Skip to content
This repository was archived by the owner on Nov 16, 2023. It is now read-only.

Merge latest AutoML transformers to master #417

Merged
merged 43 commits into from
Mar 12, 2020
Merged

Merge latest AutoML transformers to master #417

Show file tree
Hide file tree
Changes from all commits
Commits
Show all changes
43 commits
Select commit Hold shift + click to select a range
c64936d
Native featurizers for AutoML (#317)
ganik Oct 9, 2019
0a6b47f
Update aml branch. (#415)
pieths Jan 24, 2020
dab5805
Merge branch 'master' into aml
ganik Jan 27, 2020
3da3c11
Fix build and test failures in the aml branch. (#418)
pieths Jan 27, 2020
a692369
Fix build issues with aml branch (#419)
pieths Jan 27, 2020
cf7b8dd
Fix issues with centos unit tests related to featurizers. (#420)
pieths Jan 28, 2020
9c92548
Add support for ONNX model export and execution. Merge to AML branch …
ganik Jan 28, 2020
5b70b08
fix tests
ganik Jan 28, 2020
08a501a
fix test
ganik Jan 28, 2020
fa905e5
Add example for OnnxRunner. (#422)
pieths Jan 28, 2020
8d95c52
Build fix for rolling ML.NET 1.5.0-preview* and update to Pandas 1.0 …
najeeb-kazmi Feb 13, 2020
452cb5b
Remove label column from features when no Y is specified and predicto…
pieths Feb 14, 2020
0a4ca83
Fix breaking unit tests. (#440)
pieths Feb 14, 2020
7faec5c
Update test_export_to_onnx test. (#443)
pieths Feb 20, 2020
448ad9f
Update test_export_to_onnx test. (#444)
pieths Feb 21, 2020
a2d9a56
Fix NGramFeaturizer test
ganik Feb 21, 2020
7b79a4a
fix .0 (#445)
ganik Feb 22, 2020
6c2f7a1
Add OneVsRest support to export to onnx tests and increase test cover…
pieths Feb 24, 2020
78bca12
Automatically convert Categorical columns to their values before comp…
pieths Feb 24, 2020
28b8ed3
add ORT results
ganik Feb 25, 2020
cc7d38b
Add ORT & vinod script (#449)
pieths Feb 25, 2020
07a464d
Add ORT validation to the export to onnx tests. (#451)
pieths Feb 25, 2020
d5fcf32
Remove unnecessary import. (#452)
pieths Feb 25, 2020
b45c292
ddd
ganik Feb 25, 2020
1ec47ce
Update data_frame_tool.py (#454)
antoniovs1029 Feb 26, 2020
05a55b9
Merge branch 'aml' of https://github.com/microsoft/NimbusML into aml
ganik Feb 26, 2020
3c6f83d
Fixes for dataframe tool (#455)
ganik Feb 26, 2020
1f4229f
Fixed data_frame_tool to handle category columns correctly (#456)
antoniovs1029 Feb 26, 2020
c3527e9
dddd
ganik Feb 26, 2020
e84cc7e
Few fixes for IDV and DF formats
ganik Feb 26, 2020
257a594
rollback
ganik Feb 26, 2020
7e95a8d
Regenerate entrypoint & api
ganik Feb 27, 2020
bb91f4b
Up version and fix test
ganik Feb 27, 2020
703dd6a
Added Async suffix to RunOnBackgroundThread (#459)
antoniovs1029 Mar 3, 2020
51d0077
Update entrypoints and MarshallInvoke call (#461)
antoniovs1029 Mar 5, 2020
1b4906c
Update to use OnnxRuntime 1.2 (#462)
antoniovs1029 Mar 11, 2020
95f6542
Upgrade CI build to use latest onnxruntime and automl scenario based …
ganik Mar 11, 2020
4bc6219
dont run onnxruntime for python2.7
ganik Mar 12, 2020
5b224df
fix automl test
ganik Mar 12, 2020
970462a
Remove py2.7 Windows from CI build as latest pytest & pip are not sup…
ganik Mar 12, 2020
39ea6f6
fix typo
ganik Mar 12, 2020
adc66b2
remove daily build location
ganik Mar 12, 2020
8f8fc91
use only nuget.org
ganik Mar 12, 2020
File filter

