| { | |
| "command": "/usr/local/bin/ludwig experiment --config /src/intent-classifier-lstm.yaml --dataset /data/data.json --output_directory /results", | |
| "compute": { | |
| "num_nodes": 1 | |
| }, | |
| "config": { | |
| "backend": null, | |
| "combiner": { | |
| "activation": "relu", | |
| "bias_initializer": "zeros", | |
| "dropout": 0.0, | |
| "fc_layers": null, | |
| "flatten_inputs": false, | |
| "norm": null, | |
| "norm_params": null, | |
| "num_fc_layers": 0, | |
| "output_size": 256, | |
| "residual": false, | |
| "type": "concat", | |
| "use_bias": true, | |
| "weights_initializer": "xavier_uniform" | |
| }, | |
| "defaults": { | |
| "audio": { | |
| "encoder": { | |
| "activation": "relu", | |
| "bias_initializer": "zeros", | |
| "conv_layers": null, | |
| "dropout": 0.0, | |
| "embedding_size": 256, | |
| "embeddings_on_cpu": false, | |
| "embeddings_trainable": true, | |
| "fc_layers": null, | |
| "filter_size": 3, | |
| "max_sequence_length": null, | |
| "norm": null, | |
| "norm_params": null, | |
| "num_conv_layers": null, | |
| "num_fc_layers": null, | |
| "num_filters": 256, | |
| "output_size": 256, | |
| "pool_function": "max", | |
| "pool_size": null, | |
| "pretrained_embeddings": null, | |
| "reduce_output": "sum", | |
| "representation": "dense", | |
| "should_embed": true, | |
| "skip": false, | |
| "type": "parallel_cnn", | |
| "use_bias": true, | |
| "vocab": null, | |
| "weights_initializer": "xavier_uniform" | |
| }, | |
| "preprocessing": { | |
| "audio_file_length_limit_in_s": 7.5, | |
| "computed_fill_value": null, | |
| "fill_value": null, | |
| "in_memory": true, | |
| "missing_value_strategy": "bfill", | |
| "norm": null, | |
| "num_fft_points": null, | |
| "num_filter_bands": 80, | |
| "padding_value": 0.0, | |
| "type": "fbank", | |
| "window_length_in_s": 0.04, | |
| "window_shift_in_s": 0.02, | |
| "window_type": "hamming" | |
| } | |
| }, | |
| "bag": { | |
| "encoder": { | |
| "activation": "relu", | |
| "bias_initializer": "zeros", | |
| "dropout": 0.0, | |
| "embedding_size": 50, | |
| "embeddings_on_cpu": false, | |
| "embeddings_trainable": true, | |
| "fc_layers": null, | |
| "force_embedding_size": false, | |
| "norm": null, | |
| "norm_params": null, | |
| "num_fc_layers": 0, | |
| "output_size": 10, | |
| "pretrained_embeddings": null, | |
| "representation": "dense", | |
| "skip": false, | |
| "type": "embed", | |
| "use_bias": true, | |
| "vocab": null, | |
| "weights_initializer": "xavier_uniform" | |
| }, | |
| "preprocessing": { | |
| "computed_fill_value": "<UNK>", | |
| "fill_value": "<UNK>", | |
| "lowercase": false, | |
| "missing_value_strategy": "fill_with_const", | |
| "most_common": 10000, | |
| "tokenizer": "space" | |
| } | |
| }, | |
| "binary": { | |
| "decoder": { | |
| "bias_initializer": "zeros", | |
| "fc_activation": "relu", | |
| "fc_bias_initializer": "zeros", | |
| "fc_dropout": 0.0, | |
| "fc_layers": null, | |
| "fc_norm": null, | |
| "fc_norm_params": null, | |
| "fc_output_size": 256, | |
| "fc_use_bias": true, | |
| "fc_weights_initializer": "xavier_uniform", | |
| "input_size": null, | |
| "num_fc_layers": 0, | |
| "type": "regressor", | |
| "use_bias": true, | |
| "weights_initializer": "xavier_uniform" | |
| }, | |
| "encoder": { | |
| "skip": false, | |
| "type": "passthrough" | |
| }, | |
| "loss": { | |
| "confidence_penalty": 0, | |
| "positive_class_weight": null, | |
| "robust_lambda": 0, | |
