build(deps): bump onnxruntime from 1.26.0 to 1.27.0

[dependabot]

Bumps onnxruntime from 1.26.0 to 1.27.0.

Release notes

Sourced from onnxruntime's releases.

ONNX Runtime v1.27.0

n.b. This release is targeting ONNX 1.21. ONNX 1.22 will be supported in ORT 1.28. n.b. This changelog was generated via LLM. Only the contributor list has been verified. As always, only trust the commit history.

Announcements & Breaking Changes

• CUDA 12 package files are now explicitly named as such.
• CUDA 12 packages are deprecated, please move to CUDA 13 ASAP.

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Security Fixes

• Fixed out-of-bounds read in SoftmaxCrossEntropyLoss via label bounds validation (#28004)
• Hardened OneHot input validation and output-size computation (#28014)
• Added SafeInt overflow protection in Expand and capped constant-folding output sizes (#28055)
• Bounded total output allocation size in Tile kernel (#28070)
• Added mask/input shape consistency checks in MaxpoolWithMask::Compute (#28223)
• Fixed BitShift UB for shift amounts greater than or equal to bit width (#28272)
• Validated sequence bounds in GQA (seqlens_k vs cos_cache) (#28277)
• Validated conv bias shape in WordConvEmbedding to prevent OOB reads (#28279)
• Fixed int32 overflow in CUDA Cast and UnaryElementWise kernels for very large tensors (#28386)
• Fixed out-of-bounds read in CropBase scale handling (#28399)
• Fixed rank-underflow bug in Inverse kernel trailing-dimension indexing (#28400)
• Added sparse tensor external file path validation and additional external-path hardening (#28408, #28709, #28725)
• Switched remaining torch.load() calls to weights_only=True (#28421)
• Added CPU cache-indirection beam-index validation (#28486)
• Added additional overflow/bounds checks and test coverage in runtime buffers (#28713, #28747)

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New Features

Execution Provider Plugin API

• Added zero-copy I/O for plugin EPs with HOST_ACCESSIBLE memory (#28037)
• Added OrtEp::OnSessionInitializationEnd() callback (#28319)
• Added plugin EP session-options getters (#28377)
• Added CUDA Plugin EP provider options for streams and external allocators (#28603)

Core APIs & Runtime

• Added support for ONNX overloaded functions (IR v10+) (#28275)
• Added FLOAT8E8M0 datatype support in ONNX Runtime (#28381)
• Added CPU Cast support for FLOAT8E8M0 (#28435)
• Added kOrtEpDevice_EpMetadataKey_OSDriverVersion example and docs (#28282)

Quantization & Training Tooling

• Added calibration cache support to quantize_static (#28221)

... (truncated)

Commits

• 8f0278c [CUDA] Optimize QMoE SoftmaxTopK router for small-batch decode (#29026)
• 66916b0 fix: NodeJS pkging stage needs to use CFS (#29007)
• af99e19 Disable OrtEp::ort_version_supported sanity check to work around EPs that don...
• 6fc112f 1.27.0 - cherry pick 2 (#28900)
• 8f5403c 1.27.0 - cherry pick 1 (#28817)
• 0b451f5 Switch NPM publishing to consume from CUDA 13 pipeline (#28773) (#28792)
• a8baf5c Skip SetupDi device discovery if Win32k system calls are disabled (#28535)
• 5c34495 fix(quantization): validate bias scale in QDQ Conv → QLinearConv fusion (#28229)
• 8da5e91 Use abseil for readable POSIX stack traces in debug builds (#28405)
• 8fcb725 feat(quantization): add opset-21 block_size attribute to QDQ (#28522)
• Additional commits viewable in compare view

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[Mike-Zhuang]

已在 main 的 0bf0bbe 统一升级到相同或更高版本，并通过本地构建/测试验证；关闭该 Dependabot PR。

[dependabot]

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