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Merge pull request #1313 from deepmipt/dev
Release 0.12.1
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deeppavlov/configs/classifiers/entity_ranking_bert_eng_no_mention.json
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| Original file line number | Diff line number | Diff line change |
|---|---|---|
| @@ -0,0 +1,80 @@ | ||
| { | ||
| "dataset_reader": { | ||
| "class_name": "paraphraser_reader", | ||
| "data_path": "{DOWNLOADS_PATH}/entity_ranking_bert_eng_no_mention", | ||
| "do_lower_case": false | ||
| }, | ||
| "dataset_iterator": { | ||
| "class_name": "siamese_iterator", | ||
| "seed": 243, | ||
| "len_valid": 500 | ||
| }, | ||
| "chainer": { | ||
| "in": ["text_a", "text_b"], | ||
| "in_y": ["y"], | ||
| "pipe": [ | ||
| { | ||
| "class_name": "bert_preprocessor", | ||
| "vocab_file": "{DOWNLOADS_PATH}/bert_models/cased_L-12_H-768_A-12/vocab.txt", | ||
| "do_lower_case": false, | ||
| "max_seq_length": 64, | ||
| "in": ["text_a", "text_b"], | ||
| "out": ["bert_features"] | ||
| }, | ||
| { | ||
| "class_name": "bert_classifier", | ||
| "n_classes": 2, | ||
| "return_probas": true, | ||
| "one_hot_labels": false, | ||
| "bert_config_file": "{DOWNLOADS_PATH}/bert_models/cased_L-12_H-768_A-12/bert_config.json", | ||
| "pretrained_bert": "{DOWNLOADS_PATH}/bert_models/cased_L-12_H-768_A-12/bert_model.ckpt", | ||
| "save_path": "{MODEL_PATH}/model", | ||
| "load_path": "{MODEL_PATH}/model", | ||
| "keep_prob": 0.5, | ||
| "learning_rate": 2e-05, | ||
| "learning_rate_drop_patience": 2, | ||
| "learning_rate_drop_div": 2.0, | ||
| "in": ["bert_features"], | ||
| "in_y": ["y"], | ||
| "out": ["predictions"] | ||
| } | ||
| ], | ||
| "out": ["predictions"] | ||
| }, | ||
| "train": { | ||
| "batch_size": 32, | ||
| "pytest_max_batches": 2, | ||
| "metrics": ["f1", "acc"], | ||
| "validation_patience": 10, | ||
| "val_every_n_batches": 100, | ||
| "log_every_n_batches": 100, | ||
| "evaluation_targets": ["train", "valid", "test"], | ||
| "tensorboard_log_dir": "{MODEL_PATH}/" | ||
| }, | ||
| "metadata": { | ||
| "variables": { | ||
| "ROOT_PATH": "~/.deeppavlov", | ||
| "DOWNLOADS_PATH": "{ROOT_PATH}/downloads", | ||
| "MODELS_PATH": "{ROOT_PATH}/models", | ||
| "MODEL_PATH": "{MODELS_PATH}/entity_ranking_bert_eng_no_mention" | ||
| }, | ||
| "requirements": [ | ||
| "{DEEPPAVLOV_PATH}/requirements/tf.txt", | ||
| "{DEEPPAVLOV_PATH}/requirements/bert_dp.txt" | ||
| ], | ||
| "download": [ | ||
| { | ||
| "url": "http://files.deeppavlov.ai/deeppavlov_data/bert/cased_L-12_H-768_A-12.zip", | ||
| "subdir": "{DOWNLOADS_PATH}/bert_models" | ||
| }, | ||
| { | ||
| "url": "http://files.deeppavlov.ai/kbqa/datasets/rel_ranking_bert_rus.tar.gz", | ||
| "subdir": "{DOWNLOADS_PATH}/rel_ranking_rus" | ||
| }, | ||
| { | ||
| "url": "http://files.deeppavlov.ai/kbqa/models/rel_ranking_bert_rus.tar.gz", | ||
| "subdir": "{MODELS_PATH}/rel_ranking_bert_rus" | ||
| } | ||
| ] | ||
| } | ||
| } |
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| Original file line number | Diff line number | Diff line change |
|---|---|---|
| @@ -0,0 +1,95 @@ | ||
| { | ||
| "chainer": { | ||
| "in": ["documents"], | ||
| "pipe": [ | ||
| { | ||
| "class_name": "ner_chunker", | ||
| "id": "chunker" | ||
| }, | ||
| { | ||
| "thres_proba": 0.05, | ||
