| --- |
| license: apache-2.0 |
| language: |
| - en |
| - zh |
| base_model: |
| - Tongyi-MAI/Z-Image-Turbo |
| pipeline_tag: text-to-image |
| tags: |
| - text-to-image |
| - image-generation |
| - diffusion |
| - comfyui |
| - photorealistic |
| - bilingual |
| - chinese |
| - english |
| - 8-step |
| - fast-generation |
| --- |
| |
| # ๐ Z-Image-Turbo Collection |
|
|
| **Ultra-Fast 8-Step Generation โข Photorealistic & Anime โข All-in-One** |
|
|
| [](https://opensource.org/licenses/Apache-2.0) |
| [](https://github.com/comfyanonymous/ComfyUI) |
|
|
| --- |
|
|
| ## ๐ฆ Models |
|
|
| | Model | Style | FP8 | FP16 | BF16 | Best Sampler | |
| |-------|-------|-----|------|------|--------------| |
| | ๐ธ **Z-Image-Turbo-AIO** | Photorealistic | ~10GB | ~20GB | ~20GB | res_multistep + simple | |
| | ๐จ **Z-Image-Turbo-Anime** | Anime | ~10GB | ~20GB | ~20GB | euler_ancestral + beta | |
|
|
| **All models:** 8-9 steps โข CFG 1.0 โข 8GB VRAM compatible |
|
|
| --- |
|
|
| ## ๐ง Workflows |
|
|
| | Workflow | File | Best For | |
| |----------|------|----------| |
| | ๐ [Standard v1](#-standard-v10--v20) | `ZIT-AIO-v1.0.json` | Simple text-to-image | |
| | ๐ [Standard v2](#-standard-v10--v20) | `ZIT-AIO-v2.0.json` | Improved upscaler | |
| | ๐ฎ [ControlNet](#-controlnet) | `ZIT-AIO-Control.json` | Guided generation | |
| | ๐ฒ [Seed Variance](#-seed-variance-enhancer) | `ZIT-AIO-Variance.json` | Output diversity | |
| | ๐ฌ [SeedVR2](#-seedvr2) | `ZIT-AIO-SeedVR2.json` | Pro upscaling | |
| | ๐ [Depth V3](#-depth-anything-v3) | `ZIT-AIO-DepthV3.json` | Depth control + 3D | |
| | ๐จ [Anime](#-anime-workflow) | `ZIT-AIO-Anime.json` | Anime generation | |
|
|
| --- |
|
|
| ## ๐ธ Z-Image-Turbo-AIO (Photorealistic) |
|
|
| Alibaba Tongyi Lab's 6B parameter photorealistic generator with integrated VAE + Text Encoder. |
|
|
| **Features:** โก 8-step โข ๐ Bilingual EN/CN โข ๐ธ Professional quality |
|
|
| ```yaml |
| Steps: 9 | CFG: 1.0 | Sampler: res_multistep | Scheduler: simple |
| ``` |
|
|
| ๐ผ๏ธ **CivitAI:** [BF16](https://civitai.com/models/2173571?modelVersionId=2447693) | [FP16](https://civitai.com/models/2173571?modelVersionId=2550362) | [FP8](https://civitai.com/models/2173571?modelVersionId=2448013) |
|
|
| --- |
|
|
| ## ๐จ Z-Image-Turbo-Anime (NEW!) |
|
|
| Custom anime checkpoint with merged LoRAs for enhanced anime aesthetics. |
|
|
| **Features:** โก 8-step โข ๐จ Enhanced anime style โข ๐ Partially NSFW capable |
|
|
| ```yaml |
| Steps: 8-9 | CFG: 1.0 | Sampler: euler_ancestral | Scheduler: beta |
| ``` |
|
|
| ๐ผ๏ธ **CivitAI:** [BF16](https://civitai.com/models/2259646?modelVersionId=2543657) | [FP16](https://civitai.com/models/2259646?modelVersionId=2550879) | [FP8](https://civitai.com/models/2259646?modelVersionId=2544019) |
|
|
| --- |
|
|
| ## ๐ Workflow Details |
|
|
| <details> |
| <summary><b>๐ Standard v1.0 & v2.0</b> โ Simple text-to-image</summary> |
|
|
| ### Standard Workflow |
|
|
|  |
|
|
| Simple text-to-image with upscaler and dual sampler options. |
|
|
| **v2.0 Improvements:** |
| - Enhanced upscaler with denoise control (0.4-0.6) |
| - Dual sampler: `res_multistep` or `euler_ancestral` |
| - Dual scheduler: `simple` or `beta` |
