Training in progress, epoch 1
Browse files- README.md +71 -0
- adapter_config.json +33 -0
- adapter_model.safetensors +3 -0
- training_args.bin +3 -0
README.md
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---
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base_model: gpt2
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library_name: peft
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license: mit
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metrics:
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- accuracy
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- f1
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- precision
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- recall
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tags:
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- generated_from_trainer
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model-index:
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- name: gpt2-sst2-sentiment-classifier-lora
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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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# gpt2-sst2-sentiment-classifier-lora
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This model is a fine-tuned version of [gpt2](https://huggingface.co/gpt2) on an unknown dataset.
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It achieves the following results on the evaluation set:
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- Loss: 0.2636
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- Accuracy: 0.9083
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- F1: 0.9111
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- Precision: 0.8991
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- Recall: 0.9234
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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: 16
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- eval_batch_size: 64
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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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- lr_scheduler_warmup_steps: 500
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- num_epochs: 3
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### Training results
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| Training Loss | Epoch | Step | Validation Loss | Accuracy | F1 | Precision | Recall |
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|:-------------:|:-----:|:-----:|:---------------:|:--------:|:------:|:---------:|:------:|
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| 0.3138 | 1.0 | 4210 | 0.2550 | 0.9014 | 0.9034 | 0.9013 | 0.9054 |
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| 0.2597 | 2.0 | 8420 | 0.2666 | 0.9014 | 0.9061 | 0.8792 | 0.9347 |
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| 0.2436 | 3.0 | 12630 | 0.2636 | 0.9083 | 0.9111 | 0.8991 | 0.9234 |
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### Framework versions
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- PEFT 0.12.0
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- Transformers 4.44.2
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- Pytorch 2.4.1+cu121
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- Datasets 3.0.0
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- Tokenizers 0.19.1
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adapter_config.json
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{
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"alpha_pattern": {},
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"auto_mapping": null,
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"base_model_name_or_path": "google-bert/bert-base-uncased",
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"bias": "none",
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"fan_in_fan_out": false,
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"inference_mode": true,
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"init_lora_weights": true,
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"layer_replication": null,
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"layers_pattern": null,
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"layers_to_transform": null,
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"loftq_config": {},
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"lora_alpha": 32,
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"lora_dropout": 0.1,
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"megatron_config": null,
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"megatron_core": "megatron.core",
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"modules_to_save": [
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"classifier",
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"score"
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],
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"peft_type": "LORA",
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"r": 8,
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"rank_pattern": {},
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"revision": null,
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"target_modules": [
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"query",
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"value",
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"key"
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],
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"task_type": "SEQ_CLS",
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"use_dora": false,
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"use_rslora": false
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}
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adapter_model.safetensors
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version https://git-lfs.github.com/spec/v1
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oid sha256:3469cac36a9a2586c40aac9daab57adc619ce419aa096b8d6b0a8e359198a993
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size 1785816
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training_args.bin
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version https://git-lfs.github.com/spec/v1
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oid sha256:191737278e01bb01bd153dc3e353c1363918f8554d2bb93e2f0f828c0f46b6c6
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size 5176
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