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- fast-generation
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# ๐ Z-Image-Turbo
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**Ultra-Fast โข Bilingual Text Rendering โข All-in-One โข FP8 & BF16**
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[](https://opensource.org/licenses/Apache-2.0)
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[](https://github.com/comfyanonymous/ComfyUI)
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## โจ What is Z-Image-Turbo-AIO?
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|---------|------|----------|
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| ๐ก **FP8-AIO** | ~10GB | For most users |
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| ๐ **BF16-AIO** | ~20GB | Maximum quality |
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- ๐ฆ **All-in-One** - No separate VAE/Text Encoder downloads needed
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- ๐ธ **Photorealistic** - Professional quality output
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- ๐ **Bilingual** - English & Chinese text rendering
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- ๐ฏ **8GB VRAM** - Works on GPUs with 8GB VRAM
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- ๐ **Apache 2.0** - Open license for any use
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Half the file size
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Faster download
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Excellent quality
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Perfect for 8GB VRAM
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Great for testing & everyday use
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BFloat16 full precision
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Lossless quality
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Great for testing & everyday use
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Still works on 8GB VRAM
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2. Place in `ComfyUI/models/checkpoints`
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3. Load with "Load Checkpoint" node
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4. Generate!
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---
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##
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---
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Text-to-image generation with improved upscaler and metadata saving.
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- Pre-configured settings (9 steps, CFG 1.0)
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- Dual samplers: `res_multistep` (sharp) or `euler_ancestral` (natural)
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- Improved upscaler with denoise control
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- Automatic metadata saving for easy CivitAI uploads
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Precise control with reference images using ControlNet Union.
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 (~2.5GB)
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- โ ๏ธ Save in: `ComfyUI/models/model_patches/` (NOT controlnet/)
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- โ ๏ธ Requires ComfyUI 3.77+
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| Resolution | 1920ร1088 |
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|------|-----------------|
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| Urban Interior | ~32s |
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| Architecture | ~32-34s |
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| Food Photography | ~32s |
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| Bilingual Signage | ~32s |
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**
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```
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outside. Warm afternoon lighting, cozy atmosphere. Photorealistic style,
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professional architectural photography, 8K detail.
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Beautiful traditional Chinese temple courtyard during golden hour. Red
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wooden pillars with intricate gold carvings, curved tile roofs with
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upturned eaves. Stone lion statues flanking entrance. Cherry blossoms
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in full bloom around courtyard. Red lanterns hanging from eaves. Soft
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sunset light casting warm glow. Ancient architecture, peaceful atmosphere.
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Professional travel photography, ultra-sharp detail, cinematic composition.
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beside plate. Rustic wooden table surface. Soft natural window light from
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side creating subtle shadows. Shallow depth of field, appetizing presentation.
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Restaurant-quality styling, commercial food photography, magazine-worthy.
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```
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```
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**English Text:**
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```
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- **Architecture:** Single-Stream Diffusion Transformer (6B parameters)
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- **Algorithm:** Decoupled-DMD + DMDR
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- **License:** Apache 2.0
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### AIO Conversion
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- **Created by:** [SeeSee21](https://huggingface.co/SeeSee21)
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- **Format:** Integrated VAE + Text Encoder
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- **Purpose:** Simplified single-file deployment
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### Resources
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- ๐ค [Original HuggingFace](https://huggingface.co/Tongyi-MAI/Z-Image-Turbo)
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- ๐ป [GitHub Repository](https://github.com/Tongyi-MAI/Z-Image)