| - `scale_by` parameter for output size |
|
|
| **Required Nodes:** rgthree-comfy, comfyui_image_metadata_extension |
| |
|  |
| |
| ๐ฅ **Download:** [ZIT-AIO-v1.0.json](workflows/ZIT-AIO-v1.0.json) | [ZIT-AIO-v2.0.json](workflows/ZIT-AIO-v2.0.json) |
| |
| </details> |
| |
| <details> |
| <summary><b>๐ฎ ControlNet</b> โ Guided generation with reference images</summary> |
| |
| ### ControlNet Union Workflow |
| |
|  |
| |
| 5 control types for precise composition control. |
| |
| **Control Types:** |
| - Canny โ Edge detection |
| - HED โ Soft edges |
| - Depth โ 3D depth |
| - Pose โ Body pose |
| - MLSD โ Line detection |
| |
| **Settings:** |
| - ControlNet strength: 0.6-0.8 |
| - Megapixel scaling (auto aspect ratio) |
| |
| **Required:** |
| - ControlNet Union file โ `ComfyUI/models/model_patches/` |
| - Download: [ControlNet Union](https://huggingface.co/alibaba-pai/Z-Image-Turbo-Fun-Controlnet-Union) |
|
|
| **Required Nodes:** rgthree-comfy, comfyui_image_metadata_extension, comfyui_controlnet_aux |
| |
|  |
| |
| ๐ฅ **Download:** [ZIT-AIO-Control.json](workflows/ZIT-AIO-Control.json) |
| |
| </details> |
| |
| <details> |
| <summary><b>๐ฒ Seed Variance Enhancer</b> โ More diversity from same prompt</summary> |
| |
| ### Seed Variance Enhancer Workflow |
| |
|  |
| |
| Adds controlled noise to text embeddings for more varied outputs. |
| |
| **Settings:** |
| ```yaml |
| randomize_percent: 50 |
| strength: 20-30 |
| noise_insert: 'noise on beginning steps' |
| steps_switchover_percent: 20 |
| ``` |
| |
| **Trade-off:** Higher values = more diversity but less prompt adherence |
| |
| **Required Nodes:** rgthree-comfy, comfyui_image_metadata_extension, [SeedVarianceEnhancer](https://github.com/ChangeTheConstants/SeedVarianceEnhancer) |
|
|
|  |
|
|
| ๐ฅ **Download:** [ZIT-AIO-Variance.json](workflows/ZIT-AIO-Variance.json) |
|
|
| </details> |
|
|
| <details> |
| <summary><b>๐ฌ SeedVR2</b> โ Professional diffusion upscaling</summary> |
|
|
| ### SeedVR2 Video Upscaler Workflow |
|
|
|  |
|
|
| DiT-based upscaling with superior quality and temporal consistency. |
|
|
| **Settings:** |
| ```yaml |
| resolution: 1536 (target short edge) |
| batch_size: 4n+1 (1, 5, 9, 13, 17...) |
| color_correction: 'lab' |
| ``` |
|
|
| **Models:** 3B (faster) or 7B (higher quality) โข FP16/FP8/GGUF options |
|
|
| **Note:** Models auto-download to `ComfyUI/models/SEEDVR2/` |
|
|
| **Required Nodes:** rgthree-comfy, comfyui_image_metadata_extension, [SeedVR2](https://github.com/numz/ComfyUI-SeedVR2_VideoUpscaler) |
| |
|  |
| |
| ๐ฅ **Download:** [ZIT-AIO-SeedVR2.json](workflows/ZIT-AIO-SeedVR2.json) |
| |
| </details> |
| |
| <details> |
| <summary><b>๐ Depth Anything V3</b> โ Depth control + 3D preview</summary> |
| |
| ### Depth Anything V3 ControlNet Workflow |
| |
|  |
| |
| State-of-the-art depth-guided generation with dual modes. |
| |
| **Two Modes:** |
| 1. **Generate** โ Depth-controlled image generation |
| 2. **3D Preview** โ View depth as 3D point cloud |
| |
| **Models:** da3_small / da3_base / da3_large / da3_giant |
| - 8GB VRAM: Use up to `da3_large` |
|
|
| **Note:** Models auto-download on first use |
|
|
