split_path))\
+ .filter(input_columns=["id"], load_from_cache_file=False,
+ function = lambda eid: eid in sources and minhash[sources[eid]] and source_count[minhash[sources[eid]][0]["text"]]==1)\
+ .map(input_columns=["id"], load_from_cache_file=False,
+ function = lambda eid: {"source_article": minhash[sources[eid]][0]["qid"]})\
+ .save_to_disk(str(output_path))
+
+
+def main(output_path: pathlib.Path, dataset_path: pathlib.Path, sources_path: pathlib.Path, minhash_path: pathlib.Path) -> None:
+ output_path.mkdir(parents=True)
+ sources: dict[int, int] = read_sources(sources_path)
+ minhash: dict[int, list[dict[str, Any]]] = read_minhash(minhash_path)
+
+ # If two documents are mapped to the same HPLT document, it indicates a document of poor quality, count them in order to remove repeated ones.
+ source_count: dict[str, int] = collections.Counter(
+ minhash[sources[sample["id"]]][0]["text"]
+ for split_path in dataset_path.iterdir()
+ for sample in datasets.load_from_disk(str(split_path))
+ if sample["id"] in sources and minhash[sources[sample["id"]]])
+ for split_path in dataset_path.iterdir():
+ process_split(output_path / split_path.name, split_path, sources, minhash, source_count)
+
+
+if __name__ == "__main__":
+ args: argparse.Namespace = parse_command_argument()
+ main(output_path=args.output, dataset_path=args.dataset, sources_path=args.sources, minhash_path=args.minhash)
