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‎docs/source/Instruction/命令行参数.md‎

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- 🔥output_dir: 默认为`output/<model_name>`
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- 🔥gradient_checkpointing: 是否使用gradient_checkpointing，默认为True
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- 🔥deepspeed: 默认为None. 可以设置为'zero2', 'zero3', 'zero2_offload', 'zero3_offload'来使用ms-swift内置的deepspeed配置文件
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- 🔥deepspeed: 默认为None. 可以设置为'zero0', 'zero1', 'zero2', 'zero3', 'zero2_offload', 'zero3_offload'来使用ms-swift内置的deepspeed配置文件
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- 🔥per_device_train_batch_size: 默认值1
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- 🔥per_device_eval_batch_size: 默认值1
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- weight_decay: weight衰减系数，默认值0.1

‎docs/source/Instruction/支持的模型和数据集.md‎

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|[damo/nlp_polylm_13b_text_generation](https://modelscope.cn/models/damo/nlp_polylm_13b_text_generation)|polylm|default|-|-|[DAMO-NLP-MT/polylm-13b](https://huggingface.co/DAMO-NLP-MT/polylm-13b)|
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|[AI-ModelScope/aya-expanse-8b](https://modelscope.cn/models/AI-ModelScope/aya-expanse-8b)|aya|aya|transformers>=4.44.0|-|[CohereForAI/aya-expanse-8b](https://huggingface.co/CohereForAI/aya-expanse-8b)|
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|[AI-ModelScope/aya-expanse-32b](https://modelscope.cn/models/AI-ModelScope/aya-expanse-32b)|aya|aya|transformers>=4.44.0|-|[CohereForAI/aya-expanse-32b](https://huggingface.co/CohereForAI/aya-expanse-32b)|
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|[answerdotai/ModernBERT-base](https://modelscope.cn/models/answerdotai/ModernBERT-base)|modern_bert|dummy|-|-|[answerdotai/ModernBERT-base](https://huggingface.co/answerdotai/ModernBERT-base)|
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|[answerdotai/ModernBERT-large](https://modelscope.cn/models/answerdotai/ModernBERT-large)|modern_bert|dummy|-|-|[answerdotai/ModernBERT-large](https://huggingface.co/answerdotai/ModernBERT-large)|
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|[iic/nlp_structbert_backbone_base_std](https://modelscope.cn/models/iic/nlp_structbert_backbone_base_std)|bert|dummy|-|-|-|
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|[answerdotai/ModernBERT-base](https://modelscope.cn/models/answerdotai/ModernBERT-base)|modern_bert|dummy|transformers>=4.48|bert|[answerdotai/ModernBERT-base](https://huggingface.co/answerdotai/ModernBERT-base)|
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|[answerdotai/ModernBERT-large](https://modelscope.cn/models/answerdotai/ModernBERT-large)|modern_bert|dummy|transformers>=4.48|bert|[answerdotai/ModernBERT-large](https://huggingface.co/answerdotai/ModernBERT-large)|
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|[iic/nlp_structbert_backbone_base_std](https://modelscope.cn/models/iic/nlp_structbert_backbone_base_std)|bert|dummy|-|bert|-|
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### 多模态大模型
