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upload bigbiohub.py to hub from bigbio repo
Browse files- bigbiohub.py +153 -0
    	
        bigbiohub.py
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| 1 | 
            +
            from dataclasses import dataclass
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| 2 | 
            +
            from enum import Enum
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            +
            import datasets
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            +
            from types import SimpleNamespace
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            +
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            +
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            +
            BigBioValues = SimpleNamespace(NULL="<BB_NULL_STR>")
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            +
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| 9 | 
            +
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| 10 | 
            +
            @dataclass
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| 11 | 
            +
            class BigBioConfig(datasets.BuilderConfig):
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| 12 | 
            +
                """BuilderConfig for BigBio."""
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| 13 | 
            +
             | 
| 14 | 
            +
                name: str = None
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| 15 | 
            +
                version: datasets.Version = None
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| 16 | 
            +
                description: str = None
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| 17 | 
            +
                schema: str = None
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| 18 | 
            +
                subset_id: str = None
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| 19 | 
            +
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| 20 | 
            +
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| 21 | 
            +
            class Tasks(Enum):
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            +
                NAMED_ENTITY_RECOGNITION = "NER"
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            +
                NAMED_ENTITY_DISAMBIGUATION = "NED"
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| 24 | 
            +
                EVENT_EXTRACTION = "EE"
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| 25 | 
            +
                RELATION_EXTRACTION = "RE"
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| 26 | 
            +
                COREFERENCE_RESOLUTION = "COREF"
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| 27 | 
            +
                QUESTION_ANSWERING = "QA"
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| 28 | 
            +
                TEXTUAL_ENTAILMENT = "TE"
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| 29 | 
            +
                SEMANTIC_SIMILARITY = "STS"
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| 30 | 
            +
                TEXT_PAIRS_CLASSIFICATION = "TXT2CLASS"
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| 31 | 
            +
                PARAPHRASING = "PARA"
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| 32 | 
            +
                TRANSLATION = "TRANSL"
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| 33 | 
            +
                SUMMARIZATION = "SUM"
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| 34 | 
            +
                TEXT_CLASSIFICATION = "TXTCLASS"
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| 35 | 
            +
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| 36 | 
            +
             | 
| 37 | 
            +
            entailment_features = datasets.Features(
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| 38 | 
            +
                {
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| 39 | 
            +
                    "id": datasets.Value("string"),
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| 40 | 
            +
                    "premise": datasets.Value("string"),
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| 41 | 
            +
                    "hypothesis": datasets.Value("string"),
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| 42 | 
            +
                    "label": datasets.Value("string"),
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| 43 | 
            +
                }
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| 44 | 
            +
            )
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| 45 | 
            +
             | 
| 46 | 
            +
            pairs_features = datasets.Features(
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| 47 | 
            +
                {
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| 48 | 
            +
                    "id": datasets.Value("string"),
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| 49 | 
            +
                    "document_id": datasets.Value("string"),
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| 50 | 
            +
                    "text_1": datasets.Value("string"),
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| 51 | 
            +
                    "text_2": datasets.Value("string"),
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| 52 | 
            +
                    "label": datasets.Value("string"),
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| 53 | 
            +
                }
         | 
| 54 | 
            +
            )
         | 
| 55 | 
            +
             | 
| 56 | 
            +
            qa_features = datasets.Features(
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| 57 | 
            +
                {
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| 58 | 
            +
                    "id": datasets.Value("string"),
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| 59 | 
            +
                    "question_id": datasets.Value("string"),
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| 60 | 
            +
                    "document_id": datasets.Value("string"),
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| 61 | 
            +
                    "question": datasets.Value("string"),
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| 62 | 
            +
                    "type": datasets.Value("string"),
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| 63 | 
            +
                    "choices": [datasets.Value("string")],
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| 64 | 
            +
                    "context": datasets.Value("string"),
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| 65 | 
            +
                    "answer": datasets.Sequence(datasets.Value("string")),
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| 66 | 
            +
                }
         | 
| 67 | 
            +
            )
