dream

1
{
2
  "chainer": {
3
    "in": [
4
      "sentences"
5
    ],
6
    "in_y": [
7
      "y"
8
    ],
9
    "pipe": [
10
      {
11
        "class_name": "bert_preprocessor",
12
        "vocab_file": "{DOWNLOADS_PATH}/bert_models/conversational_cased_L-12_H-768_A-12/vocab.txt",
13
        "do_lower_case": false,
14
        "max_seq_length": 64,
15
        "in": [
16
          "sentences"
17
        ],
18
        "out": [
19
          "bert_features"
20
        ]
21
      },
22
      {
23
        "id": "classes_vocab",
24
        "class_name": "simple_vocab",
25
        "fit_on": [
26
          "y"
27
        ],
28
        "save_path": "{MODEL_PATH}/classes.dict",
29
        "load_path": "{MODEL_PATH}/classes.dict",
30
        "in": [
31
          "y"
32
        ],
33
        "out": [
34
          "y_ids"
35
        ]
36
      },
37
      {
38
        "in": [
39
          "y_ids"
40
        ],
41
        "out": [
42
          "y_onehot"
43
        ],
44
        "class_name": "one_hotter",
45
        "id": "my_one_hotter",
46
        "depth": "#classes_vocab.len",
47
        "single_vector": true
48
      },
49
      {
50
        "class_name": "factoid_classification",
51
        "n_classes": "#classes_vocab.len",
52
        "return_probas": true,
53
        "one_hot_labels": true,
54
        "bert_config_file": "{DOWNLOADS_PATH}/bert_models/conversational_cased_L-12_H-768_A-12/bert_config.json",
55
        "pretrained_bert": "{DOWNLOADS_PATH}/bert_models/conversational_cased_L-12_H-768_A-12/bert_model.ckpt",
56
        "save_path": "{MODEL_PATH}/model",
57
        "load_path": "{MODEL_PATH}/model",
58
        "keep_prob": 0.5,
59
        "learning_rate": 1e-05,
60
        "learning_rate_drop_patience": 5,
61
        "learning_rate_drop_div": 2.0,
62
        "in": [
63
          "bert_features"
64
        ],
65
        "in_y": [
66
          "y_onehot"
67
        ],
68
        "out": [
69
          "y_pred_probas"
70
        ]
71
      }
72
    ],
73
    "out": [
74
      "y_pred_probas"
75
    ]
76
  },
77
  "metadata": {
78
    "imports": [
79
      "bert_float_classifier"
80
    ],
81
    "variables": {
82
      "ROOT_PATH": "~/.deeppavlov",
83
      "DOWNLOADS_PATH": "{ROOT_PATH}/downloads",
84
      "MODELS_PATH": "{ROOT_PATH}/models",
85
      "MODEL_PATH": "{MODELS_PATH}/classifiers/yahoo_convers_vs_info_v4"
86
    },
87
    "requirements": [
88
      "{DEEPPAVLOV_PATH}/requirements/tf.txt",
89
      "{DEEPPAVLOV_PATH}/requirements/bert_dp.txt"
90
    ],
91
    "labels": {
92
      "server_utils": "FactoidClassificationModel"
93
    },
94
    "download": [
95
      {
96
        "url": "http://files.deeppavlov.ai/deeppavlov_data/bert/conversational_cased_L-12_H-768_A-12.tar.gz",
97
        "subdir": "{DOWNLOADS_PATH}/bert_models"
98
      },
99
      {
100
        "url": "http://files.deeppavlov.ai/deeppavlov_data/classifiers/yahoo_convers_vs_info_v4.tar.gz",
101
        "subdir": "{MODELS_PATH}/classifiers/"
102
      }
103
    ]
104
  }
105
}
106