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|[Qwen/Qwen-VL-Chat-Int4](https://modelscope.cn/models/Qwen/Qwen-VL-Chat-Int4)|qwen_vl|qwen_vl|-|vision|[Qwen/Qwen-VL-Chat-Int4](https://huggingface.co/Qwen/Qwen-VL-Chat-Int4)|
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|[Qwen/Qwen-Audio-Chat](https://modelscope.cn/models/Qwen/Qwen-Audio-Chat)|qwen_audio|qwen_audio|-|audio|[Qwen/Qwen-Audio-Chat](https://huggingface.co/Qwen/Qwen-Audio-Chat)|
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|[Qwen/Qwen-Audio](https://modelscope.cn/models/Qwen/Qwen-Audio)|qwen_audio|qwen_audio|-|audio|[Qwen/Qwen-Audio](https://huggingface.co/Qwen/Qwen-Audio)|
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|[Qwen/Qwen2-VL-2B-Instruct](https://modelscope.cn/models/Qwen/Qwen2-VL-2B-Instruct)|qwen2_vl|qwen2_vl|transformers>=4.45, qwen_vl_utils, pyav, decord|vision, video|[Qwen/Qwen2-VL-2B-Instruct](https://huggingface.co/Qwen/Qwen2-VL-2B-Instruct)|
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|[Qwen/Qwen2-VL-7B-Instruct](https://modelscope.cn/models/Qwen/Qwen2-VL-7B-Instruct)|qwen2_vl|qwen2_vl|transformers>=4.45, qwen_vl_utils, pyav, decord|vision, video|[Qwen/Qwen2-VL-7B-Instruct](https://huggingface.co/Qwen/Qwen2-VL-7B-Instruct)|
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|[Qwen/Qwen2-VL-72B-Instruct](https://modelscope.cn/models/Qwen/Qwen2-VL-72B-Instruct)|qwen2_vl|qwen2_vl|transformers>=4.45, qwen_vl_utils, pyav, decord|vision, video|[Qwen/Qwen2-VL-72B-Instruct](https://huggingface.co/Qwen/Qwen2-VL-72B-Instruct)|
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|[Qwen/Qwen2-VL-2B](https://modelscope.cn/models/Qwen/Qwen2-VL-2B)|qwen2_vl|qwen2_vl|transformers>=4.45, qwen_vl_utils, pyav, decord|vision, video|[Qwen/Qwen2-VL-2B](https://huggingface.co/Qwen/Qwen2-VL-2B)|
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|[Qwen/Qwen2-VL-7B](https://modelscope.cn/models/Qwen/Qwen2-VL-7B)|qwen2_vl|qwen2_vl|transformers>=4.45, qwen_vl_utils, pyav, decord|vision, video|[Qwen/Qwen2-VL-7B](https://huggingface.co/Qwen/Qwen2-VL-7B)|
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|[Qwen/Qwen2-VL-72B](https://modelscope.cn/models/Qwen/Qwen2-VL-72B)|qwen2_vl|qwen2_vl|transformers>=4.45, qwen_vl_utils, pyav, decord|vision, video|[Qwen/Qwen2-VL-72B](https://huggingface.co/Qwen/Qwen2-VL-72B)|
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|[Qwen/Qwen2-VL-2B-Instruct-GPTQ-Int4](https://modelscope.cn/models/Qwen/Qwen2-VL-2B-Instruct-GPTQ-Int4)|qwen2_vl|qwen2_vl|transformers>=4.45, qwen_vl_utils, pyav, decord|vision, video|[Qwen/Qwen2-VL-2B-Instruct-GPTQ-Int4](https://huggingface.co/Qwen/Qwen2-VL-2B-Instruct-GPTQ-Int4)|
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|[Qwen/Qwen2-VL-7B-Instruct-GPTQ-Int4](https://modelscope.cn/models/Qwen/Qwen2-VL-7B-Instruct-GPTQ-Int4)|qwen2_vl|qwen2_vl|transformers>=4.45, qwen_vl_utils, pyav, decord|vision, video|[Qwen/Qwen2-VL-7B-Instruct-GPTQ-Int4](https://huggingface.co/Qwen/Qwen2-VL-7B-Instruct-GPTQ-Int4)|
