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## Supported Training Approaches
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| Approach | Full-parameter | Partial-parameter | LoRA | QLoRA |
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| ---------------------- | -------------- | ----------------- | ---- | ----- |
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| Pre-Training | ✅ | ✅ | ✅ | ✅ |
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| Supervised Fine-Tuning | ✅ | ✅ | ✅ | ✅ |
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| Reward Modeling | | | ✅ | ✅ |
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| PPO Training | | | ✅ | ✅ |
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| DPO Training | ✅ | | ✅ | ✅ |
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| ---------------------- | ------------------ | ------------------ | ------------------ | ------------------ |
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| Pre-Training | :white_check_mark: | :white_check_mark: | :white_check_mark: | :white_check_mark: |
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| Supervised Fine-Tuning | :white_check_mark: | :white_check_mark: | :white_check_mark: | :white_check_mark: |
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| Reward Modeling | | | :white_check_mark: | :white_check_mark: |
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| PPO Training | | | :white_check_mark: | :white_check_mark: |
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| DPO Training | :white_check_mark: | | :white_check_mark: | :white_check_mark: |
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- Use `--quantization_bit 4/8` argument to enable QLoRA.
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## 训练方法
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| 方法 | 全参数训练 | 部分参数训练 | LoRA | QLoRA |
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| ---------- | ---------- | ----------- | ---- | ----- |
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| 预训练 | ✅ | ✅ | ✅ | ✅ |
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| 指令监督微调 | ✅ | ✅ | ✅ | ✅ |
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| 奖励模型训练 | | | ✅ | ✅ |
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| PPO 训练 | | | ✅ | ✅ |
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| DPO 训练 | ✅ | | ✅ | ✅ |
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| ---------------------- | ------------------ | ------------------ | ------------------ | ------------------ |
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| 预训练 | :white_check_mark: | :white_check_mark: | :white_check_mark: | :white_check_mark: |
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| 指令监督微调 | :white_check_mark: | :white_check_mark: | :white_check_mark: | :white_check_mark: |
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| 奖励模型训练 | | | :white_check_mark: | :white_check_mark: |
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| PPO 训练 | | | :white_check_mark: | :white_check_mark: |
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| DPO 训练 | :white_check_mark: | | :white_check_mark: | :white_check_mark: |
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- 使用 `--quantization_bit 4/8` 参数来启用 QLoRA 训练。
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