README.md

---
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
---

# 🚀 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

<details>
<summary><b>🚀 Standard v1.0 & v2.0</b> — Simple text-to-image</summary>

### 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)

</details>

<details>
<summary><b>🎮 ControlNet</b> — Guided generation with reference images</summary>

### 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)

</details>

<details>
<summary><b>🎲 Seed Variance Enhancer</b> — More diversity from same prompt</summary>

### 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)

</details>

<details>
<summary><b>🎬 SeedVR2</b> — Professional diffusion upscaling</summary>

### 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)

</details>

<details>
<summary><b>🌊 Depth Anything V3</b> — Depth control + 3D preview</summary>

### 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)

</details>

<details>
<summary><b>🎨 Anime Workflow</b> — For Z-Image-Turbo-Anime</summary>

### 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)

</details>

---

## 🔄 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

<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>

---

## 📁 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)

---

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---

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