Cielciel/aift-model-review-multiple-label-classification_new

README.md

@@ -15,8 +15,8 @@ should probably proofread and complete it, then remove this comment. -->
 
 This model is a fine-tuned version of [distilbert-base-uncased](https://huggingface.co/distilbert-base-uncased) on the None dataset.
 It achieves the following results on the evaluation set:
-- Loss: 1.4183
-- Accuracy Thresh: 0.9179
+- Loss: 2.6219
+- Accuracy Thresh: 0.9394
 
 ## Model description
 
@@ -46,23 +46,23 @@ The following hyperparameters were used during training:
 
 ### Training results
 
-| Training Loss | Epoch | Step | Validation Loss | Accuracy Thresh |
-|:-------------:|:-----:|:----:|:---------------:|:---------------:|
-| No log        | 1.0   | 70   | 1.1564          | 0.8786          |
-| No log        | 2.0   | 140  | 0.9926          | 0.8879          |
-| No log        | 3.0   | 210  | 1.0794          | 0.9064          |
-| No log        | 4.0   | 280  | 1.2496          | 0.9221          |
-| No log        | 5.0   | 350  | 1.1574          | 0.9107          |
-| No log        | 6.0   | 420  | 1.3792          | 0.9171          |
-| No log        | 7.0   | 490  | 1.3086          | 0.9179          |
-| 0.6024        | 8.0   | 560  | 1.4221          | 0.9221          |
-| 0.6024        | 9.0   | 630  | 1.4423          | 0.9164          |
-| 0.6024        | 10.0  | 700  | 1.4183          | 0.9179          |
+| Training Loss | Epoch | Step  | Validation Loss | Accuracy Thresh |
+|:-------------:|:-----:|:-----:|:---------------:|:---------------:|
+| 1.0382        | 1.0   | 1117  | 0.8749          | 0.8385          |
+| 0.7924        | 2.0   | 2234  | 0.9227          | 0.8872          |
+| 0.577         | 3.0   | 3351  | 1.0330          | 0.9018          |
+| 0.4808        | 4.0   | 4468  | 1.5019          | 0.9216          |
+| 0.3928        | 5.0   | 5585  | 1.5877          | 0.9250          |
+| 0.3569        | 6.0   | 6702  | 1.9525          | 0.9316          |
+| 0.3086        | 7.0   | 7819  | 2.0074          | 0.9308          |
+| 0.2512        | 8.0   | 8936  | 2.3945          | 0.9361          |
+| 0.2249        | 9.0   | 10053 | 2.6052          | 0.9385          |
+| 0.242         | 10.0  | 11170 | 2.6219          | 0.9394          |
 
 
 ### Framework versions
 
-- Transformers 4.37.0.dev0
+- Transformers 4.37.1
 - Pytorch 2.0.0+cu118
 - Datasets 2.16.1
 - Tokenizers 0.15.0

config.json

@@ -11,27 +11,25 @@
   "id2label": {
     "0": "ads",
     "1": "bugs",
-    "2": "positive",
-    "3": "negative",
-    "4": "graphic",
-    "5": "gameplay",
-    "6": "request",
-    "7": "neutral",
-    "8": "feedback",
-    "9": "others"
+    "2": "graphic",
+    "3": "gameplay",
+    "4": "others",
+    "5": "request",
+    "6": "neutral",
+    "7": "negative",
+    "8": "positive"
   },
   "initializer_range": 0.02,
   "label2id": {
     "ads": 0,
     "bugs": 1,
-    "feedback": 8,
-    "gameplay": 5,
-    "graphic": 4,
-    "negative": 3,
-    "neutral": 7,
-    "others": 9,
-    "positive": 2,
-    "request": 6
+    "gameplay": 3,
+    "graphic": 2,
+    "negative": 7,
+    "neutral": 6,
+    "others": 4,
+    "positive": 8,
+    "request": 5
   },
   "max_position_embeddings": 512,
   "model_type": "distilbert",
@@ -44,6 +42,6 @@
   "sinusoidal_pos_embds": false,
   "tie_weights_": true,
   "torch_dtype": "float32",
-  "transformers_version": "4.37.0.dev0",
+  "transformers_version": "4.37.1",
   "vocab_size": 30522
 }

