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Push basic workflow
Browse files- README.md +12 -1
- comfy_nodes/README.md +26 -0
- lora/README.md +24 -0
- workflows/README.md +28 -0
README.md
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Please check [this article](https://civitai.com/articles/19986) to learn more about why it took so long for us to ship V7 and upcoming model releases.
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## Model prompting
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This model supports a wide array of styles and aesthetics but provides an opinionated default prompt template:
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## LoRA training
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We recommend using SimpleTuner for LoRA training following [this guide](https://github.com/bghira/SimpleTuner/blob/main/documentation/quickstart/AURAFLOW.md).
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## Commercial API
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Please check [this article](https://civitai.com/articles/19986) to learn more about why it took so long for us to ship V7 and upcoming model releases.
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## Important HuggingFace links
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- **[GGUF Models](gguf/)** - Quantized models for lower VRAM usage (Q8_0 recommended for best quality/size balance)
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- **[Safetensor Model](safetensor/)** - Single-file safetensors format for easier loading
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- **[LoRA Training](lora/)** - Information and tools for training LoRAs with SimpleTuner
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- **[Workflows](workflows/)** - ComfyUI workflow examples for standard and GGUF inference
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- **[ComfyUI Nodes](comfy_nodes/)** - Custom PonyNoise node for GPU/CPU noise selection
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## Model prompting
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This model supports a wide array of styles and aesthetics but provides an opinionated default prompt template:
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## LoRA training
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We recommend using SimpleTuner for LoRA training following [this guide](https://github.com/bghira/SimpleTuner/blob/main/documentation/quickstart/AURAFLOW.md).
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For information on converting SimpleTuner LoRAs to diffusers/ComfyUI compatible format, see the [LoRA folder](lora/). A [LoRA workflow example](workflows/pony-v7-lora.png) is also available.
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## Commercial API
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comfy_nodes/README.md
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# ComfyUI PonyNoise Node
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## Download
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📦 [ComfyUI_PonyNoise.zip](ComfyUI_PonyNoise.zip)
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## Overview
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ComfyUI uses CPU noise by default to ensure consistency across different platforms, while `diffusers` use GPU noise by default. However, GPU noise generation may vary between different GPU models, although it typically remains consistent across the latest NVIDIA cards.
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This custom node provides the flexibility to switch between GPU and CPU noise generation modes, enabling you to match `diffusers` output on the same machine when needed.
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## Usage
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To get started with the PonyNoise node, please refer to the [noise selection workflow](../workflows/pony-v7-noise-selection.png) which demonstrates proper configuration and integration with your generation pipeline.
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## Installation
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1. Download the [ComfyUI_PonyNoise.zip](ComfyUI_PonyNoise.zip) file
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2. Extract the contents to your ComfyUI custom nodes directory
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3. Restart ComfyUI
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4. Load the workflow
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## Acknowledgments
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Special thanks to [Silver](https://github.com/silveroxides) for adapting the [ComfyUI Noise nodes](https://github.com/BlenderNeko/ComfyUI_Noise) and helping with workflows.
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lora/README.md
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# Pony V7 LoRA Training
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## Training Guide
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We recommend using SimpleTuner for LoRA training following [this guide](https://github.com/bghira/SimpleTuner/blob/main/documentation/quickstart/AURAFLOW.md).
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## ComfyUI LoRA Workflow
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A [LoRA workflow example](../workflows/pony-v7-lora.png) is available showing how to load and use LoRAs with Pony V7. Simply drag and drop the workflow image into your ComfyUI canvas to load it.
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## LoRA Conversion Script
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### [convert_simpletuner_lora.py](convert_simpletuner_lora.py)
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A utility script to convert SimpleTuner LoRA weights to diffusers-compatible format for AuraFlow models.
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**Usage:**
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```bash
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python convert_simpletuner_lora.py <input_lora.safetensors> <output_lora.safetensors>
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```
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This script ensures your LoRAs trained with SimpleTuner can be loaded directly with diffusers' `load_lora_weights()` method or inside of ComfyUI's LoRA nodes.
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workflows/README.md
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# Pony V7 ComfyUI Workflows
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## How to Use
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Simply drag and drop any of the workflow images below directly into your ComfyUI canvas to load them. ComfyUI will automatically parse the embedded workflow data from the image.
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## Available Workflows
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### [Basic Workflow](pony-v7-simple.png)
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A simple, straightforward workflow for generating images with Pony V7 using the SafeTensor. Perfect for getting started quickly.
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### [GGUF Workflow](pony-v7-simple-gguf.png)
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Workflow optimized for using GGUF quantized models. Requires the [GGUF nodes by City96](https://github.com/city96/ComfyUI-GGUF). GGUF formats allow lower VRAM use with minimal degradation to quality and no noticeable impact to performance. Q8_0 version is recommended. See the [GGUF README](../gguf/) for more details.
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### [LoRA Workflow](pony-v7-lora.png)
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Workflow demonstrating how to use LoRA models with Pony V7. Shows proper setup for loading and applying LoRA weights to enhance or modify generation results. See the [LoRA README](../lora/) for training and conversion information.
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### [Noise Selection Workflow](pony-v7-noise-selection.png)
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Advanced workflow featuring the custom PonyNoise node that allows switching between GPU and CPU noise generation. Use this to match `diffusers` output or ensure cross-platform consistency. Requires the [PonyNoise node](../comfy_nodes/).
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