From 1007955ca62205eaf99378506d070b9ec036ae48 Mon Sep 17 00:00:00 2001 From: Abhishek Goswami Date: Thu, 6 Sep 2018 01:04:52 +0000 Subject: [PATCH 01/44] building transform from ground up --- src/Microsoft.ML.TensorFlow/AgTransform.cs | 143 ++++++++++++++++++ .../TensorflowTests.cs | 52 +++++++ 2 files changed, 195 insertions(+) create mode 100644 src/Microsoft.ML.TensorFlow/AgTransform.cs diff --git a/src/Microsoft.ML.TensorFlow/AgTransform.cs b/src/Microsoft.ML.TensorFlow/AgTransform.cs new file mode 100644 index 0000000000..42b96eb9d8 --- /dev/null +++ b/src/Microsoft.ML.TensorFlow/AgTransform.cs @@ -0,0 +1,143 @@ +// Licensed to the .NET Foundation under one or more agreements. +// The .NET Foundation licenses this file to you under the MIT license. +// See the LICENSE file in the project root for more information. + +using System; +using System.IO; +using System.Linq; +using Microsoft.ML.Runtime; +using Microsoft.ML.Runtime.CommandLine; +using Microsoft.ML.Runtime.Data; +using Microsoft.ML.Runtime.EntryPoints; +using Microsoft.ML.Runtime.Internal.Utilities; +using Microsoft.ML.Runtime.Model; +using Microsoft.ML.Transforms; + +[assembly: LoadableClass(AgTransform.Summary, typeof(IDataTransform), typeof(AgTransform), + typeof(AgTransform.Arguments), typeof(SignatureDataTransform), AgTransform.UserName, AgTransform.ShortName)] + +// This is for de-serialization from a binary model file. +[assembly: LoadableClass(typeof(AgTransform.AgMapper), null, typeof(SignatureLoadRowMapper), + "", AgTransform.AgMapper.LoaderSignature)] + +[assembly: EntryPointModule(typeof(AgTransform))] + +namespace Microsoft.ML.Transforms +{ + public static class AgTransform + { + internal sealed class AgMapper : IRowMapper + { + private readonly IHost _host; + private readonly string _outputColName; + private readonly ColumnType _outputColType; + private readonly int[] _inputColIndices; + + public const string LoaderSignature = "AgMapper"; + + public AgMapper(IHostEnvironment env, ISchema inputSchema, string[] inputColNames, string outputColName) + { + Contracts.CheckValue(env, nameof(env)); + _host = env.Register("TensorFlowMapper"); + _host.CheckValue(inputSchema, nameof(inputSchema)); + _host.CheckNonEmpty(inputColNames, nameof(inputColNames)); + _host.CheckNonEmpty(outputColName, nameof(outputColName)); + + _outputColName = outputColName; + _outputColType = new VectorType(NumberType.R4); + _inputColIndices = new int[inputColNames.Length]; + var colNames = new string[inputColNames.Length]; + for (int i = 0; i < inputColNames.Length; i++) + { + colNames[i] = inputColNames[i]; + if (!inputSchema.TryGetColumnIndex(colNames[i], out _inputColIndices[i])) + throw Contracts.Except($"Column '{colNames[i]}' does not exist"); + } + } + + public Delegate[] CreateGetters(IRow input, Func activeOutput, out Action disposer) + { + var getters = new Delegate[1]; + disposer = null; + using (var ch = _host.Start("CreateGetters")) + { + if (activeOutput(0)) + getters[0] = MakeGetter(input); + ch.Done(); + return getters; + } + } + + private Delegate MakeGetter(IRow input) + { + _host.AssertValue(input); + + ValueGetter> valuegetter = (ref VBuffer dst) => + { + var values = dst.Values; + if (Utils.Size(values) < _outputColType.VectorSize) + values = new T[_outputColType.VectorSize]; + + dst = new VBuffer(values.Length, values, dst.Indices); + }; + return valuegetter; + } + + public Func GetDependencies(Func activeOutput) + { + return col => activeOutput(0) && _inputColIndices.Any(i => i == col); + } + + public RowMapperColumnInfo[] GetOutputColumns() + { + return new[] { new RowMapperColumnInfo(_outputColName, _outputColType, null) }; + } + + public void Save(ModelSaveContext ctx) + { + throw new NotImplementedException(); + } + } + + public sealed class Arguments : TransformInputBase + { + [Argument(ArgumentType.Multiple | ArgumentType.Required, HelpText = "The names of the model inputs", ShortName = "inputs", SortOrder = 1)] + public string[] InputColumns; + + [Argument(ArgumentType.Multiple | ArgumentType.Required, HelpText = "The name of the output", ShortName = "output", SortOrder = 2)] + public string OutputColumn; + } + + public const string Summary = "Computes sum."; + public const string UserName = "AgTransform"; + public const string ShortName = "AgTransform"; + private const string RegistrationName = "AgTransform"; + + /// + /// Convenience constructor for public facing API. + /// + /// Host Environment. + /// Input . This is the output from previous transform or loader. + /// Name of the output column. Keep it same as in the TensorFlow model. + /// Name of the input column(s). Keep it same as in the TensorFlow model. + public static IDataTransform Create(IHostEnvironment env, IDataView input, string name, params string[] source) + { + return Create(env, new Arguments() { InputColumns = source, OutputColumn = name }, input); + } + + /// + public static IDataTransform Create(IHostEnvironment env, Arguments args, IDataView input) + { + Contracts.CheckValue(env, nameof(env)); + var host = env.Register(RegistrationName); + host.CheckValue(args, nameof(args)); + host.CheckUserArg(Utils.Size(args.InputColumns) > 0, nameof(args.InputColumns)); + + for (int i = 0; i < args.InputColumns.Length; i++) + host.CheckNonWhiteSpace(args.InputColumns[i], nameof(args.InputColumns)); + + var mapper = new AgMapper(host, input.Schema, args.InputColumns, args.OutputColumn); + return new RowToRowMapperTransform(host, input, mapper); + } + } +} \ No newline at end of file diff --git a/test/Microsoft.ML.Tests/ScenariosWithDirectInstantiation/TensorflowTests.cs b/test/Microsoft.ML.Tests/ScenariosWithDirectInstantiation/TensorflowTests.cs index 0bffb5c4d0..e10fc898f7 100644 --- a/test/Microsoft.ML.Tests/ScenariosWithDirectInstantiation/TensorflowTests.cs +++ b/test/Microsoft.ML.Tests/ScenariosWithDirectInstantiation/TensorflowTests.cs @@ -227,6 +227,58 @@ public void TensorFlowTransformCifar() } } + [Fact] + public void TensorFlowTransformAG() + { + using (var env = new TlcEnvironment()) + { + var imageHeight = 32; + var imageWidth = 32; + var dataFile = GetDataPath("images/images.tsv"); + var imageFolder = Path.GetDirectoryName(dataFile); + var data = env.CreateLoader("Text{col=ImagePath:TX:0 col=Name:TX:1}", new MultiFileSource(dataFile)); + var images = ImageLoaderTransform.Create(env, new ImageLoaderTransform.Arguments() + { + Column = new ImageLoaderTransform.Column[1] + { + new ImageLoaderTransform.Column() { Source= "ImagePath", Name="ImageReal" } + }, + ImageFolder = imageFolder + }, data); + var cropped = ImageResizerTransform.Create(env, new ImageResizerTransform.Arguments() + { + Column = new ImageResizerTransform.Column[1]{ + new ImageResizerTransform.Column() { Source = "ImageReal", Name= "ImageCropped", ImageHeight =imageHeight, ImageWidth = imageWidth, Resizing = ImageResizerTransform.ResizingKind.IsoCrop} + } + }, images); + + var pixels = ImagePixelExtractorTransform.Create(env, new ImagePixelExtractorTransform.Arguments() + { + Column = new ImagePixelExtractorTransform.Column[1]{ + new ImagePixelExtractorTransform.Column() { Source= "ImageCropped", Name = "Input", UseAlpha=false, InterleaveArgb=true} + } + }, cropped); + + + IDataView trans = AgTransform.Create(env, pixels, "Output", "Input"); + + trans.Schema.TryGetColumnIndex("Output", out int output); + using (var cursor = trans.GetRowCursor(col => col == output)) + { + var buffer = default(VBuffer); + var getter = cursor.GetGetter>(output); + var numRows = 0; + while (cursor.MoveNext()) + { + getter(ref buffer); + Assert.Equal(10, buffer.Length); + numRows += 1; + } + Assert.Equal(3, numRows); + } + } + } + [Fact] public void TensorFlowTransformCifarInvalidShape() { From 40fbedc753601e4cb24c82d2cd91ce96b9c7a1cc Mon Sep 17 00:00:00 2001 From: Abhishek Goswami Date: Thu, 6 Sep 2018 20:22:13 +0000 Subject: [PATCH 02/44] dummy transform works after fixing the getters --- src/Microsoft.ML.TensorFlow/AgTransform.cs | 7 +++---- .../ScenariosWithDirectInstantiation/TensorflowTests.cs | 2 +- 2 files changed, 4 insertions(+), 5 deletions(-) diff --git a/src/Microsoft.ML.TensorFlow/AgTransform.cs b/src/Microsoft.ML.TensorFlow/AgTransform.cs index 42b96eb9d8..63501a343e 100644 --- a/src/Microsoft.ML.TensorFlow/AgTransform.cs +++ b/src/Microsoft.ML.TensorFlow/AgTransform.cs @@ -44,7 +44,8 @@ public AgMapper(IHostEnvironment env, ISchema inputSchema, string[] inputColName _host.CheckNonEmpty(outputColName, nameof(outputColName)); _outputColName = outputColName; - _outputColType = new VectorType(NumberType.R4); + _outputColType = new VectorType(NumberType.R4, 3); + _inputColIndices = new int[inputColNames.Length]; var colNames = new string[inputColNames.Length]; for (int i = 0; i < inputColNames.Length; i++) @@ -62,16 +63,14 @@ public Delegate[] CreateGetters(IRow input, Func activeOutput, out Ac using (var ch = _host.Start("CreateGetters")) { if (activeOutput(0)) - getters[0] = MakeGetter(input); + getters[0] = MakeGetter(input); ch.Done(); return getters; } } - private Delegate MakeGetter(IRow input) { _host.AssertValue(input); - ValueGetter> valuegetter = (ref VBuffer dst) => { var values = dst.Values; diff --git a/test/Microsoft.ML.Tests/ScenariosWithDirectInstantiation/TensorflowTests.cs b/test/Microsoft.ML.Tests/ScenariosWithDirectInstantiation/TensorflowTests.cs index e10fc898f7..c6a7410124 100644 --- a/test/Microsoft.ML.Tests/ScenariosWithDirectInstantiation/TensorflowTests.cs +++ b/test/Microsoft.ML.Tests/ScenariosWithDirectInstantiation/TensorflowTests.cs @@ -271,7 +271,7 @@ public void TensorFlowTransformAG() while (cursor.MoveNext()) { getter(ref buffer); - Assert.Equal(10, buffer.Length); + Assert.Equal(3, buffer.Length); numRows += 1; } Assert.Equal(3, numRows); From 48d14c6b20988786c92fe5e81e6d4625f178a589 Mon Sep 17 00:00:00 2001 From: Abhishek Goswami Date: Thu, 6 Sep 2018 23:24:15 +0000 Subject: [PATCH 03/44] SavedModel format works for Train, but fails for Save&Predict --- src/Microsoft.ML.TensorFlow/AgTransform.cs | 177 +++++++++++++++++- .../TensorFlow/Tensorflow.cs | 2 +- .../TensorflowTransform.cs | 52 ++++- src/Microsoft.ML/CSharpApi.cs | 5 + .../Common/EntryPoints/core_manifest.json | 12 ++ .../UnitTests/TestEntryPoints.cs | 2 + test/Microsoft.ML.Tests/CSharpCodeGen.cs | 2 + .../PipelineApi/TrainSaveModelAndPredict.cs | 80 ++++++++ .../TensorflowTests.cs | 64 ++++++- test/data/cifar_save10/saved_model.pb | Bin 0 -> 65989 bytes .../variables/variables.data-00000-of-00001 | Bin 0 -> 705920 bytes .../cifar_save10/variables/variables.index | Bin 0 -> 524 bytes 12 files changed, 379 insertions(+), 17 deletions(-) create mode 100644 test/data/cifar_save10/saved_model.pb create mode 100644 test/data/cifar_save10/variables/variables.data-00000-of-00001 create mode 100644 test/data/cifar_save10/variables/variables.index diff --git a/src/Microsoft.ML.TensorFlow/AgTransform.cs b/src/Microsoft.ML.TensorFlow/AgTransform.cs index 63501a343e..8487ba9ae4 100644 --- a/src/Microsoft.ML.TensorFlow/AgTransform.cs +++ b/src/Microsoft.ML.TensorFlow/AgTransform.cs @@ -12,6 +12,7 @@ using Microsoft.ML.Runtime.Internal.Utilities; using Microsoft.ML.Runtime.Model; using Microsoft.ML.Transforms; +using Microsoft.ML.Transforms.TensorFlow; [assembly: LoadableClass(AgTransform.Summary, typeof(IDataTransform), typeof(AgTransform), typeof(AgTransform.Arguments), typeof(SignatureDataTransform), AgTransform.UserName, AgTransform.ShortName)] @@ -29,11 +30,33 @@ public static class AgTransform internal sealed class AgMapper : IRowMapper { private readonly IHost _host; + /// + /// TensorFlow session object + /// + + private readonly TFSession _session; + + private readonly string[] _inputColNames; + private readonly int[] _inputColIndices; + private readonly bool[] _isVectorInput; + private readonly TFShape[] _tfInputShapes; + private readonly TFDataType[] _tfInputTypes; + private readonly string _outputColName; private readonly ColumnType _outputColType; - private readonly int[] _inputColIndices; + private readonly TFDataType _tfOutputType; + private const int BatchSize = 1; public const string LoaderSignature = "AgMapper"; + private static VersionInfo GetVersionInfo() + { + return new VersionInfo( + modelSignature: "TENSFLOW", + verWrittenCur: 0x00010001, // Initial + verReadableCur: 0x00010001, + verWeCanReadBack: 0x00010001, + loaderSignature: LoaderSignature); + } public AgMapper(IHostEnvironment env, ISchema inputSchema, string[] inputColNames, string outputColName) { @@ -43,6 +66,8 @@ public AgMapper(IHostEnvironment env, ISchema inputSchema, string[] inputColName _host.CheckNonEmpty(inputColNames, nameof(inputColNames)); _host.CheckNonEmpty(outputColName, nameof(outputColName)); + _session = LoadTFSessionSavedModel(); + _outputColName = outputColName; _outputColType = new VectorType(NumberType.R4, 3); @@ -56,6 +81,151 @@ public AgMapper(IHostEnvironment env, ISchema inputSchema, string[] inputColName } } + public AgMapper(IHostEnvironment env, ISchema inputSchema, byte[] modelBytes, string[] inputColNames, string outputColName) + { + Contracts.CheckValue(env, nameof(env)); + _host = env.Register("TensorFlowMapper"); + _host.CheckValue(inputSchema, nameof(inputSchema)); + _host.CheckNonEmpty(modelBytes, nameof(modelBytes)); + _host.CheckNonEmpty(inputColNames, nameof(inputColNames)); + _host.CheckNonEmpty(outputColName, nameof(outputColName)); + + _session = LoadTFSession(modelBytes, null); + _host.CheckValue(_session.Graph[outputColName], nameof(outputColName), "Output does not exist in the model"); + _host.Check(inputColNames.All(name => _session.Graph[name] != null), "One of the input does not exist in the model"); + + _outputColName = outputColName; + (_outputColType, _tfOutputType) = GetOutputTypes(_session.Graph, _outputColName); + (_inputColNames, _inputColIndices, _isVectorInput, _tfInputShapes, _tfInputTypes) = GetInputMetaData(_session.Graph, inputColNames, inputSchema); + } + + private TFSession LoadTFSession(byte[] modelBytes, string modelArg) + { + var graph = new TFGraph(); + try + { + graph.Import(modelBytes, ""); + } + catch (Exception ex) + { + if (!string.IsNullOrEmpty(modelArg)) + throw _host.Except($"TensorFlow exception triggered while loading model from '{modelArg}'"); +#pragma warning disable MSML_NoMessagesForLoadContext + throw _host.ExceptDecode(ex, "Tensorflow exception triggered while loading model."); +#pragma warning restore MSML_NoMessagesForLoadContext + + } + return new TFSession(graph); + } + + private static (ColumnType, TFDataType) GetOutputTypes(TFGraph graph, string columnName) + { + Contracts.AssertValue(graph); + Contracts.AssertNonEmpty(columnName); + Contracts.AssertValue(graph[columnName]); + + var tfoutput = new TFOutput(graph[columnName]); + var shape = graph.GetTensorShape(tfoutput); + + int[] dims = shape.ToIntArray().Skip(shape[0] == -1 ? BatchSize : 0).ToArray(); + var type = TensorFlowUtils.Tf2MlNetType(tfoutput.OutputType); + return (new VectorType(type, dims), tfoutput.OutputType); + } + + private static (string[], int[], bool[], TFShape[], TFDataType[]) GetInputMetaData(TFGraph graph, string[] source, ISchema inputSchema) + { + var tfShapes = new TFShape[source.Length]; + var tfTypes = new TFDataType[source.Length]; + var colNames = new string[source.Length]; + var inputColIndices = new int[source.Length]; + var isInputVector = new bool[source.Length]; + for (int i = 0; i < source.Length; i++) + { + colNames[i] = source[i]; + if (!inputSchema.TryGetColumnIndex(colNames[i], out inputColIndices[i])) + throw Contracts.Except($"Column '{colNames[i]}' does not exist"); + + var tfoutput = new TFOutput(graph[colNames[i]]); + if (!TensorFlowUtils.IsTypeSupported(tfoutput.OutputType)) + throw Contracts.Except($"Input type '{tfoutput.OutputType}' of input column '{colNames[i]}' is not supported in TensorFlow"); + + tfShapes[i] = graph.GetTensorShape(tfoutput); + var type = inputSchema.GetColumnType(inputColIndices[i]); + var shape = tfShapes[i].ToIntArray().Skip(tfShapes[i][0] == -1 ? BatchSize : 0); + if (type.AsVector.DimCount == 1) + { + int valCount = shape.Aggregate((x, y) => x * y); + if (type.ValueCount != valCount) + throw Contracts.Except($"Input shape mismatch: Input '{colNames[i]}' has shape {tfShapes[i].ToString()}, but input data is of length {valCount}."); + } + else if (shape.Select((dim, j) => dim != type.AsVector.GetDim(j)).Any(b => b)) + throw Contracts.Except($"Input shape mismatch: Input '{colNames[i]}' has shape {tfShapes[i].ToString()}, but input data is {type.AsVector.ToString()}."); + + isInputVector[i] = type.IsVector; + + tfTypes[i] = tfoutput.OutputType; + + var l = new long[tfShapes[i].NumDimensions]; + for (int ishape = 0; ishape < tfShapes[i].NumDimensions; ishape++) + { + l[ishape] = tfShapes[i][ishape] == -1 ? BatchSize : tfShapes[i][ishape]; + } + tfShapes[i] = new TFShape(l); + } + return (colNames, inputColIndices, isInputVector, tfShapes, tfTypes); + } + + public static AgMapper Create(IHostEnvironment env, ModelLoadContext ctx, ISchema schema) + { + Contracts.CheckValue(env, nameof(env)); + env.CheckValue(ctx, nameof(ctx)); + ctx.CheckAtModel(GetVersionInfo()); + + var numInputs = ctx.Reader.ReadInt32(); + Contracts.CheckDecode(numInputs > 0); + + string[] source = new string[numInputs]; + for (int j = 0; j < source.Length; j++) + source[j] = ctx.LoadNonEmptyString(); + + byte[] data = null; + if (!ctx.TryLoadBinaryStream("TFModel", r => data = r.ReadByteArray())) + throw env.ExceptDecode(); + + var outputColName = ctx.LoadNonEmptyString(); + + return new AgMapper(env, schema, data, source, outputColName); + } + + public void Save(ModelSaveContext ctx) + { + _host.AssertValue(ctx); + ctx.CheckAtModel(); + ctx.SetVersionInfo(GetVersionInfo()); + + var buffer = new TFBuffer(); + _session.Graph.ToGraphDef(buffer); + + ctx.SaveBinaryStream("TFModel", w => + { + w.WriteByteArray(buffer.ToArray()); + }); + + ctx.SaveNonEmptyString(_outputColName); + } + + private TFSession LoadTFSessionSavedModel() + { + var sessionOptions = new TFSessionOptions(); + var exportDir = @"D:\CS231N-Convolutional-Neural-Networks-for-Visual-Recognition\assignments_details\09042018\save_load\hellotensor_2"; + var tags = new string[] { "serve" }; + var graph = new TFGraph(); + var metaGraphDef = new TFBuffer(); + + var session = TFSession.FromSavedModel(sessionOptions, null, exportDir, tags, graph, metaGraphDef); + return session; + } + public Delegate[] CreateGetters(IRow input, Func activeOutput, out Action disposer) { var getters = new Delegate[1]; @@ -91,11 +261,6 @@ public RowMapperColumnInfo[] GetOutputColumns() { return new[] { new RowMapperColumnInfo(_outputColName, _outputColType, null) }; } - - public void Save(ModelSaveContext ctx) - { - throw new NotImplementedException(); - } } public sealed class Arguments : TransformInputBase diff --git a/src/Microsoft.ML.TensorFlow/TensorFlow/Tensorflow.cs b/src/Microsoft.ML.TensorFlow/TensorFlow/Tensorflow.cs index f52756d4a5..422db6220c 100644 --- a/src/Microsoft.ML.TensorFlow/TensorFlow/Tensorflow.cs +++ b/src/Microsoft.ML.TensorFlow/TensorFlow/Tensorflow.cs @@ -1116,7 +1116,7 @@ public IEnumerable ListDevices(TFStatus status = null) /// here: https://github.com/tensorflow/tensorflow/blob/master/tensorflow/python/saved_model/README.md /// /// - public TFSession FromSavedModel(TFSessionOptions sessionOptions, TFBuffer runOptions, string exportDir, string[] tags, TFGraph graph, TFBuffer metaGraphDef, TFStatus status = null) + public static TFSession FromSavedModel(TFSessionOptions sessionOptions, TFBuffer runOptions, string exportDir, string[] tags, TFGraph graph, TFBuffer metaGraphDef, TFStatus status = null) { if (graph == null) throw new ArgumentNullException(nameof(graph)); diff --git a/src/Microsoft.ML.TensorFlow/TensorflowTransform.cs b/src/Microsoft.ML.TensorFlow/TensorflowTransform.cs index 0aaae57598..e326d8376b 100644 --- a/src/Microsoft.ML.TensorFlow/TensorflowTransform.cs +++ b/src/Microsoft.ML.TensorFlow/TensorflowTransform.cs @@ -76,6 +76,23 @@ public TensorFlowMapper(IHostEnvironment env, ISchema inputSchema, byte[] modelB (_inputColNames, _inputColIndices, _isVectorInput, _tfInputShapes, _tfInputTypes) = GetInputMetaData(_session.Graph, inputColNames, inputSchema); } + public TensorFlowMapper(IHostEnvironment env, ISchema inputSchema, string exportDir, string[] inputColNames, string outputColName) + { + Contracts.CheckValue(env, nameof(env)); + _host = env.Register("TensorFlowMapper"); + _host.CheckValue(inputSchema, nameof(inputSchema)); + _host.CheckNonEmpty(inputColNames, nameof(inputColNames)); + _host.CheckNonEmpty(outputColName, nameof(outputColName)); + + _session = LoadTFSession(exportDir); + _host.CheckValue(_session.Graph[outputColName], nameof(outputColName), "Output does not exist in the model"); + _host.Check(inputColNames.All(name => _session.Graph[name] != null), "One of the input does not exist in the model"); + + _outputColName = outputColName; + (_outputColType, _tfOutputType) = GetOutputTypes(_session.Graph, _outputColName); + (_inputColNames, _inputColIndices, _isVectorInput, _tfInputShapes, _tfInputTypes) = GetInputMetaData(_session.Graph, inputColNames, inputSchema); + } + public static TensorFlowMapper Create(IHostEnvironment env, ModelLoadContext ctx, ISchema schema) { Contracts.CheckValue(env, nameof(env)); @@ -137,6 +154,17 @@ private TFSession LoadTFSession(byte[] modelBytes, string modelArg) } return new TFSession(graph); } + private TFSession LoadTFSession(string