| "type": "binary_weighted_cross_entropy", | |
| "weight": 1.0 | |
| }, | |
| "preprocessing": { | |
| "computed_fill_value": null, | |
| "fallback_true_label": null, | |
| "fill_value": null, | |
| "missing_value_strategy": "fill_with_false" | |
| } | |
| }, | |
| "category": { | |
| "decoder": { | |
| "bias_initializer": "zeros", | |
| "fc_activation": "relu", | |
| "fc_bias_initializer": "zeros", | |
| "fc_dropout": 0.0, | |
| "fc_layers": null, | |
| "fc_norm": null, | |
| "fc_norm_params": null, | |
| "fc_output_size": 256, | |
| "fc_use_bias": true, | |
| "fc_weights_initializer": "xavier_uniform", | |
| "input_size": null, | |
| "num_classes": null, | |
| "num_fc_layers": 0, | |
| "type": "classifier", | |
| "use_bias": true, | |
| "weights_initializer": "xavier_uniform" | |
| }, | |
| "encoder": { | |
| "dropout": 0.0, | |
| "embedding_initializer": null, | |
| "embedding_size": 50, | |
| "embeddings_on_cpu": false, | |
| "embeddings_trainable": true, | |
| "pretrained_embeddings": null, | |
| "skip": false, | |
| "type": "dense", | |
| "vocab": null | |
| }, | |
| "loss": { | |
| "class_similarities": null, | |
| "class_similarities_temperature": 0, | |
| "class_weights": null, | |
| "confidence_penalty": 0, | |
| "robust_lambda": 0, | |
| "type": "softmax_cross_entropy", | |
| "weight": 1.0 | |
| }, | |
| "preprocessing": { | |
| "cache_encoder_embeddings": false, | |
| "computed_fill_value": "<UNK>", | |
| "fill_value": "<UNK>", | |
| "lowercase": false, | |
| "missing_value_strategy": "fill_with_const", | |
| "most_common": 10000 | |
| } | |
| }, | |
| "date": { | |
| "encoder": { | |
| "activation": "relu", | |
| "bias_initializer": "zeros", | |
| "dropout": 0.0, | |
| "embedding_size": 10, | |
| "embeddings_on_cpu": false, | |
| "fc_layers": null, | |
| "norm": null, | |
| "norm_params": null, | |
| "num_fc_layers": 0, | |
| "output_size": 10, | |
| "skip": false, | |
| "type": "embed", | |
| "use_bias": true, | |
| "weights_initializer": "xavier_uniform" | |
| }, | |
| "preprocessing": { | |
| "computed_fill_value": "", | |
| "datetime_format": null, | |
| "fill_value": "", | |
| "missing_value_strategy": "fill_with_const" | |
| } | |
| }, | |
| "h3": { | |
| "encoder": { | |
| "activation": "relu", | |
| "bias_initializer": "zeros", | |
| "dropout": 0.0, | |
| "embedding_size": 10, | |
| "embeddings_on_cpu": false, | |
| "fc_layers": null, | |
| "norm": null, | |
| "norm_params": null, | |
| "num_fc_layers": 0, | |
| "output_size": 10, | |
| "reduce_output": "sum", | |
| "skip": false, | |
| "type": "embed", | |
| "use_bias": true, | |
| "weights_initializer": "xavier_uniform" | |
| }, | |
| "preprocessing": { | |
| "computed_fill_value": 576495936675512319, | |
| "fill_value": 576495936675512319, | |
| "missing_value_strategy": "fill_with_const" | |
| } | |
| }, | |
| "image": { | |
| "augmentation": [], | |
| "decoder": { | |
| "conv_norm": "batch", | |
| "fc_activation": "relu", | |
| "fc_bias_initializer": "zeros", | |
| "fc_dropout": 0.0, | |
| "fc_layers": null, | |
| "fc_norm": null, | |
| "fc_norm_params": null, | |
| "fc_output_size": 256, | |
| "fc_use_bias": true, | |
| "fc_weights_initializer": "xavier_uniform", | |
| "height": null, | |
| "input_size": 1024, | |
| "num_channels": null, | |
| "num_classes": null, | |
| "num_fc_layers": 0, | |
| "type": "unet", | |
| "width": null | |
| }, | |
| "encoder": { | |
| "conv_activation": "relu", | |
| "conv_dropout": 0.0, | |
