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Delete brat.py

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  1. brat.py +0 -337
brat.py DELETED
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- import glob
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- import logging
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- from dataclasses import dataclass
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- from os import listdir, path
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- from typing import Dict, List, Optional
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-
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- import datasets
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- from datasets import BuilderConfig, DatasetInfo, Features, Sequence, SplitGenerator, Value
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-
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- logger = logging.getLogger(__name__)
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-
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-
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- @dataclass
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- class BratConfig(BuilderConfig):
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- """BuilderConfig for BRAT."""
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-
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- url: str = None # type: ignore
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- description: Optional[str] = None
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- citation: Optional[str] = None
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- homepage: Optional[str] = None
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-
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- subdirectory_mapping: Optional[Dict[str, str]] = None
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- file_name_blacklist: Optional[List[str]] = None
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- ann_file_extension: str = "ann"
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- txt_file_extension: str = "txt"
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-
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-
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- class Brat(datasets.GeneratorBasedBuilder):
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- BUILDER_CONFIG_CLASS = BratConfig
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-
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- def _info(self):
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- return DatasetInfo(
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- description=self.config.description,
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- citation=self.config.citation,
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- homepage=self.config.homepage,
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- features=Features(
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- {
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- "context": Value("string"),
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- "file_name": Value("string"),
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- "spans": Sequence(
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- {
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- "id": Value("string"),
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- "type": Value("string"),
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- "locations": Sequence(
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- {
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- "start": Value("int32"),
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- "end": Value("int32"),
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- }
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- ),
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- "text": Value("string"),
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- }
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- ),
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- "relations": Sequence(
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- {
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- "id": Value("string"),
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- "type": Value("string"),
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- "arguments": Sequence(
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- {"type": Value("string"), "target": Value("string")}
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- ),
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- }
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- ),
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- "equivalence_relations": Sequence(
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- {
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- "type": Value("string"),
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- "targets": Sequence(Value("string")),
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- }
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- ),
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- "events": Sequence(
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- {
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- "id": Value("string"),
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- "type": Value("string"),
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- "trigger": Value("string"),
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- "arguments": Sequence(
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- {"type": Value("string"), "target": Value("string")}
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- ),
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- }
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- ),
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- "attributions": Sequence(
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- {
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- "id": Value("string"),
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- "type": Value("string"),
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- "target": Value("string"),
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- "value": Value("string"),
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- }
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- ),
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- "normalizations": Sequence(
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- {
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- "id": Value("string"),
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- "type": Value("string"),
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- "target": Value("string"),
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- "resource_id": Value("string"),
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- "entity_id": Value("string"),
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- }
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- ),
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- "notes": Sequence(
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- {
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- "id": Value("string"),
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- "type": Value("string"),
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- "target": Value("string"),
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- "note": Value("string"),
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- }
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- ),
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- }
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- ),
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- )
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-
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- @staticmethod
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- def _get_location(location_string):
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- parts = location_string.split(" ")
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- assert (
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- len(parts) == 2
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- ), f"Wrong number of entries in location string. Expected 2, but found: {parts}"
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- return {"start": int(parts[0]), "end": int(parts[1])}
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-
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- @staticmethod
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- def _get_span_annotation(annotation_line):
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- """
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- example input:
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- T1 Organization 0 4 Sony
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- """
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-
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- _id, remaining, text = annotation_line.split("\t", maxsplit=2)
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- _type, locations = remaining.split(" ", maxsplit=1)
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- return {
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- "id": _id,
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- "text": text,
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- "type": _type,
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- "locations": [Brat._get_location(loc) for loc in locations.split(";")],
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- }
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-
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- @staticmethod
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- def _get_event_annotation(annotation_line):
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- """
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- example input:
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- E1 MERGE-ORG:T2 Org1:T1 Org2:T3
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- """
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- _id, remaining = annotation_line.strip().split("\t")
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- args = [dict(zip(["type", "target"], a.split(":"))) for a in remaining.split(" ")]
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- return {
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- "id": _id,
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- "type": args[0]["type"],
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- "trigger": args[0]["target"],
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- "arguments": args[1:],
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- }
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-
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- @staticmethod
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- def _get_relation_annotation(annotation_line):
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- """
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- example input:
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- R1 Origin Arg1:T3 Arg2:T4
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- """
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-
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- _id, remaining = annotation_line.strip().split("\t")
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- _type, remaining = remaining.split(" ", maxsplit=1)
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- args = [dict(zip(["type", "target"], a.split(":"))) for a in remaining.split(" ")]
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- return {"id": _id, "type": _type, "arguments": args}
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-
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- @staticmethod
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- def _get_equivalence_relation_annotation(annotation_line):
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- """
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- example input:
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- * Equiv T1 T2 T3
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- """
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- _, remaining = annotation_line.strip().split("\t")
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- parts = remaining.split(" ")
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- return {"type": parts[0], "targets": parts[1:]}
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-
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- @staticmethod
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- def _get_attribute_annotation(annotation_line):
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- """
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- example input (binary: implicit value is True, if present, False otherwise):
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- A1 Negation E1
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- example input (multi-value: explicit value)
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- A2 Confidence E2 L1
