---
base_model:
- baidu/ERNIE-Image
- baidu/ERNIE-Image-Turbo
pipeline_tag: text-to-image
tags:
- text-to-image
- image-generation
- diffusion-transformer
- dit
- comfyui
- checkpoint
- safetensors
- aio
- all-in-one
- ernie-image
- ernie-image-turbo
- bf16
- fp8
license: apache-2.0
widget:
- text: >-
    A premium sci-fi poster with readable text, cinematic lighting, and a
    futuristic city skyline at night.
- text: >-
    A clean product advertisement for a coffee brand with readable package text,
    elegant layout, and warm morning light.
language:
- en
---

<div align="center">

<img src="https://huggingface.co/SeeSee21/ERNIE-AIO/resolve/main/images/cover.jpg" alt="ERNIE-AIO cover" width="100%">

# 🖼️ ERNIE-AIO

### All-in-one ERNIE-Image checkpoints for ComfyUI — Base and Turbo, BF16 and FP8, text encoder and VAE included

<a href="https://huggingface.co/SeeSee21"><img src="https://img.shields.io/badge/Hugging%20Face-SeeSee21-FFD21E?style=for-the-badge&logo=huggingface&logoColor=black" alt="Hugging Face"></a>
<a href="https://civitai.red/models/2551548"><img src="https://img.shields.io/badge/Civitai-This%20model-1971C2?style=for-the-badge" alt="Civitai"></a>
<a href="https://www.youtube.com/@SeeSee-AI"><img src="https://img.shields.io/badge/YouTube-SeeSee--AI-FF0000?style=for-the-badge&logo=youtube&logoColor=white" alt="YouTube"></a>
<a href="https://github.com/seesee75-commits"><img src="https://img.shields.io/badge/GitHub-seesee75--commits-181717?style=for-the-badge&logo=github&logoColor=white" alt="GitHub"></a>

<p align="center">
<a href="https://huggingface.co/SeeSee21"><img src="https://img.shields.io/badge/Type-Checkpoint%20(AIO)-7C3AED?style=flat-square" alt="Type: AIO checkpoint"></a> <a href="https://huggingface.co/baidu/ERNIE-Image"><img src="https://img.shields.io/badge/Base-ERNIE--Image-0EA5E9?style=flat-square" alt="Base: ERNIE-Image"></a> <a href="https://huggingface.co/SeeSee21"><img src="https://img.shields.io/badge/Format-BF16%20·%20FP8-16A34A?style=flat-square" alt="Format: BF16 and FP8"></a> <a href="https://www.apache.org/licenses/LICENSE-2.0"><img src="https://img.shields.io/badge/License-Apache--2.0-F59E0B?style=flat-square" alt="License: Apache-2.0"></a>
</p>

</div>

<br>

<div style="background:#7C3AED22;border-left:4px solid #7C3AED;padding:12px 16px;border-radius:8px">
<b>🚀 Quick start:</b> put one checkpoint in <code>ComfyUI/models/checkpoints/</code>, load it with <b>Load Checkpoint</b> (no extra VAE or text-encoder loader needed) and generate. <b>Base:</b> 50 steps, CFG 4.0. <b>Turbo:</b> 8 steps, CFG 1.0.
</div>

## ✨ At a glance

| Property | Details |
|:--|:--|
| 🧩 **Type** | All-in-one checkpoints with integrated text encoder and VAE |
| 🏗️ **Base models** | [baidu/ERNIE-Image](https://huggingface.co/baidu/ERNIE-Image) and [baidu/ERNIE-Image-Turbo](https://huggingface.co/baidu/ERNIE-Image-Turbo) |
| 📦 **Versions** | Base and Turbo, each in BF16 and FP8 |
| 🎛️ **Settings** | Base: 50 steps · CFG 4.0 — Turbo: 8 steps · CFG 1.0 |
| 🖋️ **Strengths** | Instruction following, text rendering, structured layouts |
| 🧰 **Workflow** | ComfyUI workflow with upscaler in `Workflow/` |

## 📦 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 include the text encoder and VAE in a single checkpoint, so no extra loaders are needed.

### 📸 ERNIE-AIO-Base

The Base version is meant for high-quality, deliberate and stable generation.

**Features:** 📖 strong instruction following · 🖋️ text rendering · 📐 structured layouts

```text
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, or the 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

```text
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 few steps, or efficient VRAM usage.

## 🔄 FP8 or BF16?

| | 🟡 FP8 | 🌟 BF16 |
|:--|:--|:--|
| **Quality** | about 95% | 100% |
| **File size** | Smaller | Full |
| **Speed** | Faster | Standard |
| **VAE** | FP32 (stable) | FP32 (stable) |
| **Best for** | Daily use | Final renders |

> **Note:** I quantized the FP8 versions in this repository myself. The VAE is kept at **FP32** in all variants for stable decoding.

## 🧩 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.

**Minimal workflow:** Checkpoint Loader → CLIP Text Encode (Prompt) → Empty Latent Image → KSampler → VAE Decode → Save Image.

### 🗂️ Prompt Enhancer (optional)

The Prompt Enhancer expands short prompts into richer, more descriptive ones. The included workflow uses it, but everything also works without it.

> ⚠️ **Placement:** put the Prompt Enhancer files directly into `ComfyUI/models/text_encoders/`, **not** into a `prompt-enhancer/` subfolder.