| "conv_layers": null, | |
| "conv_norm": null, | |
| "conv_norm_params": null, | |
| "conv_use_bias": true, | |
| "dilation": 1, | |
| "fc_activation": "relu", | |
| "fc_bias_initializer": "zeros", | |
| "fc_dropout": 0.0, | |
| "fc_layers": null, | |
| "fc_norm": null, | |
| "fc_norm_params": null, | |
| "fc_use_bias": true, | |
| "fc_weights_initializer": "xavier_uniform", | |
| "groups": 1, | |
| "height": null, | |
| "kernel_size": 3, | |
| "num_channels": null, | |
| "num_conv_layers": null, | |
| "num_fc_layers": 1, | |
| "out_channels": 32, | |
| "output_size": 128, | |
| "padding": "valid", | |
| "padding_mode": "zeros", | |
| "pool_dilation": 1, | |
| "pool_function": "max", | |
| "pool_kernel_size": 2, | |
| "pool_padding": 0, | |
| "pool_stride": null, | |
| "skip": false, | |
| "stride": 1, | |
| "type": "stacked_cnn", | |
| "width": null | |
| }, | |
| "loss": { | |
| "class_similarities": null, | |
| "class_similarities_temperature": 0, | |
| "class_weights": null, | |
| "confidence_penalty": 0, | |
| "robust_lambda": 0, | |
| "type": "softmax_cross_entropy", | |
| "weight": 1.0 | |
| }, | |
| "preprocessing": { | |
| "computed_fill_value": null, | |
| "fill_value": null, | |
| "height": null, | |
| "in_memory": true, | |
| "infer_image_dimensions": true, | |
| "infer_image_max_height": 256, | |
| "infer_image_max_width": 256, | |
| "infer_image_num_channels": true, | |
| "infer_image_num_classes": false, | |
| "infer_image_sample_size": 100, | |
| "missing_value_strategy": "bfill", | |
| "num_channels": null, | |
| "num_classes": null, | |
| "num_processes": 1, | |
| "requires_equal_dimensions": false, | |
| "resize_method": "interpolate", | |
| "standardize_image": null, | |
| "width": null | |
| } | |
| }, | |
| "number": { | |
| "decoder": { | |
| "bias_initializer": "zeros", | |
| "fc_activation": "relu", | |
| "fc_bias_initializer": "zeros", | |
| "fc_dropout": 0.0, | |
| "fc_layers": null, | |
| "fc_norm": null, | |
| "fc_norm_params": null, | |
| "fc_output_size": 256, | |
| "fc_use_bias": true, | |
| "fc_weights_initializer": "xavier_uniform", | |
| "input_size": null, | |
| "num_fc_layers": 0, | |
| "type": "regressor", | |
| "use_bias": true, | |
| "weights_initializer": "xavier_uniform" | |
| }, | |
| "encoder": { | |
| "skip": false, | |
| "type": "passthrough" | |
| }, | |
| "loss": { | |
| "type": "mean_squared_error", | |
| "weight": 1.0 | |
| }, | |
| "preprocessing": { | |
| "computed_fill_value": 0.0, | |
| "computed_outlier_fill_value": 0.0, | |
| "fill_value": 0.0, | |
| "missing_value_strategy": "fill_with_const", | |
| "normalization": "zscore", | |
| "outlier_strategy": null, | |
| "outlier_threshold": 3.0 | |
| } | |
| }, | |
| "sequence": { | |
| "decoder": { | |
| "cell_type": "gru", | |
| "fc_activation": "relu", | |
| "fc_bias_initializer": "zeros", | |
| "fc_dropout": 0.0, | |
| "fc_layers": null, | |
| "fc_norm": null, | |
| "fc_norm_params": null, | |
| "fc_output_size": 256, | |
| "fc_use_bias": true, | |
| "fc_weights_initializer": "xavier_uniform", | |
| "input_size": 256, | |
| "max_sequence_length": null, | |
| "num_fc_layers": 0, | |
| "num_layers": 1, | |
| "reduce_input": "sum", | |
| "type": "generator", | |
| "vocab_size": null | |
| }, | |
| "encoder": { | |
| "dropout": 0.0, | |
| "embedding_size": 256, | |
| "embeddings_on_cpu": false, | |
| "embeddings_trainable": true, | |
| "max_sequence_length": null, | |
