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PixelUMM

Image-to-Text
multimodal
image-generation
video-generation
video-text-to-text
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bryanchunvidia commited on
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Recreate PixelUMM preserving all model files without demo artifacts

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  1. .gitattributes +520 -0
  2. README.md +104 -0
  3. S8-F18-R01/__SAVE_COMPLETE +4 -0
  4. S8-F18-R01/model/.metadata +3 -0
  5. S8-F18-R01/model/__0_0.distcp +3 -0
  6. S8-F18-R01/model/__10_0.distcp +3 -0
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  25. S8-F18-R01/model/__28_0.distcp +3 -0
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  27. S8-F18-R01/model/__2_0.distcp +3 -0
  28. S8-F18-R01/model/__30_0.distcp +3 -0
  29. S8-F18-R01/model/__31_0.distcp +3 -0
  30. S8-F18-R01/model/__32_0.distcp +3 -0
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  32. S8-F18-R01/model/__34_0.distcp +3 -0
  33. S8-F18-R01/model/__35_0.distcp +3 -0
  34. S8-F18-R01/model/__36_0.distcp +3 -0
  35. S8-F18-R01/model/__37_0.distcp +3 -0
  36. S8-F18-R01/model/__38_0.distcp +3 -0
  37. S8-F18-R01/model/__39_0.distcp +3 -0
  38. S8-F18-R01/model/__3_0.distcp +3 -0
  39. S8-F18-R01/model/__40_0.distcp +3 -0
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  47. S8-F18-R01/model/__48_0.distcp +3 -0
  48. S8-F18-R01/model/__49_0.distcp +3 -0
  49. S8-F18-R01/model/__4_0.distcp +3 -0
  50. S8-F18-R01/model/__50_0.distcp +3 -0
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README.md ADDED
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1
+ ---
2
+ license: other
3
+ license_name: nvidia-one-way-noncommercial-license
4
+ license_link: https://developer.download.nvidia.com/licenses/NVIDIA-OneWay-Noncommercial-License-22Mar2022.pdf
5
+ base_model: Qwen/Qwen3-8B
6
+ tags:
7
+ - multimodal
8
+ - image-generation
9
+ - video-generation
10
+ - image-to-text
11
+ - video-text-to-text
12
+ ---
13
+
14
+ # PixelUMM
15
+
16
+ **PixelUMM: Encoder-Free Unified Image and Video Understanding and Generation**
17
+
18
+ PixelUMM is an NVIDIA-developed, encoder-free unified multimodal model for joint
19
+ understanding and generation across text, images, and video directly in pixel
20
+ space.
21
+
22
+ ![PixelUMM architecture](assets/pixelumm-teaser.png)
23
+
24
+ > PixelUMM is released for non-commercial research or evaluation purposes only.
25
+
26
+ ## Overview
27
+
28
+ Images are represented as pixel patches instead of embeddings from a separate pretrained
29
+ vision encoder, allowing understanding and generation to share a Transformer-based
30
+ representation.
31
+
32
+ PixelUMM supports:
33
+
34
+ - text-to-image generation;
35
+ - image-conditioned text generation;
36
+ - video-conditioned understanding; and
37
+ - video generation.
38
+
39
+ ## Model Architecture
40
+
41
+ - **Architecture:** Decoder-only Transformer with raw-pixel patch embeddings and
42
+ an iterative pixel-generation head.
43
+ - **Language backbone:**
44
+ [Qwen/Qwen3-8B](https://huggingface.co/Qwen/Qwen3-8B), revision
45
+ `b968826d9c46dd6066d109eabc6255188de91218`.
46
+ - **Image representation:** RGB images divided into 16-by-16 pixel patches.
47
+ - **Generation:** Iterative denoising for image and video generation.
48
+ - **Parameters:** 15,199,672,064.
49
+
50
+ ## Inputs and Outputs
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+
52
+ PixelUMM accepts text, RGB images, and video frames. It produces text, RGB images,
53
+ and video frames.
54
+
55
+ ## Installation
56
+
57
+ PixelUMM requires Linux, an NVIDIA GPU, a CUDA build of PyTorch, and
58
+ FlashAttention. Install PyTorch and FlashAttention for your CUDA environment, then
59
+ install the remaining dependencies.
60
+
61
+ ## Intended Use
62
+
63
+ PixelUMM is intended for researchers and developers studying unified multimodal
64
+ modeling, pixel-space representation learning, multimodal understanding, and image
65
+ or video generation. Example uses include:
66
+
67
+ - studying shared representations across text, images, and video;
68
+ - evaluating encoder-free multimodal architectures;
69
+ - generating images or video from text prompts; and
70
+ - producing text conditioned on images or video.
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+
72
+ PixelUMM has not been validated for production or high-stakes use.
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+
74
+ ## Limitations and Safety
75
+
76
+ PixelUMM may produce inaccurate, offensive, or otherwise inappropriate content.
77
+ It may not follow prompts reliably and may produce semantically or temporally
78
+ inconsistent outputs. Performance may vary across languages, visual domains,
79
+ video duration, resolution, aspect ratio, and hardware.
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+
81
+ Users should implement appropriate safety measures, including content filtering,
82
+ abuse monitoring, and access controls. Users are responsible for model inputs and
83
+ outputs, for obtaining the rights and permissions required for input content, and
84
+ for complying with applicable laws and regulations.
85
+
86
+ ## License
87
+
88
+ The PixelUMM source code is licensed under the
89
+ [Apache License 2.0](LICENSE). Third-party notices are provided in
90
+ [THIRD_PARTY_LICENSES.md](THIRD_PARTY_LICENSES.md).
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+
92
+ The PixelUMM model checkpoint is a separate artifact licensed under the
93
+ [NVIDIA One-Way Noncommercial License](https://developer.download.nvidia.com/licenses/NVIDIA-OneWay-Noncommercial-License-22Mar2022.pdf).
94
+ Its use is limited to non-commercial research or evaluation purposes.
95
+
96
+ PixelUMM uses the [Qwen3-8B](https://huggingface.co/Qwen/Qwen3-8B) base model,
97
+ which is licensed under Apache-2.0, and includes modified code derived from
98
+ [BAGEL](https://github.com/ByteDance-Seed/Bagel). Users are responsible for
99
+ complying with all applicable upstream licenses and terms.
100
+
101
+ ## References
102
+
103
+ - [Qwen3-8B model repository](https://huggingface.co/Qwen/Qwen3-8B)
104
+ - [BAGEL source repository](https://github.com/ByteDance-Seed/Bagel)
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