--- title: SeeSee21-ERNIE-AIO canonical_url: "https://www.modelscope.cn/models/hf/SeeSee21-ERNIE-AIO" md_url: "https://www.modelscope.cn/models/hf/SeeSee21-ERNIE-AIO.md" repository: hf/SeeSee21-ERNIE-AIO last_updated: 2026-07-18 license: apache-2.0 pipeline_tag: text-to-image-synthesis tasks: - text-to-image-synthesis model_type: - ernie-image-aio architectures: - ERNIEImageAIO parameters: 53.2B tensor_type: - U8 - BF16 - I64 - F32 - F8_E4M3 library_name: - lora - safetensors - pytorch frameworks: - pytorch language: - en downloads: 1018 stars: 2 tags: - text-to-image - image-generation - diffusion-transformer - dit - comfyui - checkpoint - safetensors - aio - all-in-one - ernie-image - ernie-image-turbo - bf16 - fp8 --- # SeeSee21-ERNIE-AIO > SeeSee21-ERNIE-AIO - hf 在 ModelScope 开源的模型。🖼️ ERNIE AIO for ComfyUI hf/SeeSee21-ERNIE-AIO 是 ModelScope 魔搭社区上的 53.2B 参数text-to-image-synthesis模型，采用 apache-2.0 许可。 - **Repository**: hf/SeeSee21-ERNIE-AIO - **License**: apache-2.0 - **Tasks**: text-to-image-synthesis - **Parameters**: 53.2B - **Tags**: text-to-image, image-generation, diffusion-transformer, dit, comfyui, checkpoint, safetensors, aio, all-in-one, ernie-image, ernie-image-turbo, bf16, fp8 - **Downloads**: 1018 - **Stars**: 2 - **Last updated**: 2026-07-18 Source: https://www.modelscope.cn/models/hf/SeeSee21-ERNIE-AIO --- # 🖼️ ERNIE AIO for ComfyUI **All-in-One Checkpoints • Base + Turbo • BF16 & FP8 • Text Encoder + VAE Included** [![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](#📦-models "📦 Models") - [📋 Workflow](#📋-workflow "📋 Workflow") - [📸 ERNIE-AIO-Base](#📸-ernie-aio-base "📸 ERNIE-AIO-Base") - [⚡ ERNIE-AIO-Turbo](#⚡-ernie-aio-turbo "⚡ ERNIE-AIO-Turbo") - [🔄 FP8 vs BF16](#🔄-fp8-vs-bf16 "🔄 FP8 vs BF16") - [⚙️ Common Settings](#⚙️-common-settings "⚙️ Common Settings") - [🗂️ Prompt Enhancer](#🗂️-prompt-enhancer "🗂️ Prompt Enhancer") - [💡 Prompting](#💡-prompting "💡 Prompting") - [📥 Downloads](#📥-downloads "📥 Downloads") - [📁 Files](#📁-files "📁 Files") - [🙏 Credits](#🙏-credits "🙏 Credits") --- ## 📦 Models | Model | Style | FP8 | BF16 | Best For | |---|---|---|---|---| | 📸 **ERNIE-AIO-Base** | Realistic / Structured | ✅ | ✅ | High-quality, refined output | | ⚡ **ERNIE-AIO-Turbo** | Realistic / Structured | ✅ | ✅ | Fast iteration, 8-step generation | **All models:** Integrated Text Encoder + VAE • Single Checkpoint • No extra loaders needed --- ## 📋 Workflow | File | Description | |---|---| | `Workflow/ERNIE-AIO-Upscale.json` | Standard ComfyUI workflow with upscaler | > ✅ A ready-to-use **ComfyUI workflow** is included in the `Workflow/` folder. > ✅ Optional **Prompt Enhancer** files are included in the `prompt-enhancer/` folder. --- ## 📸 ERNIE-AIO-Base The Base version is intended for high-quality, deliberate, and stable generation. **Features:** 📖 Strong instruction following • 🖋️ Text rendering • 📐 Structured layouts ``` Steps: 50 | CFG: 4.0 ``` [![ERNIE-AIO-Base preview](https://huggingface.co/SeeSee21/ERNIE-AIO/resolve/main/images/ernie-aio-base.png)](https://huggingface.co/SeeSee21/ERNIE-AIO/blob/main/images/ernie-aio-base.png) Use this version when you want: - Stronger refinement and more careful rendering - Full non-turbo quality - Best results for posters, infographics, and text-heavy layouts --- ## ⚡ ERNIE-AIO-Turbo The Turbo version is a distilled variant for fast generation and quick iteration. **Features:** ⚡ 8-step generation • 🎯 High prompt fidelity • 🚀 Quick turnaround ``` Steps: 8 | CFG: 1.0 ``` [![ERNIE-AIO-Turbo preview](https://huggingface.co/SeeSee21/ERNIE-AIO/resolve/main/images/ernie-aio-turbo.png)](https://huggingface.co/SeeSee21/ERNIE-AIO/blob/main/images/ernie-aio-turbo.png) Use this version when you want: - Fast output for prototyping and iteration - Strong visual quality with minimal steps - Efficient VRAM usage --- ## 🔄 FP8 vs BF16 | | 🟡 FP8 | 