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- ๐จ [ComfyUI Files](https://huggingface.co/Comfy-Org/z_image_turbo)
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- ๐ผ๏ธ [CivitAI Page](https://civit.ai/models/2173571)
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## ๐ Version History
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### v1.0 - Initial AIO Release
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- FP8-AIO version (10GB)
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- BF16-AIO version (20GB)
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- Integrated VAE + Text Encoder
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- Single-file deployment
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- Based on Tongyi-MAI/Z-Image-Turbo
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- Tested on RTX 4060 8GB
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- Optimized for 1920ร1088
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---
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<div align="center">
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- fast-generation
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# ๐ Z-Image-Turbo Collection
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**Ultra-Fast 8-Step Generation โข Photorealistic & Anime โข All-in-One**
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[](https://opensource.org/licenses/Apache-2.0)
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[](https://github.com/comfyanonymous/ComfyUI)
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---
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## ๐ฆ Models
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| Model | Style | FP8 | BF16 | Best Sampler |
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|-------|-------|-----|------|--------------|
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| ๐ธ **Z-Image-Turbo-AIO** | Photorealistic | ~10GB | ~20GB | res_multistep + simple |
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| ๐จ **Z-Image-Turbo-Anime** | Anime | ~10GB | ~20GB | euler_ancestral + beta |
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**All models:** 8-9 steps โข CFG 1.0 โข 8GB VRAM compatible
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---
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## ๐ง Workflows
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| Workflow | File | Best For |
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|----------|------|----------|
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| ๐ [Standard v1](#-standard-v10--v20) | `ZIT-AIO-v1.0.json` | Simple text-to-image |
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| ๐ [Standard v2](#-standard-v10--v20) | `ZIT-AIO-v2.0.json` | Improved upscaler |
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| ๐ฎ [ControlNet](#-controlnet) | `ZIT-AIO-Control.json` | Guided generation |
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| ๐ฒ [Seed Variance](#-seed-variance-enhancer) | `ZIT-AIO-Variance.json` | Output diversity |
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| ๐ฌ [SeedVR2](#-seedvr2) | `ZIT-AIO-SeedVR2.json` | Pro upscaling |
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| ๐ [Depth V3](#-depth-anything-v3) | `ZIT-AIO-DepthV3.json` | Depth control + 3D |
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| ๐จ [Anime](#-anime-workflow) | `ZIT-AIO-Anime.json` | Anime generation |
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---
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## ๐ธ Z-Image-Turbo-AIO (Photorealistic)
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Alibaba Tongyi Lab's 6B parameter photorealistic generator with integrated VAE + Text Encoder.
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**Features:** โก 8-step โข ๐ Bilingual EN/CN โข ๐ธ Professional quality
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```yaml
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Steps: 9 | CFG: 1.0 | Sampler: res_multistep | Scheduler: simple
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```
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๐ผ๏ธ [CivitAI Page](https://civitai.com/models/2173571?modelVersionId=2448013)
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## ๐จ Z-Image-Turbo-Anime (NEW!)
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Custom anime checkpoint with merged LoRAs for enhanced anime aesthetics.
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**Features:** โก 8-step โข ๐จ Enhanced anime style โข ๐ Partially NSFW capable
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Steps: 8-9 | CFG: 1.0 | Sampler: euler_ancestral | Scheduler: beta
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๐ผ๏ธ [CivitAI Page](https://civitai.com/models/2259646/z-image-turbo-anime?modelVersionId=2543657)
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## ๐ Workflow Details
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<details>
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<summary><b>๐ Standard v1.0 & v2.0</b> โ Simple text-to-image</summary>
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### Standard Workflow
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Simple text-to-image with upscaler and dual sampler options.
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**v2.0 Improvements:**
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- Enhanced upscaler with denoise control (0.4-0.6)
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- Dual sampler: `res_multistep` or `euler_ancestral`
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- Dual scheduler: `simple` or `beta`
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- `scale_by` parameter for output size
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**Required Nodes:** rgthree-comfy, comfyui_image_metadata_extension
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๐ฅ **Download:** [ZIT-AIO-v1.0.json](workflows/ZIT-AIO-v1.0.json) | [ZIT-AIO-v2.0.json](workflows/ZIT-AIO-v2.0.json)
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</details>
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<details>
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<summary><b>๐ฎ ControlNet</b> โ Guided generation with reference images</summary>
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### ControlNet Union Workflow
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5 control types for precise composition control.
