--- title: SeeSee21-Z-Image-Turbo-AIO canonical_url: "https://www.modelscope.cn/models/hf/SeeSee21-Z-Image-Turbo-AIO" md_url: "https://www.modelscope.cn/models/hf/SeeSee21-Z-Image-Turbo-AIO.md" repository: hf/SeeSee21-Z-Image-Turbo-AIO last_updated: 2026-01-03 license: apache-2.0 pipeline_tag: text-to-image-synthesis tasks: - text-to-image-synthesis model_type: - z-image-turbo base_model: - Tongyi-MAI/Z-Image-Turbo base_model_relation: finetune parameters: 41.0B tensor_type: - F32 - BF16 - F8_E4M3 library_name: - lora - safetensors - pytorch frameworks: - pytorch language: - en - zh downloads: 4110 stars: 63 tags: - text-to-image - image-generation - diffusion - comfyui - photorealistic - bilingual - chinese - english - 8-step - fast-generation --- # SeeSee21-Z-Image-Turbo-AIO > SeeSee21-Z-Image-Turbo-AIO - hf 在 ModelScope 开源的模型。🚀 Z-Image-Turbo Collection hf/SeeSee21-Z-Image-Turbo-AIO 是 ModelScope 魔搭社区上的 41.0B 参数text-to-image-synthesis模型，采用 apache-2.0 许可，基于 Tongyi-MAI/Z-Image-Turbo 构建。 - **Repository**: hf/SeeSee21-Z-Image-Turbo-AIO - **License**: apache-2.0 - **Tasks**: text-to-image-synthesis - **Parameters**: 41.0B - **Base model**: Tongyi-MAI/Z-Image-Turbo - **Tags**: text-to-image, image-generation, diffusion, comfyui, photorealistic, bilingual, chinese, english, 8-step, fast-generation - **Downloads**: 4110 - **Stars**: 63 - **Last updated**: 2026-01-03 Source: https://www.modelscope.cn/models/hf/SeeSee21-Z-Image-Turbo-AIO --- # 🚀 Z-Image-Turbo Collection **Ultra-Fast 8-Step Generation • Photorealistic & Anime • All-in-One** [![License](https://img.shields.io/badge/License-Apache%202.0-blue.svg)](https://opensource.org/licenses/Apache-2.0) [![ComfyUI](https://img.shields.io/badge/ComfyUI-Compatible-green.svg)](https://github.com/comfyanonymous/ComfyUI) --- ## 📦 Models | Model | Style | FP8 | FP16 | BF16 | Best Sampler | |-------|-------|-----|------|------|--------------| | 📸 **Z-Image-Turbo-AIO** | Photorealistic | ~10GB | ~20GB | ~20GB | res_multistep + simple | | 🎨 **Z-Image-Turbo-Anime** | Anime | ~10GB | ~20GB | ~20GB | euler_ancestral + beta | **All models:** 8-9 steps • CFG 1.0 • 8GB VRAM compatible --- ## 🔧 Workflows | Workflow | File | Best For | |----------|------|----------| | 🚀 [Standard v1](#-standard-v10--v20) | `ZIT-AIO-v1.0.json` | Simple text-to-image | | 🚀 [Standard v2](#-standard-v10--v20) | `ZIT-AIO-v2.0.json` | Improved upscaler | | 🎮 [ControlNet](#-controlnet) | `ZIT-AIO-Control.json` | Guided generation | | 🎲 [Seed Variance](#-seed-variance-enhancer) | `ZIT-AIO-Variance.json` | Output diversity | | 🎬 [SeedVR2](#-seedvr2) | `ZIT-AIO-SeedVR2.json` | Pro upscaling | | 🌊 [Depth V3](#-depth-anything-v3) | `ZIT-AIO-DepthV3.json` | Depth control + 3D | | 🎨 [Anime](#-anime-workflow) | `ZIT-AIO-Anime.json` | Anime generation | --- ## 📸 Z-Image-Turbo-AIO (Photorealistic) Alibaba Tongyi Lab's 6B parameter photorealistic generator with integrated VAE + Text Encoder. **Features:** ⚡ 8-step • 📖 Bilingual EN/CN • 📸 Professional quality ```yaml Steps: 9 | CFG: 1.0 | Sampler: res_multistep | Scheduler: simple ``` 🖼️ **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) --- ## 🎨 Z-Image-Turbo-Anime (NEW!) Custom anime checkpoint with merged LoRAs for enhanced anime aesthetics. **Features:** ⚡ 8-step • 🎨 Enhanced anime style • 🔓 Partially NSFW capable ```yaml Steps: 8-9 | CFG: 1.0 | Sampler: euler_ancestral | Scheduler: beta ``` 🖼️ **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) --- ## 📋 Workflow Details