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| 68 | 
            +
             | 
| 69 | 
            +
            text_features = datasets.Features(
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| 70 | 
            +
                {
         | 
| 71 | 
            +
                    "id": datasets.Value("string"),
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| 72 | 
            +
                    "document_id": datasets.Value("string"),
         | 
| 73 | 
            +
                    "text": datasets.Value("string"),
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| 74 | 
            +
                    "labels": [datasets.Value("string")],
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| 75 | 
            +
                }
         | 
| 76 | 
            +
            )
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| 77 | 
            +
             | 
| 78 | 
            +
            text2text_features = datasets.Features(
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| 79 | 
            +
                {
         | 
| 80 | 
            +
                    "id": datasets.Value("string"),
         | 
| 81 | 
            +
                    "document_id": datasets.Value("string"),
         | 
| 82 | 
            +
                    "text_1": datasets.Value("string"),
         | 
| 83 | 
            +
                    "text_2": datasets.Value("string"),
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| 84 | 
            +
                    "text_1_name": datasets.Value("string"),
         | 
| 85 | 
            +
                    "text_2_name": datasets.Value("string"),
         | 
| 86 | 
            +
                }
         | 
| 87 | 
            +
            )
         | 
| 88 | 
            +
             | 
| 89 | 
            +
            kb_features = datasets.Features(
         | 
| 90 | 
            +
                {
         | 
| 91 | 
            +
                    "id": datasets.Value("string"),
         | 
| 92 | 
            +
                    "document_id": datasets.Value("string"),
         | 
| 93 | 
            +
                    "passages": [
         | 
| 94 | 
            +
                        {
         | 
| 95 | 
            +
                            "id": datasets.Value("string"),
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| 96 | 
            +
                            "type": datasets.Value("string"),
         | 
| 97 | 
            +
                            "text": datasets.Sequence(datasets.Value("string")),
         | 
| 98 | 
            +
                            "offsets": datasets.Sequence([datasets.Value("int32")]),
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| 99 | 
            +
                        }
         | 
| 100 | 
            +
                    ],
         | 
| 101 | 
            +
                    "entities": [
         | 
| 102 | 
            +
                        {
         | 
| 103 | 
            +
                            "id": datasets.Value("string"),
         | 
| 104 | 
            +
                            "type": datasets.Value("string"),
         | 
| 105 | 
            +
                            "text": datasets.Sequence(datasets.Value("string")),
         | 
| 106 | 
            +
                            "offsets": datasets.Sequence([datasets.Value("int32")]),
         | 
| 107 | 
            +
                            "normalized": [
         | 
| 108 | 
            +
                                {
         | 
| 109 | 
            +
                                    "db_name": datasets.Value("string"),
         | 
| 110 | 
            +
                                    "db_id": datasets.Value("string"),
         | 
| 111 | 
            +
                                }
         | 
| 112 | 
            +
                            ],
         | 
| 113 | 
            +
                        }
         | 
| 114 | 
            +
                    ],
         | 
| 115 | 
            +
                    "events": [
         | 
| 116 | 
            +
                        {
         | 
| 117 | 
            +
                            "id": datasets.Value("string"),
         | 
| 118 | 
            +
                            "type": datasets.Value("string"),
         | 
| 119 | 
            +
                            # refers to the text_bound_annotation of the trigger
         | 
| 120 | 
            +
                            "trigger": {
         | 
| 121 | 
            +
                                "text": datasets.Sequence(datasets.Value("string")),
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| 122 | 
            +
                                "offsets": datasets.Sequence([datasets.Value("int32")]),
         | 
| 123 | 
            +
                            },
         | 
| 124 | 
            +
                            "arguments": [
         | 
| 125 | 
            +
                                {
         | 
| 126 | 
            +
                                    "role": datasets.Value("string"),
         | 
| 127 | 
            +
                                    "ref_id": datasets.Value("string"),
         | 
| 128 | 
            +
                                }
         | 
| 129 | 
            +
                            ],
         | 
| 130 | 
            +
                        }
         | 
| 131 | 
            +
                    ],
         | 
| 132 | 
            +
                    "coreferences": [
         | 
| 133 | 
            +
                        {
         | 
| 134 | 
            +
                            "id": datasets.Value("string"),
         | 
| 135 | 
            +
                            "entity_ids": datasets.Sequence(datasets.Value("string")),
         | 
| 136 | 
            +
                        }
         | 
| 137 | 
            +
                    ],
         | 
| 138 | 
            +
                    "relations": [
         | 
| 139 | 
            +
                        {
         | 
| 140 | 
            +
                            "id": datasets.Value("string"),
         | 
| 141 | 
            +
                            "type": datasets.Value("string"),
         | 
| 142 | 
            +
                            "arg1_id": datasets.Value("string"),
         | 
| 143 | 
            +
                            "arg2_id": datasets.Value("string"),
         | 
| 144 | 
            +
                            "normalized": [
         | 
| 145 | 
            +
                                {
         | 
| 146 | 
            +
                                    "db_name": datasets.Value("string"),
         | 
| 147 | 
            +
                                    "db_id": datasets.Value("string"),
         | 
| 148 | 
            +
                                }
         | 
| 149 | 
            +
                            ],
         | 
| 150 | 
            +
                        }
         | 
| 151 | 
            +
                    ],
         | 
| 152 | 
            +
                }
         | 
| 153 | 
            +
            )
         | 