exportDirSavedModel) + { + var sessionOptions = new TFSessionOptions(); + var exportDir = exportDirSavedModel; + var tags = new string[] { "serve" }; + var graph = new TFGraph(); + var metaGraphDef = new TFBuffer(); + + var session = TFSession.FromSavedModel(sessionOptions, null, exportDir, tags, graph, metaGraphDef); + return session; + } private ITensorValueGetter CreateTensorValueGetter(IRow input, bool isVector, int colIndex, TFShape tfShape) { @@ -293,6 +321,9 @@ public sealed class Arguments : TransformInputBase [Argument(ArgumentType.Multiple | ArgumentType.Required, HelpText = "The name of the output", ShortName = "output", SortOrder = 2)] public string OutputColumn; + + [Argument(ArgumentType.AtMostOnce, HelpText = "Indicator for frozen models", ShortName = "Frozen", SortOrder = 3)] + public bool IsFrozen = true; } public const string Summary = "Transforms the data using the TensorFlow model."; @@ -306,11 +337,12 @@ public sealed class Arguments : TransformInputBase /// Host Environment. /// Input . This is the output from previous transform or loader. /// This is the frozen TensorFlow model file. https://www.tensorflow.org/mobile/prepare_models + /// /// Name of the output column. Keep it same as in the TensorFlow model. /// Name of the input column(s). Keep it same as in the TensorFlow model. - public static IDataTransform Create(IHostEnvironment env, IDataView input, string modelFile, string name, params string[] source) + public static IDataTransform Create(IHostEnvironment env, IDataView input, string modelFile, bool isFrozen, string name, params string[] source) { - return Create(env, new Arguments() { InputColumns = source, OutputColumn = name, ModelFile = modelFile }, input); + return Create(env, new Arguments() { InputColumns = source, OutputColumn = name, ModelFile = modelFile, IsFrozen = isFrozen }, input); } /// @@ -323,10 +355,20 @@ public static IDataTransform Create(IHostEnvironment env, Arguments args, IDataV for (int i = 0; i < args.InputColumns.Length; i++) host.CheckNonWhiteSpace(args.InputColumns[i], nameof(args.InputColumns)); host.CheckNonWhiteSpace(args.ModelFile, nameof(args.ModelFile)); - host.CheckUserArg(File.Exists(args.ModelFile), nameof(args.ModelFile)); - var modelBytes = File.ReadAllBytes(args.ModelFile); - var mapper = new TensorFlowMapper(host, input.Schema, modelBytes, args.InputColumns, args.OutputColumn); + TensorFlowMapper mapper = null; + if (args.IsFrozen) + { + host.CheckUserArg(File.Exists(args.ModelFile), nameof(args.ModelFile)); + var modelBytes = File.ReadAllBytes(args.ModelFile); + mapper = new TensorFlowMapper(host, input.Schema, modelBytes, args.InputColumns, args.OutputColumn); + } + else + { + var exportDir = args.ModelFile; + mapper = new TensorFlowMapper(host, input.Schema, exportDir, args.InputColumns, args.OutputColumn); + } + return new RowToRowMapperTransform(host, input, mapper); } diff --git a/src/Microsoft.ML/CSharpApi.cs b/src/Microsoft.ML/CSharpApi.cs index ea6393f3e2..b55baa95b4 100644 --- a/src/Microsoft.ML/CSharpApi.cs +++ b/src/Microsoft.ML/CSharpApi.cs @@ -15799,6 +15799,11 @@ public sealed partial class TensorFlowScorer : Microsoft.ML.Runtime.EntryPoints. /// public string OutputColumn { get; set; } + /// + /// Indicator for frozen models + /// + public bool IsFrozen { get; set; } = true; + /// /// Input dataset /// diff --git a/test/BaselineOutput/Common/EntryPoints/core_manifest.json b/test/BaselineOutput/Common/EntryPoints/core_manifest.json index f41aa09fd6..a30f10e79a 100644 --- a/test/BaselineOutput/Common/EntryPoints/core_manifest.json +++ b/test/BaselineOutput/Common/EntryPoints/core_manifest.json @@ -21758,6 +21758,18 @@ "Required": true, "SortOrder": 2.0, "IsNullable": false + }, + { + "Name": "IsFrozen", + "Type": "Bool", + "Desc": "Indicator for frozen models", + "Aliases": [ + "Frozen" + ], + "Required": false, + "SortOrder": 3.0, + "IsNullable": false, + "Default": true } ], "Outputs": [ diff --git a/test/Microsoft.ML.Core.Tests/UnitTests/TestEntryPoints.cs b/test/Microsoft.ML.Core.Tests/UnitTests/TestEntryPoints.cs index 0a1acadfd5..d7dd272ef7 100644 --- a/test/Microsoft.ML.Core.Tests/UnitTests/TestEntryPoints.cs +++ b/test/Microsoft.ML.Core.Tests/UnitTests/TestEntryPoints.cs @@ -235,6 +235,8 @@ private string GetBuildPrefix() } [Fact(Skip = "Execute this test if you want to regenerate ep-list and _manifest.json")] + // [Fact] + public void RegenerateEntryPointCatalog() { var buildPrefix = GetBuildPrefix(); diff --git a/test/Microsoft.ML.Tests/CSharpCodeGen.cs b/test/Microsoft.ML.Tests/CSharpCodeGen.cs index 678edac461..b064d2c794 100644 --- a/test/Microsoft.ML.Tests/CSharpCodeGen.cs +++ b/test/Microsoft.ML.Tests/CSharpCodeGen.cs @@ -17,6 +17,8 @@ public CSharpCodeGen(ITestOutputHelper output) : base(output) } [Fact(Skip = "Execute this test if you want to regenerate CSharpApi file")] + //[Fact] + public void RegenerateCSharpApi() { var basePath = GetDataPath("../../src/Microsoft.ML/CSharpApi.cs"); diff --git a/test/Microsoft.ML.Tests/Scenarios/PipelineApi/TrainSaveModelAndPredict.cs b/test/Microsoft.ML.Tests/Scenarios/PipelineApi/TrainSaveModelAndPredict.cs index 7e935dcb90..245799eaec 100644 --- a/test/Microsoft.ML.Tests/Scenarios/PipelineApi/TrainSaveModelAndPredict.cs +++ b/test/Microsoft.ML.Tests/Scenarios/PipelineApi/TrainSaveModelAndPredict.cs @@ -3,8 +3,11 @@ // See the LICENSE file in the project root for more information. using Microsoft.ML.Data; +using Microsoft.ML.Scenarios; using Microsoft.ML.Trainers; using Microsoft.ML.Transforms; +using Microsoft.ML.Transforms.TensorFlow; +using System.IO; using Xunit; namespace Microsoft.ML.Tests.Scenarios.PipelineApi @@ -38,5 +41,82 @@ public async void TrainSaveModelAndPredict() Assert.True(singlePrediction.Sentiment); } + + [Fact] + public async void TensorFlowTransformTrainSaveModelAndPredict() + { + var imageHeight = 32; + var imageWidth = 32; + //var model_location = "cifar_model/frozen_model.pb"; + var model_location = GetDataPath("cifar_save10"); + var dataFile = GetDataPath("images/images.tsv"); + var imageFolder = Path.GetDirectoryName(dataFile); + + var pipeline = new LearningPipeline(seed: 1); + pipeline.Add(new TextLoader(dataFile).CreateFrom(useHeader: false)); + pipeline.Add(new ImageLoader(("ImagePath", "ImageReal")) + { + ImageFolder = imageFolder + }); + + pipeline.Add(new ImageResizer(("ImageReal", "ImageCropped")) + { + ImageHeight = imageHeight, + ImageWidth = imageWidth, + Resizing = ImageResizerTransformResizingKind.IsoCrop + }); + + pipeline.Add(new ImagePixelExtractor(("ImageCropped", "Input")) + { + UseAlpha = false, + InterleaveArgb = true + }); + + pipeline.Add(new TensorFlowScorer() + { + ModelFile = model_location, + InputColumns = new[] { "Input" }, + OutputColumn = "Output", + IsFrozen = false + }); + + pipeline.Add(new ColumnConcatenator(outputColumn: "Features", "Output")); + pipeline.Add(new TextToKeyConverter("Label")); + pipeline.Add(new StochasticDualCoordinateAscentClassifier()); + + TensorFlowUtils.Initialize(); + var model = pipeline.Train(); + + var modelName = "tf_TrainSaveAndPredictdModel.zip"; + DeleteOutputPath(modelName); + await model.WriteAsync(modelName); + + var loadedModel = await PredictionModel.ReadAsync(modelName); + + string[] scoreLabels; + loadedModel.TryGetScoreLabelNames(out scoreLabels); + + Assert.NotNull(scoreLabels); + Assert.Equal(3, scoreLabels.Length); + Assert.Equal("banana", scoreLabels[0]); + Assert.Equal("hotdog", scoreLabels[1]); + Assert.Equal("tomato", scoreLabels[2]); + + //CifarPrediction prediction = loadedModel.Predict(new CifarData() + //{ + // ImagePath = GetDataPath("images/banana.jpg") + //}); + //Assert.Equal(1, prediction.PredictedLabels[0], 2); + //Assert.Equal(0, prediction.PredictedLabels[1], 2); + //Assert.Equal(0, prediction.PredictedLabels[2], 2); + + //prediction = loadedModel.Predict(new CifarData() + //{ + // ImagePath = GetDataPath("images/hotdog.jpg") + //}); + //Assert.Equal(0, prediction.PredictedLabels[0], 2); + //Assert.Equal(1, prediction.PredictedLabels[1], 2); + //Assert.Equal(0, prediction.PredictedLabels[2], 2); + } } } diff --git a/test/Microsoft.ML.Tests/ScenariosWithDirectInstantiation/TensorflowTests.cs b/test/Microsoft.ML.Tests/ScenariosWithDirectInstantiation/TensorflowTests.cs index c6a7410124..f84973713c 100644 --- a/test/Microsoft.ML.Tests/ScenariosWithDirectInstantiation/TensorflowTests.cs +++ b/test/Microsoft.ML.Tests/ScenariosWithDirectInstantiation/TensorflowTests.cs @@ -41,7 +41,7 @@ public void TensorFlowTransformMatrixMultiplicationTest() b = new[] { 3.0f, 3.0f, 3.0f, 3.0f } } })); - var trans = TensorFlowTransform.Create(env, loader, model_location, "c", "a", "b"); + var trans = TensorFlowTransform.Create(env, loader, model_location, true, "c", "a", "b"); using (var cursor = trans.GetRowCursor(a => true)) { @@ -103,9 +103,9 @@ public void TensorFlowTransformMNISTConvTest() } }, new MultiFileSource(dataPath)); - IDataView trans = TensorFlowTransform.Create(env, loader, model_location, "Softmax", "Placeholder"); + IDataView trans = TensorFlowTransform.Create(env, loader, model_location, true, "Softmax", "Placeholder"); trans = new ConcatTransform(env, trans, "reshape_input", "Placeholder"); - trans = TensorFlowTransform.Create(env, trans, model_location, "dense/Relu", "reshape_input"); + trans = TensorFlowTransform.Create(env, trans, model_location, true, "dense/Relu", "reshape_input"); trans = new ConcatTransform(env, trans, "Features", "Softmax", "dense/Relu"); var trainer = new LightGbmMulticlassTrainer(env, new LightGbmArguments()); @@ -208,7 +208,61 @@ public void TensorFlowTransformCifar() }, cropped); - IDataView trans = TensorFlowTransform.Create(env, pixels, model_location, "Output", "Input"); + IDataView trans = TensorFlowTransform.Create(env, pixels, model_location, true, "Output", "Input"); + + trans.Schema.TryGetColumnIndex("Output", out int output); + using (var cursor = trans.GetRowCursor(col => col == output)) + { + var buffer = default(VBuffer); + var getter = cursor.GetGetter>(output); + var numRows = 0; + while (cursor.MoveNext()) + { + getter(ref buffer); + Assert.Equal(10, buffer.Length); + numRows += 1; + } + Assert.Equal(3, numRows); + } + } + } + + [Fact] + public void TensorFlowTransformCifarSavedModel() + { + var model_location = GetDataPath("cifar_save10"); + + using (var env = new TlcEnvironment()) + { + var imageHeight = 32; + var imageWidth = 32; + var dataFile = GetDataPath("images/images.tsv"); + var imageFolder = Path.GetDirectoryName(dataFile); + var data = env.CreateLoader("Text{col=ImagePath:TX:0 col=Name:TX:1}", new MultiFileSource(dataFile)); + var images = ImageLoaderTransform.Create(env, new ImageLoaderTransform.Arguments() + { + Column = new ImageLoaderTransform.Column[1] + { + new ImageLoaderTransform.Column() { Source= "ImagePath", Name="ImageReal" } + }, + ImageFolder = imageFolder + }, data); + var cropped = ImageResizerTransform.Create(env, new ImageResizerTransform.Arguments() + { + Column = new ImageResizerTransform.Column[1]{ + new ImageResizerTransform.Column() { Source = "ImageReal", Name= "ImageCropped", ImageHeight =imageHeight, ImageWidth = imageWidth, Resizing = ImageResizerTransform.ResizingKind.IsoCrop} + } + }, images); + + var pixels = ImagePixelExtractorTransform.Create(env, new ImagePixelExtractorTransform.Arguments() + { + Column = new ImagePixelExtractorTransform.Column[1]{ + new ImagePixelExtractorTransform.Column() { Source= "ImageCropped", Name = "Input", UseAlpha=false, InterleaveArgb=true} + } + }, cropped); + + + IDataView trans = TensorFlowTransform.Create(env, pixels, model_location, false, "Output", "Input"); trans.Schema.TryGetColumnIndex("Output", out int output); using (var cursor = trans.GetRowCursor(col => col == output)) @@ -317,7 +371,7 @@ public void TensorFlowTransformCifarInvalidShape() var thrown = false; try { - IDataView trans = TensorFlowTransform.Create(env, pixels, model_location, "Output", "Input"); + IDataView trans = TensorFlowTransform.Create(env, pixels, model_location, true, "Output", "Input"); } catch { diff --git 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0000000000000000000000000000000000000000..1440b883394e7ec805298de1c64c73db7376a6d1 GIT binary patch literal 524 zcmZQzVB=tvV&Y(AU=j;A z1#{R~6=61EQTR{;tT6YX_xthIVZY4byao z*B6*rg<;k}q*j2X{)+T;vNH*T4Tgwc0E^E%AhMp3RRrb*kd%VL51>>7qiJhVkpvs7 z2(ocNxel;g(v>BPxS2%Y<^d%-!4f9#*6A{G@u!v~8papom!}p1-N>Nuqf1+Z#dKM< zpcM-{zY&teAFxEGbf^LY5HNy>e Date: Thu, 6 Sep 2018 23:26:28 +0000 Subject: [PATCH 04/44] remove dummy transform --- src/Microsoft.ML.TensorFlow/AgTransform.cs | 307 ------------------ .../Microsoft.ML.TensorFlow.csproj | 4 + 2 files changed, 4 insertions(+), 307 deletions(-) delete mode 100644 src/Microsoft.ML.TensorFlow/AgTransform.cs diff --git a/src/Microsoft.ML.TensorFlow/AgTransform.cs b/src/Microsoft.ML.TensorFlow/AgTransform.cs deleted file mode 100644 index 8487ba9ae4..0000000000 --- a/src/Microsoft.ML.TensorFlow/AgTransform.cs +++ /dev/null @@ -1,307 +0,0 @@ -// Licensed to the .NET Foundation under one or more agreements. -// The .NET Foundation licenses this file to you under the MIT license. -// See the LICENSE file in the project root for more information. - -using System; -using System.IO; -using System.Linq; -using Microsoft.ML.Runtime; -using Microsoft.ML.Runtime.CommandLine; -using Microsoft.ML.Runtime.Data; -using Microsoft.ML.Runtime.EntryPoints; -using Microsoft.ML.Runtime.Internal.Utilities; -using Microsoft.ML.Runtime.Model; -using Microsoft.ML.Transforms; -using Microsoft.ML.Transforms.TensorFlow; - -[assembly: LoadableClass(AgTransform.Summary, typeof(IDataTransform), typeof(AgTransform), - typeof(AgTransform.Arguments), typeof(SignatureDataTransform), AgTransform.UserName, AgTransform.ShortName)] - -// This is for de-serialization from a binary model file. -[assembly: LoadableClass(typeof(AgTransform.AgMapper), null, typeof(SignatureLoadRowMapper), - "", AgTransform.AgMapper.LoaderSignature)] - -[assembly: EntryPointModule(typeof(AgTransform))] - -namespace Microsoft.ML.Transforms -{ - public static class AgTransform - { - internal sealed class AgMapper : IRowMapper - { - private readonly IHost _host; - ///

- /// TensorFlow session object - /// - - private readonly TFSession _session; - - private readonly string[] _inputColNames; - private readonly int[] _inputColIndices; - private readonly bool[] _isVectorInput; - private readonly TFShape[] _tfInputShapes; - private readonly TFDataType[] _tfInputTypes; - - private readonly string _outputColName; - private readonly ColumnType _outputColType; - private readonly TFDataType _tfOutputType; - - private const int BatchSize = 1; - public const string LoaderSignature = "AgMapper"; - private static VersionInfo GetVersionInfo() - { - return new VersionInfo( - modelSignature: "TENSFLOW", - verWrittenCur: 0x00010001, // Initial - verReadableCur: 0x00010001, - verWeCanReadBack: 0x00010001, - loaderSignature: LoaderSignature); - } - - public AgMapper(IHostEnvironment env, ISchema inputSchema, string[] inputColNames, string outputColName) - { - Contracts.CheckValue(env, nameof(env)); - _host = env.Register("TensorFlowMapper"); - _host.CheckValue(inputSchema, nameof(inputSchema)); - _host.CheckNonEmpty(inputColNames, nameof(inputColNames)); - _host.CheckNonEmpty(outputColName, nameof(outputColName)); - - _session = LoadTFSessionSavedModel(); - - _outputColName = outputColName; - _outputColType = new VectorType(NumberType.R4, 3); - - _inputColIndices = new int[inputColNames.Length]; - var colNames = new string[inputColNames.Length]; - for (int i = 0; i < inputColNames.Length; i++) - { - colNames[i] = inputColNames[i]; - if (!inputSchema.TryGetColumnIndex(colNames[i], out _inputColIndices[i])) - throw Contracts.Except($"Column '{colNames[i]}' does not exist"); - } - } - - public AgMapper(IHostEnvironment env, ISchema inputSchema, byte[] modelBytes, string[] inputColNames, string outputColName) - { - Contracts.CheckValue(env, nameof(env)); - _host = env.Register("TensorFlowMapper"); - _host.CheckValue(inputSchema, nameof(inputSchema)); - _host.CheckNonEmpty(modelBytes, nameof(modelBytes)); - _host.CheckNonEmpty(inputColNames, nameof(inputColNames)); - _host.CheckNonEmpty(outputColName, nameof(outputColName)); - - _session = LoadTFSession(modelBytes, null); - _host.CheckValue(_session.Graph[outputColName], nameof(outputColName), "Output does not exist in the model"); - _host.Check(inputColNames.All(name => _session.Graph[name] != null), "One of the input does not exist in the model"); - - _outputColName = outputColName; - (_outputColType, _tfOutputType) = GetOutputTypes(_session.Graph, _outputColName); - (_inputColNames, _inputColIndices, _isVectorInput, _tfInputShapes, _tfInputTypes) = GetInputMetaData(_session.Graph, inputColNames, inputSchema); - } - - private TFSession LoadTFSession(byte[] modelBytes, string modelArg) - { - var graph = new TFGraph(); - try - { - graph.Import(modelBytes, ""); - } - catch (Exception ex) - { - if (!string.IsNullOrEmpty(modelArg)) - throw _host.Except($"TensorFlow exception triggered while loading model from '{modelArg}'"); -#pragma warning disable MSML_NoMessagesForLoadContext - throw _host.ExceptDecode(ex, "Tensorflow exception triggered while loading model."); -#pragma warning restore MSML_NoMessagesForLoadContext - - } - return new TFSession(graph); - } - - private static (ColumnType, TFDataType) GetOutputTypes(TFGraph graph, string columnName) - { - Contracts.AssertValue(graph); - Contracts.AssertNonEmpty(columnName); - Contracts.AssertValue(graph[columnName]); - - var tfoutput = new TFOutput(graph[columnName]); - var shape = graph.GetTensorShape(tfoutput); - - int[] dims = shape.ToIntArray().Skip(shape[0] == -1 ? BatchSize : 0).ToArray(); - var type = TensorFlowUtils.Tf2MlNetType(tfoutput.OutputType); - return (new VectorType(type, dims), tfoutput.OutputType); - } - - private static (string[], int[], bool[], TFShape[], TFDataType[]) GetInputMetaData(TFGraph graph, string[] source, ISchema inputSchema) - { - var tfShapes = new TFShape[source.Length]; - var tfTypes = new TFDataType[source.Length]; - var colNames = new string[source.Length]; - var inputColIndices = new int[source.Length]; - var isInputVector = new bool[source.Length]; - for (int i = 0; i < source.Length; i++) - { - colNames[i] = source[i]; - if (!inputSchema.TryGetColumnIndex(colNames[i], out inputColIndices[i])) - throw Contracts.Except($"Column '{colNames[i]}' does not exist"); - - var tfoutput = new TFOutput(graph[colNames[i]]); - if (!TensorFlowUtils.IsTypeSupported(tfoutput.OutputType)) - throw Contracts.Except($"Input type '{tfoutput.OutputType}' of input column '{colNames[i]}' is not supported in TensorFlow"); - - tfShapes[i] = graph.GetTensorShape(tfoutput); - var type = inputSchema.GetColumnType(inputColIndices[i]); - var shape = tfShapes[i].ToIntArray().Skip(tfShapes[i][0] == -1 ? BatchSize : 0); - if (type.AsVector.DimCount == 1) - { - int valCount = shape.Aggregate((x, y) => x * y); - if (type.ValueCount != valCount) - throw Contracts.Except($"Input shape mismatch: Input '{colNames[i]}' has shape {tfShapes[i].ToString()}, but input data is of length {valCount}."); - } - else if (shape.Select((dim, j) => dim != type.AsVector.GetDim(j)).Any(b => b)) - throw Contracts.Except($"Input shape mismatch: Input '{colNames[i]}' has shape {tfShapes[i].ToString()}, but input data is {type.AsVector.ToString()}."); - - isInputVector[i] = type.IsVector; - - tfTypes[i] = tfoutput.OutputType; - - var l = new long[tfShapes[i].NumDimensions]; - for (int ishape = 0; ishape < tfShapes[i].NumDimensions; ishape++) - { - l[ishape] = tfShapes[i][ishape] == -1 ? BatchSize : tfShapes[i][ishape]; - } - tfShapes[i] = new TFShape(l); - } - return (colNames, inputColIndices, isInputVector, tfShapes, tfTypes); - } - - public static AgMapper Create(IHostEnvironment env, ModelLoadContext ctx, ISchema schema) - { - Contracts.CheckValue(env, nameof(env)); - env.CheckValue(ctx, nameof(ctx)); - ctx.CheckAtModel(GetVersionInfo()); - - var numInputs = ctx.Reader.ReadInt32(); - Contracts.CheckDecode(numInputs > 0); - - string[] source = new string[numInputs]; - for (int j = 0; j < source.Length; j++) - source[j] = ctx.LoadNonEmptyString(); - - byte[] data = null; - if (!ctx.TryLoadBinaryStream("TFModel", r => data = r.ReadByteArray())) - throw env.ExceptDecode(); - - var outputColName = ctx.LoadNonEmptyString(); - - return new AgMapper(env, schema, data, source, outputColName); - } - - public void Save(ModelSaveContext ctx) - { - _host.AssertValue(ctx); - ctx.CheckAtModel(); - ctx.SetVersionInfo(GetVersionInfo()); - - var buffer = new TFBuffer(); - _session.Graph.ToGraphDef(buffer); - - ctx.SaveBinaryStream("TFModel", w => - { - w.WriteByteArray(buffer.ToArray()); - }); - - ctx.SaveNonEmptyString(_outputColName); - } - - private TFSession LoadTFSessionSavedModel() - { - var sessionOptions = new TFSessionOptions(); - var exportDir = @"D:\CS231N-Convolutional-Neural-Networks-for-Visual-Recognition\assignments_details\09042018\save_load\hellotensor_2"; - var tags = new string[] { "serve" }; - var graph = new TFGraph(); - var metaGraphDef = new TFBuffer(); - - var session = TFSession.FromSavedModel(sessionOptions, null, exportDir, tags, graph, metaGraphDef); - return session; - } - - public Delegate[] CreateGetters(IRow input, Func activeOutput, out Action disposer) - { - var getters = new Delegate[1]; - disposer = null; - using (var ch = _host.Start("CreateGetters")) - { - if (activeOutput(0)) - getters[0] = MakeGetter(input); - ch.Done(); - return getters; - } - } - private Delegate MakeGetter(IRow input) - { - _host.AssertValue(input); - ValueGetter> valuegetter = (ref VBuffer dst) => - { - var values = dst.Values; - if (Utils.Size(values) < _outputColType.VectorSize) - values = new T[_outputColType.VectorSize]; - - dst = new VBuffer(values.Length, values, dst.Indices); - }; - return valuegetter; - } - - public Func GetDependencies(Func activeOutput) - { - return col => activeOutput(0) && _inputColIndices.Any(i => i == col); - } - - public RowMapperColumnInfo[] GetOutputColumns() - { - return new[] { new RowMapperColumnInfo(_outputColName, _outputColType, null) }; - } - } - - public sealed class Arguments : TransformInputBase - { - [Argument(ArgumentType.Multiple | ArgumentType.Required, HelpText = "The names of the model inputs", ShortName = "inputs", SortOrder = 1)] - public string[] InputColumns; - - [Argument(ArgumentType.Multiple | ArgumentType.Required, HelpText = "The name of the output", ShortName = "output", SortOrder = 2)] - public string OutputColumn; - } - - public const string Summary = "Computes sum."; - public const string UserName = "AgTransform"; - public const string ShortName = "AgTransform"; - private const string RegistrationName = "AgTransform"; - - /// - /// Convenience constructor for public facing API. - /// - /// Host Environment. - /// Input . This is the output from previous transform or loader. - /// Name of the output column. Keep it same as in the TensorFlow model. - /// Name of the input column(s). Keep it same as in the TensorFlow model. - public static IDataTransform Create(IHostEnvironment env, IDataView input, string name, params string[] source) - { - return Create(env, new Arguments() { InputColumns = source, OutputColumn = name }, input); - } - - /// - public static IDataTransform Create(IHostEnvironment env, Arguments args, IDataView input) - { - Contracts.CheckValue(env, nameof(env)); - var host = env.Register(RegistrationName); - host.CheckValue(args, nameof(args)); - host.CheckUserArg(Utils.Size(args.InputColumns) > 0, nameof(args.InputColumns)); - - for (int i = 0; i < args.InputColumns.Length; i++) - host.CheckNonWhiteSpace(args.InputColumns[i], nameof(args.InputColumns)); - - var mapper = new AgMapper(host, input.Schema, args.InputColumns, args.OutputColumn); - return new RowToRowMapperTransform(host, input, mapper); - } - } -} \ No newline at end of file diff --git a/src/Microsoft.ML.TensorFlow/Microsoft.ML.TensorFlow.csproj b/src/Microsoft.ML.TensorFlow/Microsoft.ML.TensorFlow.csproj index a0ee42b93c..1783d383b8 100644 --- a/src/Microsoft.ML.TensorFlow/Microsoft.ML.TensorFlow.csproj +++ b/src/Microsoft.ML.TensorFlow/Microsoft.ML.TensorFlow.csproj @@ -7,6 +7,10 @@ true + + + + From 6291d0d9a1756886911cec5a5afe849de2477015 Mon Sep 17 00:00:00 2001 From: Abhishek Goswami Date: Fri, 7 Sep 2018 00:14:07 +0000 Subject: [PATCH 05/44] remove dummy unit test --- .../TensorflowTests.cs | 52 ------------------- 1 file changed, 52 deletions(-) diff --git a/test/Microsoft.ML.Tests/ScenariosWithDirectInstantiation/TensorflowTests.cs b/test/Microsoft.ML.Tests/ScenariosWithDirectInstantiation/TensorflowTests.cs index f84973713c..74757ea77b 100644 --- a/test/Microsoft.ML.Tests/ScenariosWithDirectInstantiation/TensorflowTests.cs +++ b/test/Microsoft.ML.Tests/ScenariosWithDirectInstantiation/TensorflowTests.cs @@ -281,58 +281,6 @@ public void TensorFlowTransformCifarSavedModel() } } - [Fact] - public void TensorFlowTransformAG() - { - using (var env = new TlcEnvironment()) - { - var imageHeight = 32; - var imageWidth = 32; - var dataFile = GetDataPath("images/images.tsv"); - var imageFolder = Path.GetDirectoryName(dataFile); - var data = env.CreateLoader("Text{col=ImagePath:TX:0 col=Name:TX:1}", new MultiFileSource(dataFile)); - var images = ImageLoaderTransform.Create(env, new ImageLoaderTransform.Arguments() - { - Column = new ImageLoaderTransform.Column[1] - { - new ImageLoaderTransform.Column() { Source= "ImagePath", Name="ImageReal" } - }, - ImageFolder = imageFolder - }, data); - var cropped = ImageResizerTransform.Create(env, new ImageResizerTransform.Arguments() - { - Column = new ImageResizerTransform.Column[1]{ - new ImageResizerTransform.Column() { Source = "ImageReal", Name= "ImageCropped", ImageHeight =imageHeight, ImageWidth = imageWidth, Resizing = ImageResizerTransform.ResizingKind.IsoCrop} - } - }, images); - - var pixels = ImagePixelExtractorTransform.Create(env, new ImagePixelExtractorTransform.Arguments() - { - Column = new ImagePixelExtractorTransform.Column[1]{ - new ImagePixelExtractorTransform.Column() { Source= "ImageCropped", Name = "Input", UseAlpha=false, InterleaveArgb=true} - } - }, cropped); - - - IDataView trans = AgTransform.Create(env, pixels, "Output", "Input"); - - trans.Schema.TryGetColumnIndex("Output", out int output); - using (var cursor = trans.GetRowCursor(col => col == output)) - { - var buffer = default(VBuffer); - var getter = cursor.GetGetter>(output); - var numRows = 0; - while (cursor.MoveNext()) - { - getter(ref buffer); - Assert.Equal(3, buffer.Length); - numRows += 1; - } - Assert.Equal(3, numRows); - } - } - } - [Fact] public void TensorFlowTransformCifarInvalidShape() { From 57508d3737dfd0e434271479bdd59ae9e5e46fec Mon Sep 17 00:00:00 2001 From: Abhishek Goswami Date: Fri, 7 Sep 2018 19:13:51 +0000 Subject: [PATCH 06/44] Works with non-frozen models --- .../TensorflowTransform.cs | 102 ++++++++++++++---- .../PipelineApi/TrainSaveModelAndPredict.cs | 30 +++--- 2 files changed, 94 insertions(+), 38 deletions(-) diff --git a/src/Microsoft.ML.TensorFlow/TensorflowTransform.cs b/src/Microsoft.ML.TensorFlow/TensorflowTransform.cs index e326d8376b..d075598aa3 100644 --- a/src/Microsoft.ML.TensorFlow/TensorflowTransform.cs +++ b/src/Microsoft.ML.TensorFlow/TensorflowTransform.cs @@ -4,6 +4,7 @@ using System; using System.IO; +using System.IO.Compression; using System.Linq; using Microsoft.ML.Runtime; using Microsoft.ML.Runtime.CommandLine; @@ -41,6 +42,8 @@ internal sealed class TensorFlowMapper : IRowMapper private readonly bool[] _isVectorInput; private readonly TFShape[] _tfInputShapes; private readonly TFDataType[] _tfInputTypes; + private readonly bool _isFrozen; + private readonly string _exportDir; private readonly string _outputColName; private readonly ColumnType _outputColType; @@ -66,7 +69,7 @@ public TensorFlowMapper(IHostEnvironment env, ISchema inputSchema, byte[] modelB _host.CheckNonEmpty(modelBytes, nameof(modelBytes)); _host.CheckNonEmpty(inputColNames, nameof(inputColNames)); _host.CheckNonEmpty(outputColName, nameof(outputColName)); - + _isFrozen = true; _session = LoadTFSession(modelBytes, null); _host.CheckValue(_session.Graph[outputColName], nameof(outputColName), "Output does not exist in the model"); _host.Check(inputColNames.All(name => _session.Graph[name] != null), "One of the input does not exist in the model"); @@ -83,6 +86,8 @@ public TensorFlowMapper(IHostEnvironment env, ISchema inputSchema, string export _host.CheckValue(inputSchema, nameof(inputSchema)); _host.CheckNonEmpty(inputColNames, nameof(inputColNames)); _host.CheckNonEmpty(outputColName, nameof(outputColName)); + _isFrozen = false; + _exportDir = exportDir; _session = LoadTFSession(exportDir); _host.CheckValue(_session.Graph[outputColName], nameof(outputColName), "Output does not exist in the model"); @@ -99,20 +104,48 @@ public static TensorFlowMapper Create(IHostEnvironment env, ModelLoadContext ctx env.CheckValue(ctx, nameof(ctx)); ctx.CheckAtModel(GetVersionInfo()); - var numInputs = ctx.Reader.ReadInt32(); - Contracts.CheckDecode(numInputs > 0); + var isFrozen = ctx.Reader.ReadInt32(); + if (isFrozen==1) + { + var numInputs = ctx.Reader.ReadInt32(); + Contracts.CheckDecode(numInputs > 0); + + string[] source = new string[numInputs]; + for (int j = 0; j < source.Length; j++) + source[j] = ctx.LoadNonEmptyString(); + + byte[] data = null; + if (!ctx.TryLoadBinaryStream("TFModel", r => data = r.ReadByteArray())) + throw env.ExceptDecode(); + + var outputColName = ctx.LoadNonEmptyString(); + + return new TensorFlowMapper(env, schema, data, source, outputColName); + } + else + { + var numInputs = ctx.Reader.ReadInt32(); + Contracts.CheckDecode(numInputs > 0); + + string[] source = new string[numInputs]; + for (int j = 0; j < source.Length; j++) + source[j] = ctx.LoadNonEmptyString(); + + // Load model binary + byte[] tfFilesBin = null; + var load = ctx.TryLoadBinaryStream("TFSavedModel", br => tfFilesBin = br.ReadByteArray()); - string[] source = new string[numInputs]; - for (int j = 0; j < source.Length; j++) - source[j] = ctx.LoadNonEmptyString(); + var tempDirName = Path.GetFullPath(Path.Combine(Path.GetTempPath(), "_MLNET_TFTransform_" + Guid.NewGuid())); + var tempDir = Directory.CreateDirectory(tempDirName); + var tfZipFilePath = Path.Combine(tempDir.FullName, "tf_savedmodel.zip"); - byte[] data = null; - if (!ctx.TryLoadBinaryStream("TFModel", r => data = r.ReadByteArray())) - throw env.ExceptDecode(); + File.WriteAllBytes(tfZipFilePath, tfFilesBin); + ZipFile.ExtractToDirectory(tfZipFilePath, Path.Combine(tempDir.FullName, "tf_savedmodel")); - var outputColName = ctx.LoadNonEmptyString(); + var outputColName = ctx.LoadNonEmptyString(); - return new TensorFlowMapper(env, schema, data, source, outputColName); + return new TensorFlowMapper(env, schema, Path.Combine(tempDir.FullName, "tf_savedmodel"), source, outputColName); + } } public void Save(ModelSaveContext ctx) @@ -120,20 +153,43 @@ public void Save(ModelSaveContext ctx) _host.AssertValue(ctx); ctx.CheckAtModel(); ctx.SetVersionInfo(GetVersionInfo()); + ctx.Writer.Write(_isFrozen ? 1 : 0); + if (_isFrozen) + { + var buffer = new TFBuffer(); + _session.Graph.ToGraphDef(buffer); - var buffer = new TFBuffer(); - _session.Graph.ToGraphDef(buffer); - - ctx.SaveBinaryStream("TFModel", w => + ctx.SaveBinaryStream("TFModel", w => + { + w.WriteByteArray(buffer.ToArray()); + }); + Contracts.AssertNonEmpty(_inputColNames); + ctx.Writer.Write(_inputColNames.Length); + foreach (var colName in _inputColNames) + ctx.SaveNonEmptyString(colName); + + ctx.SaveNonEmptyString(_outputColName); + } + else { - w.WriteByteArray(buffer.ToArray()); - }); - Contracts.AssertNonEmpty(_inputColNames); - ctx.Writer.Write(_inputColNames.Length); - foreach (var colName in _inputColNames) - ctx.SaveNonEmptyString(colName); - - ctx.SaveNonEmptyString(_outputColName); + var tempDirName = Path.GetFullPath(Path.Combine(Path.GetTempPath(), "_MLNET_TFTransform_" + Guid.NewGuid())); + var tempDir = Directory.CreateDirectory(tempDirName); + var tfZipFilePath = Path.Combine(tempDir.FullName, "tf_savedmodel.zip"); + + ZipFile.CreateFromDirectory(_exportDir, tfZipFilePath, CompressionLevel.Fastest, false); + byte[] byteArray = File.ReadAllBytes(tfZipFilePath); + ctx.SaveBinaryStream("TFSavedModel", w => + { + w.WriteByteArray(byteArray); + }); + + Contracts.AssertNonEmpty(_inputColNames); + ctx.Writer.Write(_inputColNames.Length); + foreach (var colName in _inputColNames) + ctx.SaveNonEmptyString(colName); + + ctx.SaveNonEmptyString(_outputColName); + } } private TFSession LoadTFSession(byte[] modelBytes, string modelArg) diff --git a/test/Microsoft.ML.Tests/Scenarios/PipelineApi/TrainSaveModelAndPredict.cs b/test/Microsoft.ML.Tests/Scenarios/PipelineApi/TrainSaveModelAndPredict.cs index 245799eaec..4bb240b44b 100644 --- a/test/Microsoft.ML.Tests/Scenarios/PipelineApi/TrainSaveModelAndPredict.cs +++ b/test/Microsoft.ML.Tests/Scenarios/PipelineApi/TrainSaveModelAndPredict.cs @@ -102,21 +102,21 @@ public async void TensorFlowTransformTrainSaveModelAndPredict() Assert.Equal("hotdog", scoreLabels[1]); Assert.Equal("tomato", scoreLabels[2]); - //CifarPrediction prediction = loadedModel.Predict(new CifarData() - //{ - // ImagePath = GetDataPath("images/banana.jpg") - //}); - //Assert.Equal(1, prediction.PredictedLabels[0], 2); - //Assert.Equal(0, prediction.PredictedLabels[1], 2); - //Assert.Equal(0, prediction.PredictedLabels[2], 2); - - //prediction = loadedModel.Predict(new CifarData() - //{ - // ImagePath = GetDataPath("images/hotdog.jpg") - //}); - //Assert.Equal(0, prediction.PredictedLabels[0], 2); - //Assert.Equal(1, prediction.PredictedLabels[1], 2); - //Assert.Equal(0, prediction.PredictedLabels[2], 2); + CifarPrediction prediction = loadedModel.Predict(new CifarData() + { + ImagePath = GetDataPath("images/banana.jpg") + }); + Assert.Equal(1, prediction.PredictedLabels[0], 2); + Assert.Equal(0, prediction.PredictedLabels[1], 2); + Assert.Equal(0, prediction.PredictedLabels[2], 2); + + prediction = loadedModel.Predict(new CifarData() + { + ImagePath = GetDataPath("images/hotdog.jpg") + }); + Assert.Equal(0, prediction.PredictedLabels[0], 2); + Assert.Equal(1, prediction.PredictedLabels[1], 2); + Assert.Equal(0, prediction.PredictedLabels[2], 2); } } } From cfcd70f09ee7c9013664d0b6919f55e0ac2fc41d Mon Sep 17 00:00:00 2001 From: Abhishek Goswami Date: Thu, 6 Sep 2018 01:04:52 +0000 Subject: [PATCH 07/44] building transform from ground up --- src/Microsoft.ML.TensorFlow/AgTransform.cs | 143 ++++++++++++++++++ .../TensorflowTests.cs | 52 +++++++ 2 files changed, 195 insertions(+) create mode 100644 src/Microsoft.ML.TensorFlow/AgTransform.cs diff --git a/src/Microsoft.ML.TensorFlow/AgTransform.cs b/src/Microsoft.ML.TensorFlow/AgTransform.cs new file mode 100644 index 0000000000..42b96eb9d8 --- /dev/null +++ b/src/Microsoft.ML.TensorFlow/AgTransform.cs @@ -0,0 +1,143 @@ +// Licensed to the .NET Foundation under one or more agreements. +// The .NET Foundation licenses this file to you under the MIT license. +// See the LICENSE file in the project root for more information. + +using System; +using System.IO; +using System.Linq; +using Microsoft.ML.Runtime; +using Microsoft.ML.Runtime.CommandLine; +using Microsoft.ML.Runtime.Data; +using Microsoft.ML.Runtime.EntryPoints; +using Microsoft.ML.Runtime.Internal.Utilities; +using Microsoft.ML.Runtime.Model; +using Microsoft.ML.Transforms; + +[assembly: LoadableClass(AgTransform.Summary, typeof(IDataTransform), typeof(AgTransform), + typeof(AgTransform.Arguments), typeof(SignatureDataTransform), AgTransform.UserName, AgTransform.ShortName)] + +// This is for de-serialization from a binary model file. +[assembly: LoadableClass(typeof(AgTransform.AgMapper), null, typeof(SignatureLoadRowMapper), + "", AgTransform.AgMapper.LoaderSignature)] + +[assembly: EntryPointModule(typeof(AgTransform))] + +namespace Microsoft.ML.Transforms +{ + public static class AgTransform + { + internal sealed class AgMapper : IRowMapper + { + private readonly IHost _host; + private readonly string _outputColName; + private readonly ColumnType _outputColType; + private readonly int[] _inputColIndices; + + public const string LoaderSignature = "AgMapper"; + + public AgMapper(IHostEnvironment env, ISchema inputSchema, string[] inputColNames, string outputColName) + { + Contracts.CheckValue(env, nameof(env)); + _host = env.Register("TensorFlowMapper"); + _host.CheckValue(inputSchema, nameof(inputSchema)); + _host.CheckNonEmpty(inputColNames, nameof(inputColNames)); + _host.CheckNonEmpty(outputColName, nameof(outputColName)); + + _outputColName = outputColName; + _outputColType = new VectorType(NumberType.R4); + _inputColIndices = new int[inputColNames.Length]; + var colNames = new string[inputColNames.Length]; + for (int i = 0; i < inputColNames.Length; i++) + { + colNames[i] = inputColNames[i]; + if (!inputSchema.TryGetColumnIndex(colNames[i], out _inputColIndices[i])) + throw Contracts.Except($"Column '{colNames[i]}' does not exist"); + } + } + + public Delegate[] CreateGetters(IRow input, Func activeOutput, out Action disposer) + { + var getters = new Delegate[1]; + disposer = null; + using (var ch = _host.Start("CreateGetters")) + { + if (activeOutput(0)) + getters[0] = MakeGetter(input); + ch.Done(); + return getters; + } + } + + private Delegate MakeGetter(IRow input) + { + _host.AssertValue(input); + + ValueGetter> valuegetter = (ref VBuffer dst) => + { + var values = dst.Values; + if (Utils.Size(values) < _outputColType.VectorSize) + values = new T[_outputColType.VectorSize]; + + dst = new VBuffer(values.Length, values, dst.Indices); + }; + return valuegetter; + } + + public Func GetDependencies(Func activeOutput) + { + return col => activeOutput(0) && _inputColIndices.Any(i => i == col); + } + + public RowMapperColumnInfo[] GetOutputColumns() + { + return new[] { new RowMapperColumnInfo(_outputColName, _outputColType, null) }; + } + + public void Save(ModelSaveContext ctx) + { + throw new NotImplementedException(); + } + } + + public sealed class Arguments : TransformInputBase + { + [Argument(ArgumentType.Multiple | ArgumentType.Required, HelpText = "The names of the model inputs", ShortName = "inputs", SortOrder = 1)] + public string[] InputColumns; + + [Argument(ArgumentType.Multiple | ArgumentType.Required, HelpText = "The name of the output", ShortName = "output", SortOrder = 2)] + public string OutputColumn; + } + + public const string Summary = "Computes sum."; + public const string UserName = "AgTransform"; + public const string ShortName = "AgTransform"; + private const string RegistrationName = "AgTransform"; + + /// + /// Convenience constructor for public facing API. + /// + /// Host Environment. + /// Input . This is the output from previous transform or loader. + /// Name of the output column. Keep it same as in the TensorFlow model. + /// Name of the input column(s). Keep it same as in the TensorFlow model. + public static IDataTransform Create(IHostEnvironment env, IDataView input, string name, params string[] source) + { + return Create(env, new Arguments() { InputColumns = source, OutputColumn = name }, input); + } + + /// + public static IDataTransform Create(IHostEnvironment env, Arguments args, IDataView input) + { + Contracts.CheckValue(env, nameof(env)); + var host = env.Register(RegistrationName); + host.CheckValue(args, nameof(args)); + host.CheckUserArg(Utils.Size(args.InputColumns) > 0, nameof(args.InputColumns)); + + for (int i = 0; i < args.InputColumns.Length; i++) + host.CheckNonWhiteSpace(args.InputColumns[i], nameof(args.InputColumns)); + + var mapper = new AgMapper(host, input.Schema, args.InputColumns, args.OutputColumn); + return new RowToRowMapperTransform(host, input, mapper); + } + } +} \ No newline at end of file diff --git a/test/Microsoft.ML.Tests/ScenariosWithDirectInstantiation/TensorflowTests.cs b/test/Microsoft.ML.Tests/ScenariosWithDirectInstantiation/TensorflowTests.cs index 812c5e9a24..05db016b5d 100644 --- a/test/Microsoft.ML.Tests/ScenariosWithDirectInstantiation/TensorflowTests.cs +++ b/test/Microsoft.ML.Tests/ScenariosWithDirectInstantiation/TensorflowTests.cs @@ -231,6 +231,58 @@ public void TensorFlowTransformCifar() } } + [Fact] + public void TensorFlowTransformAG() + { + using (var env = new TlcEnvironment()) + { + var imageHeight = 32; + var imageWidth = 32; + var dataFile = GetDataPath("images/images.tsv"); + var imageFolder = Path.GetDirectoryName(dataFile); + var data = env.CreateLoader("Text{col=ImagePath:TX:0 col=Name:TX:1}", new MultiFileSource(dataFile)); + var images = ImageLoaderTransform.Create(env, new ImageLoaderTransform.Arguments() + { + Column = new ImageLoaderTransform.Column[1] + { + new ImageLoaderTransform.Column() { Source= "ImagePath", Name="ImageReal" } + }, + ImageFolder = imageFolder + }, data); + var cropped = ImageResizerTransform.Create(env, new ImageResizerTransform.Arguments() + { + Column = new ImageResizerTransform.Column[1]{ + new ImageResizerTransform.Column() { Source = "ImageReal", Name= "ImageCropped", ImageHeight =imageHeight, ImageWidth = imageWidth, Resizing = ImageResizerTransform.ResizingKind.IsoCrop} + } + }, images); + + var pixels = ImagePixelExtractorTransform.Create(env, new ImagePixelExtractorTransform.Arguments() + { + Column = new ImagePixelExtractorTransform.Column[1]{ + new ImagePixelExtractorTransform.Column() { Source= "ImageCropped", Name = "Input", UseAlpha=false, InterleaveArgb=true} + } + }, cropped); + + + IDataView trans = AgTransform.Create(env, pixels, "Output", "Input"); + + trans.Schema.TryGetColumnIndex("Output", out int output); + using (var cursor = trans.GetRowCursor(col => col == output)) + { + var buffer = default(VBuffer); + var getter = cursor.GetGetter>(output); + var numRows = 0; + while (cursor.MoveNext()) + { + getter(ref buffer); + Assert.Equal(10, buffer.Length); + numRows += 1; + } + Assert.Equal(3, numRows); + } + } + } + [Fact] public void TensorFlowTransformCifarInvalidShape() { From 236de73917271773a2d42ef0af945c94dc3070cf Mon Sep 17 00:00:00 2001 From: Abhishek Goswami Date: Thu, 6 Sep 2018 20:22:13 +0000 Subject: [PATCH 08/44] dummy transform works after fixing the getters --- src/Microsoft.ML.TensorFlow/AgTransform.cs | 7 +++---- .../ScenariosWithDirectInstantiation/TensorflowTests.cs | 2 +- 2 files changed, 4 insertions(+), 5 deletions(-) diff --git a/src/Microsoft.ML.TensorFlow/AgTransform.cs b/src/Microsoft.ML.TensorFlow/AgTransform.cs index 42b96eb9d8..63501a343e 100644 --- a/src/Microsoft.ML.TensorFlow/AgTransform.cs +++ b/src/Microsoft.ML.TensorFlow/AgTransform.cs @@ -44,7 +44,8 @@ public AgMapper(IHostEnvironment env, ISchema inputSchema, string[] inputColName _host.CheckNonEmpty(outputColName, nameof(outputColName)); _outputColName = outputColName; - _outputColType = new VectorType(NumberType.R4); + _outputColType = new