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ML.NET 1.5.4

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@harishsk harishsk released this 05 Jan 23:38
· 1 commit to release/1.5.4 since this release
0fca56c

New Features

  • New API for exporting models to Onnx. (#5544). A new API has been added to Onnx converter to specify the output columns you care about. This will export a smaller and more performant model in many cases.

Enhancements

  • Perf improvement for TopK Accuracy and return all topK in Classification Evaluator (#5395) (Thank you @jasallen)
  • Update OnnxRuntime to 1.6 (#5529)
  • Updated tensorflow.net to 0.20.0 (#5404)
  • Added in DcgTruncationLevel to AutoML api and increased default level to 10 (#5433)

Bug Fixes

  • AutoML.NET specific fixes.
    • Fixed AutoFitMaxExperimentTimeTest (#5506)
    • Fixed code generator tests failure (#5520)
    • Use Timer and ctx.CancelExecution() to fix AutoML max-time experiment bug (#5445)
    • Handled exception during GetNextPipeline for AutoML (#5455)
    • Fixed internationalization bug(#5162) in AutoML parameter sweeping caused by culture dependent float parsing. (#5163)
    • Fixed MaxModels exit criteria for AutoML unit test (#5471)
    • Fixed AutoML CrossValSummaryRunner for TopKAccuracyForAllK (#5548)
  • Fixed bug in Tensorflow Transforer with handling primitive types (#5547)
  • Fixed MLNet.CLI build error (#5546)
  • Fixed memory leaks from OnnxTransformer (#5518)
  • Fixed memory leak in object pool (#5521)
  • Fixed Onnx Export for ProduceWordBags (#5435)
  • Upgraded boundary calculation and expected value calculation in SrCnnEntireAnomalyDetector (#5436)
  • Fixed SR anomaly score calculation at beginning (#5502)
  • Improved error message in ColumnConcatenatingEstimator (#5444)
  • Fixed issue 5020, allow ML.NET to load tf model with primitive input and output column (#5468)
  • Fixed issue 4322, enable lda summary output (#5260)
  • Fixed perf regression in ShuffleRows (#5417)
  • Change the _maxCalibrationExamples default on CalibratorUtils (#5415)

Build / Test updates

  • Migrated to Arcade build system that is used my multiple dotnet projects. This will give increased build/CI efficiencies going forward. Updated build instructions can be found in the docs/building folder
  • Fixed MacOS builds (#5467 and #5457)

Documentation Updates

  • Fixed Spelling on stopwords (#5524)(Thank you @LeoGaunt)
  • Changed LoadRawImages Sample (#5460)

Breaking Changes

  • None