add GaLore results

Former-commit-id: 818726e9bcdedfbd330ea7a60e02ee5b03aed459
This commit is contained in:
hiyouga 2024-03-09 04:11:55 +08:00
parent 5c00783697
commit 17e50bcbb1
2 changed files with 8 additions and 0 deletions

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@ -276,12 +276,16 @@ huggingface-cli login
| ------ | ---- | ----- | ----- | ----- | ------ | ------ |
| Full | AMP | 120GB | 240GB | 600GB | 1200GB | 900GB |
| Full | 16 | 60GB | 120GB | 300GB | 600GB | 400GB |
| GaLore | 16 | 28GB | 60GB | 150GB | 300GB | 200GB |
| Freeze | 16 | 20GB | 40GB | 80GB | 200GB | 160GB |
| LoRA | 16 | 16GB | 32GB | 64GB | 160GB | 120GB |
| QLoRA | 8 | 10GB | 20GB | 40GB | 80GB | 60GB |
| QLoRA | 4 | 6GB | 12GB | 24GB | 48GB | 30GB |
| QLoRA | 2 | 4GB | 8GB | 16GB | 24GB | 18GB |
> [!NOTE]
> We report the GaLore results without per-layer weight updates.
## Getting Started
### Data Preparation (optional)

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@ -276,12 +276,16 @@ huggingface-cli login
| ------- | ---- | ----- | ----- | ----- | ------ | ------ |
| 全参数 | AMP | 120GB | 240GB | 600GB | 1200GB | 900GB |
| 全参数 | 16 | 60GB | 120GB | 300GB | 600GB | 400GB |
| GaLore | 16 | 28GB | 60GB | 150GB | 300GB | 200GB |
| 部分参数 | 16 | 20GB | 40GB | 80GB | 200GB | 160GB |
| LoRA | 16 | 16GB | 32GB | 64GB | 160GB | 120GB |
| QLoRA | 8 | 10GB | 20GB | 40GB | 80GB | 60GB |
| QLoRA | 4 | 6GB | 12GB | 24GB | 48GB | 30GB |
| QLoRA | 2 | 4GB | 8GB | 16GB | 24GB | 18GB |
> [!NOTE]
> 上述 GaLore 的结果中不包含逐层权重更新。
## 如何使用
### 数据准备(可跳过)