VectorType(NumberType.R4, 3); + _inputColIndices = new int[inputColNames.Length]; var colNames = new string[inputColNames.Length]; for (int i = 0; i < inputColNames.Length; i++) @@ -62,16 +63,14 @@ public Delegate[] CreateGetters(IRow input, Func activeOutput, out Ac using (var ch = _host.Start("CreateGetters")) { if (activeOutput(0)) - getters[0] = MakeGetter(input); + getters[0] = MakeGetter(input); ch.Done(); return getters; } } - private Delegate MakeGetter(IRow input) { _host.AssertValue(input); - ValueGetter> valuegetter = (ref VBuffer dst) => { var values = dst.Values; diff --git a/test/Microsoft.ML.Tests/ScenariosWithDirectInstantiation/TensorflowTests.cs b/test/Microsoft.ML.Tests/ScenariosWithDirectInstantiation/TensorflowTests.cs index 05db016b5d..6c5b052c3b 100644 --- a/test/Microsoft.ML.Tests/ScenariosWithDirectInstantiation/TensorflowTests.cs +++ b/test/Microsoft.ML.Tests/ScenariosWithDirectInstantiation/TensorflowTests.cs @@ -275,7 +275,7 @@ public void TensorFlowTransformAG() while (cursor.MoveNext()) { getter(ref buffer); - Assert.Equal(10, buffer.Length); + Assert.Equal(3, buffer.Length); numRows += 1; } Assert.Equal(3, numRows); From 781cff042d5fa95db6df223f279977162769be60 Mon Sep 17 00:00:00 2001 From: Abhishek Goswami Date: Thu, 6 Sep 2018 23:24:15 +0000 Subject: [PATCH 09/44] SavedModel format works for Train, but fails for Save&Predict --- src/Microsoft.ML.TensorFlow/AgTransform.cs | 142 ------------- .../TensorFlow/Tensorflow.cs | 2 +- .../TensorflowTransform.cs | 195 ++++++++++++++---- src/Microsoft.ML/CSharpApi.cs | 5 + .../Common/EntryPoints/core_manifest.json | 12 ++ .../UnitTests/TestEntryPoints.cs | 2 + test/Microsoft.ML.Tests/CSharpCodeGen.cs | 2 + .../PipelineApi/TrainSaveModelAndPredict.cs | 80 +++++++ .../TensorflowTests.cs | 60 +----- test/data/cifar_save10/saved_model.pb | Bin 0 -> 65989 bytes .../variables/variables.data-00000-of-00001 | Bin 0 -> 705920 bytes .../cifar_save10/variables/variables.index | Bin 0 -> 524 bytes 12 files changed, 261 insertions(+), 239 deletions(-) delete mode 100644 src/Microsoft.ML.TensorFlow/AgTransform.cs create mode 100644 test/data/cifar_save10/saved_model.pb create mode 100644 test/data/cifar_save10/variables/variables.data-00000-of-00001 create mode 100644 test/data/cifar_save10/variables/variables.index diff --git a/src/Microsoft.ML.TensorFlow/AgTransform.cs b/src/Microsoft.ML.TensorFlow/AgTransform.cs deleted file mode 100644 index 63501a343e..0000000000 --- a/src/Microsoft.ML.TensorFlow/AgTransform.cs +++ /dev/null @@ -1,142 +0,0 @@ -// Licensed to the .NET Foundation under one or more agreements. -// The .NET Foundation licenses this file to you under the MIT license. -// See the LICENSE file in the project root for more information. - -using System; -using System.IO; -using System.Linq; -using Microsoft.ML.Runtime; -using Microsoft.ML.Runtime.CommandLine; -using Microsoft.ML.Runtime.Data; -using Microsoft.ML.Runtime.EntryPoints; -using Microsoft.ML.Runtime.Internal.Utilities; -using Microsoft.ML.Runtime.Model; -using Microsoft.ML.Transforms; - -[assembly: LoadableClass(AgTransform.Summary, typeof(IDataTransform), typeof(AgTransform), - typeof(AgTransform.Arguments), typeof(SignatureDataTransform), AgTransform.UserName, AgTransform.ShortName)] - -// This is for de-serialization from a binary model file. -[assembly: LoadableClass(typeof(AgTransform.AgMapper), null, typeof(SignatureLoadRowMapper), - "", AgTransform.AgMapper.LoaderSignature)] - -[assembly: EntryPointModule(typeof(AgTransform))] - -namespace Microsoft.ML.Transforms -{ - public static class AgTransform - { - internal sealed class AgMapper : IRowMapper - { - private readonly IHost _host; - private readonly string _outputColName; - private readonly ColumnType _outputColType; - private readonly int[] _inputColIndices; - - public const string LoaderSignature = "AgMapper"; - - public AgMapper(IHostEnvironment env, ISchema inputSchema, string[] inputColNames, string outputColName) - { - Contracts.CheckValue(env, nameof(env)); - _host = env.Register("TensorFlowMapper"); - _host.CheckValue(inputSchema, nameof(inputSchema)); - _host.CheckNonEmpty(inputColNames, nameof(inputColNames)); - _host.CheckNonEmpty(outputColName, nameof(outputColName)); - - _outputColName = outputColName; - _outputColType = new VectorType(NumberType.R4, 3); - - _inputColIndices = new int[inputColNames.Length]; - var colNames = new string[inputColNames.Length]; - for (int i = 0; i < inputColNames.Length; i++) - { - colNames[i] = inputColNames[i]; - if (!inputSchema.TryGetColumnIndex(colNames[i], out _inputColIndices[i])) - throw Contracts.Except($"Column '{colNames[i]}' does not exist"); - } - } - - public Delegate[] CreateGetters(IRow input, Func activeOutput, out Action disposer) - { - var getters = new Delegate[1]; - disposer = null; - using (var ch = _host.Start("CreateGetters")) - { - if (activeOutput(0)) - getters[0] = MakeGetter(input); - ch.Done(); - return getters; - } - } - private Delegate MakeGetter(IRow input) - { - _host.AssertValue(input); - ValueGetter> valuegetter = (ref VBuffer dst) => - { - var values = dst.Values; - if (Utils.Size(values) < _outputColType.VectorSize) - values = new T[_outputColType.VectorSize]; - - dst = new VBuffer(values.Length, values, dst.Indices); - }; - return valuegetter; - } - - public Func GetDependencies(Func activeOutput) - { - return col => activeOutput(0) && _inputColIndices.Any(i => i == col); - } - - public RowMapperColumnInfo[] GetOutputColumns() - { - return new[] { new RowMapperColumnInfo(_outputColName, _outputColType, null) }; - } - - public void Save(ModelSaveContext ctx) - { - throw new NotImplementedException(); - } - } - - public sealed class Arguments : TransformInputBase - { - [Argument(ArgumentType.Multiple | ArgumentType.Required, HelpText = "The names of the model inputs", ShortName = "inputs", SortOrder = 1)] - public string[] InputColumns; - - [Argument(ArgumentType.Multiple | ArgumentType.Required, HelpText = "The name of the output", ShortName = "output", SortOrder = 2)] - public string OutputColumn; - } - - public const string Summary = "Computes sum."; - public const string UserName = "AgTransform"; - public const string ShortName = "AgTransform"; - private const string RegistrationName = "AgTransform"; - - /// - /// Convenience constructor for public facing API. - /// - /// Host Environment. - /// Input . This is the output from previous transform or loader. - /// Name of the output column. Keep it same as in the TensorFlow model. - /// Name of the input column(s). Keep it same as in the TensorFlow model. - public static IDataTransform Create(IHostEnvironment env, IDataView input, string name, params string[] source) - { - return Create(env, new Arguments() { InputColumns = source, OutputColumn = name }, input); - } - - /// - public static IDataTransform Create(IHostEnvironment env, Arguments args, IDataView input) - { - Contracts.CheckValue(env, nameof(env)); - var host = env.Register(RegistrationName); - host.CheckValue(args, nameof(args)); - host.CheckUserArg(Utils.Size(args.InputColumns) > 0, nameof(args.InputColumns)); - - for (int i = 0; i < args.InputColumns.Length; i++) - host.CheckNonWhiteSpace(args.InputColumns[i], nameof(args.InputColumns)); - - var mapper = new AgMapper(host, input.Schema, args.InputColumns, args.OutputColumn); - return new RowToRowMapperTransform(host, input, mapper); - } - } -} \ No newline at end of file diff --git a/src/Microsoft.ML.TensorFlow/TensorFlow/Tensorflow.cs b/src/Microsoft.ML.TensorFlow/TensorFlow/Tensorflow.cs index f52756d4a5..422db6220c 100644 --- a/src/Microsoft.ML.TensorFlow/TensorFlow/Tensorflow.cs +++ b/src/Microsoft.ML.TensorFlow/TensorFlow/Tensorflow.cs @@ -1116,7 +1116,7 @@ public IEnumerable ListDevices(TFStatus status = null) /// here: https://github.com/tensorflow/tensorflow/blob/master/tensorflow/python/saved_model/README.md /// /// - public TFSession FromSavedModel(TFSessionOptions sessionOptions, TFBuffer runOptions, string exportDir, string[] tags, TFGraph graph, TFBuffer metaGraphDef, TFStatus status = null) + public static TFSession FromSavedModel(TFSessionOptions sessionOptions, TFBuffer runOptions, string exportDir, string[] tags, TFGraph graph, TFBuffer metaGraphDef, TFStatus status = null) { if (graph == null) throw new ArgumentNullException(nameof(graph)); diff --git a/src/Microsoft.ML.TensorFlow/TensorflowTransform.cs b/src/Microsoft.ML.TensorFlow/TensorflowTransform.cs index 495a74fdac..8df115106c 100644 --- a/src/Microsoft.ML.TensorFlow/TensorflowTransform.cs +++ b/src/Microsoft.ML.TensorFlow/TensorflowTransform.cs @@ -5,6 +5,7 @@ using System; using System.Collections.Generic; using System.IO; +using System.IO.Compression; using System.Linq; using Microsoft.ML.Runtime; using Microsoft.ML.Runtime.CommandLine; @@ -42,6 +43,8 @@ internal sealed class TensorFlowMapper : IRowMapper private readonly bool[] _isVectorInput; private readonly TFShape[] _tfInputShapes; private readonly TFDataType[] _tfInputTypes; + private readonly bool _isFrozen; + private readonly string _exportDir; private readonly string[] _outputColNames; private readonly ColumnType[] _outputColTypes; @@ -72,6 +75,7 @@ public TensorFlowMapper(IHostEnvironment env, ISchema inputSchema, byte[] modelB for (int i = 0; i < outputColNames.Length; i++) _host.CheckNonWhiteSpace(outputColNames[i], nameof(outputColNames)); + _isFrozen = true; _session = LoadTFSession(modelBytes, null); _host.Check(inputColNames.All(name => _session.Graph[name] != null), "One of the input does not exist in the model"); _host.Check(outputColNames.All(name => _session.Graph[name] != null), "One of the output does not exist in the model"); @@ -81,37 +85,97 @@ public TensorFlowMapper(IHostEnvironment env, ISchema inputSchema, byte[] modelB (_inputColNames, _inputColIndices, _isVectorInput, _tfInputShapes, _tfInputTypes) = GetInputMetaData(_session.Graph, inputColNames, inputSchema); } + public TensorFlowMapper(IHostEnvironment env, ISchema inputSchema, string exportDir, string[] inputColNames, string[] outputColNames) + { + Contracts.CheckValue(env, nameof(env)); + _host = env.Register("TensorFlowMapper"); + _host.CheckValue(inputSchema, nameof(inputSchema)); + _host.CheckNonEmpty(inputColNames, nameof(inputColNames)); + _host.CheckNonEmpty(outputColNames, nameof(outputColNames)); + for (int i = 0; i < inputColNames.Length; i++) + _host.CheckNonWhiteSpace(inputColNames[i], nameof(inputColNames)); + for (int i = 0; i < outputColNames.Length; i++) + _host.CheckNonWhiteSpace(outputColNames[i], nameof(outputColNames)); + + _isFrozen = false; + _exportDir = exportDir; + _session = LoadTFSession(exportDir); + _host.Check(inputColNames.All(name => _session.Graph[name] != null), "One of the input does not exist in the model"); + _host.Check(outputColNames.All(name => _session.Graph[name] != null), "One of the output does not exist in the model"); + + _outputColNames = outputColNames; + (_outputColTypes, _tfOutputTypes) = GetOutputTypes(_session.Graph, _outputColNames); + (_inputColNames, _inputColIndices, _isVectorInput, _tfInputShapes, _tfInputTypes) = GetInputMetaData(_session.Graph, inputColNames, inputSchema); + } + public static TensorFlowMapper Create(IHostEnvironment env, ModelLoadContext ctx, ISchema schema) { Contracts.CheckValue(env, nameof(env)); env.CheckValue(ctx, nameof(ctx)); ctx.CheckAtModel(GetVersionInfo()); - var numInputs = ctx.Reader.ReadInt32(); - Contracts.CheckDecode(numInputs > 0); + var isFrozen = ctx.Reader.ReadInt32(); + if (isFrozen == 1) + { + var numInputs = ctx.Reader.ReadInt32(); + Contracts.CheckDecode(numInputs > 0); - string[] source = new string[numInputs]; - for (int j = 0; j < source.Length; j++) - source[j] = ctx.LoadNonEmptyString(); + string[] source = new string[numInputs]; + for (int j = 0; j < source.Length; j++) + source[j] = ctx.LoadNonEmptyString(); - byte[] data = null; - if (!ctx.TryLoadBinaryStream("TFModel", r => data = r.ReadByteArray())) - throw env.ExceptDecode(); + byte[] data = null; + if (!ctx.TryLoadBinaryStream("TFModel", r => data = r.ReadByteArray())) + throw env.ExceptDecode(); - bool isMultiOutput = ctx.Header.ModelVerReadable >= 0x00010002; + bool isMultiOutput = ctx.Header.ModelVerReadable >= 0x00010002; - var numOutputs = 1; - if (isMultiOutput) - { - numOutputs = ctx.Reader.ReadInt32(); + var numOutputs = 1; + if (isMultiOutput) + { + numOutputs = ctx.Reader.ReadInt32(); + } + + Contracts.CheckDecode(numOutputs > 0); + var outputColNames = new string[numOutputs]; + for (int j = 0; j < outputColNames.Length; j++) + outputColNames[j] = ctx.LoadNonEmptyString(); + + return new TensorFlowMapper(env, schema, data, source, outputColNames); } + else + { + var numInputs = ctx.Reader.ReadInt32(); + Contracts.CheckDecode(numInputs > 0); + + string[] source = new string[numInputs]; + for (int j = 0; j < source.Length; j++) + source[j] = ctx.LoadNonEmptyString(); + + // Load model binary + byte[] tfFilesBin = null; + var load = ctx.TryLoadBinaryStream("TFSavedModel", br => tfFilesBin = br.ReadByteArray()); + var tempDirName = Path.GetFullPath(Path.Combine(Path.GetTempPath(), "_MLNET_TFTransform_" + Guid.NewGuid())); + var tempDir = Directory.CreateDirectory(tempDirName); + var tfZipFilePath = Path.Combine(tempDir.FullName, "tf_savedmodel.zip"); + File.WriteAllBytes(tfZipFilePath, tfFilesBin); + ZipFile.ExtractToDirectory(tfZipFilePath, Path.Combine(tempDir.FullName, "tf_savedmodel")); + + bool isMultiOutput = ctx.Header.ModelVerReadable >= 0x00010002; + + var numOutputs = 1; + if (isMultiOutput) + { + numOutputs = ctx.Reader.ReadInt32(); + } - Contracts.CheckDecode(numOutputs > 0); - var outputColNames = new string[numOutputs]; - for (int j = 0; j < outputColNames.Length; j++) - outputColNames[j] = ctx.LoadNonEmptyString(); + Contracts.CheckDecode(numOutputs > 0); + var outputColNames = new string[numOutputs]; + for (int j = 0; j < outputColNames.Length; j++) + outputColNames[j] = ctx.LoadNonEmptyString(); - return new TensorFlowMapper(env, schema, data, source, outputColNames); + return new TensorFlowMapper(env, schema, Path.Combine(tempDir.FullName, "tf_savedmodel"), source, outputColNames); + } } public void Save(ModelSaveContext ctx) @@ -120,22 +184,49 @@ public void Save(ModelSaveContext ctx) ctx.CheckAtModel(); ctx.SetVersionInfo(GetVersionInfo()); - var buffer = new TFBuffer(); - _session.Graph.ToGraphDef(buffer); + ctx.Writer.Write(_isFrozen ? 1 : 0); + if (_isFrozen) + { + var buffer = new TFBuffer(); + _session.Graph.ToGraphDef(buffer); - ctx.SaveBinaryStream("TFModel", w => + ctx.SaveBinaryStream("TFModel", w => + { + w.WriteByteArray(buffer.ToArray()); + }); + _host.AssertNonEmpty(_inputColNames); + ctx.Writer.Write(_inputColNames.Length); + foreach (var colName in _inputColNames) + ctx.SaveNonEmptyString(colName); + + _host.AssertNonEmpty(_outputColNames); + ctx.Writer.Write(_outputColNames.Length); + foreach (var colName in _outputColNames) + ctx.SaveNonEmptyString(colName); + } + else { - w.WriteByteArray(buffer.ToArray()); - }); - _host.AssertNonEmpty(_inputColNames); - ctx.Writer.Write(_inputColNames.Length); - foreach (var colName in _inputColNames) - ctx.SaveNonEmptyString(colName); - - _host.AssertNonEmpty(_outputColNames); - ctx.Writer.Write(_outputColNames.Length); - foreach (var colName in _outputColNames) - ctx.SaveNonEmptyString(colName); + var tempDirName = Path.GetFullPath(Path.Combine(Path.GetTempPath(), "_MLNET_TFTransform_" + Guid.NewGuid())); + var tempDir = Directory.CreateDirectory(tempDirName); + var tfZipFilePath = Path.Combine(tempDir.FullName, "tf_savedmodel.zip"); + + ZipFile.CreateFromDirectory(_exportDir, tfZipFilePath, CompressionLevel.Fastest, false); + byte[] byteArray = File.ReadAllBytes(tfZipFilePath); + ctx.SaveBinaryStream("TFSavedModel", w => + { + w.WriteByteArray(byteArray); + }); + + _host.AssertNonEmpty(_inputColNames); + ctx.Writer.Write(_inputColNames.Length); + foreach (var colName in _inputColNames) + ctx.SaveNonEmptyString(colName); + + _host.AssertNonEmpty(_outputColNames); + ctx.Writer.Write(_outputColNames.Length); + foreach (var colName in _outputColNames) + ctx.SaveNonEmptyString(colName); + } } private TFSession LoadTFSession(byte[] modelBytes, string modelArg) @@ -156,6 +247,17 @@ private TFSession LoadTFSession(byte[] modelBytes, string modelArg) } return new TFSession(graph); } + private TFSession LoadTFSession(string exportDirSavedModel) + { + var sessionOptions = new TFSessionOptions(); + var exportDir = exportDirSavedModel; + var tags = new string[] { "serve" }; + var graph = new TFGraph(); + var metaGraphDef = new TFBuffer(); + + var session = TFSession.FromSavedModel(sessionOptions, null, exportDir, tags, graph, metaGraphDef); + return session; + } private ITensorValueGetter CreateTensorValueGetter(IRow input, bool isVector, int colIndex, TFShape tfShape) { @@ -352,7 +454,6 @@ private static (string[], int[], bool[], TFShape[], TFDataType[]) GetInputMetaDa public sealed class Arguments : TransformInputBase { - [Argument(ArgumentType.Required, HelpText = "This is the frozen protobuf model file. Please see https://www.tensorflow.org/mobile/prepare_models for more details.", ShortName = "ModelDir", SortOrder = 0)] public string ModelFile; @@ -361,6 +462,9 @@ public sealed class Arguments : TransformInputBase [Argument(ArgumentType.Multiple | ArgumentType.Required, HelpText = "The name of the output", ShortName = "output", SortOrder = 2)] public string[] OutputColumns; + + [Argument(ArgumentType.AtMostOnce, HelpText = "Indicator for frozen models", ShortName = "Frozen", SortOrder = 3)] + public bool IsFrozen = true; } public const string Summary = "Transforms the data using the TensorFlow model."; @@ -374,11 +478,12 @@ public sealed class Arguments : TransformInputBase /// Host Environment. /// Input . This is the output from previous transform or loader. /// This is the frozen TensorFlow model file. https://www.tensorflow.org/mobile/prepare_models + /// /// Name of the output column. Keep it same as in the TensorFlow model. /// Name of the input column(s). Keep it same as in the TensorFlow model. - public static IDataTransform Create(IHostEnvironment env, IDataView input, string modelFile, string name, params string[] source) + public static IDataTransform Create(IHostEnvironment env, IDataView input, string modelFile, bool isFrozen, string name, params string[] source) { - return Create(env, new Arguments() { InputColumns = source, OutputColumns = new[] { name }, ModelFile = modelFile }, input); + return Create(env, new Arguments() { InputColumns = source, OutputColumns = new[] { name }, ModelFile = modelFile, IsFrozen = isFrozen }, input); } /// @@ -387,11 +492,12 @@ public static IDataTransform Create(IHostEnvironment env, IDataView input, strin /// Host Environment. /// Input . This is the output from previous transform or loader. /// This is the frozen tensorflow model file. https://www.tensorflow.org/mobile/prepare_models + /// /// Name of the output column(s). Keep it same as in the Tensorflow model. /// Name of the input column(s). Keep it same as in the Tensorflow model. - public static IDataTransform Create(IHostEnvironment env, IDataView input, string modelFile, string[] names, string[] source) + public static IDataTransform Create(IHostEnvironment env, IDataView input, string modelFile, bool isFrozen, string[] names, string[] source) { - return Create(env, new Arguments() { InputColumns = source, OutputColumns = names, ModelFile = modelFile }, input); + return Create(env, new Arguments() { InputColumns = source, OutputColumns = names, ModelFile = modelFile, IsFrozen = isFrozen }, input); } /// @@ -408,10 +514,19 @@ public static IDataTransform Create(IHostEnvironment env, Arguments args, IDataV host.CheckUserArg(args.OutputColumns.Distinct().Count() == args.OutputColumns.Length, nameof(args.OutputColumns), "Some of the output columns specified multiple times."); host.CheckNonWhiteSpace(args.ModelFile, nameof(args.ModelFile)); - host.CheckUserArg(File.Exists(args.ModelFile), nameof(args.ModelFile)); - var modelBytes = File.ReadAllBytes(args.ModelFile); - var mapper = new TensorFlowMapper(host, input.Schema, modelBytes, args.InputColumns, args.OutputColumns); + TensorFlowMapper mapper = null; + if (args.IsFrozen) + { + host.CheckUserArg(File.Exists(args.ModelFile), nameof(args.ModelFile)); + var modelBytes = File.ReadAllBytes(args.ModelFile); + mapper = new TensorFlowMapper(host, input.Schema, modelBytes, args.InputColumns, args.OutputColumns); + } + else + { + var exportDir = args.ModelFile; + mapper = new TensorFlowMapper(host, input.Schema, exportDir, args.InputColumns, args.OutputColumns); + } return new RowToRowMapperTransform(host, input, mapper); } diff --git a/src/Microsoft.ML/CSharpApi.cs b/src/Microsoft.ML/CSharpApi.cs index 380b517cef..c9efae7b11 100644 --- a/src/Microsoft.ML/CSharpApi.cs +++ b/src/Microsoft.ML/CSharpApi.cs @@ -15799,6 +15799,11 @@ public sealed partial class TensorFlowScorer : Microsoft.ML.Runtime.EntryPoints. /// public string[] OutputColumns { get; set; } + /// + /// Indicator for frozen models + /// + public bool IsFrozen { get; set; } = true; + /// /// Input dataset /// diff --git a/test/BaselineOutput/Common/EntryPoints/core_manifest.json b/test/BaselineOutput/Common/EntryPoints/core_manifest.json index fb5a290b5b..87dde3c086 100644 --- a/test/BaselineOutput/Common/EntryPoints/core_manifest.json +++ b/test/BaselineOutput/Common/EntryPoints/core_manifest.json @@ -21761,6 +21761,18 @@ "Required": true, "SortOrder": 2.0, "IsNullable": false + }, + { + "Name": "IsFrozen", + "Type": "Bool", + "Desc": "Indicator for frozen models", + "Aliases": [ + "Frozen" + ], + "Required": false, + "SortOrder": 3.0, + "IsNullable": false, + "Default": true } ], "Outputs": [ diff --git a/test/Microsoft.ML.Core.Tests/UnitTests/TestEntryPoints.cs b/test/Microsoft.ML.Core.Tests/UnitTests/TestEntryPoints.cs index ded58f50bb..4c8d4e6796 100644 --- a/test/Microsoft.ML.Core.Tests/UnitTests/TestEntryPoints.cs +++ b/test/Microsoft.ML.Core.Tests/UnitTests/TestEntryPoints.cs @@ -235,6 +235,8 @@ private string GetBuildPrefix() } [Fact(Skip = "Execute this test if you want to regenerate ep-list and _manifest.json")] + // [Fact] + public void RegenerateEntryPointCatalog() { var buildPrefix = GetBuildPrefix(); diff --git a/test/Microsoft.ML.Tests/CSharpCodeGen.cs b/test/Microsoft.ML.Tests/CSharpCodeGen.cs index 678edac461..b064d2c794 100644 --- a/test/Microsoft.ML.Tests/CSharpCodeGen.cs +++ b/test/Microsoft.ML.Tests/CSharpCodeGen.cs @@ -17,6 +17,8 @@ public CSharpCodeGen(ITestOutputHelper output) : base(output) } [Fact(Skip = "Execute this test if you want to regenerate CSharpApi file")] + //[Fact] + public void RegenerateCSharpApi() { var basePath = GetDataPath("../../src/Microsoft.ML/CSharpApi.cs"); diff --git a/test/Microsoft.ML.Tests/Scenarios/PipelineApi/TrainSaveModelAndPredict.cs b/test/Microsoft.ML.Tests/Scenarios/PipelineApi/TrainSaveModelAndPredict.cs index 7e935dcb90..73e366b322 100644 --- a/test/Microsoft.ML.Tests/Scenarios/PipelineApi/TrainSaveModelAndPredict.cs +++ b/test/Microsoft.ML.Tests/Scenarios/PipelineApi/TrainSaveModelAndPredict.cs @@ -3,8 +3,11 @@ // See the LICENSE file in the project root for more information. using Microsoft.ML.Data; +using Microsoft.ML.Scenarios; using Microsoft.ML.Trainers; using Microsoft.ML.Transforms; +using Microsoft.ML.Transforms.TensorFlow; +using System.IO; using Xunit; namespace Microsoft.ML.Tests.Scenarios.PipelineApi @@ -38,5 +41,82 @@ public async void TrainSaveModelAndPredict() Assert.True(singlePrediction.Sentiment); } + + [Fact] + public async void TensorFlowTransformTrainSaveModelAndPredict() + { + var imageHeight = 32; + var imageWidth = 32; + //var model_location = "cifar_model/frozen_model.pb"; + var model_location = GetDataPath("cifar_save10"); + var dataFile = GetDataPath("images/images.tsv"); + var imageFolder = Path.GetDirectoryName(dataFile); + + var pipeline = new LearningPipeline(seed: 1); + pipeline.Add(new TextLoader(dataFile).CreateFrom(useHeader: false)); + pipeline.Add(new ImageLoader(("ImagePath", "ImageReal")) + { + ImageFolder = imageFolder + }); + + pipeline.Add(new ImageResizer(("ImageReal", "ImageCropped")) + { + ImageHeight = imageHeight, + ImageWidth = imageWidth, + Resizing = ImageResizerTransformResizingKind.IsoCrop + }); + + pipeline.Add(new ImagePixelExtractor(("ImageCropped", "Input")) + { + UseAlpha = false, + InterleaveArgb = true + }); + + pipeline.Add(new TensorFlowScorer() + { + ModelFile = model_location, + InputColumns = new[] { "Input" }, + OutputColumns = new[] { "Output" }, + IsFrozen = false + }); + + pipeline.Add(new ColumnConcatenator(outputColumn: "Features", "Output")); + pipeline.Add(new TextToKeyConverter("Label")); + pipeline.Add(new StochasticDualCoordinateAscentClassifier()); + + TensorFlowUtils.Initialize(); + var model = pipeline.Train(); + + var modelName = "tf_TrainSaveAndPredictdModel.zip"; + DeleteOutputPath(modelName); + await model.WriteAsync(modelName); + + var loadedModel = await PredictionModel.ReadAsync(modelName); + + string[] scoreLabels; + loadedModel.TryGetScoreLabelNames(out scoreLabels); + + Assert.NotNull(scoreLabels); + Assert.Equal(3, scoreLabels.Length); + Assert.Equal("banana", scoreLabels[0]); + Assert.Equal("hotdog", scoreLabels[1]); + Assert.Equal("tomato", scoreLabels[2]); + + CifarPrediction prediction = loadedModel.Predict(new CifarData() + { + ImagePath = GetDataPath("images/banana.jpg") + }); + Assert.Equal(1, prediction.PredictedLabels[0], 2); + Assert.Equal(0, prediction.PredictedLabels[1], 2); + Assert.Equal(0, prediction.PredictedLabels[2], 2); + + prediction = loadedModel.Predict(new CifarData() + { + ImagePath = GetDataPath("images/hotdog.jpg") + }); + Assert.Equal(0, prediction.PredictedLabels[0], 2); + Assert.Equal(1, prediction.PredictedLabels[1], 2); + Assert.Equal(0, prediction.PredictedLabels[2], 2); + } } } diff --git a/test/Microsoft.ML.Tests/ScenariosWithDirectInstantiation/TensorflowTests.cs b/test/Microsoft.ML.Tests/ScenariosWithDirectInstantiation/TensorflowTests.cs index 6c5b052c3b..b4617a0fa2 100644 --- a/test/Microsoft.ML.Tests/ScenariosWithDirectInstantiation/TensorflowTests.cs +++ b/test/Microsoft.ML.Tests/ScenariosWithDirectInstantiation/TensorflowTests.cs @@ -41,7 +41,7 @@ public void TensorFlowTransformMatrixMultiplicationTest() b = new[] { 3.0f, 3.0f, 3.0f, 3.0f } } })); - var trans = TensorFlowTransform.Create(env, loader, model_location, "c", "a", "b"); + var trans = TensorFlowTransform.Create(env, loader, model_location, true, "c", "a", "b"); using (var cursor = trans.GetRowCursor(a => true)) { @@ -109,7 +109,7 @@ public void TensorFlowTransformMNISTConvTest() { Name = "reshape_input", Source = "Placeholder" } } }, loader); - trans = TensorFlowTransform.Create(env, trans, model_location, new[] { "Softmax", "dense/Relu" }, new[] { "Placeholder", "reshape_input" }); + trans = TensorFlowTransform.Create(env, trans, model_location, true, new[] { "Softmax", "dense/Relu" }, new[] { "Placeholder", "reshape_input" }); trans = new ConcatTransform(env, trans, "Features", "Softmax", "dense/Relu"); var trainer = new LightGbmMulticlassTrainer(env, new LightGbmArguments()); @@ -212,7 +212,7 @@ public void TensorFlowTransformCifar() }, cropped); - IDataView trans = TensorFlowTransform.Create(env, pixels, model_location, "Output", "Input"); + IDataView trans = TensorFlowTransform.Create(env, pixels, model_location, true, "Output", "Input"); trans.Schema.TryGetColumnIndex("Output", out int output); using (var cursor = trans.GetRowCursor(col => col == output)) @@ -231,58 +231,6 @@ public void TensorFlowTransformCifar() } } - [Fact] - public void TensorFlowTransformAG() - { - using (var env = new TlcEnvironment()) - { - var imageHeight = 32; - var imageWidth = 32; - var dataFile = GetDataPath("images/images.tsv"); - var imageFolder = Path.GetDirectoryName(dataFile); - var data = env.CreateLoader("Text{col=ImagePath:TX:0 col=Name:TX:1}", new MultiFileSource(dataFile)); - var images = ImageLoaderTransform.Create(env, new ImageLoaderTransform.Arguments() - { - Column = new ImageLoaderTransform.Column[1] - { - new ImageLoaderTransform.Column() { Source= "ImagePath", Name="ImageReal" } - }, - ImageFolder = imageFolder - }, data); - var cropped = ImageResizerTransform.Create(env, new ImageResizerTransform.Arguments() - { - Column = new ImageResizerTransform.Column[1]{ - new ImageResizerTransform.Column() { Source = "ImageReal", Name= "ImageCropped", ImageHeight =imageHeight, ImageWidth = imageWidth, Resizing = ImageResizerTransform.ResizingKind.IsoCrop} - } - }, images); - - var pixels = ImagePixelExtractorTransform.Create(env, new ImagePixelExtractorTransform.Arguments() - { - Column = new ImagePixelExtractorTransform.Column[1]{ - new ImagePixelExtractorTransform.Column() { Source= "ImageCropped", Name = "Input", UseAlpha=false, InterleaveArgb=true} - } - }, cropped); - - - IDataView trans = AgTransform.Create(env, pixels, "Output", "Input"); - - trans.Schema.TryGetColumnIndex("Output", out int output); - using (var cursor = trans.GetRowCursor(col => col == output)) - { - var buffer = default(VBuffer); - var getter = cursor.GetGetter>(output); - var numRows = 0; - while (cursor.MoveNext()) - { - getter(ref buffer); - Assert.Equal(3, buffer.Length); - numRows += 1; - } - Assert.Equal(3, numRows); - } - } - } - [Fact] public void TensorFlowTransformCifarInvalidShape() { @@ -321,7 +269,7 @@ public void TensorFlowTransformCifarInvalidShape() var thrown = false; try { - IDataView trans = TensorFlowTransform.Create(env, pixels, model_location, "Output", "Input"); + IDataView trans = TensorFlowTransform.Create(env, pixels, model_location, true, "Output", "Input"); } catch { diff --git a/test/data/cifar_save10/saved_model.pb b/test/data/cifar_save10/saved_model.pb new file mode 100644 index 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0000000000000000000000000000000000000000..1440b883394e7ec805298de1c64c73db7376a6d1 GIT binary patch literal 524 zcmZQzVB=tvV&Y(AU=j;A z1#{R~6=61EQTR{;tT6YX_xthIVZY4byao z*B6*rg<;k}q*j2X{)+T;vNH*T4Tgwc0E^E%AhMp3RRrb*kd%VL51>>7qiJhVkpvs7 z2(ocNxel;g(v>BPxS2%Y<^d%-!4f9#*6A{G@u!v~8papom!}p1-N>Nuqf1+Z#dKM< zpcM-{zY&teAFxEGbf^LY5HNy>e Date: Thu, 6 Sep 2018 23:26:28 +0000 Subject: [PATCH 10/44] remove dummy transform --- src/Microsoft.ML.TensorFlow/Microsoft.ML.TensorFlow.csproj | 4 ++++ 1 file changed, 4 insertions(+) diff --git a/src/Microsoft.ML.TensorFlow/Microsoft.ML.TensorFlow.csproj b/src/Microsoft.ML.TensorFlow/Microsoft.ML.TensorFlow.csproj index a0ee42b93c..1783d383b8 100644 --- a/src/Microsoft.ML.TensorFlow/Microsoft.ML.TensorFlow.csproj +++ b/src/Microsoft.ML.TensorFlow/Microsoft.ML.TensorFlow.csproj @@ -7,6 +7,10 @@ true + + + + From 47f75b50b8c18c0dc1cf73fe24ed5515c67543cb Mon Sep 17 00:00:00 2001 From: Abhishek Goswami Date: Fri, 7 Sep 2018 00:14:07 +0000 Subject: [PATCH 11/44] remove dummy unit test --- .../TensorflowTests.cs | 54 +++++++++++++++++++ 1 file changed, 54 insertions(+) diff --git a/test/Microsoft.ML.Tests/ScenariosWithDirectInstantiation/TensorflowTests.cs b/test/Microsoft.ML.Tests/ScenariosWithDirectInstantiation/TensorflowTests.cs index b4617a0fa2..a0fc4ae970 100644 --- a/test/Microsoft.ML.Tests/ScenariosWithDirectInstantiation/TensorflowTests.cs +++ b/test/Microsoft.ML.Tests/ScenariosWithDirectInstantiation/TensorflowTests.cs @@ -231,6 +231,60 @@ public void TensorFlowTransformCifar() } } + [Fact] + public void TensorFlowTransformCifarSavedModel() + { + var model_location = GetDataPath("cifar_save10"); + + using (var env = new TlcEnvironment()) + { + var imageHeight = 32; + var imageWidth = 32; + var dataFile = GetDataPath("images/images.tsv"); + var imageFolder = Path.GetDirectoryName(dataFile); + var data = env.CreateLoader("Text{col=ImagePath:TX:0 col=Name:TX:1}", new MultiFileSource(dataFile)); + var images = ImageLoaderTransform.Create(env, new ImageLoaderTransform.Arguments() + { + Column = new ImageLoaderTransform.Column[1] + { + new ImageLoaderTransform.Column() { Source= "ImagePath", Name="ImageReal" } + }, + ImageFolder = imageFolder + }, data); + var cropped = ImageResizerTransform.Create(env, new ImageResizerTransform.Arguments() + { + Column = new ImageResizerTransform.Column[1]{ + new ImageResizerTransform.Column() { Source = "ImageReal", Name= "ImageCropped", ImageHeight =imageHeight, ImageWidth = imageWidth, Resizing = ImageResizerTransform.ResizingKind.IsoCrop} + } + }, images); + + var pixels = ImagePixelExtractorTransform.Create(env, new ImagePixelExtractorTransform.Arguments() + { + Column = new ImagePixelExtractorTransform.Column[1]{ + new ImagePixelExtractorTransform.Column() { Source= "ImageCropped", Name = "Input", UseAlpha=false, InterleaveArgb=true} + } + }, cropped); + + + IDataView trans = TensorFlowTransform.Create(env, pixels, model_location, false, "Output", "Input"); + + trans.Schema.TryGetColumnIndex("Output", out int output); + using (var cursor = trans.GetRowCursor(col => col == output)) + { + var buffer = default(VBuffer); + var getter = cursor.GetGetter>(output); + var numRows = 0; + while (cursor.MoveNext()) + { + getter(ref buffer); + Assert.Equal(10, buffer.Length); + numRows += 1; + } + Assert.Equal(3, numRows); + } + } + } + [Fact] public void TensorFlowTransformCifarInvalidShape() { From 950a210d89ed4884f1464e9e346dd75312236b30 Mon Sep 17 00:00:00 2001 From: Abhishek Goswami Date: Fri, 7 Sep 2018 23:01:45 +0000 Subject: [PATCH 12/44] fix compilation issues; verify existing tests work fine --- .../TensorflowTransform.cs | 69 ++++++++++++++----- .../UnitTests/TestEntryPoints.cs | 2 - test/Microsoft.ML.Tests/CSharpCodeGen.cs | 2 - .../PipelineApi/TrainSaveModelAndPredict.cs | 2 +- .../TensorflowTests.cs | 2 +- .../TensorFlowEstimatorTests.cs | 4 +- 6 files changed, 56 insertions(+), 25 deletions(-) diff --git a/src/Microsoft.ML.TensorFlow/TensorflowTransform.cs b/src/Microsoft.ML.TensorFlow/TensorflowTransform.cs index 1f5e8ae97d..42eccdc9bf 100644 --- a/src/Microsoft.ML.TensorFlow/TensorflowTransform.cs +++ b/src/Microsoft.ML.TensorFlow/TensorflowTransform.cs @@ -45,6 +45,9 @@ public sealed class Arguments : TransformInputBase [Argument(ArgumentType.Multiple | ArgumentType.Required, HelpText = "The name of the outputs", ShortName = "outputs", SortOrder = 2)] public string[] OutputColumns; + + [Argument(ArgumentType.AtMostOnce, HelpText = "Indicator for frozen models", ShortName = "Frozen", SortOrder = 3)] + public bool IsFrozen = true; } private readonly IHost _host; @@ -83,11 +86,12 @@ private static VersionInfo GetVersionInfo() /// Host Environment. /// Input . This is the output from previous transform or loader. /// This is the frozen TensorFlow model file. https://www.tensorflow.org/mobile/prepare_models + /// /// Name of the output column. Keep it same as in the TensorFlow model. /// Name of the input column(s). Keep it same as in the TensorFlow model. - public static IDataTransform Create(IHostEnvironment env, IDataView input, string modelFile, string name, params string[] source) + public static IDataTransform Create(IHostEnvironment env, IDataView input, string modelFile, bool isFrozen, string name, params string[] source) { - return new TensorFlowTransform(env, modelFile, source, new[] { name }).MakeDataTransform(input); + return new TensorFlowTransform(env, modelFile, isFrozen, source, new[] { name }).MakeDataTransform(input); } ///

@@ -96,11 +100,12 @@ public static IDataTransform Create(IHostEnvironment env, IDataView input, strin /// Host Environment. /// Input . This is the output from previous transform or loader. /// This is the frozen tensorflow model file. https://www.tensorflow.org/mobile/prepare_models + /// /// Name of the output column(s). Keep it same as in the Tensorflow model. /// Name of the input column(s). Keep it same as in the Tensorflow model. - public static IDataTransform Create(IHostEnvironment env, IDataView input, string modelFile, string[] names, string[] source) + public static IDataTransform Create(IHostEnvironment env, IDataView input, string modelFile, bool isFrozen, string[] names, string[] source) { - return new TensorFlowTransform(env, modelFile, source, names).MakeDataTransform(input); + return new TensorFlowTransform(env, modelFile, isFrozen, source, names).MakeDataTransform(input); } // Factory method for SignatureLoadModel. @@ -147,7 +152,7 @@ public static IDataTransform Create(IHostEnvironment env, Arguments args, IDataV env.CheckValue(input, nameof(input)); env.CheckValue(args.InputColumns, nameof(args.InputColumns)); env.CheckValue(args.OutputColumns, nameof(args.OutputColumns)); - return new TensorFlowTransform(env, args.ModelFile, args.InputColumns, args.OutputColumns).MakeDataTransform(input); + return new TensorFlowTransform(env, args.ModelFile, args.IsFrozen, args.InputColumns, args.OutputColumns).MakeDataTransform(input); } // Factory method for SignatureLoadDataTransform. @@ -174,6 +179,18 @@ private TFSession LoadTFSession(byte[] modelBytes) return new TFSession(graph); } + private TFSession LoadTFSession(string exportDirSavedModel) + { + var sessionOptions = new TFSessionOptions(); + var exportDir = exportDirSavedModel; + var tags = new string[] { "serve" }; + var graph = new TFGraph(); + var metaGraphDef = new TFBuffer(); + + var session = TFSession.FromSavedModel(sessionOptions, null, exportDir, tags, graph, metaGraphDef); + return session; + } + private static byte[] CheckFileAndRead(IHostEnvironment env, string modelFile) { env.CheckNonWhiteSpace(modelFile, nameof(modelFile)); @@ -181,17 +198,41 @@ private static byte[] CheckFileAndRead(IHostEnvironment env, string modelFile) return File.ReadAllBytes(modelFile); } - public TensorFlowTransform(IHostEnvironment env, string modelFile, string[] inputs, string[] outputs) : - this(env, CheckFileAndRead(env, modelFile), inputs, outputs) + public TensorFlowTransform(IHostEnvironment env, string modelFile, bool isFrozen, string[] inputs, string[] outputs) { + if (isFrozen) + { + _host = env.Register(nameof(RegistrationName)); + byte[] modelBytes = CheckFileAndRead(env, modelFile); + + Session = LoadTFSession(modelBytes); + Inputs = inputs; + TFInputTypes = new TFDataType[Inputs.Length]; + TFInputShapes = new TFShape[Inputs.Length]; + Outputs = outputs; + OutputTypes = new ColumnType[Outputs.Length]; + TFOutputTypes = new TFDataType[Outputs.Length]; + TensorFlowInit(env, modelBytes, inputs, outputs); + } } private TensorFlowTransform(IHostEnvironment env, byte[] modelBytes, string[] inputs, string[] outputs) { - Contracts.CheckValue(env, nameof(env)); _host = env.Register(nameof(RegistrationName)); - _host.CheckValue(modelBytes, nameof(modelBytes)); Session = LoadTFSession(modelBytes); + Inputs = inputs; + TFInputTypes = new TFDataType[Inputs.Length]; + TFInputShapes = new TFShape[Inputs.Length]; + Outputs = outputs; + OutputTypes = new ColumnType[Outputs.Length]; + TFOutputTypes = new TFDataType[Outputs.Length]; + TensorFlowInit(env, modelBytes, inputs, outputs); + } + private void TensorFlowInit(IHostEnvironment env, byte[] modelBytes, string[] inputs, string[] outputs) + { + Contracts.CheckValue(env, nameof(env)); + + _host.CheckValue(modelBytes, nameof(modelBytes)); foreach (var input in inputs) { _host.CheckNonWhiteSpace(input, nameof(inputs)); @@ -212,9 +253,6 @@ private TensorFlowTransform(IHostEnvironment env, byte[] modelBytes, string[] in throw _host.ExceptParam(nameof(outputs), $"Output column '{output}' does not exist in the model"); } - Inputs = inputs; - TFInputTypes = new TFDataType[Inputs.Length]; - TFInputShapes = new TFShape[Inputs.Length]; for (int i = 0; i < Inputs.Length; i++) { var tfInput = new TFOutput(Graph[Inputs[i]]); @@ -226,9 +264,6 @@ private TensorFlowTransform(IHostEnvironment env, byte[] modelBytes, string[] in TFInputShapes[i] = new TFShape(newShape); } - Outputs = outputs; - OutputTypes = new ColumnType[Outputs.Length]; - TFOutputTypes = new TFDataType[Outputs.Length]; for (int i = 0; i < Outputs.Length; i++) { var tfOutput = new TFOutput(Graph[Outputs[i]]); @@ -527,8 +562,8 @@ public static CommonOutputs.TransformOutput TensorFlowScorer(IHostEnvironment en public sealed class TensorFlowEstimator : TrivialEstimator { - public TensorFlowEstimator(IHostEnvironment env, string modelFile, string[] inputs, string[] outputs) - : this(env, new TensorFlowTransform(env, modelFile, inputs, outputs)) + public TensorFlowEstimator(IHostEnvironment env, string modelFile, bool isFrozen, string[] inputs, string[] outputs) + : this(env, new TensorFlowTransform(env, modelFile, isFrozen, inputs, outputs)) { } diff --git a/test/Microsoft.ML.Core.Tests/UnitTests/TestEntryPoints.cs b/test/Microsoft.ML.Core.Tests/UnitTests/TestEntryPoints.cs index 4c8d4e6796..ded58f50bb 100644 --- a/test/Microsoft.ML.Core.Tests/UnitTests/TestEntryPoints.cs +++ b/test/Microsoft.ML.Core.Tests/UnitTests/TestEntryPoints.cs @@ -235,8 +235,6 @@ private string GetBuildPrefix() } [Fact(Skip = "Execute this test if you want to regenerate ep-list and _manifest.json")] - // [Fact] - public void RegenerateEntryPointCatalog() { var buildPrefix = GetBuildPrefix(); diff --git a/test/Microsoft.ML.Tests/CSharpCodeGen.cs b/test/Microsoft.ML.Tests/CSharpCodeGen.cs index b064d2c794..678edac461 100644 --- a/test/Microsoft.ML.Tests/CSharpCodeGen.cs +++ b/test/Microsoft.ML.Tests/CSharpCodeGen.cs @@ -17,8 +17,6 @@ public CSharpCodeGen(ITestOutputHelper output) : base(output) } [Fact(Skip = "Execute this test if you want to regenerate CSharpApi file")] - //[Fact] - public void RegenerateCSharpApi() { var basePath = GetDataPath("../../src/Microsoft.ML/CSharpApi.cs"); diff --git a/test/Microsoft.ML.Tests/Scenarios/PipelineApi/TrainSaveModelAndPredict.cs b/test/Microsoft.ML.Tests/Scenarios/PipelineApi/TrainSaveModelAndPredict.cs index 73e366b322..e7d676c774 100644 --- a/test/Microsoft.ML.Tests/Scenarios/PipelineApi/TrainSaveModelAndPredict.cs +++ b/test/Microsoft.ML.Tests/Scenarios/PipelineApi/TrainSaveModelAndPredict.cs @@ -42,7 +42,7 @@ public async void TrainSaveModelAndPredict() } - [Fact] + [Fact(Skip = "Need to merge previous changes to enable scooring with non-frozen models")] public async void TensorFlowTransformTrainSaveModelAndPredict() { var imageHeight = 32; diff --git a/test/Microsoft.ML.Tests/ScenariosWithDirectInstantiation/TensorflowTests.cs b/test/Microsoft.ML.Tests/ScenariosWithDirectInstantiation/TensorflowTests.cs index fc408168ff..1e2ed65efc 100644 --- a/test/Microsoft.ML.Tests/ScenariosWithDirectInstantiation/TensorflowTests.cs +++ b/test/Microsoft.ML.Tests/ScenariosWithDirectInstantiation/TensorflowTests.cs @@ -221,7 +221,7 @@ public void TensorFlowTransformCifar() } } - [Fact] + [Fact(Skip = "Need to merge previous changes to enable scooring with non-frozen models")] public void TensorFlowTransformCifarSavedModel() { var model_location = GetDataPath("cifar_save10"); diff --git a/test/Microsoft.ML.Tests/TensorFlowEstimatorTests.cs b/test/Microsoft.ML.Tests/TensorFlowEstimatorTests.cs index