Update project and configurations

intelligent_cabin/models/local_bert_multi_intent/config.json

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+{
+  "architectures": [
+    "BertForSequenceClassification"
+  ],
+  "attention_probs_dropout_prob": 0.1,
+  "classifier_dropout": null,
+  "directionality": "bidi",
+  "dtype": "float32",
+  "gradient_checkpointing": false,
+  "hidden_act": "gelu",
+  "hidden_dropout_prob": 0.1,
+  "hidden_size": 768,
+  "id2label": {
+    "0": "cabin_ac_off",
+    "1": "cabin_ac_on",
+    "2": "cabin_defog_front_on",
+    "3": "cabin_defog_rear_on",
+    "4": "cabin_fan_down",
+    "5": "cabin_fan_up",
+    "6": "cabin_lights_off",
+    "7": "cabin_lights_on",
+    "8": "cabin_lock_doors",
+    "9": "cabin_mirror_fold",
+    "10": "cabin_mirror_unfold",
+    "11": "cabin_nav_cancel",
+    "12": "cabin_nav_to",
+    "13": "cabin_next_track",
+    "14": "cabin_pause_music",
+    "15": "cabin_play_music",
+    "16": "cabin_previous_track",
+    "17": "cabin_seat_heat_off",
+    "18": "cabin_seat_heat_on",
+    "19": "cabin_set_ac",
+    "20": "cabin_sunroof_close",
+    "21": "cabin_sunroof_open",
+    "22": "cabin_unlock_doors",
+    "23": "cabin_volume_down",
+    "24": "cabin_volume_mute",
+    "25": "cabin_volume_up",
+    "26": "cabin_window_close",
+    "27": "cabin_window_open",
+    "28": "cabin_wiper_off",
+    "29": "cabin_wiper_on",
+    "30": "cs_cancel_order",
+    "31": "cs_query_logistics",
+    "32": "cs_query_order",
+    "33": "cs_transfer_human"
+  },
+  "initializer_range": 0.02,
+  "intermediate_size": 3072,
+  "label2id": {
+    "cabin_ac_off": 0,
+    "cabin_ac_on": 1,
+    "cabin_defog_front_on": 2,
+    "cabin_defog_rear_on": 3,
+    "cabin_fan_down": 4,
+    "cabin_fan_up": 5,
+    "cabin_lights_off": 6,
+    "cabin_lights_on": 7,
+    "cabin_lock_doors": 8,
+    "cabin_mirror_fold": 9,
+    "cabin_mirror_unfold": 10,
+    "cabin_nav_cancel": 11,
+    "cabin_nav_to": 12,
+    "cabin_next_track": 13,
+    "cabin_pause_music": 14,
+    "cabin_play_music": 15,
+    "cabin_previous_track": 16,
+    "cabin_seat_heat_off": 17,
+    "cabin_seat_heat_on": 18,
+    "cabin_set_ac": 19,
+    "cabin_sunroof_close": 20,
+    "cabin_sunroof_open": 21,
+    "cabin_unlock_doors": 22,
+    "cabin_volume_down": 23,
+    "cabin_volume_mute": 24,
+    "cabin_volume_up": 25,
+    "cabin_window_close": 26,
+    "cabin_window_open": 27,
+    "cabin_wiper_off": 28,
+    "cabin_wiper_on": 29,
+    "cs_cancel_order": 30,
+    "cs_query_logistics": 31,
+    "cs_query_order": 32,
+    "cs_transfer_human": 33
+  },
+  "layer_norm_eps": 1e-12,
+  "max_position_embeddings": 512,
+  "model_type": "bert",
+  "num_attention_heads": 12,
+  "num_hidden_layers": 12,
+  "pad_token_id": 0,
+  "pooler_fc_size": 768,
+  "pooler_num_attention_heads": 12,
+  "pooler_num_fc_layers": 3,
+  "pooler_size_per_head": 128,
+  "pooler_type": "first_token_transform",
+  "position_embedding_type": "absolute",
+  "problem_type": "multi_label_classification",
+  "transformers_version": "4.57.3",
+  "type_vocab_size": 2,
+  "use_cache": true,
+  "vocab_size": 21128
+}

