ranking_insurance.json

{
  "dataset_reader": {
    "name": "insurance_reader",
    "data_path": "./insurance_data"
  },
  "dataset_iterator": {
    "name": "ranking_iterator",
    "seed": 243,
    "len_vocab": 24981,
    "sample_candidates": "global",
    "sample_candidates_valid": "pool",
    "sample_candidates_test": "pool",
    "num_negative_samples": 500,
    "num_ranking_samples_valid": 500,
    "num_ranking_samples_test": 500
  },
  "chainer": {
    "in": ["x"],
    "in_y": ["y"],
    "pipe": [
      {
        "in": ["x"],
        "in_y": ["y"],
        "out": ["y_predicted"],
        "name": "ranking_model",
        "device_num": 0,
        "train_now": true,
        "vocab_name": "insurance",
        "vocabs_path": "insurance_data/insuranceQA-master/V1",
        "embeddings": "fasttext",
        "embeddings_path": "insurance_embeddings/wiki.en.bin",
        "embedding_dim": 300,
        "use_matrix": false,
        "seed": 243,
        "max_sequence_length": 200,
        "reccurent": "bilstm",
        "max_pooling": true,
        "type_of_weights": "shared",
        "hidden_dim": 300,
        "learning_rate": 1e-3,
        "margin": 0.1,
        "save_path": "insurance_ranking/model_weights.h5",
        "load_path": "insurance_ranking/model_weights.h5",
        "interact_pred_num": 3
      }
    ],
    "out": ["y_predicted"]
  },
  "train": {
    "epochs": 200,
    "batch_size": 256,
    "pytest_max_batches": 2,
    "metrics": ["r@1", "rank_response", "loss"],
    "validation_patience": 5,
    "val_every_n_epochs": 10,
    "log_every_n_batches": 10
  },
  "metadata": {
    "requirements": [
      "../dp_requirements/tf.txt",
      "../dp_requirements/gensim.txt"
    ],
    "labels": {
      "telegram_utils": "RankingModel",
      "server_utils": "Ranker"
    },
    "download": [
      "http://lnsigo.mipt.ru/export/deeppavlov_data/insurance_ranking.tar.gz",
      {
        "url": "http://lnsigo.mipt.ru/export/datasets/insuranceQA-master.zip",
        "subdir": "insurance_data"
      },
      {
        "url": "http://lnsigo.mipt.ru/export/embeddings/wiki.en.bin",
        "subdir": "insurance_embeddings"
      }
    ]
  }
}