{ "config": { "intent_classifier_config": { "data_augmentation_config": { "add_builtin_entities_examples": false, "max_unknown_words": null, "min_utterances": 20, "noise_factor": 5, "unknown_word_prob": 0.0, "unknown_words_replacement_string": null }, "featurizer_config": { "added_cooccurrence_feature_ratio": 0.0, "cooccurrence_vectorizer_config": { "filter_stop_words": true, "keep_order": true, "unit_name": "cooccurrence_vectorizer", "unknown_words_replacement_string": null, "window_size": null }, "pvalue_threshold": 0.4, "tfidf_vectorizer_config": { "unit_name": "tfidf_vectorizer", "use_stemming": false, "word_clusters_name": null }, "unit_name": "featurizer" }, "noise_reweight_factor": 1, "unit_name": "log_reg_intent_classifier" }, "slot_filler_config": { "crf_args": { "algorithm": "lbfgs", "c1": 0.1, "c2": 0.1 }, "data_augmentation_config": { "add_builtin_entities_examples": true, "capitalization_ratio": 0.2, "min_utterances": 200 }, "feature_factory_configs": [ { "args": { "common_words_gazetteer_name": "top_10000_words_stemmed", "n": 1, "use_stemming": true }, "factory_name": "ngram", "offsets": [ -2, -1, 0, 1, 2 ] }, { "args": { "common_words_gazetteer_name": "top_10000_words_stemmed", "n": 2, "use_stemming": true }, "factory_name": "ngram", "offsets": [ -2, 1 ] }, { "args": {}, "factory_name": "is_digit", "offsets": [ -1, 0, 1 ] }, { "args": {}, "factory_name": "is_first", "offsets": [ -2, -1, 0 ] }, { "args": {}, "factory_name": "is_last", "offsets": [ 0, 1, 2 ] }, { "args": { "n": 1 }, "factory_name": "shape_ngram", "offsets": [ 0 ] }, { "args": { "n": 2 }, "factory_name": "shape_ngram", "offsets": [ -1, 0 ] }, { "args": { "n": 3 }, "factory_name": "shape_ngram", "offsets": [ -1 ] }, { "args": { "entity_filter": { "automatically_extensible": false }, "tagging_scheme_code": 2, "use_stemming": true }, "factory_name": "entity_match", "offsets": [ -2, -1, 0 ] }, { "args": { "entity_filter": { "automatically_extensible": true }, "tagging_scheme_code": 2, "use_stemming": true }, "drop_out": 0.5, "factory_name": "entity_match", "offsets": [ -2, -1, 0 ] }, { "args": { "tagging_scheme_code": 1 }, "factory_name": "builtin_entity_match", "offsets": [ -2, -1, 0 ] }, { "args": { "cluster_name": "brown_clusters", "use_stemming": false }, "factory_name": "word_cluster", "offsets": [ -2, -1, 0, 1 ] } ], "tagging_scheme": 1, "unit_name": "crf_slot_filler" }, "unit_name": "probabilistic_intent_parser" }, "slot_fillers": [ { "intent": "HVACFanSpeed", "slot_filler_name": "slot_filler_0" }, { "intent": "HVACTemperature", "slot_filler_name": "slot_filler_1" }, { "intent": "MediaControl", "slot_filler_name": "slot_filler_2" }, { "intent": "VolumeControl", "slot_filler_name": "slot_filler_3" } ] }