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-#model-type: -##如 gpt、phi、llama、chatglm、baichuan 等 -#- gpt - -#domain: -##如 nlp、cv、audio、multi-modal -#- nlp - -#language: -##语言代码列表 https://help.aliyun.com/document_detail/215387.html?spm=a2c4g.11186623.0.0.9f8d7467kni6Aa -#- cn - -#metrics: -##如 CIDEr、Blue、ROUGE 等 -#- CIDEr - -#tags: -##各种自定义,包括 pretrained、fine-tuned、instruction-tuned、RL-tuned 等训练方法和其他 -#- pretrained - -#tools: -##如 vllm、fastchat、llamacpp、AdaSeq 等 -#- vllm +license: gemma +base_model: HuggingFaceH4/zephyr-7b-gemma-sft-v0.1 +tags: +- alignment-handbook +- generated_from_trainer +datasets: +- argilla/dpo-mix-7k +model-index: +- name: DiscoPOP-zephyr-7b-gemma + results: [] --- -### 当前模型的贡献者未提供更加详细的模型介绍。模型文件和权重,可浏览“模型文件”页面获取。 -#### 您可以通过如下git clone命令,或者ModelScope SDK来下载模型 -SDK下载 -```bash -#安装ModelScope -pip install modelscope +# DiscoPOP-zephyr-7b-gemma + +This model is a fine-tuned version of [HuggingFaceH4/zephyr-7b-gemma-sft-v0.1](https://huggingface.co/HuggingFaceH4/zephyr-7b-gemma-sft-v0.1) on the argilla/dpo-mix-7k dataset. + +This model is from the paper ["Discovering Preference Optimization Algorithms with and for Large Language Models"](https://arxiv.org/abs/2406.08414) + +Read the [blog post on it here!](https://sakana.ai/llm-squared) + +See the codebase to generate it here: [https://github.com/SakanaAI/DiscoPOP](https://github.com/SakanaAI/DiscoPOP) + +## Model description + +This model is identical in training to [HuggingFaceH4/zephyr-7b-gemma-v0.1](https://huggingface.co/HuggingFaceH4/zephyr-7b-gemma-v0.1), except instead of using Direct Preference Optimization (DPO), it uses DiscoPOP. + +DiscoPOP is our Discovered Preference Optimization algorithm, which is defined as follows: + ``` -```python -#SDK模型下载 -from modelscope import snapshot_download -model_dir = snapshot_download('SakanaAI/DiscoPOP-zephyr-7b-gemma') -``` -Git下载 -``` -#Git模型下载 -git clone https://www.modelscope.cn/SakanaAI/DiscoPOP-zephyr-7b-gemma.git +def log_ratio_modulated_loss( + self, + policy_chosen_logps: torch.FloatTensor, + policy_rejected_logps: torch.FloatTensor, + reference_chosen_logps: torch.FloatTensor, + reference_rejected_logps: torch.FloatTensor, +) -> torch.FloatTensor: + pi_logratios = policy_chosen_logps - policy_rejected_logps + ref_logratios = reference_chosen_logps - reference_rejected_logps + logits = pi_logratios - ref_logratios + # Modulate the mixing coefficient based on the log ratio magnitudes + log_ratio_modulation = torch.sigmoid(logits) + logistic_component = -F.logsigmoid(self.beta * logits) + exp_component = torch.exp(-self.beta * logits) + # Blend between logistic and exponential component based on log ratio modulation + losses = logistic_component * (1 - log_ratio_modulation) + exp_component * log_ratio_modulation + return losses ``` -
如果您是本模型的贡献者,我们邀请您根据模型贡献文档,及时完善模型卡片内容。
\ No newline at end of file + +### Training hyperparameters + +The following hyperparameters were used during training: +- learning_rate: 5e-07 +- train_batch_size: 2 +- eval_batch_size: 4 +- seed: 42 +- distributed_type: multi-GPU +- num_devices: 8 +- gradient_accumulation_steps: 8 +- total_train_batch_size: 128 +- total_eval_batch_size: 32 +- optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08 +- lr_scheduler_type: cosine +- lr_scheduler_warmup_ratio: 0.1 +- num_epochs: 2 + +### Framework versions + +- Transformers 4.40.1 +- Pytorch 2.1.2+cu121 +- Datasets 2.19.0 +- Tokenizers 0.19.1 diff --git a/all_results.json b/all_results.json new file mode 100644 index 0000000..18a6874 --- /dev/null +++ b/all_results.json @@ -0,0 +1,22 @@ +{ + "epoch": 1.971563981042654, + "eval_logits/chosen": 96.502197265625, + "eval_logits/rejected": 89.92664337158203, + "eval_logps/chosen": -430.8598937988281, + "eval_logps/rejected": -460.5821533203125, + "eval_loss": 0.5234470367431641, + 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