| **Required Nodes:** rgthree-comfy, comfyui_image_metadata_extension, [Depth Anything 3](https://github.com/ByteDance-Seed/Depth-Anything-3) |
| |
|  |
| |
| ๐ฅ **Download:** [ZIT-AIO-DepthV3.json](workflows/ZIT-AIO-DepthV3.json) |
| |
| </details> |
| |
| <details> |
| <summary><b>๐จ Anime Workflow</b> โ For Z-Image-Turbo-Anime</summary> |
| |
| ### Z-Image-Turbo-Anime Workflow |
| |
|  |
| |
| Optimized workflow for the anime checkpoint with integrated features. |
| |
| **Includes:** |
| - Seed Variance Enhancer for diversity |
| - SeedVR2 as alternative upscaler |
| - Toggle switches for optional features |
| - Image comparison nodes |
| |
| **Best Settings:** |
| ```yaml |
| Sampler: euler_ancestral |
| Scheduler: beta |
| Resolution: 832ร1216 (portrait) / 1216ร832 (landscape) |
| ``` |
| |
| **Required Nodes:** rgthree-comfy, comfyui_image_metadata_extension, SeedVarianceEnhancer, SeedVR2 |
| |
|  |
| |
| ๐ฅ **Download:** [ZIT-AIO-Anime.json](workflows/ZIT-AIO-Anime.json) |
| |
| </details> |
| |
| --- |
| |
| ## ๐ FP8 vs FP16 vs BF16 |
| |
| | | ๐ก FP8 (~10GB) | ๐ต FP16 (~12GB) | ๐ BF16 (~20GB) | |
| |---|----------------|-----------------|-----------------| |
| | **Quality** | 95% | 98% | 100% | |
| | **Speed** | Fastest | Fast | Standard | |
| | **Download** | Fastest | Medium | Slowest | |
| | **Best For** | Daily use | Balanced | Final renders | |
| |
| **All versions work on 8GB VRAM!** |
| |
| --- |
| |
| ## โ๏ธ Common Settings |
| |
| ```yaml |
| # Essential (ALL workflows) |
| Steps: 8-9 |
| CFG: 1.0 # Don't change! |
| Negative Prompt: NONE (use ConditioningZeroOut) |
|
|
| # Photorealistic |
| Sampler: res_multistep |
| Scheduler: simple |
| |
| # Anime |
| Sampler: euler_ancestral |
| Scheduler: beta |
| ``` |
| |
| --- |
| |
| ## ๐ก Prompting |
| |
| **Natural language works best!** (100-300 words) |
| |
| ``` |
| โ
Professional food photography of artisan breakfast plate. |
| Golden poached eggs on sourdough toast, crispy bacon, fresh |
| avocado slices. Morning sunlight creating warm glow. |
|
|
| โ breakfast, eggs, toast, bacon, food photo, delicious |
| ``` |
| |
| **Bilingual Text Rendering:** |
| ``` |
| English: Neon sign reading "COFFEE SHOP" in bright blue letters |
| Chinese: Sign with "ๅๅกๅบ" in elegant gold calligraphy |
| ``` |
| |
| --- |
| |
| ## ๐ฅ Downloads |
| |
| ### Models โ Z-Image-Turbo-AIO (Photorealistic) |
| |
| | Precision | CivitAI | HuggingFace | |
| |-----------|---------|-------------| |
| | ๐ BF16 | [Download](https://civitai.com/models/2173571?modelVersionId=2447693) | This page | |
| | ๐ต FP16 | [Download](https://civitai.com/models/2173571?modelVersionId=2550362) | This page | |
| | ๐ก FP8 | [Download](https://civitai.com/models/2173571?modelVersionId=2448013) | This page | |
| |
| ### Models โ Z-Image-Turbo-Anime |
| |
| | Precision | CivitAI | HuggingFace | |
| |-----------|---------|-------------| |
| | ๐ BF16 | [Download](https://civitai.com/models/2259646?modelVersionId=2543657) | This page | |
| | ๐ต FP16 | [Download](https://civitai.com/models/2259646?modelVersionId=2550879) | This page | |
| | ๐ก FP8 | [Download](https://civitai.com/models/2259646?modelVersionId=2544019) | This page | |
| |