| "entity_tags": ["PERSON", "LOC", "ORG", "GPE", "EVENT", "WORK_OF_ART"], | ||
| "type_tag": "TYPE", | ||
| "o_tag": "O", | ||
| "tags_file": "{NER_PATH}/tag.dict", | ||
| "return_entities_with_tags": true, | ||
| "class_name": "entity_detection_parser", | ||
| "id": "edp" | ||
| }, | ||
| { | ||
| "class_name": "rel_ranking_bert_infer", | ||
| "id": "entity_descr_ranking", | ||
| "ranker": {"config_path": "{CONFIGS_PATH}/classifiers/entity_ranking_bert_eng_no_mention.json"}, | ||
| "batch_size": 100, | ||
| "load_path": "{DOWNLOADS_PATH}/wikidata_eng", | ||
| "rel_q2name_filename": "q_to_descr_en.pickle", | ||
| "rels_to_leave": 200 | ||
| }, | ||
| { | ||
| "class_name": "entity_linker", | ||
| "in": ["documents"], | ||
| "out": ["entity_substr_list", "entity_positions_list", "entity_ids_list"], | ||
| "load_path": "{DOWNLOADS_PATH}/wikidata_eng", | ||
| "save_path": "{DOWNLOADS_PATH}/wikidata_eng", | ||
| "word_to_idlist_filename": "word_to_idlist_eng.pickle", | ||
| "entities_list_filename": "ent_list_eng.pickle", | ||
| "entities_ranking_filename": "entities_ranking_dict_eng.pickle", | ||
| "vectorizer_filename": "vectorizer_eng.pk", | ||
| "faiss_index_filename": "{DOWNLOADS_PATH}/wikidata_eng/faiss_vectors_eng.index", | ||
| "q_to_descr_filename": "q_to_descr_en.pickle", | ||
| "chunker": "#chunker", | ||
| "ner": {"config_path": "{CONFIGS_PATH}/ner/ner_ontonotes_bert_probas.json"}, | ||
| "ner_parser": "#edp", | ||
| "entity_ranker": "#entity_descr_ranking", | ||
| "num_faiss_candidate_entities": 10, | ||
| "num_entities_for_bert_ranking": 200, | ||
| "num_faiss_cells": 50, | ||
| "use_gpu": false, | ||
| "fit_vectorizer": false, | ||
| "max_tfidf_features": 500, | ||
| "include_mention": false, | ||
| "ngram_range": [2, 2], | ||
| "num_entities_to_return": 1, | ||
| "build_inverted_index": false, | ||
| "lemmatize": false, | ||
| "use_descriptions": true, | ||
| "use_prefix_tree": false, | ||
| "lang": "en" | ||
| } | ||
| ], | ||
| "out": ["entity_substr_list", "entity_positions_list", "entity_ids_list"] | ||
| }, | ||
| "metadata": { | ||
| "variables": { | ||
| "ROOT_PATH": "~/.deeppavlov", | ||
| "DOWNLOADS_PATH": "{ROOT_PATH}/downloads", | ||
| "MODELS_PATH": "{ROOT_PATH}/models", | ||
| "CONFIGS_PATH": "{DEEPPAVLOV_PATH}/configs", | ||
| "NER_PATH": "{MODELS_PATH}/ner_ontonotes_bert" | ||
| }, | ||
| "requirements": [ | ||
| "{DEEPPAVLOV_PATH}/requirements/tf.txt", | ||
| "{DEEPPAVLOV_PATH}/requirements/bert_dp.txt", | ||
| "{DEEPPAVLOV_PATH}/requirements/faiss.txt", | ||
| "{DEEPPAVLOV_PATH}/requirements/hdt.txt" | ||
| ], | ||
| "download": [ | ||
| { | ||
| "url": "http://files.deeppavlov.ai/kbqa/wikidata/entity_linking_eng.tar.gz", | ||
| "subdir": "{DOWNLOADS_PATH}/wikidata_eng" | ||
| }, | ||
| { | ||
| "url": "http://files.deeppavlov.ai/kbqa/models/ner_ontonotes_bert.tar.gz", | ||
| "subdir": "{MODELS_PATH}/ner_ontonotes_bert" | ||
| }, | ||
| { | ||
| "url": "http://files.deeppavlov.ai/kbqa/models/entity_ranking_bert_eng_no_mention.tar.gz", | ||
| "subdir": "{MODELS_PATH}/entity_ranking_bert_eng_no_mention" | ||
| }, | ||
| { | ||
| "url": "http://files.deeppavlov.ai/kbqa/wikidata/q_to_descr_en.pickle", | ||
| "subdir": "{DOWNLOADS_PATH}/wikidata_eng" | ||
| } | ||
| ] | ||
| } | ||
| } |
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