End of training
Browse files- README.md +73 -0
- config.json +44 -0
- model.safetensors +3 -0
- runs/Mar14_12-53-52_f5474ac7c929/events.out.tfevents.1710420847.f5474ac7c929.526.6 +3 -0
- runs/Mar14_12-53-52_f5474ac7c929/events.out.tfevents.1710421876.f5474ac7c929.526.7 +3 -0
- special_tokens_map.json +7 -0
- tokenizer_config.json +57 -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-cased
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tags:
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- generated_from_trainer
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metrics:
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- precision
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- recall
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- f1
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- accuracy
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model-index:
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- name: trainer
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results: []
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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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# trainer
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This model is a fine-tuned version of [distilbert-base-cased](https://huggingface.co/distilbert-base-cased) on the None dataset.
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It achieves the following results on the evaluation set:
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- Loss: 4.4915
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- Precision: 0.6065
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- Recall: 0.5119
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- F1: 0.5215
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- Accuracy: 0.5119
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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: 5e-05
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- train_batch_size: 8
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- eval_batch_size: 8
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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: 5
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### Training results
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| Training Loss | Epoch | Step | Validation Loss | Precision | Recall | F1 | Accuracy |
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|:-------------:|:-----:|:----:|:---------------:|:---------:|:------:|:------:|:--------:|
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| 0.0 | 0.57 | 30 | 3.8135 | 0.6655 | 0.6071 | 0.6173 | 0.6071 |
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| 0.1391 | 1.13 | 60 | 4.2173 | 0.6016 | 0.5119 | 0.5199 | 0.5119 |
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| 0.0399 | 1.7 | 90 | 3.7604 | 0.6025 | 0.5714 | 0.5660 | 0.5714 |
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| 0.0004 | 2.26 | 120 | 4.6200 | 0.5873 | 0.4881 | 0.4964 | 0.4881 |
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| 0.0 | 2.83 | 150 | 4.6164 | 0.6065 | 0.5119 | 0.5215 | 0.5119 |
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| 0.0 | 3.4 | 180 | 4.5299 | 0.6147 | 0.5238 | 0.5328 | 0.5238 |
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| 0.0 | 3.96 | 210 | 4.4992 | 0.6065 | 0.5119 | 0.5215 | 0.5119 |
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| 0.0 | 4.53 | 240 | 4.5022 | 0.6065 | 0.5119 | 0.5215 | 0.5119 |
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### Framework versions
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- Transformers 4.38.2
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- Pytorch 2.2.1+cu121
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- Datasets 2.18.0
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- Tokenizers 0.15.2
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config.json
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{
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"_name_or_path": "distilbert-base-cased",
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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": "anger",
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"1": "fear",
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"2": "joy",
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"3": "love",
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"4": "neutral",
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"5": "sadness",
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"6": "surprise"
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},
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"initializer_range": 0.02,
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"label2id": {
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"LABEL_0": 0,
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"LABEL_1": 1,
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"LABEL_2": 2,
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"LABEL_3": 3,
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"LABEL_4": 4,
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"LABEL_5": 5,
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"LABEL_6": 6
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},
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"max_position_embeddings": 512,
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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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"output_past": true,
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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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"tie_weights_": true,
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"torch_dtype": "float32",
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"transformers_version": "4.38.2",
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"vocab_size": 28996
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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 sha256:7e6e00bbe39b22051688cf197beb83986fe882f6deb93778a84aad3001277b8a
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size 263160068
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runs/Mar14_12-53-52_f5474ac7c929/events.out.tfevents.1710420847.f5474ac7c929.526.6
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version https://git-lfs.github.com/spec/v1
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oid sha256:1463492de828ffebadfe69c81f5ca3de6b39a759ea339bbfea57352d3dc0d3b9
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size 10598
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runs/Mar14_12-53-52_f5474ac7c929/events.out.tfevents.1710421876.f5474ac7c929.526.7
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version https://git-lfs.github.com/spec/v1
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size 560
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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_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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"rstrip": 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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"normalized": false,
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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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"101": {
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"content": "[CLS]",
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"lstrip": false,
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"normalized": false,
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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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"102": {
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"content": "[SEP]",
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"lstrip": false,
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"normalized": false,
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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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"103": {
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"content": "[MASK]",
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"lstrip": false,
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"normalized": false,
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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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},
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"clean_up_tokenization_spaces": true,
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"cls_token": "[CLS]",
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"do_basic_tokenize": true,
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"do_lower_case": false,
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"mask_token": "[MASK]",
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"model_max_length": 512,
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"never_split": null,
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"pad_token": "[PAD]",
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"sep_token": "[SEP]",
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"strip_accents": null,
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"tokenize_chinese_chars": true,
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"tokenizer_class": "DistilBertTokenizer",
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"unk_token": "[UNK]"
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}
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training_args.bin
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version https://git-lfs.github.com/spec/v1
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oid sha256:63f3fb18d28911259afac9a1e786ba72f7099eddeaedcdd571769b593b6d183f
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size 4856
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vocab.txt
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