cf590a4798..4edf63cced 100644 --- a/test/Microsoft.ML.Tests/TensorFlowEstimatorTests.cs +++ b/test/Microsoft.ML.Tests/TensorFlowEstimatorTests.cs @@ -74,7 +74,7 @@ void TestSimpleCase() var xyData = new List { new TestDataXY() { A = new float[4], B = new float[4] } }; var stringData = new List { new TestDataDifferntType() { a = new string[4], b = new string[4] } }; var sizeData = new List { new TestDataSize() { a = new float[2], b = new float[2] } }; - var pipe = new TensorFlowEstimator(Env, modelFile, new[] { "a", "b" }, new[] { "c" }); + var pipe = new TensorFlowEstimator(Env, modelFile, true, new[] { "a", "b" }, new[] { "c" }); var invalidDataWrongNames = ComponentCreation.CreateDataView(Env, xyData); var invalidDataWrongTypes = ComponentCreation.CreateDataView(Env, stringData); @@ -115,7 +115,7 @@ void TestOldSavingAndLoading() b = new[] { 10.0f, 8.0f, 6.0f, 6.0f } } })); - var est = new TensorFlowEstimator(Env, modelFile, new[] { "a", "b" }, new[] { "c" }); + var est = new TensorFlowEstimator(Env, modelFile, true, new[] { "a", "b" }, new[] { "c" }); var transformer = est.Fit(dataView); var result = transformer.Transform(dataView); var resultRoles = new RoleMappedData(result); From 97eb4973648e7941cffdfb5a6b38850130521e07 Mon Sep 17 00:00:00 2001 From: Abhishek Goswami Date: Sat, 8 Sep 2018 00:42:58 +0000 Subject: [PATCH 13/44] works locally; need to refactor code --- .../TensorflowTransform.cs | 220 ++++++++++++------ .../PipelineApi/TrainSaveModelAndPredict.cs | 5 +- .../TensorflowTests.cs | 2 +- 3 files changed, 156 insertions(+), 71 deletions(-) diff --git a/src/Microsoft.ML.TensorFlow/TensorflowTransform.cs b/src/Microsoft.ML.TensorFlow/TensorflowTransform.cs index 42eccdc9bf..b6154099b8 100644 --- a/src/Microsoft.ML.TensorFlow/TensorflowTransform.cs +++ b/src/Microsoft.ML.TensorFlow/TensorflowTransform.cs @@ -5,6 +5,7 @@ using System; using System.Collections.Generic; using System.IO; +using System.IO.Compression; using System.Linq; using Microsoft.ML.Core.Data; using Microsoft.ML.Runtime; @@ -54,6 +55,8 @@ public sealed class Arguments : TransformInputBase private const string RegistrationName = "TensorFlowTransform"; internal readonly TFSession Session; + internal readonly bool IsFrozen; + internal readonly string ExportDir; internal readonly ColumnType[] OutputTypes; internal readonly TFDataType[] TFOutputTypes; internal readonly TFDataType[] TFInputTypes; @@ -114,34 +117,68 @@ public static TensorFlowTransform Create(IHostEnvironment env, ModelLoadContext Contracts.CheckValue(env, nameof(env)); env.CheckValue(ctx, nameof(ctx)); ctx.CheckAtModel(GetVersionInfo()); - // *** Binary format *** - // stream: tensorFlow model. - // int: number of input columns - // for each input column - // int: id of int column name - // int: number of output columns - // for each output column - // int: id of output column name - byte[] modelBytes = null; - if (!ctx.TryLoadBinaryStream("TFModel", r => modelBytes = r.ReadByteArray())) - throw env.ExceptDecode(); - var numInputs = ctx.Reader.ReadInt32(); - env.CheckDecode(numInputs > 0); - string[] inputs = new string[numInputs]; - for (int j = 0; j < inputs.Length; j++) - inputs[j] = ctx.LoadNonEmptyString(); - - bool isMultiOutput = ctx.Header.ModelVerReadable >= 0x00010002; - var numOutputs = 1; - if (isMultiOutput) - numOutputs = ctx.Reader.ReadInt32(); - - env.CheckDecode(numOutputs > 0); - var outputs = new string[numOutputs]; - for (int j = 0; j < outputs.Length; j++) - outputs[j] = ctx.LoadNonEmptyString(); - - return new TensorFlowTransform(env, modelBytes, inputs, outputs); + + var isFrozen = ctx.Reader.ReadInt32(); + if (isFrozen == 1) + { + // *** Binary format *** + // stream: tensorFlow model. + // int: number of input columns + // for each input column + // int: id of int column name + // int: number of output columns + // for each output column + // int: id of output column name + byte[] modelBytes = null; + if (!ctx.TryLoadBinaryStream("TFModel", r => modelBytes = r.ReadByteArray())) + throw env.ExceptDecode(); + var numInputs = ctx.Reader.ReadInt32(); + env.CheckDecode(numInputs > 0); + string[] inputs = new string[numInputs]; + for (int j = 0; j < inputs.Length; j++) + inputs[j] = ctx.LoadNonEmptyString(); + + bool isMultiOutput = ctx.Header.ModelVerReadable >= 0x00010002; + var numOutputs = 1; + if (isMultiOutput) + numOutputs = ctx.Reader.ReadInt32(); + + env.CheckDecode(numOutputs > 0); + var outputs = new string[numOutputs]; + for (int j = 0; j < outputs.Length; j++) + outputs[j] = ctx.LoadNonEmptyString(); + + return new TensorFlowTransform(env, modelBytes, (isFrozen==1), inputs, outputs); + } + else + { + // Load model binary + byte[] tfFilesBin = null; + var load = ctx.TryLoadBinaryStream("TFSavedModel", br => tfFilesBin = br.ReadByteArray()); + var tempDirName = Path.GetFullPath(Path.Combine(Path.GetTempPath(), "_MLNET_TFTransform_" + Guid.NewGuid())); + var tempDir = Directory.CreateDirectory(tempDirName); + var tfZipFilePath = Path.Combine(tempDir.FullName, "tf_savedmodel.zip"); + File.WriteAllBytes(tfZipFilePath, tfFilesBin); + ZipFile.ExtractToDirectory(tfZipFilePath, Path.Combine(tempDir.FullName, "tf_savedmodel")); + + var numInputs = ctx.Reader.ReadInt32(); + env.CheckDecode(numInputs > 0); + string[] inputs = new string[numInputs]; + for (int j = 0; j < inputs.Length; j++) + inputs[j] = ctx.LoadNonEmptyString(); + + bool isMultiOutput = ctx.Header.ModelVerReadable >= 0x00010002; + var numOutputs = 1; + if (isMultiOutput) + numOutputs = ctx.Reader.ReadInt32(); + + env.CheckDecode(numOutputs > 0); + var outputs = new string[numOutputs]; + for (int j = 0; j < outputs.Length; j++) + outputs[j] = ctx.LoadNonEmptyString(); + + return new TensorFlowTransform(env, Path.Combine(tempDir.FullName, "tf_savedmodel"), (isFrozen == 1), inputs, outputs); + } } // Factory method for SignatureDataTransform. @@ -200,23 +237,42 @@ private static byte[] CheckFileAndRead(IHostEnvironment env, string modelFile) public TensorFlowTransform(IHostEnvironment env, string modelFile, bool isFrozen, string[] inputs, string[] outputs) { + _host = env.Register(nameof(RegistrationName)); + Inputs = inputs; + TFInputTypes = new TFDataType[Inputs.Length]; + TFInputShapes = new TFShape[Inputs.Length]; + Outputs = outputs; + OutputTypes = new ColumnType[Outputs.Length]; + TFOutputTypes = new TFDataType[Outputs.Length]; + IsFrozen = isFrozen; + if (isFrozen) { - _host = env.Register(nameof(RegistrationName)); byte[] modelBytes = CheckFileAndRead(env, modelFile); - Session = LoadTFSession(modelBytes); - Inputs = inputs; - TFInputTypes = new TFDataType[Inputs.Length]; - TFInputShapes = new TFShape[Inputs.Length]; - Outputs = outputs; - OutputTypes = new ColumnType[Outputs.Length]; - TFOutputTypes = new TFDataType[Outputs.Length]; - TensorFlowInit(env, modelBytes, inputs, outputs); + + _host.CheckValue(modelBytes, nameof(modelBytes)); + foreach (var input in inputs) + { + _host.CheckNonWhiteSpace(input, nameof(inputs)); + if (Session.Graph[input] == null) + throw _host.ExceptParam(nameof(inputs), $"Input column '{input}' does not exist in the model"); + var tfInput = new TFOutput(Session.Graph[input]); + if (!TensorFlowUtils.IsTypeSupported(tfInput.OutputType)) + throw _host.ExceptParam(nameof(modelBytes), $"Input type '{tfInput.OutputType}' of input column '{input}' is not supported in TensorFlow"); + } + + TensorFlowInit(env, inputs, outputs); + } + else + { + ExportDir = modelFile; + Session = LoadTFSession(ExportDir); + TensorFlowInit(env, inputs, outputs); } } - private TensorFlowTransform(IHostEnvironment env, byte[] modelBytes, string[] inputs, string[] outputs) + private TensorFlowTransform(IHostEnvironment env, byte[] modelBytes, bool isFrozen, string[] inputs, string[] outputs) { _host = env.Register(nameof(RegistrationName)); Session = LoadTFSession(modelBytes); @@ -226,11 +282,7 @@ private TensorFlowTransform(IHostEnvironment env, byte[] modelBytes, string[] in Outputs = outputs; OutputTypes = new ColumnType[Outputs.Length]; TFOutputTypes = new TFDataType[Outputs.Length]; - TensorFlowInit(env, modelBytes, inputs, outputs); - } - private void TensorFlowInit(IHostEnvironment env, byte[] modelBytes, string[] inputs, string[] outputs) - { - Contracts.CheckValue(env, nameof(env)); + IsFrozen = isFrozen; _host.CheckValue(modelBytes, nameof(modelBytes)); foreach (var input in inputs) @@ -243,6 +295,12 @@ private void TensorFlowInit(IHostEnvironment env, byte[] modelBytes, string[] in throw _host.ExceptParam(nameof(modelBytes), $"Input type '{tfInput.OutputType}' of input column '{input}' is not supported in TensorFlow"); } + TensorFlowInit(env, inputs, outputs); + } + private void TensorFlowInit(IHostEnvironment env, string[] inputs, string[] outputs) + { + Contracts.CheckValue(env, nameof(env)); + var newNames = new HashSet(); foreach (var output in outputs) { @@ -301,31 +359,59 @@ public void Save(ModelSaveContext ctx) _host.AssertValue(ctx); ctx.CheckAtModel(); ctx.SetVersionInfo(GetVersionInfo()); - // *** Binary format *** - // stream: tensorFlow model. - // int: number of input columns - // for each input column - // int: id of int column name - // int: number of output columns - // for each output column - // int: id of output column name - - var buffer = new TFBuffer(); - Session.Graph.ToGraphDef(buffer); - - ctx.SaveBinaryStream("TFModel", w => + ctx.Writer.Write(IsFrozen ? 1 : 0); + + if (IsFrozen) + { + // *** Binary format *** + // stream: tensorFlow model. + // int: number of input columns + // for each input column + // int: id of int column name + // int: number of output columns + // for each output column + // int: id of output column name + + var buffer = new TFBuffer(); + Session.Graph.ToGraphDef(buffer); + + ctx.SaveBinaryStream("TFModel", w => + { + w.WriteByteArray(buffer.ToArray()); + }); + _host.AssertNonEmpty(Inputs); + ctx.Writer.Write(Inputs.Length); + foreach (var colName in Inputs) + ctx.SaveNonEmptyString(colName); + + _host.AssertNonEmpty(Outputs); + ctx.Writer.Write(Outputs.Length); + foreach (var colName in Outputs) + ctx.SaveNonEmptyString(colName); + } + else { - w.WriteByteArray(buffer.ToArray()); - }); - _host.AssertNonEmpty(Inputs); - ctx.Writer.Write(Inputs.Length); - foreach (var colName in Inputs) - ctx.SaveNonEmptyString(colName); - - _host.AssertNonEmpty(Outputs); - ctx.Writer.Write(Outputs.Length); - foreach (var colName in Outputs) - ctx.SaveNonEmptyString(colName); + var tempDirName = Path.GetFullPath(Path.Combine(Path.GetTempPath(), "_MLNET_TFTransform_" + Guid.NewGuid())); + var tempDir = Directory.CreateDirectory(tempDirName); + var tfZipFilePath = Path.Combine(tempDir.FullName, "tf_savedmodel.zip"); + + ZipFile.CreateFromDirectory(ExportDir, tfZipFilePath, CompressionLevel.Fastest, false); + byte[] byteArray = File.ReadAllBytes(tfZipFilePath); + ctx.SaveBinaryStream("TFSavedModel", w => + { + w.WriteByteArray(byteArray); + }); + + _host.AssertNonEmpty(Inputs); + ctx.Writer.Write(Inputs.Length); + foreach (var colName in Inputs) + ctx.SaveNonEmptyString(colName); + + _host.AssertNonEmpty(Outputs); + ctx.Writer.Write(Outputs.Length); + foreach (var colName in Outputs) + ctx.SaveNonEmptyString(colName); + } } private sealed class Mapper : IRowMapper diff --git a/test/Microsoft.ML.Tests/Scenarios/PipelineApi/TrainSaveModelAndPredict.cs b/test/Microsoft.ML.Tests/Scenarios/PipelineApi/TrainSaveModelAndPredict.cs index e7d676c774..d0883a3776 100644 --- a/test/Microsoft.ML.Tests/Scenarios/PipelineApi/TrainSaveModelAndPredict.cs +++ b/test/Microsoft.ML.Tests/Scenarios/PipelineApi/TrainSaveModelAndPredict.cs @@ -42,12 +42,11 @@ public async void TrainSaveModelAndPredict() } - [Fact(Skip = "Need to merge previous changes to enable scooring with non-frozen models")] + [Fact] public async void TensorFlowTransformTrainSaveModelAndPredict() { var imageHeight = 32; var imageWidth = 32; - //var model_location = "cifar_model/frozen_model.pb"; var model_location = GetDataPath("cifar_save10"); var dataFile = GetDataPath("images/images.tsv"); var imageFolder = Path.GetDirectoryName(dataFile); @@ -84,7 +83,7 @@ public async void TensorFlowTransformTrainSaveModelAndPredict() pipeline.Add(new TextToKeyConverter("Label")); pipeline.Add(new StochasticDualCoordinateAscentClassifier()); - TensorFlowUtils.Initialize(); + TensorFlowUtils.Initialize(); var model = pipeline.Train(); var modelName = "tf_TrainSaveAndPredictdModel.zip"; diff --git a/test/Microsoft.ML.Tests/ScenariosWithDirectInstantiation/TensorflowTests.cs b/test/Microsoft.ML.Tests/ScenariosWithDirectInstantiation/TensorflowTests.cs index 1e2ed65efc..fc408168ff 100644 --- a/test/Microsoft.ML.Tests/ScenariosWithDirectInstantiation/TensorflowTests.cs +++ b/test/Microsoft.ML.Tests/ScenariosWithDirectInstantiation/TensorflowTests.cs @@ -221,7 +221,7 @@ public void TensorFlowTransformCifar() } } - [Fact(Skip = "Need to merge previous changes to enable scooring with non-frozen models")] + [Fact] public void TensorFlowTransformCifarSavedModel() { var model_location = GetDataPath("cifar_save10"); From 173729f5e0b391d1dd36009eaa7efc283e5f5d25 Mon Sep 17 00:00:00 2001 From: Abhishek Goswami Date: Mon, 10 Sep 2018 19:05:03 +0000 Subject: [PATCH 14/44] refactored code; keeping only 1 version of the convenience API --- .../TensorflowTransform.cs | 254 +++++++----------- src/Microsoft.ML/CSharpApi.cs | 14 +- .../Common/EntryPoints/core_manifest.json | 45 ++-- .../UnitTests/TestCSharpApi.cs | 2 +- .../UnitTests/TestEntryPoints.cs | 2 +- .../PipelineApi/TrainSaveModelAndPredict.cs | 4 +- .../Scenarios/TensorflowTests.cs | 2 +- .../TensorflowTests.cs | 10 +- .../TensorFlowEstimatorTests.cs | 4 +- 9 files changed, 143 insertions(+), 194 deletions(-) diff --git a/src/Microsoft.ML.TensorFlow/TensorflowTransform.cs b/src/Microsoft.ML.TensorFlow/TensorflowTransform.cs index b6154099b8..29554f69db 100644 --- a/src/Microsoft.ML.TensorFlow/TensorflowTransform.cs +++ b/src/Microsoft.ML.TensorFlow/TensorflowTransform.cs @@ -37,18 +37,17 @@ public sealed class TensorFlowTransform : ITransformer, ICanSaveModel { public sealed class Arguments : TransformInputBase { + [Argument(ArgumentType.Required, HelpText = "TensorFlow model used by the transform. Please see https://www.tensorflow.org/mobile/prepare_models for more details.", SortOrder = 0)] + public string Model; - [Argument(ArgumentType.Required, HelpText = "This is the frozen protobuf model file. Please see https://www.tensorflow.org/mobile/prepare_models for more details.", ShortName = "model", SortOrder = 0)] - public string ModelFile; + [Argument(ArgumentType.AtMostOnce, HelpText = "Indicator for frozen models", ShortName = "frozen", SortOrder = 1)] + public bool IsFrozen = TensorFlowEstimator.Defaults.IsFrozen; - [Argument(ArgumentType.Multiple | ArgumentType.Required, HelpText = "The names of the model inputs", ShortName = "inputs", SortOrder = 1)] + [Argument(ArgumentType.Multiple | ArgumentType.Required, HelpText = "The names of the model inputs", ShortName = "inputs", SortOrder = 2)] public string[] InputColumns; - [Argument(ArgumentType.Multiple | ArgumentType.Required, HelpText = "The name of the outputs", ShortName = "outputs", SortOrder = 2)] + [Argument(ArgumentType.Multiple | ArgumentType.Required, HelpText = "The name of the outputs", ShortName = "outputs", SortOrder = 3)] public string[] OutputColumns; - - [Argument(ArgumentType.AtMostOnce, HelpText = "Indicator for frozen models", ShortName = "Frozen", SortOrder = 3)] - public bool IsFrozen = true; } private readonly IHost _host; @@ -88,27 +87,34 @@ private static VersionInfo GetVersionInfo() /// /// Host Environment. /// Input . This is the output from previous transform or loader. - /// This is the frozen TensorFlow model file. https://www.tensorflow.org/mobile/prepare_models - /// - /// Name of the output column. Keep it same as in the TensorFlow model. - /// Name of the input column(s). Keep it same as in the TensorFlow model. - public static IDataTransform Create(IHostEnvironment env, IDataView input, string modelFile, bool isFrozen, string name, params string[] source) + /// This is the frozen tensorflow model file. https://www.tensorflow.org/mobile/prepare_models + /// Name of the output column(s). Keep it same as in the Tensorflow model. + /// Name of the input column(s). Keep it same as in the Tensorflow model. + /// Indicator for frozen models + public static IDataTransform Create(IHostEnvironment env, IDataView input, string model, string[] names, string[] source, bool isFrozen = TensorFlowEstimator.Defaults.IsFrozen) { - return new TensorFlowTransform(env, modelFile, isFrozen, source, new[] { name }).MakeDataTransform(input); + return new TensorFlowTransform(env, model, source, names, isFrozen).MakeDataTransform(input); } - /// - /// Convenience constructor for public facing API. - /// - /// Host Environment. - /// Input . This is the output from previous transform or loader. - /// This is the frozen tensorflow model file. https://www.tensorflow.org/mobile/prepare_models - /// - /// Name of the output column(s). Keep it same as in the Tensorflow model. - /// Name of the input column(s). Keep it same as in the Tensorflow model. - public static IDataTransform Create(IHostEnvironment env, IDataView input, string modelFile, bool isFrozen, string[] names, string[] source) + private static Tuple ModelInputsOutputs(IHostEnvironment env, ModelLoadContext ctx) { - return new TensorFlowTransform(env, modelFile, isFrozen, source, names).MakeDataTransform(input); + var numInputs = ctx.Reader.ReadInt32(); + env.CheckDecode(numInputs > 0); + string[] inputs = new string[numInputs]; + for (int j = 0; j < inputs.Length; j++) + inputs[j] = ctx.LoadNonEmptyString(); + + bool isMultiOutput = ctx.Header.ModelVerReadable >= 0x00010002; + var numOutputs = 1; + if (isMultiOutput) + numOutputs = ctx.Reader.ReadInt32(); + + env.CheckDecode(numOutputs > 0); + var outputs = new string[numOutputs]; + for (int j = 0; j < outputs.Length; j++) + outputs[j] = ctx.LoadNonEmptyString(); + + return new Tuple(inputs, outputs); } // Factory method for SignatureLoadModel. @@ -118,37 +124,24 @@ public static TensorFlowTransform Create(IHostEnvironment env, ModelLoadContext env.CheckValue(ctx, nameof(ctx)); ctx.CheckAtModel(GetVersionInfo()); + // *** Binary format *** + // int: indicator for frozen models + // stream: tensorFlow model. + // int: number of input columns + // for each input column + // int: id of int column name + // int: number of output columns + // for each output column + // int: id of output column name var isFrozen = ctx.Reader.ReadInt32(); if (isFrozen == 1) { - // *** Binary format *** - // stream: tensorFlow model. - // int: number of input columns - // for each input column - // int: id of int column name - // int: number of output columns - // for each output column - // int: id of output column name byte[] modelBytes = null; if (!ctx.TryLoadBinaryStream("TFModel", r => modelBytes = r.ReadByteArray())) throw env.ExceptDecode(); - var numInputs = ctx.Reader.ReadInt32(); - env.CheckDecode(numInputs > 0); - string[] inputs = new string[numInputs]; - for (int j = 0; j < inputs.Length; j++) - inputs[j] = ctx.LoadNonEmptyString(); - - bool isMultiOutput = ctx.Header.ModelVerReadable >= 0x00010002; - var numOutputs = 1; - if (isMultiOutput) - numOutputs = ctx.Reader.ReadInt32(); - - env.CheckDecode(numOutputs > 0); - var outputs = new string[numOutputs]; - for (int j = 0; j < outputs.Length; j++) - outputs[j] = ctx.LoadNonEmptyString(); - - return new TensorFlowTransform(env, modelBytes, (isFrozen==1), inputs, outputs); + + var io = ModelInputsOutputs(env, ctx); + return new TensorFlowTransform(env, modelBytes, (isFrozen == 1), io.Item1, io.Item2); } else { @@ -161,23 +154,8 @@ public static TensorFlowTransform Create(IHostEnvironment env, ModelLoadContext File.WriteAllBytes(tfZipFilePath, tfFilesBin); ZipFile.ExtractToDirectory(tfZipFilePath, Path.Combine(tempDir.FullName, "tf_savedmodel")); - var numInputs = ctx.Reader.ReadInt32(); - env.CheckDecode(numInputs > 0); - string[] inputs = new string[numInputs]; - for (int j = 0; j < inputs.Length; j++) - inputs[j] = ctx.LoadNonEmptyString(); - - bool isMultiOutput = ctx.Header.ModelVerReadable >= 0x00010002; - var numOutputs = 1; - if (isMultiOutput) - numOutputs = ctx.Reader.ReadInt32(); - - env.CheckDecode(numOutputs > 0); - var outputs = new string[numOutputs]; - for (int j = 0; j < outputs.Length; j++) - outputs[j] = ctx.LoadNonEmptyString(); - - return new TensorFlowTransform(env, Path.Combine(tempDir.FullName, "tf_savedmodel"), (isFrozen == 1), inputs, outputs); + var io = ModelInputsOutputs(env, ctx); + return new TensorFlowTransform(env, Path.Combine(tempDir.FullName, "tf_savedmodel"), io.Item1, io.Item2, (isFrozen == 1)); } } @@ -189,7 +167,7 @@ public static IDataTransform Create(IHostEnvironment env, Arguments args, IDataV env.CheckValue(input, nameof(input)); env.CheckValue(args.InputColumns, nameof(args.InputColumns)); env.CheckValue(args.OutputColumns, nameof(args.OutputColumns)); - return new TensorFlowTransform(env, args.ModelFile, args.IsFrozen, args.InputColumns, args.OutputColumns).MakeDataTransform(input); + return new TensorFlowTransform(env, args.Model, args.InputColumns,args.OutputColumns, args.IsFrozen).MakeDataTransform(input); } // Factory method for SignatureLoadDataTransform. @@ -200,7 +178,7 @@ public static IDataTransform Create(IHostEnvironment env, ModelLoadContext ctx, public static IRowMapper Create(IHostEnvironment