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**Control Types:**
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- Canny โ Edge detection
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- HED โ Soft edges
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- Depth โ 3D depth
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- Pose โ Body pose
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- MLSD โ Line detection
|
|
|
|
| 124 |
|
| 125 |
+
**Settings:**
|
| 126 |
+
- ControlNet strength: 0.6-0.8
|
| 127 |
+
- Megapixel scaling (auto aspect ratio)
|
| 128 |
|
| 129 |
+
**Required:**
|
| 130 |
+
- ControlNet Union file โ `ComfyUI/models/model_patches/`
|
| 131 |
+
- Download: [ControlNet Union](https://huggingface.co/alibaba-pai/Z-Image-Turbo-Fun-Controlnet-Union)
|
| 132 |
|
| 133 |
+
**Required Nodes:** rgthree-comfy, comfyui_image_metadata_extension, comfyui_controlnet_aux
|
| 134 |
|
| 135 |
+

|
| 136 |
|
| 137 |
+
๐ฅ **Download:** [ZIT-AIO-Control.json](workflows/ZIT-AIO-Control.json)
|
|
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|
| 138 |
|
| 139 |
+
</details>
|
| 140 |
|
| 141 |
+
<details>
|
| 142 |
+
<summary><b>๐ฒ Seed Variance Enhancer</b> โ More diversity from same prompt</summary>
|
| 143 |
|
| 144 |
+
### Seed Variance Enhancer Workflow
|
| 145 |
|
| 146 |
+

|
| 147 |
|
| 148 |
+
Adds controlled noise to text embeddings for more varied outputs.
|
| 149 |
|
| 150 |
+
**Settings:**
|
| 151 |
+
```yaml
|
| 152 |
+
randomize_percent: 50
|
| 153 |
+
strength: 20-30
|
| 154 |
+
noise_insert: 'noise on beginning steps'
|
| 155 |
+
steps_switchover_percent: 20
|
|
|
|
|
|
|
| 156 |
```
|
| 157 |
|
| 158 |
+
**Trade-off:** Higher values = more diversity but less prompt adherence
|
| 159 |
|
| 160 |
+
**Required Nodes:** rgthree-comfy, comfyui_image_metadata_extension, [SeedVarianceEnhancer](https://github.com/ChangeTheConstants/SeedVarianceEnhancer)
|
| 161 |
|
| 162 |
+

|
| 163 |
|
| 164 |
+
๐ฅ **Download:** [ZIT-AIO-Variance.json](workflows/ZIT-AIO-Variance.json)
|
| 165 |
|
| 166 |
+
</details>
|
|
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|
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|
| 167 |
|
| 168 |
+
<details>
|
| 169 |
+
<summary><b>๐ฌ SeedVR2</b> โ Professional diffusion upscaling</summary>
|
| 170 |
|
| 171 |
+
### SeedVR2 Video Upscaler Workflow
|
| 172 |
|
| 173 |
+

|
| 174 |
|
| 175 |
+
DiT-based upscaling with superior quality and temporal consistency.
|
| 176 |
|
| 177 |
+
**Settings:**
|
| 178 |
+
```yaml
|
| 179 |
+
resolution: 1536 (target short edge)
|
| 180 |
+
batch_size: 4n+1 (1, 5, 9, 13, 17...)
|
| 181 |
+
color_correction: 'lab'
|
|
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|
|
|
|
|
|
|
| 182 |
```
|
| 183 |
|
| 184 |
+
**Models:** 3B (faster) or 7B (higher quality) โข FP16/FP8/GGUF options
|
| 185 |
|
| 186 |
+
**Note:** Models auto-download to `ComfyUI/models/SEEDVR2/`
|
| 187 |
|
| 188 |
+
**Required Nodes:** rgthree-comfy, comfyui_image_metadata_extension, [SeedVR2](https://github.com/numz/ComfyUI-SeedVR2_VideoUpscaler)
|
| 189 |
|
| 190 |
+

|
| 191 |
|
| 192 |
+
๐ฅ **Download:** [ZIT-AIO-SeedVR2.json](workflows/ZIT-AIO-SeedVR2.json)
|
| 193 |
|
| 194 |
+
</details>
|
| 195 |
+
|
| 196 |
+
<details>
|
| 197 |
+
<summary><b>๐ Depth Anything V3</b> โ Depth control + 3D preview</summary>
|
| 198 |
+
|
| 199 |
+
### Depth Anything V3 ControlNet Workflow
|
| 200 |
+
|
| 201 |
+

|
| 202 |
+
|
| 203 |
+
State-of-the-art depth-guided generation with dual modes.
