readme

README.md

@@ -1,18 +1,100 @@
+# Stable Diffusion 3.5 Medium Turbo  (SD3.5M Turbo)
+
+---
+
+> **"All that has passed is but a prologue; what you hold in your heart will one day echo back."**
+
+
+
+---
+
+## Project Overview
+
+Stable Diffusion 3.5 Medium Turbo (SD3.5M Turbo) is a high-performance text-to-image model distilled from StabilityAI's stable-diffusion-3.5-medium. This model emphasizes stability and efficiency, making it suitable for a wide range of art styles and creative expression scenarios.
+
+![ComfyUI_temp_psqad_00205_](https://github.com/user-attachments/assets/5d3313d6-6087-46f1-8add-5f322097c5be)
 ---
-license: creativeml-openrail-m
-base_model:
-- stabilityai/stable-diffusion-3.5-medium
-pipeline_tag: text-to-image
-tags:
-- turbo
-- sd3.5m
-- StableDiffusion3Pipeline
-- stable-diffusion
-language:
-- en
+
+
+
+## Model Features
+
+- 🚀 **Turbo Performance**: Faster generation speeds, ideal for multitasking and high-demand scenarios.
+- 🎨 **Versatile Styles**: Supports a wide range of styles, from photorealistic to abstract art.
+- 🖼️ **High-Resolution Outputs**: Produces images with exceptional clarity and intricate details.
+- ⚙️ **Easy to Extend**: Integrated with `LoRA` technology, making it easier for users to customize and experiment.
 ---
-"All that has passed is but a prologue; what you hold in your heart will one day echo back."
 
-2024/12/16 update the ckpt of sd3.5m
+## How to Use
+
+1. **Download the Model**  
+   Download the latest versions of the model’s `ckpt` and `LoRA` files from the following links:
+   - [SD3.5M Checkpoint (Updated on 2024/12/16)](link_placeholder)
+   - [SD3.5M LoRA (Updated on 2024/12/15)](link_placeholder)
+
+2. **Environment Setup**  
+   Ensure that your environment meets the following requirements:
+   - Python 3.8+
+   - PyTorch 2.0+
+   - Required libraries such as `diffusers` and `transformers`
+
+3. **Model Loading**  
+   Load and use the model following the detailed instructions provided in the repository.
+
+---
+
+## Example Output
+
+
+   ```python
+   import torch
+   from diffusers import StableDiffusion3Pipeline
+
+   pipe = StableDiffusion3Pipeline.from_pretrained("tensorart/stable-diffusion-3.5-medium-turbo", torch_dtype=torch.float16,)
+                                                   
+   pipe = pipe.to("cuda")
+
+
+   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 
+   ).images[0]
+
+   image.save("./output_sd3.5m_turbo/test4-2.webp")
+   ```
+
+   Using lora：
+
+   ```python
+   import torch
+   from diffusers import StableDiffusion3Pipeline
+   import numpy as np
+   from safetensors.torch import load_file
+
+   pipe = StableDiffusion3Pipeline.from_pretrained("tensorart/stable-diffusion-3.5-medium-turbo", 
+                                                   torch_dtype=torch.float16,)
+                                                   # scheduler=PCMFMDeterministicScheduler(1000, 3.0, 50))
+   pipe = pipe.to("cuda")
+
+   lora_weights_dir = 'tensorart/stable-diffusion-3.5-medium-turbo/lora_sd3.5m_turbo_8steps.safetensors'
+   pcm_lora_weight = load_file(lora_weights_dir)
+
+   alpha = 1.0
+   pcm_lora_weight = {
+      key: value * np.sqrt(alpha) for key, value in pcm_lora_weight.items()
+   }
+   pipe.load_lora_weights(lora_weights_dir)
+   pipe = pipe.to("cuda")
 
-2024/12/15 updated the lora of sd3.5m
+   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 
+   ).images[0]
+   image.save("./output_sd3.5m_turbo_lora/test1.webp")
+    ```