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|[Qwen/Qwen2-VL-72B-Instruct-GPTQ-Int4](https://modelscope.cn/models/Qwen/Qwen2-VL-72B-Instruct-GPTQ-Int4)|qwen2_vl|qwen2_vl|transformers>=4.45, qwen_vl_utils, pyav, decord|vision, video|[Qwen/Qwen2-VL-72B-Instruct-GPTQ-Int4](https://huggingface.co/Qwen/Qwen2-VL-72B-Instruct-GPTQ-Int4)|
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|[Qwen/Qwen2-VL-2B-Instruct-GPTQ-Int8](https://modelscope.cn/models/Qwen/Qwen2-VL-2B-Instruct-GPTQ-Int8)|qwen2_vl|qwen2_vl|transformers>=4.45, qwen_vl_utils, pyav, decord|vision, video|[Qwen/Qwen2-VL-2B-Instruct-GPTQ-Int8](https://huggingface.co/Qwen/Qwen2-VL-2B-Instruct-GPTQ-Int8)|
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|[Qwen/Qwen2-VL-7B-Instruct-GPTQ-Int8](https://modelscope.cn/models/Qwen/Qwen2-VL-7B-Instruct-GPTQ-Int8)|qwen2_vl|qwen2_vl|transformers>=4.45, qwen_vl_utils, pyav, decord|vision, video|[Qwen/Qwen2-VL-7B-Instruct-GPTQ-Int8](https://huggingface.co/Qwen/Qwen2-VL-7B-Instruct-GPTQ-Int8)|
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|[Qwen/Qwen2-VL-72B-Instruct-GPTQ-Int8](https://modelscope.cn/models/Qwen/Qwen2-VL-72B-Instruct-GPTQ-Int8)|qwen2_vl|qwen2_vl|transformers>=4.45, qwen_vl_utils, pyav, decord|vision, video|[Qwen/Qwen2-VL-72B-Instruct-GPTQ-Int8](https://huggingface.co/Qwen/Qwen2-VL-72B-Instruct-GPTQ-Int8)|
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|[Qwen/Qwen2-VL-2B-Instruct-AWQ](https://modelscope.cn/models/Qwen/Qwen2-VL-2B-Instruct-AWQ)|qwen2_vl|qwen2_vl|transformers>=4.45, qwen_vl_utils, pyav, decord|vision, video|[Qwen/Qwen2-VL-2B-Instruct-AWQ](https://huggingface.co/Qwen/Qwen2-VL-2B-Instruct-AWQ)|
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|[Qwen/Qwen2-VL-7B-Instruct-AWQ](https://modelscope.cn/models/Qwen/Qwen2-VL-7B-Instruct-AWQ)|qwen2_vl|qwen2_vl|transformers>=4.45, qwen_vl_utils, pyav, decord|vision, video|[Qwen/Qwen2-VL-7B-Instruct-AWQ](https://huggingface.co/Qwen/Qwen2-VL-7B-Instruct-AWQ)|
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|[Qwen/Qwen2-VL-72B-Instruct-AWQ](https://modelscope.cn/models/Qwen/Qwen2-VL-72B-Instruct-AWQ)|qwen2_vl|qwen2_vl|transformers>=4.45, qwen_vl_utils, pyav, decord|vision, video|[Qwen/Qwen2-VL-72B-Instruct-AWQ](https://huggingface.co/Qwen/Qwen2-VL-72B-Instruct-AWQ)|
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|[Qwen/Qwen2-VL-2B-Instruct](https://modelscope.cn/models/Qwen/Qwen2-VL-2B-Instruct)|qwen2_vl|qwen2_vl|transformers>=4.45, qwen_vl_utils>=0.0.6, pyav, decord|vision, video|[Qwen/Qwen2-VL-2B-Instruct](https://huggingface.co/Qwen/Qwen2-VL-2B-Instruct)|
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|[Qwen/Qwen2-VL-7B-Instruct](https://modelscope.cn/models/Qwen/Qwen2-VL-7B-Instruct)|qwen2_vl|qwen2_vl|transformers>=4.45, qwen_vl_utils>=0.0.6, pyav, decord|vision, video|[Qwen/Qwen2-VL-7B-Instruct](https://huggingface.co/Qwen/Qwen2-VL-7B-Instruct)|
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|[Qwen/Qwen2-VL-72B-Instruct](https://modelscope.cn/models/Qwen/Qwen2-VL-72B-Instruct)|qwen2_vl|qwen2_vl|transformers>=4.45, qwen_vl_utils>=0.0.6, pyav, decord|vision, video|[Qwen/Qwen2-VL-72B-Instruct](https://huggingface.co/Qwen/Qwen2-VL-72B-Instruct)|
475+
