Update dependency Microsoft.ML to v1.5.0

[renovate]

This PR contains the following updates:

Package	Type	Update	Change
Microsoft.ML	nuget	minor	1.4.0 -> 1.5.0

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Release Notes

dotnet/machinelearning

v1.5.0

Compare Source

ML.NET 1.5.0

New Features

• New anomaly detection algorithm (#​5135). ML.NET has previously supported anomaly detection through DetectAnomalyBySrCnn. This function operates in a streaming manner by computing anomalies around each arriving point and examining a window around it. Now we introduce a new function DetectEntireAnomalyBySrCnn that computes anomalies by considering the entire dataset and also supports the ability to set sensitivity and output margin.
• Root Cause Detection (#​4925) ML.NET now also supports root cause detection for anomalies detected in time series data.

Enhancements

• Updates to TextLoader
  • Enable TextLoader to accept new lines in quoted fields (#​5125)
  • Add escapeChar support to TextLoader (#​5147)
  • Add public generic methods to TextLoader catalog that accept Options objects (#​5134)
  • Added decimal marker option in TextLoader (#​5145, #​5154)
• Onnxruntime updated to v1.3 (#​5104). This brings support for additional data types for the HashingEstimator.
• Onnx export for OneHotHashEncodingTransformer and HashingTransormer (#​5013, #​5152, #​5138)
• Support for Categorical features in CalculateFeatureContribution of LightGBM (#​5018)

Bug Fixes

In this release we have traced down every bug that would occur randomly and sporadically and fixed many subtle bugs. As a result, we have also re-enabled a lot of tests listed in the Test Updates section below.

• Fixed race condition for test MulticlassTreeFeaturizedLRTest (#​4950)
• Fix SsaForecast bug (#​5023)
• Fixed x86 crash (#​5081)
• Fixed and added unit tests for EnsureResourceAsync hanging issue (#​4943)
• Added IDisposable support for several classes (#​4939)
• Updated libmf and corresponding MatrixFactorizationSimpleTrainAndPredict() baselines per build (#​5121)
• Fix MatrixFactorization trainer's warning (#​5071)
• Update CodeGenerator's console project to netcoreapp3.1 (#​5066)
• Let ImageLoadingTransformer dispose the last image it loads (#​5056)
• [LightGBM] Fixed bug for empty categorical values (#​5048)
• Converted potentially large variables to type long (#​5041)
• Made resource downloading more robust (#​4997)
• Updated MultiFileSource.Load to fix inconsistent behavior with multiple files (#​5003)
• Removed WeakReference already cleaned up by GC (#​4995)
• Fixed Bitmap(file) locking the file. (#​4994)
• Remove WeakReference list in PredictionEnginePoolPolicy. (#​4992)
• Added the assembly name of the custom transform to the model file (#​4989)
• Updated constructor of ImageLoadingTransformer to accept empty imageFolder paths (#​4976)

Onnx bug fixes

• ColumnSelectingTransformer now infers ONNX shape (#​5079)
• Fixed KMeans scoring differences between ORT and OnnxRunner (#​4942)
• CountFeatureSelectingEstimator no selection support (#​5000)
• Fixes OneHotEncoding Issue (#​4974)
• Fixes multiclass logistic regression (#​4963)
• Adding vector tests for KeyToValue and ValueToKey (#​5090)

AutoML fixes

• Handle NaN optimization metric in AutoML (#​5031)
• Add projects capability in CodeGenerator (#​5002)
• Simplify CodeGen - phase 2 (#​4972)
• Support sweeping multiline option in AutoML (#​5148)

Test updates

• Fix libomp installation for MacOS Builds(#​5143, #​5141)
• address TF test download fail, use resource manager with retry download (#​5102)
• Adding OneHotHashEncoding Test (#​5098)
• Changed Dictionary to ConcurrentDictionary (#​5097)
• Added SQLite database to test loading of datasets in non-Windows builds (#​5080)
• Added ability to compare configuration specific baselines, updated baslines for many tests and re-enabled disabled tests (#​5045, #​5059, #​5068, #​5057, #​5047, #​5029, #​5094, #​5060)
• Fixed TestCancellation hanging (#​4999)
• fix benchmark test hanging issue (#​4985)
• Added working version of checking whether file is available for access (#​4938)

Documentation Updates

• Update OnnxTransformer Doc XML (#​5085)
• Updated build docs for .NET Core 3.1 (#​4967)
• Updated OnnxScoringEstimator's documentation (#​4966)
• Fix xrefs in the LDSVM trainer docs (#​4940)
• Clarified parameters on time series (#​5038)
• Update ForecastBySsa function specifications and add seealso (#​5027)
• Add see also section to TensorFlowEstimator docs (#​4941)

Breaking Changes

• None

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