readme

README.md

@@ -3,3 +3,133 @@ license: other
 license_name: stabilityai-ai-community
 license_link: LICENSE
 ---
+
+# TensorArt-TurboX-SD3.5Large
+<div align="center">
+<img src="ckpt_ad.webp" alt="ComfyUI_temp_psqad_00205_" width="400"/>
+</div> 
+
+## Model Description
+
+**TensorArt-TurboX-SD3.5Large** is a highly optimized variant of **Stable Diffusion 3.5 Large**, achieving **6x faster generation speed** with minimal quality loss. It surpasses the official **Stable Diffusion 3.5 Large Turbo** in **image detail, diversity, richness, and realism**.
+
+The model is available in both **LoRA** and **checkpoint (ckpt)** formats, ensuring **compatibility with most community models**. This allows seamless integration into various workflows, accelerating **open-source AI development**.
+
+## Key Features
+
+- 🚀 **6x Speed Boost**: Generates images significantly **faster** than the original SD3.5 Large.
+- 🎨 **Superior Quality**: Outperforms **stabilityai/stable-diffusion-3.5-large-turbo** in **detail, diversity, and realism**.
+- 🔄 **Versatile Compatibility**: Works with both **realistic** and **anime-style** models.
+- ⚡ **Optimized for Efficiency**: Suitable for both **high-end and mid-range GPUs**.
+
+## Recommended Settings
+
+For optimal results, we recommend using:
+
+- **Sampler**: `Euler`
+- **Scheduler**: `Simple`
+- **Sampling Steps**: `8`
+- **CFG Scale**: `1.0 - 1.5` _(Note: CFG ≠ 1 will double generation time)_
+- **Shift**: `5` _(Improves hand detail)_
+- **LoRA Strength**: `1.0` _(if using LoRA version)_
+
+## Example Output
+   Using ckpt： 
+
+   ```python
+    import torch
+    from diffusers import StableDiffusion3Pipeline
+
+    repo = "tensorart/stable-diffusion-3.5-large-TurboX"
+
+
+    pipe = StableDiffusion3Pipeline.from_pretrained(repo, torch_dtype=torch.float16)
+                                                    
+    pipe = pipe.to("cuda")
+
+
+    generator = torch.Generator(device="cuda").manual_seed(1)
+
+    image = pipe(
+    "A beautiful bald girl with silver and white futuristic metal face jewelry, her full body made of intricately carved liquid glass in the style of Tadashi, the complexity master of cyberpunk, in the style of James Jean and Peter Mohrbacher. This concept design is trending on Artstation, with sharp focus, studio-quality photography, and highly detailed, intricate details.",
+    num_inference_steps=8,
+    guidance_scale=1.5,
+    height=1024,
+    width=768,
+    generator=generator
+    ).images[0]
+
+    image.save("./test2-3.webp")
+
+   ```
+
+   Using lora：
+
+   ```python
+   import torch
+   from diffusers import StableDiffusion3Pipeline, FlowMatchEulerDiscreteScheduler
+   import numpy as np
+   from safetensors.torch import load_file
+   from huggingface_hub import hf_hub_download
+
+   repo = "tensorart/stable-diffusion-3.5-large-TurboX"
+   ckpt = "Tensorart_TurboX_sd3.5L_8steps.safetensors"
+
+   pipe = StableDiffusion3Pipeline.from_pretrained("stabilityai/stable-diffusion-3.5-large", torch_dtype=torch.float16,)
+                                                   
+   pipe = pipe.to("cuda")
+   pipe.load_lora_weights(hf_hub_download(repo, ckpt))
+   pipe.fuse_lora()
+   
+   pipe.scheduler = FlowMatchEulerDiscreteScheduler.from_pretrained(repo, subfolder="scheduler", shift=5)
+
+   generator = torch.Generator(device="cuda").manual_seed(1)
+   image = pipe(
+      "A beautiful bald girl with silver and white futuristic metal face jewelry, her full body made of intricately carved liquid glass in the style of Tadashi, the complexity master of cyberpunk, in the style of James Jean and Peter Mohrbacher. This concept design is trending on Artstation, with sharp focus, studio-quality photography, and highly detailed, intricate details.",
+      num_inference_steps=8,
+      guidance_scale=1.5,
+      height=1024,
+      width=768,
+      generator=generator
+   ).images[0]
+   image.save("./test1.webp")
+   ```
+
+
+## Example Comparisons
+
+### TensorArt-TurboX-SD3.5Large vs. Official Models
+
+Here are some sample outputs comparing **TensorArt-TurboX-SD3.5Large** (8 steps, CFG=1, Simple scheduler) with **official models**:
+
+| 描述 | Tensorart turboX cfg=1 8steps | Official turbo cfg=1.5 4steps |
+| --- | --- | --- |
+| | **scheduler=simple** | **scheduler=normal** |
+| a high school girl is standing in the ground,full body, wearing a sport clothes, holding a tennis | ![网球运动员图片1](./contrast_imgs/1-1.jpg) | ![网球运动员图片2](./contrast_imgs/1-2.jpg)  |
+| Cinematic close-up on Fan Bingbing's regal features as she embodies ancient Egyptian queen Cleopatra. Golden light bathes her porcelain skin, highlighting the delicate contours of her face and the piercing gaze that commands attention. Rich fabrics drape elegantly across her statuesque form, with a subtle emphasis on the ornate jewelry and intricately designed headdress that crowns her majestic presence | ![埃及装扮图片1](./contrast_imgs/2-1.jpg)  | ![埃及装扮图片2](./contrast_imgs/2-2.jpg)  |
+| A blonde woman in a short dress stands on a balcony, teasing smile and biting her lip. Twilight casts a warm glow, (anime-style:1.2). Behind her, a jungle teems with life, tropical storm clouds gathering, lightning flickering in the distance. | ![阳台场景图片1](./contrast_imgs/3-1.jpg)  | ![阳台场景图片2](./contrast_imgs/3-2.jpg)  |
+
+## Community Model Integration
+
+**TensorArt-TurboX-SD3.5Large** seamlessly integrates with various **community models**:
+
+- ✅ **Photorealistic Models**: Enhances realism while maintaining the original style.
+- ✅ **Anime-Style Models**: Preserves artistic style while boosting generation speed.
+- ✅ **LoRA Models**: Works with **style, character, and concept LoRAs**.
+
+## Limitations
+
+While highly optimized, this model may **not** be suitable for:
+
+1. **Rendering precise English text** in images.
+2. **Generating anatomically perfect hands**.
+3. **Experiments with non-recommended samplers or schedulers** _(Best performance with Euler + Simple scheduler)_.
+
+## Model Links
+
+- **TensorArt (LoRA Version)**: [TensorArt-TurboX-SD3.5Large-8steps](https://tensor.art/models/834787530596537105/TensorArt-TurboX-SD3.5Large-8steps)
+
+
+## Contact
+* Website: https://tensor.art  https://tusiart.com
+* Developed by: TensorArt