|
| 204 |
+
|
| 205 |
+
**Two Modes:**
|
| 206 |
+
1. **Generate** โ Depth-controlled image generation
|
| 207 |
+
2. **3D Preview** โ View depth as 3D point cloud
|
| 208 |
+
|
| 209 |
+
**Models:** da3_small / da3_base / da3_large / da3_giant
|
| 210 |
+
- 8GB VRAM: Use up to `da3_large`
|
| 211 |
+
|
| 212 |
+
**Note:** Models auto-download on first use
|
| 213 |
+
|
| 214 |
+
**Required Nodes:** rgthree-comfy, comfyui_image_metadata_extension, [Depth Anything 3](https://github.com/ByteDance-Seed/Depth-Anything-3)
|
| 215 |
+
|
| 216 |
+

|
| 217 |
+
|
| 218 |
+
๐ฅ **Download:** [ZIT-AIO-DepthV3.json](workflows/ZIT-AIO-DepthV3.json)
|
| 219 |
|
| 220 |
+
</details>
|
| 221 |
+
|
| 222 |
+
<details>
|
| 223 |
+
<summary><b>๐จ Anime Workflow</b> โ For Z-Image-Turbo-Anime</summary>
|
| 224 |
+
|
| 225 |
+
### Z-Image-Turbo-Anime Workflow
|
| 226 |
+
|
| 227 |
+

|
| 228 |
+
|
| 229 |
+
Optimized workflow for the anime checkpoint with integrated features.
|
| 230 |
+
|
| 231 |
+
**Includes:**
|
| 232 |
+
- Seed Variance Enhancer for diversity
|
| 233 |
+
- SeedVR2 as alternative upscaler
|
| 234 |
+
- Toggle switches for optional features
|
| 235 |
+
- Image comparison nodes
|
| 236 |
+
|
| 237 |
+
**Best Settings:**
|
| 238 |
+
```yaml
|
| 239 |
+
Sampler: euler_ancestral
|
| 240 |
+
Scheduler: beta
|
| 241 |
+
Resolution: 832ร1216 (portrait) / 1216ร832 (landscape)
|
| 242 |
```
|
| 243 |
+
|
| 244 |
+
**Required Nodes:** rgthree-comfy, comfyui_image_metadata_extension, SeedVarianceEnhancer, SeedVR2
|
| 245 |
+
|
| 246 |
+

|
| 247 |
+
|
| 248 |
+
๐ฅ **Download:** [ZIT-AIO-Anime.json](workflows/ZIT-AIO-Anime.json)
|
| 249 |
+
|
| 250 |
+
</details>
|
| 251 |
+
|
| 252 |
+
---
|
| 253 |
+
|
| 254 |
+
## ๐ FP8 vs BF16
|
| 255 |
+
|
| 256 |
+
| | ๐ก FP8 (~10GB) | ๐ BF16 (~20GB) |
|
| 257 |
+
|---|----------------|-----------------|
|
| 258 |
+
| **Quality** | 95% | 100% |
|
| 259 |
+
| **Speed** | Slightly faster | Standard |
|
| 260 |
+
| **Download** | Faster | Slower |
|
| 261 |
+
| **Best For** | Daily use | Final renders |
|
| 262 |
+
|
| 263 |
+
**Both work on 8GB VRAM!**
|
| 264 |
+
|
| 265 |
+
---
|
| 266 |
+
|
| 267 |
+
## โ๏ธ Common Settings
|
| 268 |
+
|
| 269 |
+
```yaml
|
| 270 |
+
# Essential (ALL workflows)
|
| 271 |
+
Steps: 8-9
|
| 272 |
+
CFG: 1.0 # Don't change!
