WordTaggingLiteModel.Config

Component: WordTaggingLiteModel

class WordTaggingLiteModel.Config

Bases: WordTaggingModel.Config

All Attributes (including base classes)

inputs: ByteModelInput = ByteModelInput()

embedding: CharacterEmbedding.Config = CharacterEmbedding.Config()

representation: Union[BiLSTMSlotAttention.Config, BSeqCNNRepresentation.Config, PassThroughRepresentation.Config, DeepCNNRepresentation.Config] = PassThroughRepresentation.Config()

output_layer: Union[WordTaggingOutputLayer.Config, CRFOutputLayer.Config] = WordTaggingOutputLayer.Config()

decoder: MLPDecoder.Config = MLPDecoder.Config()

Default JSON

{
    "inputs": {
        "token_bytes": {
            "is_input": true,
            "column": "text",
            "tokenizer": {
                "Tokenizer": {
                    "split_regex": "\\s+",
                    "lowercase": true,
                    "use_byte_offsets": false
                }
            },
            "max_seq_len": null,
            "max_byte_len": 15,
            "offset_for_non_padding": 0,
            "add_bos_token": false,
            "add_eos_token": false,
            "use_eos_token_for_bos": false
        },
        "labels": {
            "is_input": false,
            "slot_column": "slots",
            "text_column": "text",
            "tokenizer": {
                "Tokenizer": {
                    "split_regex": "\\s+",
                    "lowercase": true,
                    "use_byte_offsets": false
                }
            },
            "allow_unknown": false
        }
    },
    "embedding": {
        "load_path": null,
        "save_path": null,
        "freeze": false,
        "shared_module_key": null,
        "embed_dim": 100,
        "sparse": false,
        "cnn": {
            "kernel_num": 100,
            "kernel_sizes": [
                3,
                4
            ],
            "weight_norm": false,
            "dilated": false,
            "causal": false
        },
        "highway_layers": 0,
        "projection_dim": null,
        "export_input_names": [
            "char_vals"
        ],
        "vocab_from_train_data": true,
        "max_word_length": 20,
        "min_freq": 1
    },
    "representation": {
        "PassThroughRepresentation": {
            "load_path": null,
            "save_path": null,
            "freeze": false,
            "shared_module_key": null
        }
    },
    "output_layer": {
        "WordTaggingOutputLayer": {
            "load_path": null,
            "save_path": null,
            "freeze": false,
            "shared_module_key": null,
            "loss": {
                "CrossEntropyLoss": {}
            },
            "label_weights": {},
            "ignore_pad_in_loss": true
        }
    },
    "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
    }
}