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- """
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-
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- _id, remaining = annotation_line.strip().split("\t")
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- parts = remaining.split(" ")
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- # if no value is present, it is implicitly "true"
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- if len(parts) == 2:
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- parts.append("true")
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- return {
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- "id": _id,
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- "type": parts[0],
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- "target": parts[1],
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- "value": parts[2],
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- }
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-
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- @staticmethod
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- def _get_normalization_annotation(annotation_line):
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- """
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- example input:
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- N1 Reference T1 Wikipedia:534366 Barack Obama
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- """
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- _id, remaining, text = annotation_line.split("\t", maxsplit=2)
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- _type, target, ref = remaining.split(" ")
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- res_id, ent_id = ref.split(":")
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- return {
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- "id": _id,
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- "type": _type,
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- "target": target,
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- "resource_id": res_id,
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- "entity_id": ent_id,
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- }
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-
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- @staticmethod
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- def _get_note_annotation(annotation_line):
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- """
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- example input:
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- #1 AnnotatorNotes T1 this annotation is suspect
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- """
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- _id, remaining, note = annotation_line.split("\t", maxsplit=2)
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- _type, target = remaining.split(" ")
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- return {
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- "id": _id,
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- "type": _type,
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- "target": target,
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- "note": note,
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- }
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-
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- @staticmethod
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- def _read_annotation_file(filename):
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- """
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- reads a BRAT v1.3 annotations file (see https://brat.nlplab.org/standoff.html)
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- """
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-
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- res = {
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- "spans": [],
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- "events": [],
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- "relations": [],
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- "equivalence_relations": [],
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- "attributions": [],
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- "normalizations": [],
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- "notes": [],
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- }
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-
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- with open(filename) as file:
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- for i, line in enumerate(file):
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- if len(line.strip()) == 0:
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- continue
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- ann_type = line[0]
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-
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- # strip away the new line character
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- if line.endswith("\n"):
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- line = line[:-1]
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-
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- if ann_type == "T":
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- res["spans"].append(Brat._get_span_annotation(line))
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- elif ann_type == "E":
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- res["events"].append(Brat._get_event_annotation(line))
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- elif ann_type == "R":
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- res["relations"].append(Brat._get_relation_annotation(line))
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- elif ann_type == "*":
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- res["equivalence_relations"].append(
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- Brat._get_equivalence_relation_annotation(line)
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- )
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- elif ann_type in ["A", "M"]:
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- res["attributions"].append(Brat._get_attribute_annotation(line))
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- elif ann_type == "N":
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- res["normalizations"].append(Brat._get_normalization_annotation(line))
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- elif ann_type == "#":
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- res["notes"].append(Brat._get_note_annotation(line))
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- else:
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- raise ValueError(
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- f'unknown BRAT annotation id type: "{line}" (from file {filename} @line {i}). '
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- f"Annotation ids have to start with T (spans), E (events), R (relations), "
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- f"A (attributions), or N (normalizations). See "
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- f"https://brat.nlplab.org/standoff.html for the BRAT annotation file "
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- f"specification."
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- )
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- return res
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-
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- def _generate_examples(self, files=None, directory=None):
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- """Read context (.txt) and annotation (.ann) files."""
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- if files is None:
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- assert (
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- directory is not None
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- ), "If files is None, directory has to be provided, but it is also None."
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- _files = glob.glob(f"{directory}/*.{self.config.ann_file_extension}")
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- files = sorted(path.splitext(fn)[0] for fn in _files)
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-
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- for filename in files:
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- basename = path.basename(filename)
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- if (
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- self.config.file_name_blacklist is not None
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- and basename in self.config.file_name_blacklist
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- ):
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- logger.info(f"skip annotation file: {basename} (blacklisted)")
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- continue
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-
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- ann_fn = f"{filename}.{self.config.ann_file_extension}"
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- brat_annotations = Brat._read_annotation_file(ann_fn)
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-
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- txt_fn = f"{filename}.{self.config.txt_file_extension}"
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- txt_content = open(txt_fn).read()
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- brat_annotations["context"] = txt_content
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- brat_annotations["file_name"] = basename
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-
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- yield basename, brat_annotations
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-
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- def _split_generators(self, dl_manager):
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- """Returns SplitGenerators."""
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-
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- subdirectory_mapping = self.config.subdirectory_mapping
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-
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- # since subclasses of BuilderConfig are not allowed to define
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- # attributes without defaults, check here
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- assert self.config.url is not None, "data url not specified"
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-
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- # if url points to a local directory, just point to that
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- if path.exists(self.config.url) and path.isdir(self.config.url):
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- data_dir = self.config.url
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- # otherwise, download and extract
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- else:
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- data_dir = dl_manager.download_and_extract(self.config.url)
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- logging.info(f"load from data dir: {data_dir}")
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-
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- # if no subdirectory mapping is provided, ...
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- if subdirectory_mapping is None:
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- # ... use available subdirectories as split names ...
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- subdirs = [f for f in listdir(data_dir) if path.isdir(path.join(data_dir, f))]
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- if len(subdirs) > 0:
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- subdirectory_mapping = {subdir: subdir for subdir in subdirs}
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- else:
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- # ... otherwise, default to a single train split with the base directory
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- subdirectory_mapping = {"": "train"}
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-
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- return [
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- SplitGenerator(
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- name=split,
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- # These kwargs will be passed to _generate_examples
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- gen_kwargs={
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- "directory": path.join(data_dir, subdir),
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- },
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- )
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- for subdir, split in subdirectory_mapping.items()
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- ]