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hiyouga 2023-08-17 11:00:22 +08:00
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README.md
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@ -64,13 +64,13 @@
## Supported Training Approaches
| Approach | Full-parameter | Partial-parameter | LoRA | QLoRA |
| ---------------------- | -------------- | ----------------- | ---- | ----- |
| Pre-Training | ✅ | ✅ | ✅ | ✅ |
| Supervised Fine-Tuning | ✅ | ✅ | ✅ | ✅ |
| Reward Modeling | | | ✅ | ✅ |
| PPO Training | | | ✅ | ✅ |
| DPO Training | ✅ | | ✅ | ✅ |
| Approach | Full-parameter | Partial-parameter | LoRA | QLoRA |
| ---------------------- | ------------------ | ------------------ | ------------------ | ------------------ |
| Pre-Training | :white_check_mark: | :white_check_mark: | :white_check_mark: | :white_check_mark: |
| Supervised Fine-Tuning | :white_check_mark: | :white_check_mark: | :white_check_mark: | :white_check_mark: |
| Reward Modeling | | | :white_check_mark: | :white_check_mark: |
| PPO Training | | | :white_check_mark: | :white_check_mark: |
| DPO Training | :white_check_mark: | | :white_check_mark: | :white_check_mark: |
- Use `--quantization_bit 4/8` argument to enable QLoRA.

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README_zh.md
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## 训练方法
| 方法 | 全参数训练 | 部分参数训练 | LoRA | QLoRA |
| ---------- | ---------- | ----------- | ---- | ----- |
| 预训练 | ✅ | ✅ | ✅ | ✅ |
| 指令监督微调 | ✅ | ✅ | ✅ | ✅ |
| 奖励模型训练 | | | ✅ | ✅ |
| PPO 训练 | | | ✅ | ✅ |
| DPO 训练 | ✅ | | ✅ | ✅ |
| 方法 | 全参数训练 | 部分参数训练 | LoRA | QLoRA |
| ---------------------- | ------------------ | ------------------ | ------------------ | ------------------ |
| 预训练 | :white_check_mark: | :white_check_mark: | :white_check_mark: | :white_check_mark: |
| 指令监督微调 | :white_check_mark: | :white_check_mark: | :white_check_mark: | :white_check_mark: |
| 奖励模型训练 | | | :white_check_mark: | :white_check_mark: |
| PPO 训练 | | | :white_check_mark: | :white_check_mark: |
| DPO 训练 | :white_check_mark: | | :white_check_mark: | :white_check_mark: |
- 使用 `--quantization_bit 4/8` 参数来启用 QLoRA 训练。