Filter by extension

Filter by extension
Conversations
Failed to load comments.
Loading
Jump to
Jump to file
Failed to load files.
Loading
Diff view
Diff view
2 changes: 0 additions & 2 deletions .vsts-ci.yml
View file
Open in desktop
Original file line number Diff line number Diff line change
Expand Up @@ -12,8 +12,6 @@ phases:
_configuration: RlsWinPy3.6
Py35:
_configuration: RlsWinPy3.5
Py27:
_configuration: RlsWinPy2.7
buildQueue:
name: Hosted VS2017

Expand Down
3 changes: 3 additions & 0 deletions build.cmd
View file
Open in desktop
Original file line number Diff line number Diff line change
Expand Up @@ -350,6 +350,7 @@ copy "%BuildOutputDir%%Configuration%\pybridge.pyd" "%__currentScriptDir%src\py

if %PythonVersion% == 2.7 (
copy "%BuildOutputDir%%Configuration%\Platform\win-x64\publish\*.dll" "%__currentScriptDir%src\python\nimbusml\internal\libs\"
xcopy /S /E /I "%BuildOutputDir%%Configuration%\Platform\win-x64\publish\Data" "%__currentScriptDir%src\python\nimbusml\internal\libs\Data"
:: remove dataprep dlls as its not supported in python 2.7
del "%__currentScriptDir%src\python\nimbusml\internal\libs\Microsoft.DPrep.*"
del "%__currentScriptDir%src\python\nimbusml\internal\libs\Microsoft.Data.*"
Expand All @@ -360,6 +361,7 @@ if %PythonVersion% == 2.7 (
del "%__currentScriptDir%src\python\nimbusml\internal\libs\Microsoft.Workbench.Messaging.SDK.dll"
) else (
for /F "tokens=*" %%A in (build/libs_win.txt) do copy "%BuildOutputDir%%Configuration%\Platform\win-x64\publish\%%A" "%__currentScriptDir%src\python\nimbusml\internal\libs\"
xcopy /S /E /I "%BuildOutputDir%%Configuration%\Platform\win-x64\publish\Data" "%__currentScriptDir%src\python\nimbusml\internal\libs\Data"
)

if "%DebugBuild%" == "True" (
Expand Down Expand Up @@ -394,6 +396,7 @@ if "%InstallPythonPackages%" == "True" (
call "%PythonExe%" -m pip install --upgrade pyzmq
) else (
call "%PythonExe%" -m pip install --upgrade "azureml-dataprep>=1.1.33"
call "%PythonExe%" -m pip install --upgrade onnxruntime
)

call "%PythonExe%" -m pip install --upgrade "%__currentScriptDir%target\%WheelFile%"
Expand Down
3 changes: 3 additions & 0 deletions build.sh
View file
Open in desktop
Original file line number Diff line number Diff line change
Expand Up @@ -213,6 +213,7 @@ then
cp "${BuildOutputDir}/${__configuration}/Platform/${PublishDir}"/publish/System.Native.a "${__currentScriptDir}/src/python/nimbusml/internal/libs/"
cp "${BuildOutputDir}/${__configuration}/Platform/${PublishDir}"/publish/createdump "${__currentScriptDir}/src/python/nimbusml/internal/libs/" || :
cp "${BuildOutputDir}/${__configuration}/Platform/${PublishDir}"/publish/sosdocsunix.txt "${__currentScriptDir}/src/python/nimbusml/internal/libs/"
cp -r "${BuildOutputDir}/${__configuration}/Platform/${PublishDir}"/publish/Data "${__currentScriptDir}/src/python/nimbusml/internal/libs/."
ext=*.so
if [ "$(uname -s)" = "Darwin" ]
then
Expand Down Expand Up @@ -241,6 +242,7 @@ then
cat build/${libs_txt} | while read i; do
cp "${BuildOutputDir}/${__configuration}/Platform/${PublishDir}"/publish/$i "${__currentScriptDir}/src/python/nimbusml/internal/libs/"
done
cp -r "${BuildOutputDir}/${__configuration}/Platform/${PublishDir}"/publish/Data "${__currentScriptDir}/src/python/nimbusml/internal/libs/."
fi

if [[ $__configuration = Dbg* ]]
Expand Down Expand Up @@ -291,6 +293,7 @@ then
fi

