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README.md
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</div>
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This project provides a [Tensorrt](https://github.com/NVIDIA/TensorRT) implementation for fast image upscaling using models inside ComfyUI (2-4x faster)
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<p align="center">
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<img src="assets/node_v3.png" style="height: 400px" />
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</p>
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## β Support
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If you like my projects and wish to see updates and new features, please consider supporting me. It helps a lot!
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[](https://github.com/yuvraj108c/ComfyUI-Depth-Anything-Tensorrt)
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[](https://github.com/yuvraj108c/ComfyUI-Upscaler-Tensorrt)
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[](https://github.com/yuvraj108c/ComfyUI-Dwpose-Tensorrt)
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[](https://github.com/yuvraj108c/ComfyUI-Rife-Tensorrt)
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[](https://github.com/yuvraj108c/ComfyUI-Whisper)
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[](https://github.com/yuvraj108c/ComfyUI_InvSR)
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[](https://github.com/yuvraj108c/ComfyUI-Thera)
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[](https://github.com/yuvraj108c/ComfyUI-Video-Depth-Anything)
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[](https://github.com/yuvraj108c/ComfyUI-PiperTTS)
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[](https://www.buymeacoffee.com/yuvraj108cZ)
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[](https://paypal.me/yuvraj108c)
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---
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_Note: The following results were benchmarked on FP16 engines inside ComfyUI, using 100 identical frames_
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| Device | Model | Input Resolution (WxH) | Output Resolution (WxH) | FPS |
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| :----: | :-----------: | :--------------------: | :---------------------: | :-: |
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| RTX5090 | 4x-UltraSharp | 512 x 512 | 2048 x 2048 | 12.7 |
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| RTX5090 | 4x-UltraSharp | 1280 x 1280 | 5120 x 5120 | 2.0 |
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| RTX4090 | 4x-UltraSharp | 512 x 512 | 2048 x 2048 | 6.7 |
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| RTX4090 | 4x-UltraSharp | 1280 x 1280 | 5120 x 5120 | 1.1 |
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| RTX3060 | 4x-UltraSharp | 512 x 512 | 2048 x 2048 | 2.2 |
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| RTX3060 | 4x-UltraSharp | 1280 x 1280 | 5120 x 5120 | 0.35 |
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## π Installation
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- Install via the manager
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- Or, navigate to the `/ComfyUI/custom_nodes` directory
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```bash
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git clone https://github.com/yuvraj108c/ComfyUI-Upscaler-Tensorrt.git
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cd ./ComfyUI-Upscaler-Tensorrt
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pip install -r requirements.txt
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```
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## π οΈ Supported Models
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- These upscaler models have been tested to work with Tensorrt. Onnx are available [here](https://huggingface.co/yuvraj108c/ComfyUI-Upscaler-Onnx/tree/main)
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- The exported tensorrt models support dynamic image resolutions from 256x256 to 1280x1280 px (e.g 960x540, 512x512, 1280x720 etc).
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- [4x-UltraSharp](https://openmodeldb.info/models/4x-UltraSharp)
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- [4x-WTP-UDS-Esrgan](https://openmodeldb.info/models/4x-WTP-UDS-Esrgan)
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- [4x_NMKD-Siax_200k](https://openmodeldb.info/models/4x-NMKD-Siax-CX)
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- [4x_RealisticRescaler_100000_G](https://openmodeldb.info/models/4x-RealisticRescaler)
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- [4x_foolhardy_Remacri](https://openmodeldb.info/models/4x-Remacri)
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- [RealESRGAN_x4](https://openmodeldb.info/models/4x-realesrgan-x4plus)
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- [4xNomos2_otf_esrgan](https://openmodeldb.info/models/4x-Nomos2-otf-esrgan)
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- [4x-ClearRealityV1](https://openmodeldb.info/models/4x-ClearRealityV1)
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- [4x_UniversalUpscalerV2-Neutral_115000_swaG](https://openmodeldb.info/models/4x-UniversalUpscalerV2-Neutral)
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- [4x-UltraSharpV2_Lite](https://huggingface.co/Kim2091/UltraSharpV2)
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- Choose the appropriate model from the dropdown
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- The tensorrt engine will be built automatically
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- Load an image of resolution between 256-1280px
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- Set `resize_to` to resize the upscaled images to fixed resolutions
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- To export other ESRGAN models, you'll have to build the onnx model first, using [export_onnx.py](scripts/export_onnx.py)
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- Place the onnx model in `/ComfyUI/models/onnx/YOUR_MODEL.onnx`
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- Then, add your model to this list [load_upscaler_config.json](load_upscaler_config.json)
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- Finally, run the same workflow and choose your model
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- If you've tested another working tensorrt model, let me know to add it officially to this node
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##
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### 27 Auguest 2025
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- Support 4x-UltraSharpV2_Lite, 4x_UniversalUpscalerV2-Neutral_115000_swaG, 4x-ClearRealityV1
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- Load models from config [PR#57](https://github.com/yuvraj108c/ComfyUI-Upscaler-Tensorrt/pull/57)
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- Optimise post processing
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- Update onnx export script
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##
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##
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- [comfyanonymous/ComfyUI](https://github.com/comfyanonymous/ComfyUI)
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---
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license: mit
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tags:
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- comfyui
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- comfyui-custom-nodes
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- mirror
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- github-mirror
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library_name: comfyui
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---
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# ComfyUI-Upscaler-Tensorrt
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π **Mirror of GitHub Repository**
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This is a personal mirror of the original GitHub repository for easy access and backup.
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## π¦ Original Source
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**GitHub:** [https://github.com/yuvraj108c/ComfyUI-Upscaler-Tensorrt](https://github.com/yuvraj108c/ComfyUI-Upscaler-Tensorrt)
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## π― Purpose
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This mirror is maintained for:
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- β
Easy access and backup
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- β
Integration with Hugging Face workflows
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- β
Personal development and testing
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- β
Offline availability
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## π Usage
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Please refer to the original GitHub repository for:
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- Latest updates and releases
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- Installation instructions
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- Documentation
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- Issues and support
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- Contributing guidelines
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## π Attribution
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All code and content in this repository belongs to the original authors and contributors.
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This is purely a mirror for personal convenience.
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**Please support the original project:** https://github.com/yuvraj108c/ComfyUI-Upscaler-Tensorrt
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---
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**Mirrored by:** aliensmn
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**Mirror Type:** ComfyUI Custom Node
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**Original Repository:** https://github.com/yuvraj108c/ComfyUI-Upscaler-Tensorrt
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*If you are the original author and would like this mirror removed, please contact me.*
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