|
| 273 |
+
Negative Prompt: NONE (use ConditioningZeroOut)
|
| 274 |
+
|
| 275 |
+
# Photorealistic
|
| 276 |
+
Sampler: res_multistep
|
| 277 |
+
Scheduler: simple
|
| 278 |
+
|
| 279 |
+
# Anime
|
| 280 |
+
Sampler: euler_ancestral
|
| 281 |
+
Scheduler: beta
|
| 282 |
```
|
| 283 |
|
| 284 |
+
---
|
| 285 |
+
|
| 286 |
+
## ๐ก Prompting
|
| 287 |
+
|
| 288 |
+
**Natural language works best!** (100-300 words)
|
| 289 |
|
|
|
|
| 290 |
```
|
| 291 |
+
โ
Professional food photography of artisan breakfast plate.
|
| 292 |
+
Golden poached eggs on sourdough toast, crispy bacon, fresh
|
| 293 |
+
avocado slices. Morning sunlight creating warm glow.
|
| 294 |
+
|
| 295 |
+
โ breakfast, eggs, toast, bacon, food photo, delicious
|
| 296 |
```
|
| 297 |
|
| 298 |
+
**Bilingual Text Rendering:**
|
| 299 |
```
|
| 300 |
+
English: Neon sign reading "COFFEE SHOP" in bright blue letters
|
| 301 |
+
Chinese: Sign with "ๅๅกๅบ" in elegant gold calligraphy
|
| 302 |
```
|
| 303 |
|
| 304 |
+
---
|
| 305 |
+
|
| 306 |
+
## ๐ฅ Downloads
|
| 307 |
+
|
| 308 |
+
### Models
|
| 309 |
+
|
| 310 |
+
| Source | Link |
|
| 311 |
+
|--------|------|
|
| 312 |
+
| ๐ผ๏ธ CivitAI (Photorealistic) | [civitai.com/models/2173571](https://civitai.com/models/2173571?modelVersionId=2448013) |
|
| 313 |
+
| ๐ผ๏ธ CivitAI (Anime) | [civitai.com/models/2259646](https://civitai.com/models/2259646/z-image-turbo-anime?modelVersionId=2543657) |
|
| 314 |
+
| ๐ค HuggingFace | This page |
|
| 315 |
+
| ๐ฎ TensorArt | [tensorart.me](https://tensorart.me/de-DE/models/939302608026244936/Z-Image-Turbo-AIO-FP8-FP8) |
|
| 316 |
+
|
| 317 |
+
### Additional Files
|
| 318 |
+
|
| 319 |
+
| File | Link |
|
| 320 |
+
|------|------|
|
| 321 |
+
| ControlNet Union | [HuggingFace](https://huggingface.co/alibaba-pai/Z-Image-Turbo-Fun-Controlnet-Union) |
|
| 322 |
+
| SeedVR2 Models | Auto-downloads on first use |
|
| 323 |
+
| Depth Anything V3 | Auto-downloads on first use |
|
| 324 |
+
|
| 325 |
+
---
|
| 326 |
+
|
| 327 |
+
## ๐ฆ Custom Nodes
|
| 328 |
+
|
| 329 |
+
<details>
|
| 330 |
+
<summary><b>All Required Nodes</b></summary>
|
| 331 |
+
|
| 332 |
+
**Base (all workflows):**
|
| 333 |
+
- [rgthree-comfy](https://github.com/rgthree/rgthree-comfy)
|
| 334 |
+
- [comfyui_image_metadata_extension](https://github.com/edelvarden/comfyui_image_metadata_extension)
|
| 335 |
+
|
| 336 |
+
**ControlNet Workflow:**
|
| 337 |
+
- [comfyui_controlnet_aux](https://github.com/Fannovel16/comfyui_controlnet_aux)
|
| 338 |
+
|
| 339 |
+
**Seed Variance / Anime Workflow:**
|
| 340 |