"${PythonExe}" -m pip install --upgrade "azureml-dataprep>=1.1.33"
"${PythonExe}" -m pip install --upgrade onnxruntime
fi
"${PythonExe}" -m pip install --upgrade "${Wheel}"
"${PythonExe}" -m pip install "scikit-learn==0.19.2"
Expand Down
1 change: 1 addition & 0 deletions build/libs_linux.txt
View file
Open in desktop
Original file line number Diff line number Diff line change
Expand Up @@ -2,6 +2,7 @@ Google.Protobuf.dll
Newtonsoft.Json.dll
libCpuMathNative.so
libFastTreeNative.so
libFeaturizers.so
libLdaNative.so
libMklImports.so
libMklProxyNative.so
Expand Down
1 change: 1 addition & 0 deletions build/libs_mac.txt
View file
Open in desktop
Original file line number Diff line number Diff line change
Expand Up @@ -2,6 +2,7 @@ Google.Protobuf.dll
Newtonsoft.Json.dll
libCpuMathNative.dylib
libFastTreeNative.dylib
libFeaturizers.dylib
libLdaNative.dylib
libMklImports.dylib
libMklProxyNative.dylib
Expand Down
2 changes: 2 additions & 0 deletions build/libs_win.txt
View file
Open in desktop
Original file line number Diff line number Diff line change
Expand Up @@ -8,8 +8,10 @@ libiomp5md.dll
MklImports.dll
MklProxyNative.dll
SymSgdNative.dll
Featurizers.dll
tensorflow.dll
TensorFlow.NET.dll
NumSharp.Core.dll
System.Drawing.Common.dll
Microsoft.ML.*
onnxruntime.dll
1 change: 0 additions & 1 deletion nuget.config
View file
Open in desktop
Original file line number Diff line number Diff line change
Expand Up @@ -5,6 +5,5 @@
</config>
<packageSources>
<add key="nuget.org" value="https://api.nuget.org/v3/index.json" />
<add key="MlNet_Daily" value="https://dotnet.myget.org/F/dotnet-core/api/v3/index.json" />
Copy link
Member Author

Choose a reason for hiding this comment

The reason will be displayed to describe this comment to others. Learn more.

This should be revoked

</packageSources>
</configuration>
5 changes: 4 additions & 1 deletion src/DotNetBridge/Bridge.cs
View file
Open in desktop
Original file line number Diff line number Diff line change
Expand Up @@ -7,8 +7,10 @@
using System.Runtime.InteropServices;
using System.Text;
using System.Threading;
using Microsoft.ML;
using Microsoft.ML.Data;
using Microsoft.ML.EntryPoints;
using Microsoft.ML.Featurizers;
using Microsoft.ML.Runtime;
using Microsoft.ML.Trainers;
using Microsoft.ML.Trainers.Ensemble;
Expand Down Expand Up @@ -296,11 +298,12 @@ private static unsafe int GenericExec(EnvironmentBlock* penv, sbyte* psz, int cd
//env.ComponentCatalog.RegisterAssembly(typeof(AutoInference).Assembly); // ML.PipelineInference
env.ComponentCatalog.RegisterAssembly(typeof(DataViewReference).Assembly);
env.ComponentCatalog.RegisterAssembly(typeof(ImageLoadingTransformer).Assembly);
//env.ComponentCatalog.RegisterAssembly(typeof(SaveOnnxCommand).Assembly);
env.ComponentCatalog.RegisterAssembly(typeof(OnnxExportExtensions).Assembly);
//env.ComponentCatalog.RegisterAssembly(typeof(TimeSeriesProcessingEntryPoints).Assembly);
//env.ComponentCatalog.RegisterAssembly(typeof(ParquetLoader).Assembly);
env.ComponentCatalog.RegisterAssembly(typeof(SsaChangePointDetector).Assembly);
env.ComponentCatalog.RegisterAssembly(typeof(DotNetBridgeEntrypoints).Assembly);
env.ComponentCatalog.RegisterAssembly(typeof(DateTimeTransformer).Assembly);

