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query_pr.json
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query_pr.json
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{
"dataset_reader": {
"class_name": "basic_classification_reader",
"x": "Question",
"y": "Class",
"data_path": "{DOWNLOADS_PATH}/query_prediction"
},
"dataset_iterator": {
"class_name": "basic_classification_iterator",
"seed": 42
},
"chainer": {
"in": ["x"],
"in_y": ["y"],
"pipe": [
{
"class_name": "bert_preprocessor",
"vocab_file": "{BERT_PATH}/vocab.txt",
"do_lower_case": false,
"max_seq_length": 64,
"in": ["x"],
"out": ["bert_features"]
},
{
"id": "classes_vocab",
"class_name": "simple_vocab",
"fit_on": ["y"],
"save_path": "{MODEL_PATH}/classes.dict",
"load_path": "{MODEL_PATH}/classes.dict",
"in": "y",
"out": "y_ids"
},
{
"in": "y_ids",
"out": "y_onehot",
"class_name": "one_hotter",
"depth": "#classes_vocab.len",
"single_vector": true
},
{
"class_name": "bert_classifier",
"n_classes": "#classes_vocab.len",
"return_probas": true,
"one_hot_labels": true,
"bert_config_file": "{BERT_PATH}/bert_config.json",
"pretrained_bert": "{BERT_PATH}/bert_model.ckpt",
"save_path": "{MODEL_PATH}/model",
"load_path": "{MODEL_PATH}/model",
"keep_prob": 0.5,
"learning_rate": 1e-05,
"learning_rate_drop_patience": 5,
"learning_rate_drop_div": 2.0,
"in": ["bert_features"],
"in_y": ["y_onehot"],
"out": ["y_pred_probas"]
},
{
"in": "y_pred_probas",
"out": "y_pred_ids",
"class_name": "proba2labels",
"max_proba": true
},
{
"in": "y_pred_ids",
"out": "y_pred_labels",
"ref": "classes_vocab"
}
],
"out": ["y_pred_labels"]
},
"train": {
"epochs": 100,
"batch_size": 64,
"metrics": [
"sets_accuracy",
"f1_macro",
{
"name": "roc_auc",
"inputs": ["y_onehot", "y_pred_probas"]
}
],
"validation_patience": 5,
"val_every_n_epochs": 1,
"log_every_n_epochs": 1,
"show_examples": false,
"evaluation_targets": ["train", "valid", "test"],
"class_name": "nn_trainer",
"tensorboard_log_dir": "{MODEL_PATH}/"
},
"metadata": {
"variables": {
"ROOT_PATH": "~/.deeppavlov",
"DOWNLOADS_PATH": "{ROOT_PATH}/downloads",
"MODELS_PATH": "{ROOT_PATH}/models",
"BERT_PATH": "{DOWNLOADS_PATH}/bert_models_kbqa/cased_L-12_H-768_A-12",
"MODEL_PATH": "{MODELS_PATH}/classifiers/query_prediction"
},
"labels": {
"telegram_utils": "IntentModel",
"server_utils": "KerasIntentModel"
},
"download": [
{
"url": "http://files.deeppavlov.ai/kbqa/datasets/query_prediction.tar.gz",
"subdir": "{DOWNLOADS_PATH}/query_prediction"
},
{
"url": "http://files.deeppavlov.ai/deeppavlov_data/bert/cased_L-12_H-768_A-12.zip",
"subdir": "{DOWNLOADS_PATH}/bert_models_kbqa"
},
{
"url": "http://files.deeppavlov.ai/kbqa/models/query_prediction.tar.gz",
"subdir": "{MODELS_PATH}/classifiers/query_prediction"
}
]
}
}