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Bump com.microsoft.onnxruntime:onnxruntime from 1.12.1 to 1.14.0 #58

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@dependabot dependabot bot commented on behalf of github Feb 13, 2023

Bumps com.microsoft.onnxruntime:onnxruntime from 1.12.1 to 1.14.0.

Release notes

Sourced from com.microsoft.onnxruntime:onnxruntime's releases.

ONNX Runtime v1.14.0

Announcements

  • Building ORT from source will require cmake version >=3.24 instead of >=3.18.

General

  • ONNX 1.13 support (opset 18)
  • Threading
    • ORT Threadpool is now NUMA aware (details)
    • New API to set thread affinity (details)
  • New custom operator APIs
    • Enables a custom operator to wrap an entire model that is meant to be inferenced with an external API or runtime.
    • Details and example
  • Multi-stream Execution Provider refactoring
    • Improves GPU utilization by putting parallel inference requests on different GPU streams. Updated for CUDA, TensorRT, and ROCM execution providers
    • Improves memory efficiency by enabling GPU memory reuse across different streams
    • Enables Execution Provider developer to customize its stream implementation by providing "Stream" interface in ExecutionProvider API
  • [Preview] Rust API for ORT - not part of release branch but available to build in main.

Performance

  • Support of quantization with AMX on Sapphire Rapids processors
  • CUDA EP performance improvements:
    • Improve performance of transformer models and decoding methods: beam search, greedy search, and topp sampling.
    • Stable Diffusion model optimizations
    • Change cudnn_conv_use_max_workspace default value to be 1
  • Performance improvements to GRU and Slice operators

Execution Providers

Mobile

  • Pre/Post processing
    • Support updating mobilenet and super resolution models to move the pre and post processing into the model, including usage of custom ops for conversion to/from jpg/png
      • onnxruntime-extensions python package includes the model update script to add pre/post processing to the model
      • See example model update usage
    • Created onnxruntime-extensions packages for Android and iOS with DecodeImage and EncodeImage custom ops
    • Updated the onnxruntime inference examples to demonstrate end-to-end usage with onnxruntime-extensions package
  • XNNPACK

... (truncated)

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Bumps [com.microsoft.onnxruntime:onnxruntime](https://github.com/microsoft/onnxruntime) from 1.12.1 to 1.14.0.
- [Release notes](https://github.com/microsoft/onnxruntime/releases)
- [Changelog](https://github.com/microsoft/onnxruntime/blob/main/docs/ReleaseManagement.md)
- [Commits](microsoft/onnxruntime@v1.12.1...v1.14.0)

---
updated-dependencies:
- dependency-name: com.microsoft.onnxruntime:onnxruntime
  dependency-type: direct:production
  update-type: version-update:semver-minor
...

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@dependabot dependabot bot added the dependencies Pull requests that update a dependency file label Feb 13, 2023
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