Commit
·
a5cb561
1
Parent(s):
5be4965
upload bigbiohub.py to hub from bigbio repo
Browse files- bigbiohub.py +153 -0
bigbiohub.py
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| 1 |
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from dataclasses import dataclass
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| 2 |
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from enum import Enum
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import datasets
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from types import SimpleNamespace
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BigBioValues = SimpleNamespace(NULL="<BB_NULL_STR>")
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@dataclass
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class BigBioConfig(datasets.BuilderConfig):
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"""BuilderConfig for BigBio."""
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name: str = None
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version: datasets.Version = None
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description: str = None
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schema: str = None
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subset_id: str = None
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class Tasks(Enum):
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NAMED_ENTITY_RECOGNITION = "NER"
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NAMED_ENTITY_DISAMBIGUATION = "NED"
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EVENT_EXTRACTION = "EE"
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RELATION_EXTRACTION = "RE"
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COREFERENCE_RESOLUTION = "COREF"
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QUESTION_ANSWERING = "QA"
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TEXTUAL_ENTAILMENT = "TE"
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SEMANTIC_SIMILARITY = "STS"
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TEXT_PAIRS_CLASSIFICATION = "TXT2CLASS"
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PARAPHRASING = "PARA"
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TRANSLATION = "TRANSL"
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SUMMARIZATION = "SUM"
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TEXT_CLASSIFICATION = "TXTCLASS"
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entailment_features = datasets.Features(
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{
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"id": datasets.Value("string"),
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"premise": datasets.Value("string"),
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"hypothesis": datasets.Value("string"),
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| 42 |
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"label": datasets.Value("string"),
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}
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)
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pairs_features = datasets.Features(
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{
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"id": datasets.Value("string"),
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| 49 |
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"document_id": datasets.Value("string"),
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| 50 |
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"text_1": datasets.Value("string"),
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| 51 |
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"text_2": datasets.Value("string"),
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| 52 |
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"label": datasets.Value("string"),
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}
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)
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| 55 |
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| 56 |
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qa_features = datasets.Features(
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| 57 |
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{
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| 58 |
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"id": datasets.Value("string"),
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| 59 |
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"question_id": datasets.Value("string"),
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| 60 |
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"document_id": datasets.Value("string"),
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| 61 |
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"question": datasets.Value("string"),
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| 62 |
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"type": datasets.Value("string"),
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| 63 |
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"choices": [datasets.Value("string")],
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| 64 |
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"context": datasets.Value("string"),
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| 65 |
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"answer": datasets.Sequence(datasets.Value("string")),
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| 66 |
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}
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| 67 |
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)
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| 68 |
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| 69 |
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text_features = datasets.Features(
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| 70 |
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{
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| 71 |
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"id": datasets.Value("string"),
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| 72 |
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"document_id": datasets.Value("string"),
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| 73 |
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"text": datasets.Value("string"),
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| 74 |
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"labels": [datasets.Value("string")],
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| 75 |
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}
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| 76 |
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)
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| 77 |
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| 78 |
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text2text_features = datasets.Features(
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| 79 |
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{
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| 80 |
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"id": datasets.Value("string"),
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| 81 |
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"document_id": datasets.Value("string"),
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| 82 |
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"text_1": datasets.Value("string"),
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| 83 |
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"text_2": datasets.Value("string"),
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| 84 |
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"text_1_name": datasets.Value("string"),
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| 85 |
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"text_2_name": datasets.Value("string"),
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| 86 |
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}
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| 87 |
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)
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| 88 |
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| 89 |
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kb_features = datasets.Features(
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| 90 |
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{
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| 91 |
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"id": datasets.Value("string"),
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| 92 |
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"document_id": datasets.Value("string"),
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| 93 |
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"passages": [
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| 94 |
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{
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| 95 |
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"id": datasets.Value("string"),
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| 96 |
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"type": datasets.Value("string"),
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| 97 |
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"text": datasets.Sequence(datasets.Value("string")),
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| 98 |
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"offsets": datasets.Sequence([datasets.Value("int32")]),
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| 99 |
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}
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| 100 |
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],
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| 101 |
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"entities": [
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| 102 |
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{
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| 103 |
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"id": datasets.Value("string"),
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| 104 |
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"type": datasets.Value("string"),
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| 105 |
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"text": datasets.Sequence(datasets.Value("string")),
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| 106 |
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"offsets": datasets.Sequence([datasets.Value("int32")]),
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| 107 |
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"normalized": [
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| 108 |
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{
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| 109 |
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"db_name": datasets.Value("string"),
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| 110 |
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"db_id": datasets.Value("string"),
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| 111 |
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}
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| 112 |
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],
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| 113 |
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}
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| 114 |
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],
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| 115 |
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"events": [
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| 116 |
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{
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| 117 |
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"id": datasets.Value("string"),
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| 118 |
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"type": datasets.Value("string"),
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| 119 |
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# refers to the text_bound_annotation of the trigger
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| 120 |
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"trigger": {
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| 121 |
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"text": datasets.Sequence(datasets.Value("string")),
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| 122 |
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"offsets": datasets.Sequence([datasets.Value("int32")]),
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| 123 |
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},
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| 124 |
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"arguments": [
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| 125 |
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{
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| 126 |
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"role": datasets.Value("string"),
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| 127 |
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"ref_id": datasets.Value("string"),
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| 128 |
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}
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| 129 |
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],
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| 130 |
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}
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| 131 |
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],
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| 132 |
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"coreferences": [
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| 133 |
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{
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| 134 |
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"id": datasets.Value("string"),
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| 135 |
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"entity_ids": datasets.Sequence(datasets.Value("string")),
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| 136 |
+
}
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| 137 |
+
],
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| 138 |
+
"relations": [
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| 139 |
+
{
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| 140 |
+
"id": datasets.Value("string"),
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| 141 |
+
"type": datasets.Value("string"),
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| 142 |
+
"arg1_id": datasets.Value("string"),
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| 143 |
+
"arg2_id": datasets.Value("string"),
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| 144 |
+
"normalized": [
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| 145 |
+
{
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| 146 |
+
"db_name": datasets.Value("string"),
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| 147 |
+
"db_id": datasets.Value("string"),
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| 148 |
+
}
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| 149 |
+
],
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| 150 |
+
}
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| 151 |
+
],
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| 152 |
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}
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| 153 |
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)
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