🌟 BF16 | |---|---|---| | **Quality** | ~95% | 100% | | **File Size** | Smaller | Full | | **Speed** | Faster | Standard | | **VAE** | FP32 (stable) | FP32 (stable) | | **Best For** | Daily use | Final renders | > **Note:** The FP8 versions in this repository were quantized by me. > VAE is kept at **FP32** in all variants for stable decoding. --- ## ⚙️ Common Settings ``` # ERNIE-AIO-Base Steps: 50 CFG: 4.0 # ERNIE-AIO-Turbo Steps: 8 CFG: 1.0 # Placement (both variants) ComfyUI/models/checkpoints/ # Loader Standard "Load Checkpoint" node — no extra VAE or text encoder loader needed ``` **Minimal workflow:** 1. **Checkpoint Loader** 2. **CLIP Text Encode (Prompt)** 3. **Empty Latent Image** 4. **KSampler** 5. **VAE Decode** 6. **Save Image** --- ## 🗂️ Prompt Enhancer An optional **Prompt Enhancer** is included in the `prompt-enhancer/` folder. - Automatically expands short prompts into richer, more descriptive prompts - Used by the included workflow - Fully optional — works without it too > ⚠️ **Placement:** The Prompt Enhancer files must be placed in: > ``` > ComfyUI/models/text_encoders/ > ``` > **Not** in a `prompt-enhancer/` subfolder — place the files directly into `text_encoders/`. --- ## 💡 Prompting **Natural language works best!** These models excel at instruction following and text rendering. ``` ✅ A cinematic movie poster with a bold readable title at the top, dramatic lighting, a futuristic skyline in the background, and a heroic figure silhouetted against a neon-lit city. ❌ movie poster, city, hero, cinematic, dramatic ``` **ERNIE-Image is especially strong for:** | Category | Examples | |---|---| | 🎬 Posters & Title Cards | Movie posters, event flyers, title images | | ☕ Product Ads | Coffee brands, packaging with readable text | | 📊 Infographics | Labeled sections, structured layouts | | 💬 Comics | Speech bubbles, panel compositions | | 🖥️ UI-style Visuals | Interface mockups, app screens | | 🖼️ Realistic Imagery | Portraits, environments, product shots | **For best results, describe:** - Subject & environment - Composition & layout - Mood & lighting - Camera framing - Any text that should appear in the image --- ## 📥 Downloads ### ERNIE-AIO Checkpoints | Model | Precision | CivitAI | |---|---|---| | ⚡ **ERNIE-AIO-Turbo** | 🌟 BF16 | [Download](https://civitai.red/models/2551548?modelVersionId=2868512) | | ⚡ **ERNIE-AIO-Turbo** | 🟡 FP8 | [Download](https://civitai.red/models/2551548?modelVersionId=2868512) | | 📸 **ERNIE-AIO-Base** | 🌟 BF16 | [Download](https://civitai.red/models/2551548?modelVersionId=2867462) | | 📸 **ERNIE-AIO-Base** | 🟡 FP8 | [Download](https://civitai.red/models/2551548?modelVersionId=2867462) | > All files are also available directly on this HuggingFace page. --- ## 📁 Files ``` ├── ERNIE-AIO-Base-bf16.safetensors # 📸 Base — BF16 ├── ERNIE-AIO-Base-fp8.safetensors # 📸 Base — FP8 ├── ERNIE-AIO-Turbo-bf16.safetensors # ⚡ Turbo — BF16 ├── ERNIE-AIO-Turbo-fp8.safetensors # ⚡ Turbo — FP8 │ ├── Workflow/ │ └── ERNIE-AIO-Upscale.json # 🚀 ComfyUI workflow with upscaler │ ├── prompt-enhancer/ # 🗂️ Optional Prompt Enhancer files │ └── images/ ├── ernie-aio-base.png # 📸 Base preview image └── ernie-aio-turbo.png # ⚡ Turbo preview image ``` --- ## 🙏 Credits **Original Model:** Baidu ERNIE-Image Team • Single-Stream DiT • Apache 2.0 **AIO Conversion & FP8 Quantization:** [SeeSee21](https://huggingface.co/SeeSee21) **Official Sources:** | Resource | Link | |---|---| | ERNIE-Image (HuggingFace) | [baidu/ERNIE-Image](https://huggingface.co/baidu/ERNIE-Image) | | ERNIE-Image-Turbo (HuggingFace) | [baidu/ERNIE-Image-Turbo](https://huggingface.co/baidu/ERNIE-Image-Turbo) | | GitHub | [baidu/ERNIE-Image](https://github.com/baidu/ERNIE-Image) | --- **Download → Load Checkpoint → Generate!** 🚀 **Place in `checkpoints/`, load with "Load Checkpoint", and generate in seconds!**