using (var ch = host.Start("Executing"))
{
Expand Down
26 changes: 15 additions & 11 deletions src/DotNetBridge/DotNetBridge.csproj
View file
Open in desktop
Original file line number Diff line number Diff line change
Expand Up @@ -32,17 +32,21 @@
<PrivateAssets>all</PrivateAssets>
<IncludeAssets>runtime; build; native; contentfiles; analyzers</IncludeAssets>
</PackageReference>
<PackageReference Include="Microsoft.ML" Version="1.5.0-preview" />
<PackageReference Include="Microsoft.ML.CpuMath" Version="1.5.0-preview" />
<PackageReference Include="Microsoft.ML.EntryPoints" Version="0.17.0-preview" />
<PackageReference Include="Microsoft.ML.Mkl.Components" Version="1.5.0-preview" />
<PackageReference Include="Microsoft.ML.ImageAnalytics" Version="1.5.0-preview" />
<PackageReference Include="Microsoft.ML.LightGBM" Version="1.5.0-preview" />
<PackageReference Include="Microsoft.ML.OnnxTransformer" Version="1.5.0-preview" />
<PackageReference Include="Microsoft.ML.TensorFlow" Version="1.5.0-preview" />
<PackageReference Include="Microsoft.ML.Vision" Version="1.5.0-preview" />
<PackageReference Include="Microsoft.ML.Ensemble" Version="0.17.0-preview" />
<PackageReference Include="Microsoft.ML.TimeSeries" Version="1.5.0-preview" />
<PackageReference Include="Microsoft.ML" Version="1.5.0-preview2" />
<PackageReference Include="Microsoft.ML.CpuMath" Version="1.5.0-preview2" />
<PackageReference Include="Microsoft.ML.EntryPoints" Version="0.17.0-preview2" />
<PackageReference Include="Microsoft.ML.Mkl.Components" Version="1.5.0-preview2" />
<PackageReference Include="Microsoft.ML.ImageAnalytics" Version="1.5.0-preview2" />
<PackageReference Include="Microsoft.ML.LightGBM" Version="1.5.0-preview2" />
<PackageReference Include="Microsoft.ML.OnnxConverter" Version="0.17.0-preview2" />
<PackageReference Include="Microsoft.ML.OnnxTransformer" Version="1.5.0-preview2" />
<PackageReference Include="Microsoft.ML.OnnxRuntime" Version="1.2.0" />
<PackageReference Include="Microsoft.ML.TensorFlow" Version="1.5.0-preview2" />
<PackageReference Include="Microsoft.ML.Vision" Version="1.5.0-preview2" />
<PackageReference Include="Microsoft.ML.Ensemble" Version="0.17.0-preview2" />
<PackageReference Include="Microsoft.ML.TimeSeries" Version="1.5.0-preview2" />
<PackageReference Include="Microsoft.ML.Featurizers" Version="0.17.0-preview2" />
<PackageReference Include="Microsoft.MLFeaturizers" Version="0.3.5" />
<PackageReference Include="Microsoft.DataPrep" Version="0.0.3.2-preview" />
<PackageReference Include="TensorFlow.NET" Version="0.11.8.1" />
<PackageReference Include="SciSharp.TensorFlow.Redist" Version="1.14.0" />
Expand Down
54 changes: 54 additions & 0 deletions src/DotNetBridge/Entrypoints.cs
View file
Open in desktop
Original file line number Diff line number Diff line change
Expand Up @@ -178,5 +178,59 @@ public static ScoringTransformOutput Score(IHostEnvironment env, ScoringTransfor
};

}

public sealed class OnnxTransformInput : TransformInputBase
{
[Argument(ArgumentType.Required, HelpText = "Path to the onnx model file.", ShortName = "model", SortOrder = 0)]
public string ModelFile;

[Argument(ArgumentType.Multiple, HelpText = "Name of the input column.", SortOrder = 1)]
public string[] InputColumns;

[Argument(ArgumentType.Multiple, HelpText = "Name of the output column.", SortOrder = 2)]
public string[] OutputColumns;

[Argument(ArgumentType.AtMostOnce, HelpText = "GPU device id to run on (e.g. 0,1,..). Null for CPU. Requires CUDA 9.1.", SortOrder = 3)]
public int? GpuDeviceId = null;

[Argument(ArgumentType.AtMostOnce, HelpText = "If true, resumes execution on CPU upon GPU error. If false, will raise the GPU execption.", SortOrder = 4)]
public bool FallbackToCpu = false;
}

public sealed class OnnxTransformOutput
{
[TlcModule.Output(Desc = "ONNX transformed dataset", SortOrder = 1)]
public IDataView OutputData;

[TlcModule.Output(Desc = "Transform model", SortOrder = 2)]
public TransformModel Model;
}