model.safetensors

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models-new/config.json

@@ -0,0 +1,47 @@
+{
+  "_name_or_path": "distilbert-base-uncased",
+  "activation": "gelu",
+  "architectures": [
+    "DistilBertForSequenceClassification"
+  ],
+  "attention_dropout": 0.1,
+  "dim": 768,
+  "dropout": 0.1,
+  "hidden_dim": 3072,
+  "id2label": {
+    "0": "ads",
+    "1": "bugs",
+    "2": "graphic",
+    "3": "gameplay",
+    "4": "others",
+    "5": "request",
+    "6": "neutral",
+    "7": "negative",
+    "8": "positive"
+  },
+  "initializer_range": 0.02,
+  "label2id": {
+    "ads": 0,
+    "bugs": 1,
+    "gameplay": 3,
+    "graphic": 2,
+    "negative": 7,
+    "neutral": 6,
+    "others": 4,
+    "positive": 8,
+    "request": 5
+  },
+  "max_position_embeddings": 512,
+  "model_type": "distilbert",
+  "n_heads": 12,
+  "n_layers": 6,
+  "pad_token_id": 0,
+  "problem_type": "multi_label_classification",
+  "qa_dropout": 0.1,
+  "seq_classif_dropout": 0.2,
+  "sinusoidal_pos_embds": false,
+  "tie_weights_": true,
+  "torch_dtype": "float32",
+  "transformers_version": "4.37.1",
+  "vocab_size": 30522
+}

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models-new/special_tokens_map.json

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+{
+  "cls_token": "[CLS]",
+  "mask_token": "[MASK]",
+  "pad_token": "[PAD]",
+  "sep_token": "[SEP]",
+  "unk_token": "[UNK]"
+}

models-new/tokenizer_config.json

@@ -0,0 +1,55 @@
+{
+  "added_tokens_decoder": {
+    "0": {
+      "content": "[PAD]",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
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+      "special": true
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+      "lstrip": false,
+      "normalized": false,
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+      "single_word": false,
+      "special": true
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+      "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": true,
+  "cls_token": "[CLS]",
+  "do_lower_case": true,
+  "mask_token": "[MASK]",
+  "model_max_length": 512,
+  "pad_token": "[PAD]",
+  "sep_token": "[SEP]",
+  "strip_accents": null,
+  "tokenize_chinese_chars": true,
+  "tokenizer_class": "DistilBertTokenizer",
+  "unk_token": "[UNK]"
+}

models-new/training_args.bin

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models/config.json

@@ -11,27 +11,25 @@
   "id2label": {
     "0": "ads",
     "1": "bugs",
-    "2": "positive",
-    "3": "negative",
-    "4": "graphic",
-    "5": "gameplay",
-    "6": "request",
-    "7": "neutral",
-    "8": "feedback",
-    "9": "others"
+    "2": "graphic",
+    "3": "gameplay",
+    "4": "others",
+    "5": "request",
+    "6": "neutral",
+    "7": "negative",
+    "8": "positive"
   },
   "initializer_range": 0.02,
   "label2id": {
     "ads": 0,
     "bugs": 1,
-    "feedback": 8,
-    "gameplay": 5,
-    "graphic": 4,
-    "negative": 3,
-    "neutral": 7,
-    "others": 9,
-    "positive": 2,
-    "request": 6
+    "gameplay": 3,
+    "graphic": 2,
+    "negative": 7,
+    "neutral": 6,
+    "others": 4,
+    "positive": 8,
+    "request": 5
   },
   "max_position_embeddings": 512,
   "model_type": "distilbert",
@@ -44,6 +42,6 @@
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   "tie_weights_": true,
   "torch_dtype": "float32",
-  "transformers_version": "4.37.0.dev0",
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   "vocab_size": 30522
 }

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