| "pretrained_embeddings": null, | |
| "reduce_output": "sum", | |
| "representation": "dense", | |
| "skip": false, | |
| "type": "embed", | |
| "vocab": null, | |
| "weights_initializer": "uniform" | |
| }, | |
| "loss": { | |
| "class_similarities": null, | |
| "class_similarities_temperature": 0, | |
| "class_weights": null, | |
| "confidence_penalty": 0, | |
| "robust_lambda": 0, | |
| "type": "sequence_softmax_cross_entropy", | |
| "unique": false, | |
| "weight": 1.0 | |
| }, | |
| "preprocessing": { | |
| "cache_encoder_embeddings": false, | |
| "computed_fill_value": "<UNK>", | |
| "fill_value": "<UNK>", | |
| "lowercase": false, | |
| "max_sequence_length": 256, | |
| "missing_value_strategy": "fill_with_const", | |
| "most_common": 20000, | |
| "ngram_size": 2, | |
| "padding": "right", | |
| "padding_symbol": "<PAD>", | |
| "sequence_length": null, | |
| "tokenizer": "space", | |
| "unknown_symbol": "<UNK>", | |
| "vocab_file": null | |
| } | |
| }, | |
| "set": { | |
| "decoder": { | |
| "bias_initializer": "zeros", | |
| "fc_activation": "relu", | |
| "fc_bias_initializer": "zeros", | |
| "fc_dropout": 0.0, | |
| "fc_layers": null, | |
| "fc_norm": null, | |
| "fc_norm_params": null, | |
| "fc_output_size": 256, | |
| "fc_use_bias": true, | |
| "fc_weights_initializer": "xavier_uniform", | |
| "input_size": null, | |
| "num_classes": null, | |
| "num_fc_layers": 0, | |
| "type": "classifier", | |
| "use_bias": true, | |
| "weights_initializer": "xavier_uniform" | |
| }, | |
| "encoder": { | |
| "activation": "relu", | |
| "bias_initializer": "zeros", | |
| "dropout": 0.0, | |
| "embedding_size": 50, | |
| "embeddings_on_cpu": false, | |
| "embeddings_trainable": true, | |
| "fc_layers": null, | |
| "norm": null, | |
| "norm_params": null, | |
| "num_fc_layers": 0, | |
| "output_size": 10, | |
| "pretrained_embeddings": null, | |
| "representation": "dense", | |
| "skip": false, | |
| "type": "embed", | |
| "use_bias": true, | |
| "vocab": null, | |
| "weights_initializer": "xavier_uniform" | |
| }, | |
| "loss": { | |
| "class_weights": null, | |
| "type": "sigmoid_cross_entropy", | |
| "weight": 1.0 | |
| }, | |
| "preprocessing": { | |
| "computed_fill_value": "<UNK>", | |
| "fill_value": "<UNK>", | |
| "lowercase": false, | |
| "missing_value_strategy": "fill_with_const", | |
| "most_common": 10000, | |
| "tokenizer": "space" | |
| } | |
| }, | |
| "text": { | |
| "decoder": { | |
| "cell_type": "gru", | |
| "fc_activation": "relu", | |
| "fc_bias_initializer": "zeros", | |
| "fc_dropout": 0.0, | |
| "fc_layers": null, | |
| "fc_norm": null, | |
| "fc_norm_params": null, | |
| "fc_output_size": 256, | |
| "fc_use_bias": true, | |
| "fc_weights_initializer": "xavier_uniform", | |
| "input_size": 256, | |
| "max_sequence_length": null, | |
| "num_fc_layers": 0, | |
| "num_layers": 1, | |
| "reduce_input": "sum", | |
| "type": "generator", | |
| "vocab_size": null | |
| }, | |
| "encoder": { | |
| "activation": "relu", | |
| "bias_initializer": "zeros", | |
| "conv_layers": null, | |
| "dropout": 0.0, | |
| "embedding_size": 256, | |
| "embeddings_on_cpu": false, | |
| "embeddings_trainable": true, | |
| "fc_layers": null, | |
| "filter_size": 3, | |
| "max_sequence_length": null, | |
| "norm": null, | |
| "norm_params": null, | |
| "num_conv_layers": null, | |
| "num_fc_layers": null, | |
| "num_filters": 256, | |
| "output_size": 256, | |
| "pool_function": "max", | |
| "pool_size": null, | |