+
- [SeedVarianceEnhancer](https://github.com/ChangeTheConstants/SeedVarianceEnhancer)
|
| 341 |
+
|
| 342 |
+
**SeedVR2 / Anime Workflow:**
|
| 343 |
+
- [SeedVR2](https://github.com/numz/ComfyUI-SeedVR2_VideoUpscaler)
|
| 344 |
+
|
| 345 |
+
**Depth V3 Workflow:**
|
| 346 |
+
- [Depth Anything 3](https://github.com/ByteDance-Seed/Depth-Anything-3)
|
| 347 |
+
|
| 348 |
+
</details>
|
| 349 |
+
|
| 350 |
+
---
|
| 351 |
+
|
| 352 |
+
## ๐ Files
|
| 353 |
+
|
| 354 |
```
|
| 355 |
+
โโโ z-image-turbo-fp8-aio.safetensors # ๐ธ Photorealistic FP8
|
| 356 |
+
โโโ z-image-turbo-bf16-aio.safetensors # ๐ธ Photorealistic BF16
|
| 357 |
+
โโโ z-image-anime-aio-fp8.safetensors # ๐จ Anime FP8
|
| 358 |
+
โโโ z-image-anime-aio-bf16.safetensors # ๐จ Anime BF16
|
| 359 |
+
โ
|
| 360 |
+
โโโ workflows/
|
| 361 |
+
โ โโโ ZIT-AIO-v1.0.json # ๐ Standard v1
|
| 362 |
+
โ โโโ ZIT-AIO-v2.0.json # ๐ Standard v2
|
| 363 |
+
โ โโโ ZIT-AIO-Control.json # ๐ฎ ControlNet
|
| 364 |
+
โ โโโ ZIT-AIO-Variance.json # ๐ฒ Seed Variance
|
| 365 |
+
โ โโโ ZIT-AIO-SeedVR2.json # ๐ฌ SeedVR2
|
| 366 |
+
โ โโโ ZIT-AIO-DepthV3.json # ๐ Depth V3
|
| 367 |
+
โ โโโ ZIT-AIO-Anime.json # ๐จ Anime
|
| 368 |
+
โ
|
| 369 |
+
โโโ images/
|
| 370 |
+
โ โโโ test1-coffee-shop.jpeg # Photo examples
|
| 371 |
+
โ โโโ test2-chinese-temple.jpeg
|
| 372 |
+
โ โโโ test3-sushi.jpeg
|
| 373 |
+
โ โโโ workflows/ # Workflow images
|
| 374 |
+
โ โโโ v1-title.png & v1-screenshot.png
|
| 375 |
+
โ โโโ v2-title.png & v2-screenshot.png
|
| 376 |
+
โ โโโ control-title.png & control-screenshot.png
|
| 377 |
+
โ โโโ variance-title.png & variance-screenshot.png
|
| 378 |
+
โ โโโ seedvr2-title.png & seedvr2-screenshot.png
|
| 379 |
+
โ โโโ depthv3-title.png & depthv3-screenshot.png
|
| 380 |
+
โ โโโ anime-title.png & anime-screenshot.png
|
| 381 |
```
|
| 382 |
|
| 383 |
+
---
|
| 384 |
+
|
| 385 |
+
## ๐ Credits
|
| 386 |
+
|
| 387 |
+
**Original Model:** Tongyi Lab (Alibaba) โข 6B S3-DiT โข Apache 2.0
|
| 388 |
+
|
| 389 |
+
**AIO Conversion & Anime Merge:** [SeeSee21](https://huggingface.co/SeeSee21)
|
| 390 |
+
|
| 391 |
+
**Resources:**
|
| 392 |
+
[Original HuggingFace](https://huggingface.co/Tongyi-MAI/Z-Image-Turbo) โข
|
| 393 |
+
[GitHub](https://github.com/Tongyi-MAI/Z-Image) โข
|
| 394 |
+
[ComfyUI Files](https://huggingface.co/Comfy-Org/z_image_turbo)
|
| 395 |
+
|
| 396 |
+
---
|
|
|
|
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|
|
|
|
|
|
|
|
|
| 397 |
|
| 398 |
+
**Download โ Load Checkpoint โ Generate!** ๐
|
| 399 |
---
|
| 400 |
|
| 401 |
<div align="center">
|