## 💡 Prompting

**Natural language works best.** These models excel at instruction following and text rendering.

```text
✅ 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 and 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 the best results, describe:** the subject and environment · the composition and layout · the mood and lighting · the camera framing · any text that should appear in the image.

## 📥 Downloads

All files are available directly in this repository. The Civitai versions are:

| Model | Precision | Civitai |
|:--|:--|:--|
| ⚡ **ERNIE-AIO-Turbo** | 🌟 BF16 and 🟡 FP8 | [Download](https://civitai.red/models/2551548?modelVersionId=2868512) |
| 📸 **ERNIE-AIO-Base** | 🌟 BF16 and 🟡 FP8 | [Download](https://civitai.red/models/2551548?modelVersionId=2867462) |

## 📁 Files

```text
├── 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 and FP8 quantization:** [SeeSee](https://huggingface.co/SeeSee21).

| Resource | Link |
|:--|:--|
| ERNIE-Image (Hugging Face) | [baidu/ERNIE-Image](https://huggingface.co/baidu/ERNIE-Image) |
| ERNIE-Image-Turbo (Hugging Face) | [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.** 🚀

---

<details>
<summary><b>🧭 More from SeeSee — all models</b></summary>

### 🧩 Checkpoints & AIO

| Model | Hugging Face | Civitai |
|:--|:--|:--|
| AniSee | [SeeSee21/AniSee](https://huggingface.co/SeeSee21/AniSee) | [Model](https://civitai.red/models/2628747) · [Workflows](https://civitai.red/models/2630318) |
| Z-Anime | [SeeSee21/Z-Anime](https://huggingface.co/SeeSee21/Z-Anime) | [Model](https://civitai.red/models/2483351) |
| Z-Image-Turbo-AIO | [SeeSee21/Z-Image-Turbo-AIO](https://huggingface.co/SeeSee21/Z-Image-Turbo-AIO) | [Model](https://civitai.red/models/2173571) · [Workflow](https://civitai.red/models/2174008) |
| ERNIE-AIO | [SeeSee21/ERNIE-AIO](https://huggingface.co/SeeSee21/ERNIE-AIO) | [Model](https://civitai.red/models/2551548) · [Workflow](https://civitai.red/models/2553748) |
| Chroma-Anime-AIO | [SeeSee21/Chroma-Anime-AIO](https://huggingface.co/SeeSee21/Chroma-Anime-AIO) | [Model](https://civitai.red/models/2022057) · [Workflow](https://civitai.red/models/2027641) |
| FLUX.2-klein-4B-AIO | [SeeSee21/FLUX.2-klein-4B-AIO](https://huggingface.co/SeeSee21/FLUX.2-klein-4B-AIO) | [Model](https://civitai.red/models/2327389) · [Workflow](https://civitai.red/models/2327746) |
| QWEN-Anime | [SeeSee21/QWEN-Anime](https://huggingface.co/SeeSee21/QWEN-Anime) | [Model](https://civitai.red/models/2122738) · [Workflow](https://civitai.red/models/2135240) |
| SeeMoss-Genesis | [SeeSee21/SeeMoss-Genesis](https://huggingface.co/SeeSee21/SeeMoss-Genesis) | [Model](https://civitai.red/models/3031179) · [Workflow](https://civitai.red/models/3031981) |
| See-Krea2 | [SeeSee21/See-Krea2-Genesis](https://huggingface.co/SeeSee21/See-Krea2-Genesis) | [Model](https://civitai.red/models/2846618) · [Workflow](https://civitai.red/models/2936142) |
| LTX See Motion | [SeeSee21/LTX-See-Motion](https://huggingface.co/SeeSee21/LTX-See-Motion) | [Model](https://civitai.red/models/2768763) · [Workflow](https://civitai.red/models/2784290) |

### 🎀 LoRAs

| Model | Hugging Face | Civitai |
|:--|:--|:--|
| Illustrious Anime Collection | [SeeSee21/Illustrious-Anime-Collection](https://huggingface.co/SeeSee21/Illustrious-Anime-Collection) | [Model](https://civitai.red/models/1994924) |
| Chroma Semi-Anime | [SeeSee21/Chroma-Semi-Anime](https://huggingface.co/SeeSee21/Chroma-Semi-Anime) | [Model](https://civitai.red/models/1992501) |
| Kitsune Furry Girl | [SeeSee21/Kitsune-Furry-Girl-Z-Image](https://huggingface.co/SeeSee21/Kitsune-Furry-Girl-Z-Image) | [Model](https://civitai.red/models/2218232) |
| Ayase Momo (Dandadan) | [SeeSee21/Ayase-Momo-Z-Image](https://huggingface.co/SeeSee21/Ayase-Momo-Z-Image) | [Model](https://civitai.red/models/2189797) |

</details>

<div align="center">

[🧩 Checkpoints & AIO](https://huggingface.co/collections/SeeSee21/checkpoints-and-aio) &nbsp;·&nbsp; [🎀 LoRAs](https://huggingface.co/collections/SeeSee21/loras) &nbsp;·&nbsp; [🌐 Civitai](https://civitai.red/user/SeeSeeLP) &nbsp;·&nbsp; [▶️ YouTube](https://www.youtube.com/@SeeSee-AI)

<sub>Made with ❤️ by SeeSee</sub>

</div>