Training in progress, epoch 1
Browse files- README.md +77 -0
- added_tokens.json +20 -0
- config.json +32 -0
- model.safetensors +3 -0
- special_tokens_map.json +7 -0
- tokenizer.json +0 -0
- tokenizer_config.json +199 -0
- training_args.bin +3 -0
- vocab.txt +0 -0
README.md
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---
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license: apache-2.0
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base_model: distilbert-base-uncased
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tags:
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- generated_from_trainer
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datasets:
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- generator
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metrics:
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- accuracy
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model-index:
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- name: distilbert-sql-timeout-classifier-with-features-4096
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results:
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- task:
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name: Text Classification
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type: text-classification
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dataset:
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name: generator
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type: generator
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config: default
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split: train
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args: default
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metrics:
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- name: Accuracy
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type: accuracy
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value: 0.844167610419026
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---
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<!-- This model card has been generated automatically according to the information the Trainer had access to. You
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should probably proofread and complete it, then remove this comment. -->
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# distilbert-sql-timeout-classifier-with-features-4096
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This model is a fine-tuned version of [distilbert-base-uncased](https://huggingface.co/distilbert-base-uncased) on the generator dataset.
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It achieves the following results on the evaluation set:
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- Loss: 0.9918
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- Accuracy: 0.8442
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## Model description
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More information needed
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## Intended uses & limitations
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More information needed
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## Training and evaluation data
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More information needed
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## Training procedure
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### Training hyperparameters
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The following hyperparameters were used during training:
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- learning_rate: 2e-05
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- train_batch_size: 2
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- eval_batch_size: 2
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- seed: 42
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- optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
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- lr_scheduler_type: linear
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- num_epochs: 3
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### Training results
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| Training Loss | Epoch | Step | Validation Loss | Accuracy |
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|:-------------:|:-----:|:----:|:---------------:|:--------:|
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| 0.5456 | 1.0 | 3255 | 0.7278 | 0.8310 |
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| 0.3173 | 2.0 | 6510 | 0.7899 | 0.8519 |
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| 0.2159 | 3.0 | 9765 | 0.9918 | 0.8442 |
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### Framework versions
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- Transformers 4.38.1
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- Pytorch 2.2.1+cu121
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- Datasets 2.17.1
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- Tokenizers 0.15.2
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added_tokens.json
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{
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"ClusterLoad": 30529,
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"DDLIndicator": 30528,
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"DMLIndicator": 30523,
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"DQLIndicator": 30537,
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"GroupByIndicator": 30538,
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"InputBytesSize": 30531,
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"InputPartitionsNum": 30539,
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"InputRowCount": 30530,
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"InputTablesNum": 30533,
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"IsPureDQL": 30532,
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"JoinsNum": 30534,
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"LateralViewIndicator": 30522,
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"LimitSize": 30526,
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"OrderByIndicator": 30535,
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"OutPutRowCount": 30536,
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"inputProjectRowSize": 30525,
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"inputScanRowSize": 30524,
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"outputRowSize": 30527
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}
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config.json
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{
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"_name_or_path": "distilbert-base-uncased",
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"activation": "gelu",
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"architectures": [
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"DistilBertForSequenceClassification"
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],
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"attention_dropout": 0.1,
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"dim": 768,
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"dropout": 0.1,
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"hidden_dim": 3072,
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"id2label": {
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"0": "runtime_timeout",
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"1": "not_timeout"
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},
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"initializer_range": 0.02,
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"label2id": {
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"not_timeout": 1,
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"runtime_timeout": 0
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},
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"max_position_embeddings": 4096,
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"model_type": "distilbert",
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"n_heads": 12,
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"n_layers": 6,
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"pad_token_id": 0,
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"problem_type": "single_label_classification",
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"qa_dropout": 0.1,
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"seq_classif_dropout": 0.2,
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"sinusoidal_pos_embds": false,
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"torch_dtype": "float32",
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"transformers_version": "4.38.1",
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"vocab_size": 30540
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}
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model.safetensors
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version https://git-lfs.github.com/spec/v1
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oid sha256:1b773b42b6b99431700b1373da134a7db0be461fd1c346f1d6c09ecbaa17c663
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size 278897920
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special_tokens_map.json
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{
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"cls_token": "[CLS]",
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"mask_token": "[MASK]",
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"pad_token": "[PAD]",
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"sep_token": "[SEP]",
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"unk_token": "[UNK]"
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}
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tokenizer.json
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See raw diff
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tokenizer_config.json
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{
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"added_tokens_decoder": {
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"0": {
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"content": "[PAD]",
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"lstrip": false,
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"normalized": false,
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"single_word": false,
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"special": true
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},
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"100": {
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"content": "[UNK]",
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"lstrip": false,
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},
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"special": true
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},
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"102": {
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"content": "[SEP]",
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"lstrip": false,
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},
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"rstrip": false,
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"single_word": false,
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"special": true
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},
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"30522": {
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"content": "LateralViewIndicator",
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"lstrip": false,
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"normalized": true,
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"rstrip": false,
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"special": false
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},
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"30523": {
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},
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"content": "inputScanRowSize",
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},
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"30525": {
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},
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"30526": {
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},
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"30528": {
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},
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"30529": {
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},
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"normalized": true,
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+
"rstrip": false,
|
184 |
+
"single_word": false,
|
185 |
+
"special": false
|
186 |
+
}
|
187 |
+
},
|
188 |
+
"clean_up_tokenization_spaces": true,
|
189 |
+
"cls_token": "[CLS]",
|
190 |
+
"do_lower_case": true,
|
191 |
+
"mask_token": "[MASK]",
|
192 |
+
"model_max_length": 512,
|
193 |
+
"pad_token": "[PAD]",
|
194 |
+
"sep_token": "[SEP]",
|
195 |
+
"strip_accents": null,
|
196 |
+
"tokenize_chinese_chars": true,
|
197 |
+
"tokenizer_class": "DistilBertTokenizer",
|
198 |
+
"unk_token": "[UNK]"
|
199 |
+
}
|
training_args.bin
ADDED
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
1 |
+
version https://git-lfs.github.com/spec/v1
|
2 |
+
oid sha256:40ae9e900b94e9a3c612f09607a7aaa481e6d036fa3da93e697b9e3e65b18ad8
|
3 |
+
size 5048
|
vocab.txt
ADDED
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|
|