| ### Additional Downloads |
| |
| | Source | Link | |
| |--------|------| |
| | ๐ฎ TensorArt | [tensorart.me](https://tensorart.me/de-DE/models/939302608026244936/Z-Image-Turbo-AIO-FP8-FP8) | |
| |
| ### Additional Files |
| |
| | File | Link | |
| |------|------| |
| | ControlNet Union | [HuggingFace](https://huggingface.co/alibaba-pai/Z-Image-Turbo-Fun-Controlnet-Union) | |
| | SeedVR2 Models | Auto-downloads on first use | |
| | Depth Anything V3 | Auto-downloads on first use | |
| |
| --- |
| |
| ## ๐ฆ Custom Nodes |
| |
| <details> |
| <summary><b>All Required Nodes</b></summary> |
| |
| **Base (all workflows):** |
| - [rgthree-comfy](https://github.com/rgthree/rgthree-comfy) |
| - [comfyui_image_metadata_extension](https://github.com/edelvarden/comfyui_image_metadata_extension) |
| |
| **ControlNet Workflow:** |
| - [comfyui_controlnet_aux](https://github.com/Fannovel16/comfyui_controlnet_aux) |
| |
| **Seed Variance / Anime Workflow:** |
| - [SeedVarianceEnhancer](https://github.com/ChangeTheConstants/SeedVarianceEnhancer) |
| |
| **SeedVR2 / Anime Workflow:** |
| - [SeedVR2](https://github.com/numz/ComfyUI-SeedVR2_VideoUpscaler) |
| |
| **Depth V3 Workflow:** |
| - [Depth Anything 3](https://github.com/ByteDance-Seed/Depth-Anything-3) |
| |
| </details> |
| |
| --- |
| |
| ## ๐ Files |
| |
| ``` |
| โโโ z-image-turbo-fp8-aio.safetensors # ๐ธ Photorealistic FP8 |
| โโโ z-image-turbo-fp16-aio.safetensors # ๐ธ Photorealistic FP16 |
| โโโ z-image-turbo-bf16-aio.safetensors # ๐ธ Photorealistic BF16 |
| โโโ z-image-anime-aio-fp8.safetensors # ๐จ Anime FP8 |
| โโโ z-image-anime-aio-fp16.safetensors # ๐จ Anime FP16 |
| โโโ z-image-anime-aio-bf16.safetensors # ๐จ Anime BF16 |
| โ |
| โโโ workflows/ |
| โ โโโ ZIT-AIO-v1.0.json # ๐ Standard v1 |
| โ โโโ ZIT-AIO-v2.0.json # ๐ Standard v2 |
| โ โโโ ZIT-AIO-Control.json # ๐ฎ ControlNet |
| โ โโโ ZIT-AIO-Variance.json # ๐ฒ Seed Variance |
| โ โโโ ZIT-AIO-SeedVR2.json # ๐ฌ SeedVR2 |
| โ โโโ ZIT-AIO-DepthV3.json # ๐ Depth V3 |
| โ โโโ ZIT-AIO-Anime.json # ๐จ Anime |
| โ |
| โโโ images/ |
| โ โโโ test1-coffee-shop.jpeg # Photo examples |
| โ โโโ test2-chinese-temple.jpeg |
| โ โโโ test3-sushi.jpeg |
| โ โโโ workflows/ # Workflow images |
| โ โโโ v1-title.png & v1-screenshot.png |
| โ โโโ v2-title.png & v2-screenshot.png |
| โ โโโ control-title.png & control-screenshot.png |
| โ โโโ variance-title.png & variance-screenshot.png |
| โ โโโ seedvr2-title.png & seedvr2-screenshot.png |
| โ โโโ depthv3-title.png & depthv3-screenshot.png |
| โ โโโ anime-title.png & anime-screenshot.png |
| ``` |
| |
| --- |
| |
| ## ๐ Credits |
| |
| **Original Model:** Tongyi Lab (Alibaba) โข 6B S3-DiT โข Apache 2.0 |
| |
| **AIO Conversion & Anime Merge:** [SeeSee21](https://huggingface.co/SeeSee21) |
| |
| **Resources:** |
| [Original HuggingFace](https://huggingface.co/Tongyi-MAI/Z-Image-Turbo) โข |
| [GitHub](https://github.com/Tongyi-MAI/Z-Image) โข |
| [ComfyUI Files](https://huggingface.co/Comfy-Org/z_image_turbo) |
| |
| --- |
| |
| **Download โ Load Checkpoint โ Generate!** ๐ |
| --- |
| |
| <div align="center"> |
| |
| **Download, load with "Load Checkpoint", and generate professional photos in seconds! ๐** |
| |
| </div> |