Update project and configurations

intelligent_cabin/models/local_joint_bert_nlu/joint_nlu_config.json

@@ -0,0 +1,57 @@
+{
+  "base_model_name": "hfl/chinese-macbert-base",
+  "intent_task": "multi_label",
+  "intent_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"
+  ],
+  "slot_labels": [
+    "O",
+    "B-destination",
+    "I-destination",
+    "B-genre",
+    "I-genre",
+    "B-order_id",
+    "I-order_id",
+    "B-song",
+    "I-song",
+    "B-temperature",
+    "I-temperature"
+  ],
+  "max_length": 64,
+  "intent_threshold": 0.4,
+  "multi_intent_threshold": 0.4,
+  "max_multi_intents": 4
+}

intelligent_cabin/models/local_joint_bert_nlu/special_tokens_map.json

@@ -0,0 +1,37 @@
+{
+  "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_joint_bert_nlu/tokenizer_config.json

@@ -0,0 +1,56 @@
+{
+  "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_joint_bert_nlu/train_summary.json

@@ -0,0 +1,17 @@
+{
+  "train_size": 744,
+  "eval_size": 22,
+  "metrics": {
+    "intent_threshold": 0.4,
+    "intent_micro_precision": 0.8974,
+    "intent_micro_recall": 1.0,
+    "intent_micro_f1": 0.9459,
+    "intent_exact_match": 0.8636,
+    "single_intent_top1_accuracy": 1.0,
+    "slot_token_accuracy": 0.9387,
+    "slot_exact_match": 0.7273,
+    "intent_label_count": 34.0,
+    "slot_label_count": 11.0,
+    "train_loss": 0.1618
+  }
+}