|[Qwen/Qwen2-VL-2B](https://modelscope.cn/models/Qwen/Qwen2-VL-2B)|qwen2_vl|qwen2_vl|transformers>=4.45, qwen_vl_utils>=0.0.6, pyav, decord|vision, video|[Qwen/Qwen2-VL-2B](https://huggingface.co/Qwen/Qwen2-VL-2B)|
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|[Qwen/Qwen2-VL-7B](https://modelscope.cn/models/Qwen/Qwen2-VL-7B)|qwen2_vl|qwen2_vl|transformers>=4.45, qwen_vl_utils>=0.0.6, pyav, decord|vision, video|[Qwen/Qwen2-VL-7B](https://huggingface.co/Qwen/Qwen2-VL-7B)|
477+
|[Qwen/Qwen2-VL-72B](https://modelscope.cn/models/Qwen/Qwen2-VL-72B)|qwen2_vl|qwen2_vl|transformers>=4.45, qwen_vl_utils>=0.0.6, pyav, decord|vision, video|[Qwen/Qwen2-VL-72B](https://huggingface.co/Qwen/Qwen2-VL-72B)|
478+
|[Qwen/Qwen2-VL-2B-Instruct-GPTQ-Int4](https://modelscope.cn/models/Qwen/Qwen2-VL-2B-Instruct-GPTQ-Int4)|qwen2_vl|qwen2_vl|transformers>=4.45, qwen_vl_utils>=0.0.6, pyav, decord|vision, video|[Qwen/Qwen2-VL-2B-Instruct-GPTQ-Int4](https://huggingface.co/Qwen/Qwen2-VL-2B-Instruct-GPTQ-Int4)|
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|[Qwen/Qwen2-VL-7B-Instruct-GPTQ-Int4](https://modelscope.cn/models/Qwen/Qwen2-VL-7B-Instruct-GPTQ-Int4)|qwen2_vl|qwen2_vl|transformers>=4.45, qwen_vl_utils>=0.0.6, pyav, decord|vision, video|[Qwen/Qwen2-VL-7B-Instruct-GPTQ-Int4](https://huggingface.co/Qwen/Qwen2-VL-7B-Instruct-GPTQ-Int4)|
480+
|[Qwen/Qwen2-VL-72B-Instruct-GPTQ-Int4](https://modelscope.cn/models/Qwen/Qwen2-VL-72B-Instruct-GPTQ-Int4)|qwen2_vl|qwen2_vl|transformers>=4.45, qwen_vl_utils>=0.0.6, pyav, decord|vision, video|[Qwen/Qwen2-VL-72B-Instruct-GPTQ-Int4](https://huggingface.co/Qwen/Qwen2-VL-72B-Instruct-GPTQ-Int4)|
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|[Qwen/Qwen2-VL-2B-Instruct-GPTQ-Int8](https://modelscope.cn/models/Qwen/Qwen2-VL-2B-Instruct-GPTQ-Int8)|qwen2_vl|qwen2_vl|transformers>=4.45, qwen_vl_utils>=0.0.6, pyav, decord|vision, video|[Qwen/Qwen2-VL-2B-Instruct-GPTQ-Int8](https://huggingface.co/Qwen/Qwen2-VL-2B-Instruct-GPTQ-Int8)|
482+
|[Qwen/Qwen2-VL-7B-Instruct-GPTQ-Int8](https://modelscope.cn/models/Qwen/Qwen2-VL-7B-Instruct-GPTQ-Int8)|qwen2_vl|qwen2_vl|transformers>=4.45, qwen_vl_utils>=0.0.6, pyav, decord|vision, video|[Qwen/Qwen2-VL-7B-Instruct-GPTQ-Int8](https://huggingface.co/Qwen/Qwen2-VL-7B-Instruct-GPTQ-Int8)|
483+
|[Qwen/Qwen2-VL-72B-Instruct-GPTQ-Int8](https://modelscope.cn/models/Qwen/Qwen2-VL-72B-Instruct-GPTQ-Int8)|qwen2_vl|qwen2_vl|transformers>=4.45, qwen_vl_utils>=0.0.6, pyav, decord|vision, video|[Qwen/Qwen2-VL-72B-Instruct-GPTQ-Int8](https://huggingface.co/Qwen/Qwen2-VL-72B-Instruct-GPTQ-Int8)|
484+
|[Qwen/Qwen2-VL-2B-Instruct-AWQ](https://modelscope.cn/models/Qwen/Qwen2-VL-2B-Instruct-AWQ)|qwen2_vl|qwen2_vl|transformers>=4.45, qwen_vl_utils>=0.0.6, pyav, decord|vision, video|[Qwen/Qwen2-VL-2B-Instruct-AWQ](https://huggingface.co/Qwen/Qwen2-VL-2B-Instruct-AWQ)|
485+
|[Qwen/Qwen2-VL-7B-Instruct-AWQ](https://modelscope.cn/models/Qwen/Qwen2-VL-7B-Instruct-AWQ)|qwen2_vl|qwen2_vl|transformers>=4.45, qwen_vl_utils>=0.0.6, pyav, decord|vision, video|[Qwen/Qwen2-VL-7B-Instruct-AWQ](https://huggingface.co/Qwen/Qwen2-VL-7B-Instruct-AWQ)|
