IntentSlotModel.Config

Component: IntentSlotModel

class IntentSlotModel.Config

Bases: Model.Config

All Attributes (including base classes)

inputs: ModelInput = ModelInput()

word_embedding: WordEmbedding.Config = WordEmbedding.Config()

representation: Union[BiLSTMDocSlotAttention.Config, JointCNNRepresentation.Config, SharedCNNRepresentation.Config, PassThroughRepresentation.Config] = BiLSTMDocSlotAttention.Config()

output_layer: IntentSlotOutputLayer.Config = IntentSlotOutputLayer.Config()

decoder: IntentSlotModelDecoder.Config = IntentSlotModelDecoder.Config()

default_doc_loss_weight: float = 0.2

default_word_loss_weight: float = 0.5

Subclasses

• ContextualIntentSlotModel.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": " "
        },
        "word_labels": {
            "is_input": false,
            "slot_column": "slots",
            "text_column": "text",
            "tokenizer": {
                "Tokenizer": {
                    "split_regex": "\\s+",
                    "lowercase": true,
                    "use_byte_offsets": false
                }
            },
            "allow_unknown": true
        },
        "doc_labels": {
            "LabelTensorizer": {
                "is_input": false,
                "column": "label",
                "allow_unknown": true,
                "pad_in_vocab": false,
                "label_vocab": null,
                "label_vocab_file": null,
                "add_labels": null
            }
        },
        "doc_weight": null,
        "word_weight": null
    },
    "word_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": {
        "BiLSTMDocSlotAttention": {
            "load_path": null,
            "save_path": null,
            "freeze": false,
            "shared_module_key": null,
            "dropout": 0.4,
            "lstm": {
                "BiLSTM": {
                    "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": null,
            "slot_attention": null,
            "doc_mlp_layers": 0,
            "word_mlp_layers": 0
        }
    },
    "output_layer": {
        "load_path": null,
        "save_path": null,
        "freeze": false,
        "shared_module_key": null,
        "doc_output": {
            "load_path": null,
            "save_path": null,
            "freeze": false,
            "shared_module_key": null,
            "loss": {
                "CrossEntropyLoss": {}
            },
            "label_weights": null
        },
        "word_output": {
            "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,
        "use_doc_probs_in_word": false,
        "doc_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
        },
        "word_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
        }
    },
    "default_doc_loss_weight": 0.2,
    "default_word_loss_weight": 0.5
}