| "pretrained_embeddings": null, | |
| "reduce_output": "sum", | |
| "representation": "dense", | |
| "should_embed": true, | |
| "skip": false, | |
| "type": "parallel_cnn", | |
| "use_bias": true, | |
| "vocab": null, | |
| "weights_initializer": "xavier_uniform" | |
| }, | |
| "loss": { | |
| "class_similarities": null, | |
| "class_similarities_temperature": 0, | |
| "class_weights": null, | |
| "confidence_penalty": 0, | |
| "robust_lambda": 0, | |
| "type": "sequence_softmax_cross_entropy", | |
| "unique": false, | |
| "weight": 1.0 | |
| }, | |
| "preprocessing": { | |
| "cache_encoder_embeddings": false, | |
| "compute_idf": false, | |
| "computed_fill_value": "<UNK>", | |
| "fill_value": "<UNK>", | |
| "lowercase": false, | |
| "max_sequence_length": 256, | |
| "missing_value_strategy": "fill_with_const", | |
| "most_common": 20000, | |
| "ngram_size": 2, | |
| "padding": "right", | |
| "padding_symbol": "<PAD>", | |
| "pretrained_model_name_or_path": null, | |
| "prompt": { | |
| "retrieval": { | |
| "index_name": null, | |
| "k": 0, | |
| "model_name": null, | |
| "type": null | |
| }, | |
| "task": null, | |
| "template": null | |
| }, | |
| "sequence_length": null, | |
| "tokenizer": "space_punct", | |
| "unknown_symbol": "<UNK>", | |
| "vocab_file": null | |
| } | |
| }, | |
| "timeseries": { | |
| "decoder": { | |
| "activation": null, | |
| "bias_initializer": "zeros", | |
| "clip": null, | |
| "fc_activation": "relu", | |
| "fc_bias_initializer": "zeros", | |
| "fc_dropout": 0.0, | |
| "fc_layers": null, | |
| "fc_norm": null, | |
| "fc_norm_params": null, | |
| "fc_output_size": 256, | |
| "fc_use_bias": true, | |
| "fc_weights_initializer": "xavier_uniform", | |
| "input_size": null, | |
| "multiplier": 1.0, | |
| "num_fc_layers": 0, | |
| "output_size": null, | |
| "type": "projector", | |
| "use_bias": true, | |
| "weights_initializer": "xavier_uniform" | |
| }, | |
| "encoder": { | |
| "activation": "relu", | |
| "bias_initializer": "zeros", | |
| "conv_layers": null, | |
| "dropout": 0.0, | |
| "embedding_size": 256, | |
| "embeddings_on_cpu": false, | |
| "embeddings_trainable": true, | |
| "fc_layers": null, | |
| "filter_size": 3, | |
| "max_sequence_length": null, | |
| "norm": null, | |
| "norm_params": null, | |
| "num_conv_layers": null, | |
| "num_fc_layers": null, | |
| "num_filters": 256, | |
| "output_size": 256, | |
| "pool_function": "max", | |
| "pool_size": null, | |
| "pretrained_embeddings": null, | |
| "reduce_output": "sum", | |
| "representation": "dense", | |
| "should_embed": true, | |
| "skip": false, | |
| "type": "parallel_cnn", | |
| "use_bias": true, | |
| "vocab": null, | |
| "weights_initializer": "xavier_uniform" | |
| }, | |
| "loss": { | |
| "delta": 1.0, | |
| "type": "huber", | |
| "weight": 1.0 | |
| }, | |
| "preprocessing": { | |
| "computed_fill_value": "", | |
| "fill_value": "", | |
| "missing_value_strategy": "fill_with_const", | |
| "padding": "right", | |
| "padding_value": 0.0, | |
| "timeseries_length_limit": 256, | |
| "tokenizer": "space", | |
| "window_size": 0 | |
| } | |
| }, | |
| "vector": { | |
| "decoder": { | |
| "activation": null, | |
| "bias_initializer": "zeros", | |
| "clip": null, | |
| "fc_activation": "relu", | |
| "fc_bias_initializer": "zeros", | |
| "fc_dropout": 0.0, | |
| "fc_layers": null, | |
| "fc_norm": null, | |
| "fc_norm_params": null, | |
| "fc_output_size": 256, | |
| "fc_use_bias": true, | |
