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Release all 512 & 1024 models;
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Signed-off-by: lawrence-cj <[email protected]>
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lawrence-cj committed Nov 30, 2024
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Expand Up @@ -36,9 +36,9 @@ As a result, Sana-0.6B is very competitive with modern giant diffusion model (e.

## 🔥🔥 News

- (🔥 New) \[2024/11/30\] All multi-linguistic (Emoji & Chinese & English) SFT models are released: [1.6B-512px](https://huggingface.co/Efficient-Large-Model/Sana_1600M_512px_MultiLing), [1.6B-1024px](https://huggingface.co/Efficient-Large-Model/Sana_1600M_1024px_MultiLing), [600M-512px](https://huggingface.co/Efficient-Large-Model/Sana_600M_512px), [600M-1024px](https://huggingface.co/Efficient-Large-Model/Sana_600M_1024px). The metric performance is shown [here](#performance)
- (🔥 New) \[2024/11/27\] Sana Replicate API is launching at [Sana-API](https://replicate.com/chenxwh/sana).
- (🔥 New) \[2024/11/27\] Sana code-base license changed to Apache 2.0.
- (🔥 New) \[2024/11/26\] 1.6B [Sana multi-linguistic models](https://huggingface.co/Efficient-Large-Model/Sana_1600M_512px_MultiLing) are released. Multi-language(Emoji & Chinese & English) are supported.
- (🔥 New) \[2024/11\] 1.6B [Sana models](https://huggingface.co/collections/Efficient-Large-Model/sana-673efba2a57ed99843f11f9e) are released.
- (🔥 New) \[2024/11\] Training & Inference & Metrics code are released.
- (🔥 New) \[2024/11\] Working on [`diffusers`](https://github.com/huggingface/diffusers/pull/9982).
Expand All @@ -48,11 +48,13 @@ As a result, Sana-0.6B is very competitive with modern giant diffusion model (e.

## Performance

| Methods (1024x1024) | Throughput (samples/s) | Latency (s) | Params (B) | Speedup | FID 👆 | CLIP 👆 | GenEval 👆 | DPG 👆 |
|------------------------------|------------------------|-------------|------------|-----------|-------------|--------------|-------------|-------------|
| FLUX-dev | 0.04 | 23.0 | 12.0 | 1.0× | 10.15 | 27.47 | _0.67_ | _84.0_ |
| **Sana-0.6B** | 1.7 | 0.9 | 0.6 | **39.5×** | <u>5.81</u> | 28.36 | 0.64 | 83.6 |
| **Sana-1.6B** | 1.0 | 1.2 | 1.6 | **23.3×** | **5.76** | <u>28.67</u> | <u>0.66</u> | **84.8** |
| Methods (1024x1024) | Throughput (samples/s) | Latency (s) | Params (B) | Speedup | FID 👇 | CLIP 👆 | GenEval 👆 | DPG 👆 |
|-----------------------------------------------------------------------------------------------------|------------------------|-------------|------------|---------|-------------|--------------|-------------|-------------|
| FLUX-dev | 0.04 | 23.0 | 12.0 | 1.0× | 10.15 | 27.47 | _0.67_ | 84.0 |
| **Sana-0.6B** | 1.7 | 0.9 | 0.6 | 39.5× | _5.81_ | 28.36 | 0.64 | 83.6 |
| **[Sana-0.6B-MultiLing](https://huggingface.co/Efficient-Large-Model/Sana_600M_1024px)** | 1.7 | 0.9 | 0.6 | 39.5× | **5.61** | <u>28.80</u> | <u>0.68</u> | _84.2_ |
| **Sana-1.6B** | 1.0 | 1.2 | 1.6 | 23.3× | <u>5.76</u> | _28.67_ | 0.66 | **84.8** |
| **[Sana-1.6B-MultiLing](https://huggingface.co/Efficient-Large-Model/Sana_1600M_1024px_MultiLing)** | 1.0 | 1.2 | 1.6 | 23.3× | 5.92 | **28.94** | **0.69** | <u>84.5</u> |

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