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Add PRXPixelPipeline: pixel-space PRX text-to-image pipeline #13928
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| <!-- Copyright 2025 The HuggingFace Team. All rights reserved. | ||
| # | ||
| # Licensed under the Apache License, Version 2.0 (the "License"); | ||
| # you may not use this file except in compliance with the License. | ||
| # You may obtain a copy of the License at | ||
| # | ||
| # http://www.apache.org/licenses/LICENSE-2.0 | ||
| # | ||
| # Unless required by applicable law or agreed to in writing, software | ||
| # distributed under the License is distributed on an "AS IS" BASIS, | ||
| # WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. | ||
| # See the License for the specific language governing permissions and | ||
| # limitations under the License. --> | ||
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| # PRX Pixel | ||
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| PRXPixel is a pixel-space text-to-image generation model by Photoroom. A ~7B [`PRXTransformer2DModel`] | ||
| denoises raw RGB images directly — no VAE is needed. The model is conditioned on a Qwen3-VL text encoder | ||
| and uses flow matching where the transformer predicts the clean image at each step (x-prediction). The | ||
| generation resolution is fed into the timestep modulation so the model is aware of the target size. | ||
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| ## Available models | ||
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| | Model | Resolution | Description | Suggested parameters | Recommended dtype | | ||
| |:-----:|:---------:|:----------:|:----------:|:----------:| | ||
| | [`Photoroom/prxpixel-t2i`](https://huggingface.co/Photoroom/prxpixel-t2i) | 1024 | Pixel-space ~7B model with Qwen3-VL text encoder | 28 steps, cfg=5.0 | `torch.bfloat16` | | ||
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| ## Loading the pipeline | ||
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| [`PRXPixelPipeline`] requires `transformers >= 4.57` (the version that introduced `Qwen3VLTextModel`). Load it with [`~DiffusionPipeline.from_pretrained`]: | ||
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| ```py | ||
| import torch | ||
| from diffusers import PRXPixelPipeline | ||
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| pipe = PRXPixelPipeline.from_pretrained("Photoroom/prxpixel-t2i", torch_dtype=torch.bfloat16) | ||
| pipe.to("cuda") | ||
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| prompt = "A front-facing portrait of a lion in the golden savanna at sunset." | ||
| image = pipe(prompt, num_inference_steps=28, guidance_scale=5.0).images[0] | ||
| image.save("prxpixel_output.png") | ||
| ``` | ||
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| ## Memory Optimization | ||
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| For memory-constrained environments: | ||
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| ```py | ||
| import torch | ||
| from diffusers import PRXPixelPipeline | ||
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| pipe = PRXPixelPipeline.from_pretrained("Photoroom/prxpixel-t2i", torch_dtype=torch.bfloat16) | ||
| pipe.enable_model_cpu_offload() | ||
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| # Or use sequential CPU offload for even lower memory | ||
| pipe.enable_sequential_cpu_offload() | ||
| ``` | ||
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| ## PRXPixelPipeline | ||
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| [[autodoc]] PRXPixelPipeline | ||
| - all | ||
| - __call__ | ||
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| ## PRXPipelineOutput | ||
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| [[autodoc]] pipelines.prx.pipeline_output.PRXPipelineOutput |
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