| "fc_weights_initializer": "xavier_uniform", | |
| "input_size": null, | |
| "multiplier": 1.0, | |
| "num_fc_layers": 0, | |
| "output_size": null, | |
| "type": "projector", | |
| "use_bias": true, | |
| "weights_initializer": "xavier_uniform" | |
| }, | |
| "encoder": { | |
| "activation": "relu", | |
| "bias_initializer": "zeros", | |
| "dropout": 0.0, | |
| "fc_layers": null, | |
| "input_size": null, | |
| "norm": null, | |
| "norm_params": null, | |
| "num_layers": 1, | |
| "output_size": 256, | |
| "skip": false, | |
| "type": "dense", | |
| "use_bias": true, | |
| "weights_initializer": "xavier_uniform" | |
| }, | |
| "loss": { | |
| "type": "mean_squared_error", | |
| "weight": 1.0 | |
| }, | |
| "preprocessing": { | |
| "computed_fill_value": "", | |
| "fill_value": "", | |
| "missing_value_strategy": "fill_with_const", | |
| "vector_size": null | |
| } | |
| } | |
| }, | |
| "hyperopt": null, | |
| "input_features": [ | |
| { | |
| "active": true, | |
| "column": "text", | |
| "encoder": { | |
| "activation": "tanh", | |
| "bias_initializer": "zeros", | |
| "bidirectional": true, | |
| "cell_type": "lstm", | |
| "conv_activation": "relu", | |
| "conv_dropout": 0.0, | |
| "conv_layers": null, | |
| "dilation_rate": 1, | |
| "dropout": 0.2, | |
| "embedding_size": 256, | |
| "embeddings_on_cpu": false, | |
| "embeddings_trainable": true, | |
| "fc_activation": "relu", | |
| "fc_dropout": 0.0, | |
| "fc_layers": null, | |
| "filter_size": 5, | |
| "max_sequence_length": null, | |
| "norm": null, | |
| "norm_params": null, | |
| "num_conv_layers": null, | |
| "num_fc_layers": 0, | |
| "num_filters": 256, | |
| "num_rec_layers": 1, | |
| "output_size": 256, | |
| "padding": "same", | |
| "pool_function": "max", | |
| "pool_padding": "same", | |
| "pool_size": null, | |
| "pool_strides": null, | |
| "pretrained_embeddings": null, | |
| "recurrent_activation": "sigmoid", | |
| "recurrent_dropout": 0.0, | |
| "recurrent_initializer": "orthogonal", | |
| "reduce_output": null, | |
| "representation": "dense", | |
| "should_embed": true, | |
| "skip": false, | |
| "state_size": 256, | |
| "strides": 1, | |
| "type": "cnnrnn", | |
| "unit_forget_bias": true, | |
| "use_bias": true, | |
| "vocab": null, | |
| "weights_initializer": "xavier_uniform" | |
| }, | |
| "name": "text", | |
| "preprocessing": { | |
| "cache_encoder_embeddings": false, | |
| "computed_fill_value": "<UNK>", | |
| "fill_value": "<UNK>", | |
| "lowercase": true, | |
| "max_sequence_length": 256, | |
| "missing_value_strategy": "fill_with_const", | |
| "most_common": 20000, | |
| "ngram_size": 3, | |
| "padding": "right", | |
| "padding_symbol": "<PAD>", | |
| "sequence_length": null, | |
| "tokenizer": "ngram", | |
| "unknown_symbol": "<UNK>", | |
| "vocab_file": null | |
| }, | |
| "proc_column": "text_llKKzv", | |
| "tied": null, | |
| "type": "sequence" | |
| } | |
| ], | |
| "ludwig_version": "0.10.2.dev", | |
| "model_type": "ecd", | |
| "output_features": [ | |
| { | |
| "active": true, | |
| "calibration": false, | |
| "column": "intent", | |
| "decoder": { | |
| "bias_initializer": "zeros", | |
| "fc_activation": "relu", | |
| "fc_bias_initializer": "zeros", | |
| "fc_dropout": 0.2, | |
| "fc_layers": null, | |
| "fc_norm": null, | |
| "fc_norm_params": null, | |
| "fc_output_size": 256, | |
| "fc_use_bias": true, | |
| "fc_weights_initializer": "xavier_uniform", | |
| "input_size": null, | |
