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WinML CLI v0.1.0

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@timenick timenick released this 27 May 05:05
v0.1.0
c941ff9
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First public preview release. With the Windows ML 2.0 baseline now in place, this release shifts focus to polishing the CLI surface: faster winml inspect / winml eval, more accurate device & EP resolution, a real PyPI release pipeline, and a meaningful pass over sysinfo and quantization behavior.

🎉 Public preview

  • Promoted to Development Status :: 4 - Beta in pyproject.toml.
  • First release published to PyPI via the new ESRP-signed release pipeline (#473).

✨ Improvements

  • winml inspect: banner + spinner during HF metadata fetch (#718, hidden in JSON mode #745); --list-tasks <500 ms (#717); processor Auto* lookups gated (#719, #746).
  • winml eval: lazy module loading drops cold-start latency (#711); inputs validated up-front with friendlier errors and a structured --schema output (#694).
  • winml export: model-id and task validated before the export runs (#714).
  • winml analyze: cleaner EP/device selection, clearer "op-check skipped" UI, merged optimization config (#702).
  • winml perf: estimated model precision (QDQ / block-wise quant / dominant float dtype) is now reported by WinMLSession (#706); expanded perf e2e coverage across EPs and devices (#698).
  • winml monitor: queries all NPU/GPU engines and reports the max utilization (#716).
  • CLI-wide: did-you-mean suggestions on mistyped subcommands (#699); consistent option-vs-config-file value priority across commands (#720); op_tracing hidden from the public surface (#738).
  • Adopted the official windowsml usage example — removed the redundant WinML singleton, fixing a benign "library already registered" traceback on winml perf --device npu (#729).

🐛 Fixes

  • Quantization (P0) — --precision now rejects invalid values instead of silently falling back to uint8/uint8; default image calibration dataset streams rather than downloading ~5 GB; DETR-family object detection supports pixel_mask padding (#680).
  • winml eval — pinned pyarrow <24 to avoid an EP DLL load-order crash (#750).
  • winml perf — QDQ precision detection fix (#753); NPU monitoring adds 3D engine, device line shows requested vs. actual (#747).
  • EP / device resolution — resolve_device/resolve_eps now use get_registered_ep_devices (#712); dropped misleading ov/vitis/trtrtx aliases (#690); winml sys raises when an EP isn't available on the host (#686); per-provider ensure_ready failures demoted to debug (#703); analyze regression caught during compile e2e (#740).
  • Native ORT / WinML — suppressed ORT native stderr, fixed a HANDLE leak (#709); nulled the EP catalog handle after enumeration to prevent a QNN NPU crash on exit (#701); fixed the onnxruntime DLL search path (#689).
  • winml sys — diagnostic sections gated behind -v, json-mode logs routed to stderr (#737); CPU/Mem scoped to the current process and PDH percent counters no longer artificially capped (#715); host arch reported via IsWow64Process2 on Windows ARM64 (#705).
  • OpenVINO — is_npu detection updated (#722).

🔧 Internals & CI

  • Added a winml-cli Copilot skill (#733).

📦 Assets

  • winml_cli-0.1.0-py3-none-any.whl
  • rules-v0.1.0.zip
Assets 4
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