486+
|[Qwen/Qwen2-VL-72B-Instruct-AWQ](https://modelscope.cn/models/Qwen/Qwen2-VL-72B-Instruct-AWQ)|qwen2_vl|qwen2_vl|transformers>=4.45, qwen_vl_utils>=0.0.6, pyav, decord|vision, video|[Qwen/Qwen2-VL-72B-Instruct-AWQ](https://huggingface.co/Qwen/Qwen2-VL-72B-Instruct-AWQ)|
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|[Qwen/Qwen2-Audio-7B-Instruct](https://modelscope.cn/models/Qwen/Qwen2-Audio-7B-Instruct)|qwen2_audio|qwen2_audio|transformers>=4.45, librosa|audio|[Qwen/Qwen2-Audio-7B-Instruct](https://huggingface.co/Qwen/Qwen2-Audio-7B-Instruct)|
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|[Qwen/Qwen2-Audio-7B](https://modelscope.cn/models/Qwen/Qwen2-Audio-7B)|qwen2_audio|qwen2_audio|transformers>=4.45, librosa|audio|[Qwen/Qwen2-Audio-7B](https://huggingface.co/Qwen/Qwen2-Audio-7B)|
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|[Qwen/QVQ-72B-Preview](https://modelscope.cn/models/Qwen/QVQ-72B-Preview)|qvq|qvq|transformers>=4.45, qwen_vl_utils, pyav, decord|vision, video|[Qwen/QVQ-72B-Preview](https://huggingface.co/Qwen/QVQ-72B-Preview)|
489+
|[Qwen/QVQ-72B-Preview](https://modelscope.cn/models/Qwen/QVQ-72B-Preview)|qvq|qvq|transformers>=4.45, qwen_vl_utils>=0.0.6, pyav, decord|vision, video|[Qwen/QVQ-72B-Preview](https://huggingface.co/Qwen/QVQ-72B-Preview)|
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|[AIDC-AI/Ovis1.6-Gemma2-9B](https://modelscope.cn/models/AIDC-AI/Ovis1.6-Gemma2-9B)|ovis1_6|ovis1_6|transformers>=4.42|vision|[AIDC-AI/Ovis1.6-Gemma2-9B](https://huggingface.co/AIDC-AI/Ovis1.6-Gemma2-9B)|
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|[ZhipuAI/glm-4v-9b](https://modelscope.cn/models/ZhipuAI/glm-4v-9b)|glm4v|glm4v|transformers>=4.42|-|[THUDM/glm-4v-9b](https://huggingface.co/THUDM/glm-4v-9b)|
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|[ZhipuAI/glm-edge-v-2b](https://modelscope.cn/models/ZhipuAI/glm-edge-v-2b)|glm_edge_v|glm_edge_v|transformers>=4.46|vision|[THUDM/glm-edge-v-2b](https://huggingface.co/THUDM/glm-edge-v-2b)|

‎docs/source_en/Instruction/Command-line-parameters.md‎

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- 🔥output_dir: Default is `output/<model_name>`.
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- 🔥gradient_checkpointing: Whether to use gradient checkpointing, default is True.
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- 🔥deepspeed: Default is None. Can be set to 'zero2', 'zero3', 'zero2_offload', 'zero3_offload' to use the built-in deepspeed configuration files from ms-swift.
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- 🔥deepspeed: Default is None. Can be set to 'zero0', 'zero1', 'zero2', 'zero3', 'zero2_offload', 'zero3_offload' to use the built-in deepspeed configuration files from ms-swift.
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- 🔥per_device_train_batch_size: Default is 1.
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- 🔥per_device_eval_batch_size: Default is 1.
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- weight_decay: Weight decay coefficient, default value is 0.1.

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