intelligent_cabin/models/local_bert_multi_intent/label_map.json

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+{
+  "LABEL_0": "cabin_ac_off",
+  "LABEL_1": "cabin_ac_on",
+  "LABEL_2": "cabin_defog_front_on",
+  "LABEL_3": "cabin_defog_rear_on",
+  "LABEL_4": "cabin_fan_down",
+  "LABEL_5": "cabin_fan_up",
+  "LABEL_6": "cabin_lights_off",
+  "LABEL_7": "cabin_lights_on",
+  "LABEL_8": "cabin_lock_doors",
+  "LABEL_9": "cabin_mirror_fold",
+  "LABEL_10": "cabin_mirror_unfold",
+  "LABEL_11": "cabin_nav_cancel",
+  "LABEL_12": "cabin_nav_to",
+  "LABEL_13": "cabin_next_track",
+  "LABEL_14": "cabin_pause_music",
+  "LABEL_15": "cabin_play_music",
+  "LABEL_16": "cabin_previous_track",
+  "LABEL_17": "cabin_seat_heat_off",
+  "LABEL_18": "cabin_seat_heat_on",
+  "LABEL_19": "cabin_set_ac",
+  "LABEL_20": "cabin_sunroof_close",
+  "LABEL_21": "cabin_sunroof_open",
+  "LABEL_22": "cabin_unlock_doors",
+  "LABEL_23": "cabin_volume_down",
+  "LABEL_24": "cabin_volume_mute",
+  "LABEL_25": "cabin_volume_up",
+  "LABEL_26": "cabin_window_close",
+  "LABEL_27": "cabin_window_open",
+  "LABEL_28": "cabin_wiper_off",
+  "LABEL_29": "cabin_wiper_on",
+  "LABEL_30": "cs_cancel_order",
+  "LABEL_31": "cs_query_logistics",
+  "LABEL_32": "cs_query_order",
+  "LABEL_33": "cs_transfer_human"
+}

intelligent_cabin/models/local_bert_multi_intent/special_tokens_map.json

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+{
+  "cls_token": {
+    "content": "[CLS]",
+    "lstrip": false,
+    "normalized": false,
+    "rstrip": false,
+    "single_word": false
+  },
+  "mask_token": {
+    "content": "[MASK]",
+    "lstrip": false,
+    "normalized": false,
+    "rstrip": false,
+    "single_word": false
+  },
+  "pad_token": {
+    "content": "[PAD]",
+    "lstrip": false,
+    "normalized": false,
+    "rstrip": false,
+    "single_word": false
+  },
+  "sep_token": {
+    "content": "[SEP]",
+    "lstrip": false,
+    "normalized": false,
+    "rstrip": false,
+    "single_word": false
+  },
+  "unk_token": {
+    "content": "[UNK]",
+    "lstrip": false,
+    "normalized": false,
+    "rstrip": false,
+    "single_word": false
+  }
+}

intelligent_cabin/models/local_bert_multi_intent/tokenizer_config.json

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+{
+  "added_tokens_decoder": {
+    "0": {
+      "content": "[PAD]",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    },
+    "100": {
+      "content": "[UNK]",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    },
+    "101": {
+      "content": "[CLS]",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    },
+    "102": {
+      "content": "[SEP]",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    },
+    "103": {
+      "content": "[MASK]",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    }
+  },
+  "clean_up_tokenization_spaces": false,
+  "cls_token": "[CLS]",
+  "do_lower_case": true,
+  "extra_special_tokens": {},
+  "mask_token": "[MASK]",
+  "model_max_length": 1000000000000000019884624838656,
+  "pad_token": "[PAD]",
+  "sep_token": "[SEP]",
+  "strip_accents": null,
+  "tokenize_chinese_chars": true,
+  "tokenizer_class": "BertTokenizer",
+  "unk_token": "[UNK]"
+}

intelligent_cabin/models/local_bert_multi_intent/train_summary.json

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+{
+  "task_type": "multi_label_intent_detection",
+  "base_model": "hfl/chinese-macbert-base",
+  "epochs": 12,
+  "batch_size": 8,
+  "learning_rate": 2e-05,
+  "threshold": 0.5,
+  "top_k": 4,
+  "train_size": 862,
+  "dev_size": 236,
+  "label_count": 34,
+  "labels": [
+    "cabin_ac_off",
+    "cabin_ac_on",
+    "cabin_defog_front_on",
+    "cabin_defog_rear_on",
+    "cabin_fan_down",
+    "cabin_fan_up",
+    "cabin_lights_off",
+    "cabin_lights_on",
+    "cabin_lock_doors",
+    "cabin_mirror_fold",
+    "cabin_mirror_unfold",
+    "cabin_nav_cancel",
+    "cabin_nav_to",
+    "cabin_next_track",
+    "cabin_pause_music",
+    "cabin_play_music",
+    "cabin_previous_track",
+    "cabin_seat_heat_off",
+    "cabin_seat_heat_on",
+    "cabin_set_ac",
+    "cabin_sunroof_close",
+    "cabin_sunroof_open",
+    "cabin_unlock_doors",
+    "cabin_volume_down",
+    "cabin_volume_mute",
+    "cabin_volume_up",
+    "cabin_window_close",
+    "cabin_window_open",
+    "cabin_wiper_off",
+    "cabin_wiper_on",
+    "cs_cancel_order",
+    "cs_query_logistics",
+    "cs_query_order",
+    "cs_transfer_human"
+  ],
+  "best_dev_metrics": {
+    "micro_precision": 1.0,
+    "micro_recall": 0.9929,
+    "micro_f1": 0.9964,
+    "exact_match": 0.9915,
+    "recall_at_k": 1.0
+  },
+  "device": "mps"
+}