[TlcModule.EntryPoint(Name = "Models.OnnxTransformer",
Desc = "Applies an ONNX model to a dataset.",
UserName = "Onnx Transformer",
ShortName = "onnx-xf")]
public static OnnxTransformOutput ApplyOnnxModel(IHostEnvironment env, OnnxTransformInput input)
{
var host = EntryPointUtils.CheckArgsAndCreateHost(env, "OnnxTransform", input);

var inputColumns = input.InputColumns ?? (Array.Empty<string>());
var outputColumns = input.OutputColumns ?? (Array.Empty<string>());

var transformsCatalog = new TransformsCatalog(host);
var onnxScoringEstimator = OnnxCatalog.ApplyOnnxModel(transformsCatalog,
outputColumns,
inputColumns,
input.ModelFile,
input.GpuDeviceId,
input.FallbackToCpu);

var view = onnxScoringEstimator.Fit(input.Data).Transform(input.Data);
return new OnnxTransformOutput()
{
Model = new TransformModelImpl(host, view, input.Data),
OutputData = view
};
}
}
}
5 changes: 4 additions & 1 deletion src/DotNetBridge/ManifestUtils.cs
View file
Open in desktop
Original file line number Diff line number Diff line change
Expand Up @@ -11,6 +11,7 @@
using System.Text.RegularExpressions;
using Microsoft.ML.Data;
using Microsoft.ML.EntryPoints;
using Microsoft.ML.Featurizers;
using Microsoft.ML.Model.OnnxConverter;
using Microsoft.ML.Runtime;
using Microsoft.ML.Trainers;
Expand Down Expand Up @@ -42,8 +43,10 @@ public static class ManifestUtils
typeof(ImageLoadingTransformer),
typeof(SymbolicSgdLogisticRegressionBinaryTrainer),
typeof(OnnxContext),
typeof(OnnxExportExtensions),
typeof(SsaForecastingTransformer),
typeof(VariableColumnTransform)
typeof(VariableColumnTransform),
typeof(DateTimeTransformer)
};

private static (IEnumerable<string> epListContents, JObject manifest) BuildManifests()
Expand Down
7 changes: 5 additions & 2 deletions src/DotNetBridge/NativeDataInterop.cs
View file
Open in desktop
Original file line number Diff line number Diff line change
Expand Up @@ -213,8 +213,11 @@ private static unsafe void SendViewToNativeAsDataFrame(IChannel ch, EnvironmentB
}
else
{
for (int i = 0; i < nSlots; i++)
AddUniqueName(name + "." + i, ref nameIndices, ref nameUtf8Bytes);
if (nSlots == 1)
AddUniqueName(name, ref nameIndices, ref nameUtf8Bytes);
else
for (int i = 0; i < nSlots; i++)
AddUniqueName(name + "." + i, ref nameIndices, ref nameUtf8Bytes);
}
}
else
Expand Down
4 changes: 2 additions & 2 deletions src/DotNetBridge/NativeDataView.cs
View file
Open in desktop
Original file line number Diff line number Diff line change
Expand Up @@ -416,7 +416,7 @@ public TextColumnReader(int batchSize, long rowsCount, int cref, Column[] column
_waiterPublish = new OrderedWaiter(firstCleared: true);

_queue = new BlockingCollection<Batch>(QueueSize);
_thdRead = Utils.RunOnBackgroundThread(ThreadProc);
_thdRead = Utils.RunOnBackgroundThreadAsync(ThreadProc);
}

public void Release()
Expand Down Expand Up @@ -1406,4 +1406,4 @@ public override void Dispose()
#endregion
}
}
}
}
7 changes: 1 addition & 6 deletions src/DotNetBridge/RmlEnvironment.cs
View file
Open in desktop
Original file line number Diff line number Diff line change
Expand Up @@ -52,14 +52,9 @@ protected override IHost RegisterCore(HostEnvironmentBase<RmlEnvironment> source
}

public RmlEnvironment(Bridge.CheckCancelled checkDelegate, int? seed = null, bool verbose = false)
: this(RandomUtils.Create(seed), verbose)
: base(seed, verbose)
{
CheckCancelled = checkDelegate;
}

public RmlEnvironment(Random rand, bool verbose = false)
: base(rand, verbose)
{
CultureInfo.CurrentUICulture = CultureInfo.InvariantCulture;
EnsureDispatcher<ChannelMessage>();
}
Expand Down
5 changes: 4 additions & 1 deletion src/DotNetBridge/transforms/VariableColumnTransform.cs
View file
Open in desktop
Original file line number Diff line number Diff line change
Expand Up @@ -247,6 +247,9 @@ public override bool IsColumnActive(DataViewSchema.Column column)
return _active[column.Index];
}