🚀 Standard v1.0 & v2.0 — Simple text-to-image ### Standard Workflow ![Standard Workflow Title](images/workflows/v2-title.png) 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 ![Standard Workflow Screenshot](images/workflows/v2-screenshot.png) 📥 **Download:** [ZIT-AIO-v1.0.json](workflows/ZIT-AIO-v1.0.json) | [ZIT-AIO-v2.0.json](workflows/ZIT-AIO-v2.0.json)
🎮 ControlNet — Guided generation with reference images ### ControlNet Union Workflow ![ControlNet Workflow Title](images/workflows/control-title.png) 5 control types for precise composition control. **Control Types:** - Canny — Edge detection - HED — Soft edges - Depth — 3D depth - Pose — Body pose - MLSD — Line detection **Settings:** - ControlNet strength: 0.6-0.8 - Megapixel scaling (auto aspect ratio) **Required:** - ControlNet Union file → `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 ![ControlNet Workflow Screenshot](images/workflows/control-screenshot.png) 📥 **Download:** [ZIT-AIO-Control.json](workflows/ZIT-AIO-Control.json)
🎲 Seed Variance Enhancer — More diversity from same prompt ### Seed Variance Enhancer Workflow ![Seed Variance Workflow Title](images/workflows/variance-title.png) 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) ![Seed Variance Workflow Screenshot](images/workflows/variance-screenshot.png) 📥 **Download:** [ZIT-AIO-Variance.json](workflows/ZIT-AIO-Variance.json)
🎬 SeedVR2 — Professional diffusion upscaling ### SeedVR2 Video Upscaler Workflow ![SeedVR2 Workflow Title](images/workflows/seedvr2-title.png) 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) • 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) ![SeedVR2 Workflow Screenshot](images/workflows/seedvr2-screenshot.png) 📥 **Download:** [ZIT-AIO-SeedVR2.json](workflows/ZIT-AIO-SeedVR2.json)
🌊 Depth Anything V3 — Depth control + 3D preview ### Depth Anything V3 ControlNet Workflow ![Depth V3 Workflow Title](images/workflows/depthv3-title.png) State-of-the-art depth-guided generation with dual modes. **Two Modes:** 1. **Generate** — Depth-controlled image generation 2. **3D Preview** — 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) ![Depth V3 Workflow Screenshot](images/workflows/depthv3-screenshot.png) 📥 **Download:** [ZIT-AIO-DepthV3.json](workflows/ZIT-AIO-DepthV3.json)
🎨 Anime Workflow — For Z-Image-Turbo-Anime ### Z-Image-Turbo-Anime Workflow ![Anime Workflow Title](images/workflows/anime-title.png) 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: 832×1216 (portrait) / 1216×832 (landscape) ``` **Required Nodes:** rgthree-comfy, comfyui_image_metadata_extension, SeedVarianceEnhancer, SeedVR2 ![Anime Workflow Screenshot](images/workflows/anime-screenshot.png) 📥 **Download:** [ZIT-AIO-Anime.json](workflows/ZIT-AIO-Anime.json)
