DocRegressionModel.Config

Component: DocRegressionModel

class DocRegressionModel.Config

Bases: DocModel.Config

All Attributes (including base classes)

inputs: RegressionModelInput = RegressionModelInput()

embedding: WordEmbedding.Config = WordEmbedding.Config()

representation: Union[PureDocAttention.Config, BiLSTMDocAttention.Config, DocNNRepresentation.Config, DeepCNNRepresentation.Config] = BiLSTMDocAttention.Config()

decoder: MLPDecoder.Config = MLPDecoder.Config()

output_layer: RegressionOutputLayer.Config = RegressionOutputLayer.Config()

Default JSON

{
    "inputs": {
        "tokens": {
            "is_input": true,
            "column": "text",
            "tokenizer": {
                "Tokenizer": {
                    "split_regex": "\\s+",
                    "lowercase": true,
                    "use_byte_offsets": false
                }
            },
            "add_bos_token": false,
            "add_eos_token": false,
            "use_eos_token_for_bos": false,
            "max_seq_len": null,
            "vocab": {
                "build_from_data": true,
                "size_from_data": 0,
                "min_counts": 0,
                "vocab_files": []
            },
            "vocab_file_delimiter": " "
        },
        "dense": null,
        "labels": {
            "is_input": false,
            "column": "label",
            "rescale_range": null
        }
    },
    "embedding": {
        "load_path": null,
        "save_path": null,
        "freeze": false,
        "shared_module_key": null,
        "embed_dim": 100,
        "embedding_init_strategy": "random",
        "embedding_init_range": null,
        "embeddding_init_std": 0.02,
        "export_input_names": [
            "tokens_vals"
        ],
        "pretrained_embeddings_path": "",
        "vocab_file": "",
        "vocab_size": 0,
        "vocab_from_train_data": true,
        "vocab_from_all_data": false,
        "vocab_from_pretrained_embeddings": false,
        "lowercase_tokens": true,
        "min_freq": 1,
        "mlp_layer_dims": [],
        "padding_idx": null,
        "cpu_only": false,
        "skip_header": true,
        "delimiter": " "
    },
    "representation": {
        "BiLSTMDocAttention": {
            "load_path": null,
            "save_path": null,
            "freeze": false,
            "shared_module_key": null,
            "dropout": 0.4,
            "lstm": {
                "load_path": null,
                "save_path": null,
                "freeze": false,
                "shared_module_key": null,
                "dropout": 0.4,
                "lstm_dim": 32,
                "num_layers": 1,
                "bidirectional": true,
                "pack_sequence": true,
                "disable_sort_in_jit": false
            },
            "pooling": {
                "SelfAttention": {
                    "attn_dimension": 64,
                    "dropout": 0.4
                }
            },
            "mlp_decoder": null
        }
    },
    "decoder": {
        "load_path": null,
        "save_path": null,
        "freeze": false,
        "shared_module_key": null,
        "hidden_dims": [],
        "out_dim": null,
        "layer_norm": false,
        "dropout": 0.0,
        "bias": true,
        "activation": "relu",
        "temperature": 1.0,
        "spectral_normalization": false
    },
    "output_layer": {
        "load_path": null,
        "save_path": null,
        "freeze": false,
        "shared_module_key": null,
        "loss": {},
        "squash_to_unit_range": false
    }
}