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README.md
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This model is a fine-tuned version of [davidkim205/nox-solar-10.7b-v4](https://huggingface.co/davidkim205/nox-solar-10.7b-v4) on an unknown dataset.
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##
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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: 6
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- gradient_accumulation_steps: 8
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- total_train_batch_size: 48
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- total_eval_batch_size: 48
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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: 0.1
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- num_epochs: 1
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### Training results
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### Framework versions
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- Transformers 4.36.2
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- Pytorch 2.0.1+cu117
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- Datasets 2.16.1
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- Tokenizers 0.15.1
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This model is a fine-tuned version of [davidkim205/nox-solar-10.7b-v4](https://huggingface.co/davidkim205/nox-solar-10.7b-v4) on an unknown dataset.
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### Our Team
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* Youjin Chung
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* Jingyeom Kim
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## Model
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### Base Model
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* [davidkim205/nox-solar-10.7b-v4](https://huggingface.co/davidkim205/nox-solar-10.7b-v4)
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### Hardware and Software
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* Hardware: A100 * 8 for training our model
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* Deepspeed library & Huggingface TRL Trainer
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### Dataset
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* DPO_dataset
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* 자체 제작 dpo dataset(AI-hub dataset 활용)
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* OpenOrca DPO 등 영어 데이터셋 번역(ENERGY-DRINK-LOVE/translate_share_gpt_dedup_llama_SFT_1024, 자체모델 활용)
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### Training Method
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* [DPO](https://arxiv.org/abs/2305.18290)
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## Benchmark
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**[Ko LM Eval Harness](https://github.com/Beomi/ko-lm-evaluation-harness)**
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### 0 shot (macro f1)
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| kobest_boolq | kobest_copa | kobest_hellaswag | kobest_sentineg |
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| ------: | -----: | -----------: | ------: |
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| 0.931613 | 0.740751 | 0.468602 | 0.488465 |
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