--- ## 🔄 FP8 vs FP16 vs BF16 | | 🟡 FP8 (~10GB) | 🔵 FP16 (~12GB) | 🌟 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!** --- ## ⚙️ 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 ``` --- ## 💡 Prompting **Natural language works best!** (100-300 words) ``` ✅ Professional food photography of artisan breakfast plate. Golden poached eggs on sourdough toast, crispy bacon, fresh avocado slices. Morning sunlight creating warm glow. ❌ breakfast, eggs, toast, bacon, food photo, delicious ``` **Bilingual Text Rendering:** ``` English: Neon sign reading "COFFEE SHOP" in bright blue letters Chinese: Sign with "咖啡店" in elegant gold calligraphy ``` --- ## 📥 Downloads ### Models — Z-Image-Turbo-AIO (Photorealistic) | Precision | CivitAI | HuggingFace | |-----------|---------|-------------| | 🌟 BF16 | [Download](https://civitai.com/models/2173571?modelVersionId=2447693) | This page | | 🔵 FP16 | [Download](https://civitai.com/models/2173571?modelVersionId=2550362) | This page | | 🟡 FP8 | [Download](https://civitai.com/models/2173571?modelVersionId=2448013) | This page | ### Models — Z-Image-Turbo-Anime | Precision | CivitAI | HuggingFace | |-----------|---------|-------------| | 🌟 BF16 | [Download](https://civitai.com/models/2259646?modelVersionId=2543657) | This page | | 🔵 FP16 | [Download](https://civitai.com/models/2259646?modelVersionId=2550879) | This page | | 🟡 FP8 | [Download](https://civitai.com/models/2259646?modelVersionId=2544019) | This page | ### Additional Downloads | Source | Link | |--------|------| | 🎮 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 | --- ## 📦 Custom Nodes
All Required Nodes **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)
--- ## 📁 Files ``` ├── z-image-turbo-fp8-aio.safetensors # 📸 Photorealistic FP8 ├── z-image-turbo-fp16-aio.safetensors # 📸 Photorealistic FP16 ├── z-image-turbo-bf16-aio.safetensors # 📸 Photorealistic BF16 ├── z-image-anime-aio-fp8.safetensors # 🎨 Anime FP8 ├── z-image-anime-aio-fp16.safetensors # 🎨 Anime FP16 ├── z-image-anime-aio-bf16.safetensors # 🎨 Anime BF16 │ ├── workflows/ │ ├── ZIT-AIO-v1.0.json # 🚀 Standard v1 │ ├── ZIT-AIO-v2.0.json # 🚀 Standard v2 │ ├── ZIT-AIO-Control.json # 🎮 ControlNet │ ├── ZIT-AIO-Variance.json # 🎲 Seed Variance │ ├── ZIT-AIO-SeedVR2.json # 🎬 SeedVR2 │ ├── ZIT-AIO-DepthV3.json # 🌊 Depth V3 │ └── ZIT-AIO-Anime.json # 🎨 Anime │ ├── images/ │ ├── test1-coffee-shop.jpeg # Photo examples │ ├── test2-chinese-temple.jpeg │ ├── test3-sushi.jpeg │ └── workflows/ # Workflow images │ ├── v1-title.png & v1-screenshot.png │ ├── v2-title.png & v2-screenshot.png │ ├── control-title.png & control-screenshot.png │ ├── variance-title.png & variance-screenshot.png │ ├── seedvr2-title.png & seedvr2-screenshot.png │ ├── depthv3-title.png & depthv3-screenshot.png │ └── anime-title.png & anime-screenshot.png ``` --- ## 🙏 Credits **Original Model:** Tongyi Lab (Alibaba) • 6B S3-DiT • Apache 2.0 **AIO Conversion & Anime Merge:** [SeeSee21](https://huggingface.co/SeeSee21) **Resources:** [Original HuggingFace](https://huggingface.co/Tongyi-MAI/Z-Image-Turbo) • [GitHub](https://github.com/Tongyi-MAI/Z-Image) • [ComfyUI Files](https://huggingface.co/Comfy-Org/z_image_turbo) --- **Download → Load Checkpoint → Generate!** 🚀 ---
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