| "num_classes": null, | |
| "num_fc_layers": 0, | |
| "type": "classifier", | |
| "use_bias": true, | |
| "weights_initializer": "xavier_uniform" | |
| }, | |
| "default_validation_metric": "accuracy", | |
| "dependencies": [], | |
| "input_size": null, | |
| "loss": { | |
| "class_similarities": null, | |
| "class_similarities_temperature": 0, | |
| "class_weights": null, | |
| "confidence_penalty": 0, | |
| "robust_lambda": 0, | |
| "type": "softmax_cross_entropy", | |
| "weight": 1.0 | |
| }, | |
| "name": "intent", | |
| "num_classes": null, | |
| "preprocessing": { | |
| "cache_encoder_embeddings": false, | |
| "computed_fill_value": "<UNK>", | |
| "fill_value": "<UNK>", | |
| "lowercase": false, | |
| "missing_value_strategy": "drop_row", | |
| "most_common": 10000 | |
| }, | |
| "proc_column": "intent_YwJjWN", | |
| "reduce_dependencies": "sum", | |
| "reduce_input": "sum", | |
| "top_k": 3, | |
| "type": "category" | |
| } | |
| ], | |
| "preprocessing": { | |
| "global_max_sequence_length": null, | |
| "oversample_minority": null, | |
| "sample_ratio": 1.0, | |
| "sample_size": null, | |
| "split": { | |
| "column": "intent", | |
| "probabilities": [ | |
| 0.85, | |
| 0.1, | |
| 0.05 | |
| ], | |
| "type": "stratify" | |
| }, | |
| "undersample_majority": null | |
| }, | |
| "trainer": { | |
| "batch_size": "auto", | |
| "bucketing_field": null, | |
| "checkpoints_per_epoch": 0, | |
| "compile": false, | |
| "early_stop": 0, | |
| "effective_batch_size": "auto", | |
| "enable_gradient_checkpointing": false, | |
| "enable_profiling": false, | |
| "epochs": 10, | |
| "eval_batch_size": null, | |
| "eval_steps": null, | |
| "evaluate_training_set": false, | |
| "gradient_accumulation_steps": "auto", | |
| "gradient_clipping": { | |
| "clipglobalnorm": 0.5, | |
| "clipnorm": null, | |
| "clipvalue": null | |
| }, | |
| "increase_batch_size_eval_metric": "loss", | |
| "increase_batch_size_eval_split": "training", | |
| "increase_batch_size_on_plateau": 0, | |
| "increase_batch_size_on_plateau_patience": 5, | |
| "increase_batch_size_on_plateau_rate": 2.0, | |
| "learning_rate": 0.001, | |
| "learning_rate_scaling": "linear", | |
| "learning_rate_scheduler": { | |
| "decay": "exponential", | |
| "decay_rate": 0.96, | |
| "decay_steps": 10000, | |
| "eta_min": 0, | |
| "reduce_eval_metric": "loss", | |
| "reduce_eval_split": "training", | |
| "reduce_on_plateau": 0, | |
| "reduce_on_plateau_patience": 10, | |
| "reduce_on_plateau_rate": 0.1, | |
| "staircase": false, | |
| "t_0": null, | |
| "t_mult": 1, | |
| "warmup_evaluations": 0, | |
| "warmup_fraction": 0.0 | |
| }, | |
| "max_batch_size": 1099511627776, | |
| "optimizer": { | |
| "amsgrad": false, | |
| "betas": [ | |
| 0.9, | |
| 0.999 | |
| ], | |
| "eps": 1e-08, | |
| "type": "adam", | |
| "weight_decay": 0.0 | |
| }, | |
| "profiler": { | |
| "active": 3, | |
| "repeat": 5, | |
| "skip_first": 0, | |
| "wait": 1, | |
| "warmup": 1 | |
| }, | |
| "regularization_lambda": 0.0, | |
| "regularization_type": "l2", | |
| "should_shuffle": true, | |
| "skip_all_evaluation": false, | |
| "steps_per_checkpoint": 0, | |
| "train_steps": null, | |
| "use_mixed_precision": false, | |
| "validation_field": "intent", | |
| "validation_metric": "accuracy" | |
| } | |
| }, | |
| "data_format": "json", | |
| "dataset": "/data/data.json", | |
| "ludwig_version": "0.10.2.dev", | |
| "random_seed": 42, | |
| "torch_version": "2.0.0+cpu" | |
| } |