Delete brat.py
Browse files
brat.py
DELETED
@@ -1,337 +0,0 @@
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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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import datasets
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from datasets import BuilderConfig, DatasetInfo, Features, Sequence, SplitGenerator, Value
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logger = logging.getLogger(__name__)
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@dataclass
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class BratConfig(BuilderConfig):
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"""BuilderConfig for BRAT."""
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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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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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class Brat(datasets.GeneratorBasedBuilder):
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BUILDER_CONFIG_CLASS = BratConfig
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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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@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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@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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_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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@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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@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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_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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@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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@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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_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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@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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@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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@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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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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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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# 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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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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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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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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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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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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yield basename, brat_annotations
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def _split_generators(self, dl_manager):
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"""Returns SplitGenerators."""
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subdirectory_mapping = self.config.subdirectory_mapping
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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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# 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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# 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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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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]
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