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+ Copyright (C) 2025 Apple Inc. All Rights Reserved.
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+ Disclaimer: IMPORTANT: This Apple software is supplied to you by Apple
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+ Disclaimer: IMPORTANT: This Apple Machine Learning Research Model is
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+ specifically developed and released by Apple Inc. ("Apple") for the sole purpose
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+ of scientific research of artificial intelligence and machine-learning
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+ technology. “Apple Machine Learning Research Model” means the model, including
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+ but not limited to algorithms, formulas, trained model weights, parameters,
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+ configurations, checkpoints, and any related materials (including
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+ documentation).
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+
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+ This Apple Machine Learning Research Model is provided to You by
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+ Apple in consideration of your agreement to the following terms, and your use,
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+ * Distribution of Apple Machine Learning Research Model and Model Derivatives:
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+ retraining, fine-tuning of the Apple Machine Learning Research Model.
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+ * No Other License: Except as expressly stated in this notice, no other rights
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+ * Compliance with Laws: Your use of Apple Machine Learning Research Model must
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+ * Term and Termination: The term of this Agreement will begin upon your
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+ * Disclaimer and Limitation of Liability: This Apple Machine Learning Research
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+ Model and any outputs generated by the Apple Machine Learning Research Model
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+ are provided on an “AS IS” basis. APPLE MAKES NO WARRANTIES, EXPRESS OR
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+ IMPLIED, INCLUDING WITHOUT LIMITATION THE IMPLIED WARRANTIES OF
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+ NON-INFRINGEMENT, MERCHANTABILITY AND FITNESS FOR A PARTICULAR PURPOSE,
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+ REGARDING THE APPLE MACHINE LEARNING RESEARCH MODEL OR OUTPUTS GENERATED BY
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+ THE APPLE MACHINE LEARNING RESEARCH MODEL. You are solely responsible for
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+ determining the appropriateness of using or redistributing the Apple Machine
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+ Learning Research Model and any outputs of the Apple Machine Learning Research
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+ Model and assume any risks associated with Your use of the Apple Machine
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README.md ADDED
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+ ---
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+ license: apple-amlr
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+ library_name: ml-sharp
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+ pipeline_tag: image-to-3d
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+ base_model: apple/Sharp
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+ tags:
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+ - webgpu
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+ - onnx
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+ - transformers.js
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+ - gaussian-splatting
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+ - view-synthesis
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+ - apple-amlr
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+ ---
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+
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+ # ml-sharp-webgpu
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+
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+ This repository contains a browser-oriented ONNX/WebGPU export of Apple's SHARP
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+ monocular view-synthesis model. It is a derived artifact of the official
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+ [`apple/Sharp`](https://huggingface.co/apple/Sharp) checkpoint, packaged for the
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+ `sharp_webgpu.html` browser runtime in
21
+ [`apple/ml-sharp`](https://github.com/apple/ml-sharp).
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+
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+ This is not the official Apple checkpoint repository and is not endorsed by
24
+ Apple. The goal of this repo is to make the released research model easier to
25
+ run in WebGPU-capable browsers through the SHARP WebGPU pipeline and
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+ Transformers.js v4.
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+
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+ ## Intended Use
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+
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+ - Non-commercial scientific research and academic development.
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+ - Browser-side WebGPU inference for SHARP image-to-splat and panorama workflows.
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+ - Local validation of the staged ONNX export against the SHARP WebGPU runtime.
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+
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+ ## Not Intended For
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+
36
+ - Commercial exploitation.
37
+ - Product development.
38
+ - Use in a commercial product or service.
39
+ - Any use outside the Apple Machine Learning Research Model License Agreement.
40
+
41
+ ## License
42
+
43
+ The source code in the upstream SHARP project is covered by `LICENSE`.
44
+
45
+ The model weights and derived model artifacts in this repository are covered by
46
+ `LICENSE_MODEL`, the Apple Machine Learning Research Model License Agreement.
47
+ That license limits use, modification, derivatives, and redistribution to
48
+ research purposes and excludes commercial exploitation, product development, or
49
+ commercial product/service use.
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+
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+ This ONNX/WebGPU bundle is a derived artifact from the released SHARP model and
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+ should be treated as a model derivative for licensing purposes.
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+
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+ Attribution required by `LICENSE_MODEL`:
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+
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+ > Apple Machine Learning Research Model is licensed under the Apple Machine
57
+ > Learning Research Model License Agreement.
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+
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+ Modifications from the upstream `apple/Sharp` release:
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+
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+ - Exported the PyTorch checkpoint to a staged ONNX layout for browser execution.
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+ - Split execution into `stage-1` through `stage-4` for ONNX Runtime WebGPU.
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+ - Applied the ONNX Runtime 1.26 compatibility export/patch that removes
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+ `Cast(to=DOUBLE) -> IsInf` adapters emitted by PyTorch `nan_to_num`.
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+ - Added a `manifest.json` consumed by the SHARP WebGPU runtime.
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+
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+ ## Files
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+
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+ ```text
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+ README.md
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+ LICENSE
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+ LICENSE_MODEL
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+ .gitattributes
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+ config.json
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+ manifest.json
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+ sharp_stage_1.onnx
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+ sharp_stage_1.onnx.data
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+ sharp_stage_2.onnx
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+ sharp_stage_3.onnx
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+ sharp_stage_4.onnx
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+ SHA256SUMS
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+ ```
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+
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+ ## Browser Usage
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+
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+ Serve the SHARP WebGPU app and load this repository through Transformers.js:
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+
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+ ```text
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+ http://localhost:8000/sharp_webgpu.html?model=ml-sharp-webgpu
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+ ```
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+
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+ For local validation before upload, place this folder under `webgpu/models/` and
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+ open:
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+
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+ ```text
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+ http://localhost:8000/sharp_webgpu.html?model=ml-sharp-webgpu&local=1&localModelPath=./models/
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+ ```
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+
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+ ## Validation
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+
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+ This folder was prepared with:
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+
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+ ```bash
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+ ./.venv/bin/python webgpu/prepare_hf_release.py --repo-id ml-sharp-webgpu
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+ ```
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+
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+ Before publishing, run:
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+
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+ ```bash
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+ ./.venv/bin/python webgpu/prepare_hf_release.py \
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+ --repo-id ml-sharp-webgpu \
112
+ --validate-only
113
+ ```
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+
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+ The validation checks that all expected files are present, external ONNX data is
116
+ available, SHA-256 hashes match, license markers exist in this model card, and
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+ `sharp_stage_1.onnx` no longer contains the ORT 1.26 double-cast export pattern.
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+
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+ ## Citation
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+
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+ If you use this model, cite the upstream SHARP work:
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+
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+ ```bibtex
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+ @article{mescheder2025sharp,
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+ title = {Sharp Monocular View Synthesis in Less Than a Second},
126
+ author = {Lars Mescheder and Wei Dong and Shiwei Li and Xuyang Bai and Marcel Santos and Peiyun Hu and Bruno Lecouat and Mingmin Zhen and Amael Delaunoy and Tian Fang and Yanghai Tsin and Stephan R. Richter and Vladlen Koltun},
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+ journal = {arXiv preprint arXiv:2512.10685},
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+ year = {2025},
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+ url = {https://arxiv.org/abs/2512.10685},
130
+ }
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+ ```
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+ "outputs": [
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+ "feature_input",
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+ "name": "stage-4",
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+ "file": "sharp_stage_4.onnx",
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