private static readonly FuncInstanceMethodInfo1<Cursor, DataViewRow, Delegate> _makeVarLengthVectorGetterMethodInfo
= FuncInstanceMethodInfo1<Cursor, DataViewRow, Delegate>.Create(target => target.MakeVarLengthVectorGetter<int>);

private Delegate MakeVarLengthVectorGetter<T>(DataViewRow input)
{
var srcGetters = new ValueGetter<T>[_bindings.vectorToInputMap.Count];
Expand Down Expand Up @@ -304,7 +307,7 @@ public override ValueGetter<TValue> GetGetter<TValue>(DataViewSchema.Column colu
if (column.Index == _bindings.outputColumn)
{
VectorDataViewType columnType = column.Type as VectorDataViewType;
Delegate getter = Utils.MarshalInvoke(MakeVarLengthVectorGetter<int>, columnType.ItemType.RawType, _cursor);
Delegate getter = Utils.MarshalInvoke(_makeVarLengthVectorGetterMethodInfo, this, columnType.ItemType.RawType, _cursor);
return getter as ValueGetter<TValue>;
}
else
Expand Down
26 changes: 15 additions & 11 deletions src/Platforms/build.csproj
View file
Open in desktop
Original file line number Diff line number Diff line change
Expand Up @@ -11,17 +11,21 @@
</PropertyGroup>

<ItemGroup>
<PackageReference Include="Microsoft.ML" Version="1.5.0-preview" />
<PackageReference Include="Microsoft.ML.CpuMath" Version="1.5.0-preview" />
<PackageReference Include="Microsoft.ML.EntryPoints" Version="0.17.0-preview" />
<PackageReference Include="Microsoft.ML.Mkl.Components" Version="1.5.0-preview" />
<PackageReference Include="Microsoft.ML.ImageAnalytics" Version="1.5.0-preview" />
<PackageReference Include="Microsoft.ML.LightGBM" Version="1.5.0-preview" />
<PackageReference Include="Microsoft.ML.OnnxTransformer" Version="1.5.0-preview" />
<PackageReference Include="Microsoft.ML.TensorFlow" Version="1.5.0-preview" />
<PackageReference Include="Microsoft.ML.Vision" Version="1.5.0-preview" />
<PackageReference Include="Microsoft.ML.Ensemble" Version="0.17.0-preview" />
<PackageReference Include="Microsoft.ML.TimeSeries" Version="1.5.0-preview" />
<PackageReference Include="Microsoft.ML" Version="1.5.0-preview2" />
<PackageReference Include="Microsoft.ML.CpuMath" Version="1.5.0-preview2" />
<PackageReference Include="Microsoft.ML.EntryPoints" Version="0.17.0-preview2" />
<PackageReference Include="Microsoft.ML.Mkl.Components" Version="1.5.0-preview2" />
<PackageReference Include="Microsoft.ML.ImageAnalytics" Version="1.5.0-preview2" />
<PackageReference Include="Microsoft.ML.LightGBM" Version="1.5.0-preview2" />
<PackageReference Include="Microsoft.ML.OnnxConverter" Version="0.17.0-preview2" />
<PackageReference Include="Microsoft.ML.OnnxRuntime" Version="1.2.0" />
<PackageReference Include="Microsoft.ML.OnnxTransformer" Version="1.5.0-preview2" />
<PackageReference Include="Microsoft.ML.TensorFlow" Version="1.5.0-preview2" />
<PackageReference Include="Microsoft.ML.Vision" Version="1.5.0-preview2" />
<PackageReference Include="Microsoft.ML.Ensemble" Version="0.17.0-preview2" />
<PackageReference Include="Microsoft.ML.TimeSeries" Version="1.5.0-preview2" />
<PackageReference Include="Microsoft.ML.Featurizers" Version="0.17.0-preview2" />
<PackageReference Include="Microsoft.MLFeaturizers" Version="0.3.5" />
<PackageReference Include="Microsoft.DataPrep" Version="0.0.3.2-preview" />
<PackageReference Include="TensorFlow.NET" Version="0.11.8.1" />
<PackageReference Include="SciSharp.TensorFlow.Redist" Version="1.14.0" />
Expand Down
Loading