elichen3051
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Commit
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Model save
Browse files- README.md +82 -0
- all_results.json +9 -0
- generation_config.json +10 -0
- model-00001-of-00003.safetensors +3 -0
- model-00002-of-00003.safetensors +3 -0
- model-00003-of-00003.safetensors +3 -0
- model.safetensors.index.json +298 -0
- train_results.json +9 -0
- trainer_state.json +0 -0
README.md
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---
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license: llama2
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base_model: elichen3051/llama2-7b-sft-chat-no-template
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tags:
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- trl
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- dpo
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- generated_from_trainer
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model-index:
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- name: Llama2-7b-sft-chat-custom-template-dpo
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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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[<img src="https://raw.githubusercontent.com/wandb/assets/main/wandb-github-badge-28.svg" alt="Visualize in Weights & Biases" width="200" height="32"/>](https://wandb.ai/eli3051/huggingface/runs/6n0utdab)
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# Llama2-7b-sft-chat-custom-template-dpo
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This model is a fine-tuned version of [elichen3051/llama2-7b-sft-chat-no-template](https://huggingface.co/elichen3051/llama2-7b-sft-chat-no-template) on the None dataset.
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It achieves the following results on the evaluation set:
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- Loss: 0.4718
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- Rewards/chosen: -1.6795
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- Rewards/rejected: -3.1900
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- Rewards/accuracies: 0.6420
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- Rewards/margins: 1.5105
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- Logps/rejected: -518.9514
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- Logps/chosen: -379.1832
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- Logits/rejected: -2.6434
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- Logits/chosen: -2.6374
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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-07
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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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- distributed_type: multi-GPU
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- num_devices: 7
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- gradient_accumulation_steps: 8
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- total_train_batch_size: 448
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- total_eval_batch_size: 56
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- optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
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- lr_scheduler_type: cosine
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- lr_scheduler_warmup_ratio: 0.03
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- num_epochs: 2
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### Training results
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| Training Loss | Epoch | Step | Validation Loss | Rewards/chosen | Rewards/rejected | Rewards/accuracies | Rewards/margins | Logps/rejected | Logps/chosen | Logits/rejected | Logits/chosen |
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|:-------------:|:------:|:----:|:---------------:|:--------------:|:----------------:|:------------------:|:---------------:|:--------------:|:------------:|:---------------:|:-------------:|
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| 0.6727 | 0.2032 | 43 | 0.6714 | -0.0530 | -0.0999 | 0.5871 | 0.0470 | -209.9431 | -216.5270 | -2.2167 | -2.2006 |
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| 0.6056 | 0.4064 | 86 | 0.6041 | -0.5876 | -0.8878 | 0.6023 | 0.3002 | -288.7347 | -269.9940 | -3.0277 | -3.0177 |
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| 0.573 | 0.6096 | 129 | 0.5451 | -0.9286 | -1.6015 | 0.6174 | 0.6729 | -360.0960 | -304.0913 | -2.9301 | -2.9238 |
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| 0.5239 | 0.8128 | 172 | 0.5123 | -1.2863 | -2.2358 | 0.6288 | 0.9495 | -423.5324 | -339.8588 | -2.9884 | -2.9803 |
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| 0.4668 | 1.0159 | 215 | 0.4945 | -1.4994 | -2.6377 | 0.6439 | 1.1383 | -463.7195 | -361.1752 | -2.5910 | -2.5843 |
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| 0.4607 | 1.2191 | 258 | 0.4816 | -1.5810 | -2.8887 | 0.6402 | 1.3077 | -488.8177 | -369.3280 | -2.8026 | -2.7951 |
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| 0.5068 | 1.4223 | 301 | 0.4764 | -1.5805 | -3.0061 | 0.6402 | 1.4256 | -500.5590 | -369.2790 | -2.7586 | -2.7513 |
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| 0.4724 | 1.6255 | 344 | 0.4730 | -1.6832 | -3.1741 | 0.6383 | 1.4909 | -517.3631 | -379.5493 | -2.6296 | -2.6237 |
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| 0.4836 | 1.8287 | 387 | 0.4718 | -1.6795 | -3.1900 | 0.6420 | 1.5105 | -518.9514 | -379.1832 | -2.6434 | -2.6374 |
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### Framework versions
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- Transformers 4.42.0.dev0
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- Pytorch 2.3.1
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- Datasets 2.19.2
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- Tokenizers 0.19.1
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all_results.json
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{
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"epoch": 1.9940933254577673,
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"total_flos": 0.0,
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"train_loss": 0.5345145690638872,
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"train_runtime": 33183.7631,
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"train_samples": 94762,
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"train_samples_per_second": 5.711,
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"train_steps_per_second": 0.013
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}
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generation_config.json
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{
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"bos_token_id": 32000,
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"do_sample": true,
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"eos_token_id": 32001,
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"max_length": 4096,
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"pad_token_id": 32001,
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"temperature": 0.6,
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"top_p": 0.9,
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"transformers_version": "4.42.0.dev0"
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}
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model-00001-of-00003.safetensors
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size 4939001736
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model-00002-of-00003.safetensors
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model-00003-of-00003.safetensors
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model.safetensors.index.json
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train_results.json
ADDED
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trainer_state.json
ADDED
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