WordTaggingModel.ConfigΒΆ
Component: WordTaggingModel
-
class
WordTaggingModel.
Config
[source] Bases:
Model.Config
All Attributes (including base classes)
- inputs: ModelInput = ModelInput()
- embedding: WordEmbedding.Config = WordEmbedding.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()
- Subclasses
WordTaggingLiteModel.Config
Default JSON
{
"inputs": {
"tokens": {
"is_input": true,
"column": "text",
"tokenizer": {
"Tokenizer": {
"split_regex": "\\s+",
"lowercase": true
}
},
"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,
"vocab_files": []
},
"vocab_file_delimiter": " "
},
"labels": {
"is_input": false,
"slot_column": "slots",
"text_column": "text",
"tokenizer": {
"Tokenizer": {
"split_regex": "\\s+",
"lowercase": true
}
},
"allow_unknown": false
}
},
"embedding": {
"load_path": null,
"save_path": null,
"freeze": false,
"shared_module_key": null,
"embed_dim": 100,
"embedding_init_strategy": "random",
"embedding_init_range": null,
"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": {
"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,
"activation": "relu"
}
}