env, ModelLoadContext ctx, ISchema inputSchema) => Create(env, ctx).MakeRowMapper(inputSchema); - private TFSession LoadTFSession(byte[] modelBytes) + private static TFSession LoadTFSession(IHostEnvironment env, byte[] modelBytes) { var graph = new TFGraph(); try @@ -210,13 +188,13 @@ private TFSession LoadTFSession(byte[] modelBytes) catch (Exception ex) { #pragma warning disable MSML_NoMessagesForLoadContext - throw _host.ExceptDecode(ex, "Tensorflow exception triggered while loading model."); + throw env.ExceptDecode(ex, "Tensorflow exception triggered while loading model."); #pragma warning restore MSML_NoMessagesForLoadContext } return new TFSession(graph); } - private TFSession LoadTFSession(string exportDirSavedModel) + private static TFSession LoadTFSession(string exportDirSavedModel) { var sessionOptions = new TFSessionOptions(); var exportDir = exportDirSavedModel; @@ -228,6 +206,19 @@ private TFSession LoadTFSession(string exportDirSavedModel) return session; } + private static TFSession GetSession(IHostEnvironment env, string model, bool isFrozen) + { + if (isFrozen) + { + byte[] modelBytes = CheckFileAndRead(env, model); + return LoadTFSession(env, modelBytes); + } + else + { + return LoadTFSession(model); + } + } + private static byte[] CheckFileAndRead(IHostEnvironment env, string modelFile) { env.CheckNonWhiteSpace(modelFile, nameof(modelFile)); @@ -235,56 +226,22 @@ private static byte[] CheckFileAndRead(IHostEnvironment env, string modelFile) return File.ReadAllBytes(modelFile); } - public TensorFlowTransform(IHostEnvironment env, string modelFile, bool isFrozen, string[] inputs, string[] outputs) + public TensorFlowTransform(IHostEnvironment env, string model, string[] inputs, string[] outputs, bool isFrozen = TensorFlowEstimator.Defaults.IsFrozen) : + this(env, GetSession(env, model, isFrozen), isFrozen, inputs, outputs, model) { - _host = env.Register(nameof(RegistrationName)); - Inputs = inputs; - TFInputTypes = new TFDataType[Inputs.Length]; - TFInputShapes = new TFShape[Inputs.Length]; - Outputs = outputs; - OutputTypes = new ColumnType[Outputs.Length]; - TFOutputTypes = new TFDataType[Outputs.Length]; - IsFrozen = isFrozen; - - if (isFrozen) - { - byte[] modelBytes = CheckFileAndRead(env, modelFile); - Session = LoadTFSession(modelBytes); - - _host.CheckValue(modelBytes, nameof(modelBytes)); - foreach (var input in inputs) - { - _host.CheckNonWhiteSpace(input, nameof(inputs)); - if (Session.Graph[input] == null) - throw _host.ExceptParam(nameof(inputs), $"Input column '{input}' does not exist in the model"); - var tfInput = new TFOutput(Session.Graph[input]); - if (!TensorFlowUtils.IsTypeSupported(tfInput.OutputType)) - throw _host.ExceptParam(nameof(modelBytes), $"Input type '{tfInput.OutputType}' of input column '{input}' is not supported in TensorFlow"); - } - - TensorFlowInit(env, inputs, outputs); - } - else - { - ExportDir = modelFile; - Session = LoadTFSession(ExportDir); - TensorFlowInit(env, inputs, outputs); - } } - private TensorFlowTransform(IHostEnvironment env, byte[] modelBytes, bool isFrozen, string[] inputs, string[] outputs) + private TensorFlowTransform(IHostEnvironment env, byte[] modelBytes, bool isFrozen, string[] inputs, string[] outputs) : + this(env, LoadTFSession(env, modelBytes), isFrozen, inputs, outputs, null) + { } + + private TensorFlowTransform(IHostEnvironment env, TFSession session, bool isFrozen, string[] inputs, string[] outputs, string exportDir) { + Contracts.CheckValue(env, nameof(env)); _host = env.Register(nameof(RegistrationName)); - Session = LoadTFSession(modelBytes); - Inputs = inputs; - TFInputTypes = new TFDataType[Inputs.Length]; - TFInputShapes = new TFShape[Inputs.Length]; - Outputs = outputs; - OutputTypes = new ColumnType[Outputs.Length]; - TFOutputTypes = new TFDataType[Outputs.Length]; + Session = session; IsFrozen = isFrozen; - - _host.CheckValue(modelBytes, nameof(modelBytes)); + ExportDir = exportDir; foreach (var input in inputs) { _host.CheckNonWhiteSpace(input, nameof(inputs)); @@ -292,15 +249,9 @@ private TensorFlowTransform(IHostEnvironment env, byte[] modelBytes, bool isFroz throw _host.ExceptParam(nameof(inputs), $"Input column '{input}' does not exist in the model"); var tfInput = new TFOutput(Session.Graph[input]); if (!TensorFlowUtils.IsTypeSupported(tfInput.OutputType)) - throw _host.ExceptParam(nameof(modelBytes), $"Input type '{tfInput.OutputType}' of input column '{input}' is not supported in TensorFlow"); + throw _host.ExceptParam(nameof(session), $"Input type '{tfInput.OutputType}' of input column '{input}' is not supported in TensorFlow"); } - TensorFlowInit(env, inputs, outputs); - } - private void TensorFlowInit(IHostEnvironment env, string[] inputs, string[] outputs) - { - Contracts.CheckValue(env, nameof(env)); - var newNames = new HashSet(); foreach (var output in outputs) { @@ -311,6 +262,9 @@ private void TensorFlowInit(IHostEnvironment env, string[] inputs, string[] outp throw _host.ExceptParam(nameof(outputs), $"Output column '{output}' does not exist in the model"); } + Inputs = inputs; + TFInputTypes = new TFDataType[Inputs.Length]; + TFInputShapes = new TFShape[Inputs.Length]; for (int i = 0; i < Inputs.Length; i++) { var tfInput = new TFOutput(Graph[Inputs[i]]); @@ -322,6 +276,9 @@ private void TensorFlowInit(IHostEnvironment env, string[] inputs, string[] outp TFInputShapes[i] = new TFShape(newShape); } + Outputs = outputs; + OutputTypes = new ColumnType[Outputs.Length]; + TFOutputTypes = new TFDataType[Outputs.Length]; for (int i = 0; i < Outputs.Length; i++) { var tfOutput = new TFOutput(Graph[Outputs[i]]); @@ -361,17 +318,17 @@ public void Save(ModelSaveContext ctx) ctx.SetVersionInfo(GetVersionInfo()); ctx.Writer.Write(IsFrozen ? 1 : 0); + // *** Binary format *** + // int: indicator for frozen models + // stream: tensorFlow model. + // int: number of input columns + // for each input column + // int: id of int column name + // int: number of output columns + // for each output column + // int: id of output column name if (IsFrozen) { - // *** Binary format *** - // stream: tensorFlow model. - // int: number of input columns - // for each input column - // int: id of int column name - // int: number of output columns - // for each output column - // int: id of output column name - var buffer = new TFBuffer(); Session.Graph.ToGraphDef(buffer); @@ -379,15 +336,6 @@ public void Save(ModelSaveContext ctx) { w.WriteByteArray(buffer.ToArray()); }); - _host.AssertNonEmpty(Inputs); - ctx.Writer.Write(Inputs.Length); - foreach (var colName in Inputs) - ctx.SaveNonEmptyString(colName); - - _host.AssertNonEmpty(Outputs); - ctx.Writer.Write(Outputs.Length); - foreach (var colName in Outputs) - ctx.SaveNonEmptyString(colName); } else { @@ -401,17 +349,16 @@ public void Save(ModelSaveContext ctx) { w.WriteByteArray(byteArray); }); - - _host.AssertNonEmpty(Inputs); - ctx.Writer.Write(Inputs.Length); - foreach (var colName in Inputs) - ctx.SaveNonEmptyString(colName); - - _host.AssertNonEmpty(Outputs); - ctx.Writer.Write(Outputs.Length); - foreach (var colName in Outputs) - ctx.SaveNonEmptyString(colName); } + _host.AssertNonEmpty(Inputs); + ctx.Writer.Write(Inputs.Length); + foreach (var colName in Inputs) + ctx.SaveNonEmptyString(colName); + + _host.AssertNonEmpty(Outputs); + ctx.Writer.Write(Outputs.Length); + foreach (var colName in Outputs) + ctx.SaveNonEmptyString(colName); } private sealed class Mapper : IRowMapper @@ -648,8 +595,13 @@ public static CommonOutputs.TransformOutput TensorFlowScorer(IHostEnvironment en public sealed class TensorFlowEstimator : TrivialEstimator { - public TensorFlowEstimator(IHostEnvironment env, string modelFile, bool isFrozen, string[] inputs, string[] outputs) - : this(env, new TensorFlowTransform(env, modelFile, isFrozen, inputs, outputs)) + + public static class Defaults + { + public const bool IsFrozen = true; + } + public TensorFlowEstimator(IHostEnvironment env, string modelFile, string[] inputs, string[] outputs, bool isFrozen = Defaults.IsFrozen ) + : this(env, new TensorFlowTransform(env, modelFile, inputs, outputs, isFrozen)) { } diff --git a/src/Microsoft.ML/CSharpApi.cs b/src/Microsoft.ML/CSharpApi.cs index c983760750..a7738cea13 100644 --- a/src/Microsoft.ML/CSharpApi.cs +++ b/src/Microsoft.ML/CSharpApi.cs @@ -15785,9 +15785,14 @@ public sealed partial class TensorFlowScorer : Microsoft.ML.Runtime.EntryPoints. /// - /// This is the frozen protobuf model file. Please see https://www.tensorflow.org/mobile/prepare_models for more details. + /// TensorFlow model used by the transform. Please see https://www.tensorflow.org/mobile/prepare_models for more details. /// - public string ModelFile { get; set; } + public string Model { get; set; } + + /// + /// Indicator for frozen models + /// + public bool IsFrozen { get; set; } = true; /// /// The names of the model inputs @@ -15799,11 +15804,6 @@ public sealed partial class TensorFlowScorer : Microsoft.ML.Runtime.EntryPoints. /// public string[] OutputColumns { get; set; } - /// - /// Indicator for frozen models - /// - public bool IsFrozen { get; set; } = true; - /// /// Input dataset /// diff --git a/test/BaselineOutput/Common/EntryPoints/core_manifest.json b/test/BaselineOutput/Common/EntryPoints/core_manifest.json index 70029d53e1..656ad11a06 100644 --- a/test/BaselineOutput/Common/EntryPoints/core_manifest.json +++ b/test/BaselineOutput/Common/EntryPoints/core_manifest.json @@ -21716,29 +21716,24 @@ "ShortName": "TFTransform", "Inputs": [ { - "Name": "ModelFile", + "Name": "Model", "Type": "String", - "Desc": "This is the frozen protobuf model file. Please see https://www.tensorflow.org/mobile/prepare_models for more details.", - "Aliases": [ - "model" - ], + "Desc": "TensorFlow model used by the transform. Please see https://www.tensorflow.org/mobile/prepare_models for more details.", "Required": true, "SortOrder": 0.0, "IsNullable": false }, { - "Name": "InputColumns", - "Type": { - "Kind": "Array", - "ItemType": "String" - }, - "Desc": "The names of the model inputs", + "Name": "IsFrozen", + "Type": "Bool", + "Desc": "Indicator for frozen models", "Aliases": [ - "inputs" + "frozen" ], - "Required": true, + "Required": false, "SortOrder": 1.0, - "IsNullable": false + "IsNullable": false, + "Default": true }, { "Name": "Data", @@ -21749,30 +21744,32 @@ "IsNullable": false }, { - "Name": "OutputColumns", + "Name": "InputColumns", "Type": { "Kind": "Array", "ItemType": "String" }, - "Desc": "The name of the outputs", + "Desc": "The names of the model inputs", "Aliases": [ - "outputs" + "inputs" ], "Required": true, "SortOrder": 2.0, "IsNullable": false }, { - "Name": "IsFrozen", - "Type": "Bool", - "Desc": "Indicator for frozen models", + "Name": "OutputColumns", + "Type": { + "Kind": "Array", + "ItemType": "String" + }, + "Desc": "The name of the outputs", "Aliases": [ - "Frozen" + "outputs" ], - "Required": false, + "Required": true, "SortOrder": 3.0, - "IsNullable": false, - "Default": true + "IsNullable": false } ], "Outputs": [ diff --git a/test/Microsoft.ML.Core.Tests/UnitTests/TestCSharpApi.cs b/test/Microsoft.ML.Core.Tests/UnitTests/TestCSharpApi.cs index a567f5988a..6ab35227c4 100644 --- a/test/Microsoft.ML.Core.Tests/UnitTests/TestCSharpApi.cs +++ b/test/Microsoft.ML.Core.Tests/UnitTests/TestCSharpApi.cs @@ -977,9 +977,9 @@ public void TestTensorFlowEntryPoint() var tfTransformInput = new ML.Transforms.TensorFlowScorer { Data = importOutput.Data, + Model = "mnist_model/frozen_saved_model.pb", InputColumns = new[] { "Placeholder" }, OutputColumns = new[] { "Softmax" }, - ModelFile = "mnist_model/frozen_saved_model.pb" }; var tfTransformOutput = experiment.Add(tfTransformInput); diff --git a/test/Microsoft.ML.Core.Tests/UnitTests/TestEntryPoints.cs b/test/Microsoft.ML.Core.Tests/UnitTests/TestEntryPoints.cs index ded58f50bb..994801e3e4 100644 --- a/test/Microsoft.ML.Core.Tests/UnitTests/TestEntryPoints.cs +++ b/test/Microsoft.ML.Core.Tests/UnitTests/TestEntryPoints.cs @@ -3741,7 +3741,7 @@ public void EntryPointTensorFlowTransform() new[] { @"'InputColumns': [ 'Placeholder' ], - 'ModelFile': 'mnist_model/frozen_saved_model.pb', + 'Model': 'mnist_model/frozen_saved_model.pb', 'OutputColumns': [ 'Softmax' ]" }); } diff --git a/test/Microsoft.ML.Tests/Scenarios/PipelineApi/TrainSaveModelAndPredict.cs b/test/Microsoft.ML.Tests/Scenarios/PipelineApi/TrainSaveModelAndPredict.cs index d0883a3776..b99ceab85c 100644 --- a/test/Microsoft.ML.Tests/Scenarios/PipelineApi/TrainSaveModelAndPredict.cs +++ b/test/Microsoft.ML.Tests/Scenarios/PipelineApi/TrainSaveModelAndPredict.cs @@ -73,10 +73,10 @@ public async void TensorFlowTransformTrainSaveModelAndPredict() pipeline.Add(new TensorFlowScorer() { - ModelFile = model_location, + Model = model_location, + IsFrozen = false, InputColumns = new[] { "Input" }, OutputColumns = new[] { "Output" }, - IsFrozen = false }); pipeline.Add(new ColumnConcatenator(outputColumn: "Features", "Output")); diff --git a/test/Microsoft.ML.Tests/Scenarios/TensorflowTests.cs b/test/Microsoft.ML.Tests/Scenarios/TensorflowTests.cs index 9879a39de7..2dd67b6251 100644 --- a/test/Microsoft.ML.Tests/Scenarios/TensorflowTests.cs +++ b/test/Microsoft.ML.Tests/Scenarios/TensorflowTests.cs @@ -49,7 +49,7 @@ public void TensorFlowTransformCifarLearningPipelineTest() pipeline.Add(new TensorFlowScorer() { - ModelFile = model_location, + Model = model_location, InputColumns = new[] { "Input" }, OutputColumns = new[] { "Output" } }); diff --git a/test/Microsoft.ML.Tests/ScenariosWithDirectInstantiation/TensorflowTests.cs b/test/Microsoft.ML.Tests/ScenariosWithDirectInstantiation/TensorflowTests.cs index fc408168ff..f3d6dc146c 100644 --- a/test/Microsoft.ML.Tests/ScenariosWithDirectInstantiation/TensorflowTests.cs +++ b/test/Microsoft.ML.Tests/ScenariosWithDirectInstantiation/TensorflowTests.cs @@ -41,7 +41,7 @@ public void TensorFlowTransformMatrixMultiplicationTest() b = new[] { 3.0f, 3.0f, 3.0f, 3.0f } } })); - var trans = TensorFlowTransform.Create(env, loader, model_location, true, "c", "a", "b"); + var trans = TensorFlowTransform.Create(env, loader, model_location, new[] { "c" }, new[] { "a", "b" }); using (var cursor = trans.GetRowCursor(a => true)) { @@ -99,7 +99,7 @@ public void TensorFlowTransformMNISTConvTest() { Name = "reshape_input", Source = "Placeholder" } } }, loader); - trans = TensorFlowTransform.Create(env, trans, model_location, true, new[] { "Softmax", "dense/Relu" }, new[] { "Placeholder", "reshape_input" }); + trans = TensorFlowTransform.Create(env, trans, model_location, new[] { "Softmax", "dense/Relu" }, new[] { "Placeholder", "reshape_input" }); trans = new ConcatTransform(env, trans, "Features", "Softmax", "dense/Relu"); var trainer = new LightGbmMulticlassTrainer(env, new LightGbmArguments()); @@ -202,7 +202,7 @@ public void TensorFlowTransformCifar() }, cropped); - IDataView trans = TensorFlowTransform.Create(env, pixels, model_location, true, "Output", "Input"); + IDataView trans = TensorFlowTransform.Create(env, pixels, model_location, new[] { "Output" }, new[] { "Input" }); trans.Schema.TryGetColumnIndex("Output", out int output); using (var cursor = trans.GetRowCursor(col => col == output)) @@ -256,7 +256,7 @@ public void TensorFlowTransformCifarSavedModel() }, cropped); - IDataView trans = TensorFlowTransform.Create(env, pixels, model_location, false, "Output", "Input"); + IDataView trans = TensorFlowTransform.Create(env, pixels, model_location, new[] { "Output" }, new[] { "Input" }, false); trans.Schema.TryGetColumnIndex("Output", out int output); using (var cursor = trans.GetRowCursor(col => col == output)) @@ -313,7 +313,7 @@ public void TensorFlowTransformCifarInvalidShape() var thrown = false; try { - IDataView trans = TensorFlowTransform.Create(env, pixels, model_location, true, "Output", "Input"); + IDataView trans = TensorFlowTransform.Create(env, pixels, model_location, new[] { "Output" }, new[] { "Input" }); } catch { diff --git a/test/Microsoft.ML.Tests/TensorFlowEstimatorTests.cs b/test/Microsoft.ML.Tests/TensorFlowEstimatorTests.cs index 4edf63cced..cf590a4798 100644 --- a/test/Microsoft.ML.Tests/TensorFlowEstimatorTests.cs +++ b/test/Microsoft.ML.Tests/TensorFlowEstimatorTests.cs @@ -74,7 +74,7 @@ void TestSimpleCase() var xyData = new List { new TestDataXY() { A = new float[4], B = new float[4] } }; var stringData = new List { new TestDataDifferntType() { a = new string[4], b = new string[4] } }; var sizeData = new List { new TestDataSize() { a = new float[2], b = new float[2] } }; - var pipe = new TensorFlowEstimator(Env, modelFile, true, new[] { "a", "b" }, new[] { "c" }); + var pipe = new TensorFlowEstimator(Env, modelFile, new[] { "a", "b" }, new[] { "c" }); var invalidDataWrongNames = ComponentCreation.CreateDataView(Env, xyData); var invalidDataWrongTypes = ComponentCreation.CreateDataView(Env, stringData); @@ -115,7 +115,7 @@ void TestOldSavingAndLoading() b = new[] { 10.0f, 8.0f, 6.0f, 6.0f } } })); - var est = new TensorFlowEstimator(Env, modelFile, true, new[] { "a", "b" }, new[] { "c" }); + var est = new TensorFlowEstimator(Env, modelFile, new[] { "a", "b" }, new[] { "c" }); var transformer = est.Fit(dataView); var result = transformer.Transform(dataView); var resultRoles = new RoleMappedData(result); From 655a8aa664867e2391ebaecfaac28cd70cffffd7 Mon Sep 17 00:00:00 2001 From: Abhishek Goswami Date: Tue, 11 Sep 2018 16:07:38 +0000 Subject: [PATCH 15/44] added class for directory structure --- .../TensorflowTransform.cs | 52 +++++++++++++++---- 1 file changed, 41 insertions(+), 11 deletions(-) diff --git a/src/Microsoft.ML.TensorFlow/TensorflowTransform.cs b/src/Microsoft.ML.TensorFlow/TensorflowTransform.cs index 29554f69db..ec514f2785 100644 --- a/src/Microsoft.ML.TensorFlow/TensorflowTransform.cs +++ b/src/Microsoft.ML.TensorFlow/TensorflowTransform.cs @@ -148,14 +148,12 @@ public static TensorFlowTransform Create(IHostEnvironment env, ModelLoadContext // Load model binary byte[] tfFilesBin = null; var load = ctx.TryLoadBinaryStream("TFSavedModel", br => tfFilesBin = br.ReadByteArray()); - var tempDirName = Path.GetFullPath(Path.Combine(Path.GetTempPath(), "_MLNET_TFTransform_" + Guid.NewGuid())); - var tempDir = Directory.CreateDirectory(tempDirName); - var tfZipFilePath = Path.Combine(tempDir.FullName, "tf_savedmodel.zip"); - File.WriteAllBytes(tfZipFilePath, tfFilesBin); - ZipFile.ExtractToDirectory(tfZipFilePath, Path.Combine(tempDir.FullName, "tf_savedmodel")); + + var tfSavedModelDirectoryInfo = new TensorFlowSavedModelDirectoryInfo(); + tfSavedModelDirectoryInfo.ExtractTensorFlowBin(tfFilesBin); var io = ModelInputsOutputs(env, ctx); - return new TensorFlowTransform(env, Path.Combine(tempDir.FullName, "tf_savedmodel"), io.Item1, io.Item2, (isFrozen == 1)); + return new TensorFlowTransform(env, tfSavedModelDirectoryInfo.ExtractedSavedModelPath, io.Item1, io.Item2, (isFrozen == 1)); } } @@ -339,16 +337,15 @@ public void Save(ModelSaveContext ctx) } else { - var tempDirName = Path.GetFullPath(Path.Combine(Path.GetTempPath(), "_MLNET_TFTransform_" + Guid.NewGuid())); - var tempDir = Directory.CreateDirectory(tempDirName); - var tfZipFilePath = Path.Combine(tempDir.FullName, "tf_savedmodel.zip"); + var tfSavedModelDirectoryInfo = new TensorFlowSavedModelDirectoryInfo(); + var byteArray = tfSavedModelDirectoryInfo.PackageTensorFlowSavedModel(ExportDir); - ZipFile.CreateFromDirectory(ExportDir, tfZipFilePath, CompressionLevel.Fastest, false); - byte[] byteArray = File.ReadAllBytes(tfZipFilePath); ctx.SaveBinaryStream("TFSavedModel", w => { w.WriteByteArray(byteArray); }); + + Directory.Delete(tfSavedModelDirectoryInfo.SavedModelPath, true); } _host.AssertNonEmpty(Inputs); ctx.Writer.Write(Inputs.Length); @@ -577,6 +574,39 @@ public TFTensor GetTensor() } } + private sealed class TensorFlowSavedModelDirectoryInfo + { + private const string TensorFlowSavedModelZipFilename = "tf_savedmodel.zip"; + private const string TensorFlowExtractedSavedModelPath = "SavedModelExtract"; + private readonly string _tfSavedModelZipFilePath; + public string SavedModelPath { get; } + public string ExtractedSavedModelPath { get; set; } + public TensorFlowSavedModelDirectoryInfo() + { + SavedModelPath = Path.GetFullPath(Path.Combine(Path.GetTempPath(), "_MLNET_TFTransform_" + Guid.NewGuid())); + var savedModelInfo = Directory.CreateDirectory(SavedModelPath); + _tfSavedModelZipFilePath = Path.Combine(savedModelInfo.FullName, TensorFlowSavedModelZipFilename); + } + + public byte[] PackageTensorFlowSavedModel(string exportDir) + { + ZipFile.CreateFromDirectory( + exportDir, + _tfSavedModelZipFilePath, + CompressionLevel.Fastest, + false); + + return File.ReadAllBytes(_tfSavedModelZipFilePath); + } + + public void ExtractTensorFlowBin(byte[] tensorFlowBin) + { + ExtractedSavedModelPath = Path.Combine(SavedModelPath, TensorFlowExtractedSavedModelPath); + File.WriteAllBytes(_tfSavedModelZipFilePath, tensorFlowBin); + ZipFile.ExtractToDirectory(_tfSavedModelZipFilePath, ExtractedSavedModelPath); + } + } + [TlcModule.EntryPoint(Name = "Transforms.TensorFlowScorer", Desc = Summary, UserName = UserName, ShortName = ShortName)] public static CommonOutputs.TransformOutput TensorFlowScorer(IHostEnvironment env, Arguments input) { From be5285ab4e94dde7cbab25193c922dba9feb89b0 Mon Sep 17 00:00:00 2001 From: Abhishek Goswami Date: Tue, 11 Sep 2018 16:20:19 +0000 Subject: [PATCH 16/44] using latest nuget package (0.0.3) for Microsoft.ML.TensorFlow.TestModels --- src/Microsoft.ML.TensorFlow/Microsoft.ML.TensorFlow.csproj | 4 ---- .../Scenarios/PipelineApi/TrainSaveModelAndPredict.cs | 2 +- .../ScenariosWithDirectInstantiation/TensorflowTests.cs | 2 +- 3 files changed, 2 insertions(+), 6 deletions(-) diff --git a/src/Microsoft.ML.TensorFlow/Microsoft.ML.TensorFlow.csproj b/src/Microsoft.ML.TensorFlow/Microsoft.ML.TensorFlow.csproj index 1783d383b8..a0ee42b93c 100644 --- a/src/Microsoft.ML.TensorFlow/Microsoft.ML.TensorFlow.csproj +++ b/src/Microsoft.ML.TensorFlow/Microsoft.ML.TensorFlow.csproj @@ -7,10 +7,6 @@ true - - - - diff --git a/test/Microsoft.ML.Tests/Scenarios/PipelineApi/TrainSaveModelAndPredict.cs b/test/Microsoft.ML.Tests/Scenarios/PipelineApi/TrainSaveModelAndPredict.cs index b99ceab85c..b94563986c 100644 --- a/test/Microsoft.ML.Tests/Scenarios/PipelineApi/TrainSaveModelAndPredict.cs +++ b/test/Microsoft.ML.Tests/Scenarios/PipelineApi/TrainSaveModelAndPredict.cs @@ -47,7 +47,7 @@ public async void TensorFlowTransformTrainSaveModelAndPredict() { var imageHeight = 32; var imageWidth = 32; - var model_location = GetDataPath("cifar_save10"); + var model_location = "cifar_saved_model"; var dataFile = GetDataPath("images/images.tsv"); var imageFolder = Path.GetDirectoryName(dataFile); diff --git a/test/Microsoft.ML.Tests/ScenariosWithDirectInstantiation/TensorflowTests.cs b/test/Microsoft.ML.Tests/ScenariosWithDirectInstantiation/TensorflowTests.cs index f3d6dc146c..1e5396833d 100644 --- a/test/Microsoft.ML.Tests/ScenariosWithDirectInstantiation/TensorflowTests.cs +++ b/test/Microsoft.ML.Tests/ScenariosWithDirectInstantiation/TensorflowTests.cs @@ -224,7 +224,7 @@ public void TensorFlowTransformCifar() [Fact] public void TensorFlowTransformCifarSavedModel() { - var model_location = GetDataPath("cifar_save10"); + var model_location = "cifar_saved_model"; using (var env = new TlcEnvironment()) { From 46c04a34ba84a5f5b2e284c0278d9d9e720710e8 Mon Sep 17 00:00:00 2001 From: Abhishek Goswami Date: Tue, 11 Sep 2018 18:48:13 +0000 Subject: [PATCH 17/44] delete temporary files used when loading/saving models --- .../TensorflowTransform.cs | 18 +++++++++++------- 1 file changed, 11 insertions(+), 7 deletions(-) diff --git a/src/Microsoft.ML.TensorFlow/TensorflowTransform.cs b/src/Microsoft.ML.TensorFlow/TensorflowTransform.cs index ec514f2785..2f7b9cfe89 100644 --- a/src/Microsoft.ML.TensorFlow/TensorflowTransform.cs +++ b/src/Microsoft.ML.TensorFlow/TensorflowTransform.cs @@ -51,11 +51,12 @@ public sealed class Arguments : TransformInputBase } private readonly IHost _host; + private readonly string _model; private const string RegistrationName = "TensorFlowTransform"; internal readonly TFSession Session; internal readonly bool IsFrozen; - internal readonly string ExportDir; + internal readonly ColumnType[] OutputTypes; internal readonly TFDataType[] TFOutputTypes; internal readonly TFDataType[] TFInputTypes; @@ -153,7 +154,10 @@ public static TensorFlowTransform Create(IHostEnvironment env, ModelLoadContext tfSavedModelDirectoryInfo.ExtractTensorFlowBin(tfFilesBin); var io = ModelInputsOutputs(env, ctx); - return new TensorFlowTransform(env, tfSavedModelDirectoryInfo.ExtractedSavedModelPath, io.Item1, io.Item2, (isFrozen == 1)); + var session = GetSession(env, tfSavedModelDirectoryInfo.ExtractedSavedModelPath, (isFrozen == 1)); + + Directory.Delete(tfSavedModelDirectoryInfo.SavedModelPath, true); + return new TensorFlowTransform(env, session, (isFrozen == 1), io.Item1, io.Item2); } } @@ -225,21 +229,21 @@ private static byte[] CheckFileAndRead(IHostEnvironment env, string modelFile) } public TensorFlowTransform(IHostEnvironment env, string model, string[] inputs, string[] outputs, bool isFrozen = TensorFlowEstimator.Defaults.IsFrozen) : - this(env, GetSession(env, model, isFrozen), isFrozen, inputs, outputs, model) + this(env, GetSession(env, model, isFrozen), isFrozen, inputs, outputs) { + _model = model; } private TensorFlowTransform(IHostEnvironment env, byte[] modelBytes, bool isFrozen, string[] inputs, string[] outputs) : - this(env, LoadTFSession(env, modelBytes), isFrozen, inputs, outputs, null) + this(env, LoadTFSession(env, modelBytes), isFrozen, inputs, outputs) { } - private TensorFlowTransform(IHostEnvironment env, TFSession session, bool isFrozen, string[] inputs, string[] outputs, string exportDir) + private TensorFlowTransform(IHostEnvironment env, TFSession session, bool isFrozen, string[] inputs, string[] outputs) { Contracts.CheckValue(env, nameof(env)); _host = env.Register(nameof(RegistrationName)); Session = session; IsFrozen = isFrozen; - ExportDir = exportDir; foreach (var input in inputs) { _host.CheckNonWhiteSpace(input, nameof(inputs)); @@ -338,7 +342,7 @@ public void Save(ModelSaveContext ctx) else { var tfSavedModelDirectoryInfo = new TensorFlowSavedModelDirectoryInfo(); - var byteArray = tfSavedModelDirectoryInfo.PackageTensorFlowSavedModel(ExportDir); + var byteArray = tfSavedModelDirectoryInfo.PackageTensorFlowSavedModel(_model); ctx.SaveBinaryStream("TFSavedModel", w => { From e705f932bbd52300009362ce13df4cea80e5ba79 Mon Sep 17 00:00:00 2001 From: Abhishek Goswami Date: Tue, 11 Sep 2018 20:21:15 +0000 Subject: [PATCH 18/44] delete local models; the updated nuget version (0.0.3) for Microsoft.ML.TensorFlow.TestModels contains these models --- test/data/cifar_save10/saved_model.pb | Bin 65989 -> 0 bytes .../variables/variables.data-00000-of-00001 | Bin 705920 -> 0 bytes .../cifar_save10/variables/variables.index | Bin 524 -> 0 bytes 3 files changed, 0 insertions(+), 0 deletions(-) delete mode 100644 test/data/cifar_save10/saved_model.pb delete mode 100644 test/data/cifar_save10/variables/variables.data-00000-of-00001 delete mode 100644 test/data/cifar_save10/variables/variables.index diff --git a/test/data/cifar_save10/saved_model.pb b/test/data/cifar_save10/saved_model.pb deleted file mode 100644 index 0392916ca8ef7c0b533abe3c8ef6d24b13d48ae3..0000000000000000000000000000000000000000 GIT binary patch literal 0 HcmV?d00001 literal 65989 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znLJ;;#AtyV=8Y@GkK?`RfGiq%dOiq$FCcMOK24nBMqM+!a49hb{W+%~?+s@I)w@C; zf!Jpf3bm2;u$!Sol;?=|3g*<NL%9rkgfpZ^@NlR3b5(}U5< zJ!rGWL7Y0~i7TU7m#b@w?hSoOj~w8kWlmjXN`fgWG4!nL0Bvw?gR-6!W-lf1oWz;i zQzZEBvm@ygaE8sLXawkG(&9fII5w8+NqYm%A5*5U%ULha-ugkeSI~ab%jBvfqV9~p z3l0@v)QSWs97=-3#19RNqEKfj#@l+{J2h6F#&r2%V*C~w-J&gM8J$8aW_>wvxjseK z;U*C5IJBa%W5=k*l}-w>h#5|FYV8EsHJv*G+tVttDK_1Y2Ofzx%lI8|%zVyezQxSV zyiFgNZP-|TY-oIfSZ{!%fAj7MaSVI|V1?{AIr;K9$Wn|48OFvPl+a^G^oHvoia>uVwq>AIn^8+GPC( zx5^qu$z(dxc3Icrx3X6%Z)FS5UzGXDS;#uBHOW5Y=g2%?q`7t)ReRXjI6-g?w5u{6=l za^TJB4VvFUTw^USi!v&{@2yqNymGJN`Q=Q(Cx8=g*I=qsLXGylC=dSnl? z+ONT8Hs#4PY8LD{W;*7($=;W5jT?M(jeDuo82?^YV!W@b#5in9lgaUo6~>nXl8raN zturZA9c)seP-uMW>`7yr3zJR!%Ce0c?iU#wmbser{-t2LcEn|qJ~es9qlaHJHd=nx z_;jxVBggeXPRXH@im>VD>3QD|CTK!)Bge4 CW4jap diff --git a/test/data/cifar_save10/variables/variables.index b/test/data/cifar_save10/variables/variables.index deleted file mode 100644 index 1440b883394e7ec805298de1c64c73db7376a6d1..0000000000000000000000000000000000000000 GIT binary patch literal 0 HcmV?d00001 literal 524 zcmZQzVB=tvV&Y(AU=j;A z1#{R~6=61EQTR{;tT6YX_xthIVZY4byao z*B6*rg<;k}q*j2X{)+T;vNH*T4Tgwc0E^E%AhMp3RRrb*kd%VL51>>7qiJhVkpvs7 z2(ocNxel;g(v>BPxS2%Y<^d%-!4f9#*6A{G@u!v~8papom!}p1-N>Nuqf1+Z#dKM< zpcM-{zY&teAFxEGbf^LY5HNy>e Date: Wed, 12 Sep 2018 16:30:03 +0000 Subject: [PATCH 19/44] modified logic for load/restore of models --- .../TensorflowTransform.cs | 120 ++++++++---------- 1 file changed, 50 insertions(+), 70 deletions(-) diff --git a/src/Microsoft.ML.TensorFlow/TensorflowTransform.cs b/src/Microsoft.ML.TensorFlow/TensorflowTransform.cs index 2f7b9cfe89..367fe7fcd4 100644 --- a/src/Microsoft.ML.TensorFlow/TensorflowTransform.cs +++ b/src/Microsoft.ML.TensorFlow/TensorflowTransform.cs @@ -51,12 +51,13 @@ public sealed class Arguments : TransformInputBase } private readonly IHost _host; - private readonly string _model; + private static string _savedModel; private const string RegistrationName = "TensorFlowTransform"; + private const string TempSavedModelDirName = "MLNET_TensorFlowTransform_SavedModel"; + private const string TempSavedModelZipName = "SavedModel.zip"; internal readonly TFSession Session; internal readonly bool IsFrozen; - internal readonly ColumnType[] OutputTypes; internal readonly TFDataType[] TFOutputTypes; internal readonly TFDataType[] TFInputTypes; @@ -97,27 +98,6 @@ public static IDataTransform Create(IHostEnvironment env, IDataView input, strin return new TensorFlowTransform(env, model, source, names, isFrozen).MakeDataTransform(input); } - private static Tuple ModelInputsOutputs(IHostEnvironment env, ModelLoadContext ctx) - { - var numInputs = ctx.Reader.ReadInt32(); - env.CheckDecode(numInputs > 0); - string[] inputs = new string[numInputs]; - for (int j = 0; j < inputs.Length; j++) - inputs[j] = ctx.LoadNonEmptyString(); - - bool isMultiOutput = ctx.Header.ModelVerReadable >= 0x00010002; - var numOutputs = 1; - if (isMultiOutput) - numOutputs = ctx.Reader.ReadInt32(); - - env.CheckDecode(numOutputs > 0); - var outputs = new string[numOutputs]; - for (int j = 0; j < outputs.Length; j++) - outputs[j] = ctx.LoadNonEmptyString(); - - return new Tuple(inputs, outputs); - } - // Factory method for SignatureLoadModel. public static TensorFlowTransform Create(IHostEnvironment env, ModelLoadContext ctx) { @@ -142,7 +122,7 @@ public static TensorFlowTransform Create(IHostEnvironment env, ModelLoadContext throw env.ExceptDecode(); var io = ModelInputsOutputs(env, ctx); - return new TensorFlowTransform(env, modelBytes, (isFrozen == 1), io.Item1, io.Item2); + return new TensorFlowTransform(env, modelBytes, io.Item1, io.Item2, (isFrozen == 1)); } else { @@ -150,14 +130,21 @@ public static TensorFlowTransform Create(IHostEnvironment env, ModelLoadContext byte[] tfFilesBin = null; var load = ctx.TryLoadBinaryStream("TFSavedModel", br => tfFilesBin = br.ReadByteArray()); - var tfSavedModelDirectoryInfo = new TensorFlowSavedModelDirectoryInfo(); - tfSavedModelDirectoryInfo.ExtractTensorFlowBin(tfFilesBin); + if (File.Exists(TempSavedModelZipName)) + File.Delete(TempSavedModelZipName); + File.WriteAllBytes(TempSavedModelZipName, tfFilesBin); + _savedModel = Path.GetFullPath(Path.Combine(Path.GetTempPath(), TempSavedModelDirName)); + DirectoryInfo dir = new DirectoryInfo(_savedModel); + if (dir.Exists) + Directory.Delete(_savedModel, true); + + ZipFile.ExtractToDirectory(TempSavedModelZipName, _savedModel); var io = ModelInputsOutputs(env, ctx); - var session = GetSession(env, tfSavedModelDirectoryInfo.ExtractedSavedModelPath, (isFrozen == 1)); + var session = GetSession(env, _savedModel, (isFrozen == 1)); + File.Delete(TempSavedModelZipName); - Directory.Delete(tfSavedModelDirectoryInfo.SavedModelPath, true); - return new TensorFlowTransform(env, session, (isFrozen == 1), io.Item1, io.Item2); + return new TensorFlowTransform(env, session, io.Item1, io.Item2, (isFrozen == 1)); } } @@ -180,6 +167,27 @@ public static IDataTransform Create(IHostEnvironment env, ModelLoadContext ctx, public static IRowMapper Create(IHostEnvironment env, ModelLoadContext ctx, ISchema inputSchema) => Create(env, ctx).MakeRowMapper(inputSchema); + private static Tuple ModelInputsOutputs(IHostEnvironment env, ModelLoadContext ctx) + { + var numInputs = ctx.Reader.ReadInt32(); + env.CheckDecode(numInputs > 0); + string[] inputs = new string[numInputs]; + for (int j = 0; j < inputs.Length; j++) + inputs[j] = ctx.LoadNonEmptyString(); + + bool isMultiOutput = ctx.Header.ModelVerReadable >= 0x00010002; + var numOutputs = 1; + if (isMultiOutput) + numOutputs = ctx.Reader.ReadInt32(); + + env.CheckDecode(numOutputs > 0); + var outputs = new string[numOutputs]; + for (int j = 0; j < outputs.Length; j++) + outputs[j] = ctx.LoadNonEmptyString(); + + return new Tuple(inputs, outputs); + } + private static TFSession LoadTFSession(IHostEnvironment env, byte[] modelBytes) { var graph = new TFGraph(); @@ -229,21 +237,23 @@ private static byte[] CheckFileAndRead(IHostEnvironment env, string modelFile) } public TensorFlowTransform(IHostEnvironment env, string model, string[] inputs, string[] outputs, bool isFrozen = TensorFlowEstimator.Defaults.IsFrozen) : - this(env, GetSession(env, model, isFrozen), isFrozen, inputs, outputs) + this(env, GetSession(env, model, isFrozen), inputs, outputs, isFrozen) { - _model = model; + if (!isFrozen) + _savedModel = model; } - private TensorFlowTransform(IHostEnvironment env, byte[] modelBytes, bool isFrozen, string[] inputs, string[] outputs) : - this(env, LoadTFSession(env, modelBytes), isFrozen, inputs, outputs) + private TensorFlowTransform(IHostEnvironment env, byte[] modelBytes, string[] inputs, string[] outputs, bool isFrozen) : + this(env, LoadTFSession(env, modelBytes), inputs, outputs, isFrozen) { } - private TensorFlowTransform(IHostEnvironment env, TFSession session, bool isFrozen, string[] inputs, string[] outputs) + private TensorFlowTransform(IHostEnvironment env, TFSession session, string[] inputs, string[] outputs, bool isFrozen) { Contracts.CheckValue(env, nameof(env)); _host = env.Register(nameof(RegistrationName)); Session = session; IsFrozen = isFrozen; + foreach (var input in inputs) { _host.CheckNonWhiteSpace(input, nameof(inputs)); @@ -341,15 +351,18 @@ public void Save(ModelSaveContext ctx) } else { - var tfSavedModelDirectoryInfo = new TensorFlowSavedModelDirectoryInfo(); - var byteArray = tfSavedModelDirectoryInfo.PackageTensorFlowSavedModel(_model); + if (File.Exists(TempSavedModelZipName)) + File.Delete(TempSavedModelZipName); + + ZipFile.CreateFromDirectory(_savedModel, TempSavedModelZipName, CompressionLevel.Fastest, false); + var byteArray = File.ReadAllBytes(TempSavedModelZipName); ctx.SaveBinaryStream("TFSavedModel", w => { w.WriteByteArray(byteArray); }); - Directory.Delete(tfSavedModelDirectoryInfo.SavedModelPath, true); + File.Delete(TempSavedModelZipName); } _host.AssertNonEmpty(Inputs); ctx.Writer.Write(Inputs.Length); @@ -578,39 +591,6 @@ public TFTensor GetTensor() } } - private sealed class TensorFlowSavedModelDirectoryInfo - { - private const string TensorFlowSavedModelZipFilename = "tf_savedmodel.zip"; - private const string TensorFlowExtractedSavedModelPath = "SavedModelExtract"; - private readonly string _tfSavedModelZipFilePath; - public string SavedModelPath { get; } - public string ExtractedSavedModelPath { get; set; } - public TensorFlowSavedModelDirectoryInfo() - { - SavedModelPath = Path.GetFullPath(Path.Combine(Path.GetTempPath(), "_MLNET_TFTransform_" + Guid.NewGuid())); - var savedModelInfo = Directory.CreateDirectory(SavedModelPath); - _tfSavedModelZipFilePath = Path.Combine(savedModelInfo.FullName, TensorFlowSavedModelZipFilename); - } - - public byte[] PackageTensorFlowSavedModel(string exportDir) - { - ZipFile.CreateFromDirectory( - exportDir, - _tfSavedModelZipFilePath, - CompressionLevel.Fastest, - false); - - return File.ReadAllBytes(_tfSavedModelZipFilePath); - } - - public void ExtractTensorFlowBin(byte[] tensorFlowBin) - { - ExtractedSavedModelPath = Path.Combine(SavedModelPath, TensorFlowExtractedSavedModelPath); - File.WriteAllBytes(_tfSavedModelZipFilePath, tensorFlowBin); - ZipFile.ExtractToDirectory(_tfSavedModelZipFilePath, ExtractedSavedModelPath); - } - } - [TlcModule.EntryPoint(Name = "Transforms.TensorFlowScorer", Desc = Summary, UserName = UserName, ShortName = ShortName)] public static CommonOutputs.TransformOutput TensorFlowScorer(IHostEnvironment env, Arguments input) { From 04d02b88033d688f35c5433a0490b7d50229c6ca Mon Sep 17 00:00:00 2001 From: Abhishek Goswami Date: Thu, 13 Sep 2018 15:51:33 +0000 Subject: [PATCH 20/44] modified logic for load&restore of unfrozen models --- .../TensorflowTransform.cs | 92 ++++++++++++------- 1 file changed, 61 insertions(+), 31 deletions(-) diff --git a/src/Microsoft.ML.TensorFlow/TensorflowTransform.cs b/src/Microsoft.ML.TensorFlow/TensorflowTransform.cs index 367fe7fcd4..3918c869fc 100644 --- a/src/Microsoft.ML.TensorFlow/TensorflowTransform.cs +++ b/src/Microsoft.ML.TensorFlow/TensorflowTransform.cs @@ -51,13 +51,14 @@ public sealed class Arguments : TransformInputBase } private readonly IHost _host; - private static string _savedModel; private const string RegistrationName = "TensorFlowTransform"; - private const string TempSavedModelDirName = "MLNET_TensorFlowTransform_SavedModel"; - private const string TempSavedModelZipName = "SavedModel.zip"; + private const string SavedModelVariablesDirName = "variables"; internal readonly TFSession Session; internal readonly bool IsFrozen; + internal readonly string ModelPath; + internal readonly Dictionary SavedModel; + internal readonly ColumnType[] OutputTypes; internal readonly TFDataType[] TFOutputTypes; internal readonly TFDataType[] TFInputTypes; @@ -126,25 +127,43 @@ public static TensorFlowTransform Create(IHostEnvironment env, ModelLoadContext } else { - // Load model binary - byte[] tfFilesBin = null; - var load = ctx.TryLoadBinaryStream("TFSavedModel", br => tfFilesBin = br.ReadByteArray()); + Dictionary savedModel = new Dictionary(); + var load = ctx.TryLoadBinaryStream("TFSavedModel", br => + { + int count = br.ReadInt32(); + for (int n = 0; n < count; n++) + { + string key = br.ReadString(); + byte[] value = br.ReadByteArray(); + savedModel.Add(key, value); + } + }); - if (File.Exists(TempSavedModelZipName)) - File.Delete(TempSavedModelZipName); + var tempDirPath = Path.GetFullPath(Path.Combine(Path.GetTempPath(), Guid.NewGuid().ToString())); + var tempDirInfo = Directory.CreateDirectory(tempDirPath); + foreach (var kvp in savedModel) + { + string fileName = Path.Combine(tempDirInfo.FullName, kvp.Key); + if (kvp.Key.StartsWith(SavedModelVariablesDirName)) + { + var variabledDirInfo = new DirectoryInfo(Path.Combine(tempDirPath, SavedModelVariablesDirName)); + if (!variabledDirInfo.Exists) + Directory.CreateDirectory(variabledDirInfo.FullName); - File.WriteAllBytes(TempSavedModelZipName, tfFilesBin); - _savedModel = Path.GetFullPath(Path.Combine(Path.GetTempPath(), TempSavedModelDirName)); - DirectoryInfo dir = new DirectoryInfo(_savedModel); - if (dir.Exists) - Directory.Delete(_savedModel, true); + var tokens = kvp.Key.Split(Path.DirectorySeparatorChar); + fileName = Path.Combine(variabledDirInfo.FullName, tokens[1]); + } - ZipFile.ExtractToDirectory(TempSavedModelZipName, _savedModel); - var io = ModelInputsOutputs(env, ctx); - var session = GetSession(env, _savedModel, (isFrozen == 1)); - File.Delete(TempSavedModelZipName); + using (var fs = new FileStream(fileName, FileMode.Create, FileAccess.Write)) + { + fs.Write(kvp.Value, 0, kvp.Value.Length); + } + } - return new TensorFlowTransform(env, session, io.Item1, io.Item2, (isFrozen == 1)); + var session = GetSession(env, tempDirPath, (isFrozen == 1)); + var io = ModelInputsOutputs(env, ctx); + Directory.Delete(tempDirPath, true); + return new TensorFlowTransform(env, session, io.Item1, io.Item2, (isFrozen == 1), savedModel); } } @@ -237,22 +256,22 @@ private static byte[] CheckFileAndRead(IHostEnvironment env, string modelFile) } public TensorFlowTransform(IHostEnvironment env, string model, string[] inputs, string[] outputs, bool isFrozen = TensorFlowEstimator.Defaults.IsFrozen) : - this(env, GetSession(env, model, isFrozen), inputs, outputs, isFrozen) + this(env, GetSession(env, model, isFrozen), inputs, outputs, isFrozen, null) { - if (!isFrozen) - _savedModel = model; + ModelPath = model; } private TensorFlowTransform(IHostEnvironment env, byte[] modelBytes, string[] inputs, string[] outputs, bool isFrozen) : - this(env, LoadTFSession(env, modelBytes), inputs, outputs, isFrozen) + this(env, LoadTFSession(env, modelBytes), inputs, outputs, isFrozen, null) { } - private TensorFlowTransform(IHostEnvironment env, TFSession session, string[] inputs, string[] outputs, bool isFrozen) + private TensorFlowTransform(IHostEnvironment env, TFSession session, string[] inputs, string[] outputs, bool isFrozen, Dictionary savedModel) { Contracts.CheckValue(env, nameof(env)); _host = env.Register(nameof(RegistrationName)); Session = session; IsFrozen = isFrozen; + SavedModel = savedModel; foreach (var input in inputs) { @@ -351,18 +370,29 @@ public void Save(ModelSaveContext ctx) } else { - if (File.Exists(TempSavedModelZipName)) - File.Delete(TempSavedModelZipName); - - ZipFile.CreateFromDirectory(_savedModel, TempSavedModelZipName, CompressionLevel.Fastest, false); + var savedModel = new Dictionary(); + if (!string.IsNullOrEmpty(ModelPath)) + { + string[] modelFilePaths = Directory.GetFiles(ModelPath, "*", SearchOption.AllDirectories); + foreach (var path in modelFilePaths) + { + var relativePath = path.Remove(0, ModelPath.Length).Trim(Path.DirectorySeparatorChar); + savedModel[relativePath] = File.ReadAllBytes(path); + } + } + else + savedModel = SavedModel; - var byteArray = File.ReadAllBytes(TempSavedModelZipName); ctx.SaveBinaryStream("TFSavedModel", w => { - w.WriteByteArray(byteArray); + w.Write(savedModel.Count); + foreach (var kvp in savedModel) + { + w.Write(kvp.Key); + w.WriteByteArray(kvp.Value); + } + w.Flush(); }); - - File.Delete(TempSavedModelZipName); } _host.AssertNonEmpty(Inputs); ctx.Writer.Write(Inputs.Length); From 8c8d92ee88524b7133eebbca2017329a7a2c78b6 Mon Sep 17 00:00:00 2001 From: Abhishek Goswami Date: Thu, 13 Sep 2018 18:37:37 +0000 Subject: [PATCH 21/44] model version update to support non-frozen models --- .../TensorflowTransform.cs | 31 ++++++++++--------- 1 file changed, 17 insertions(+), 14 deletions(-) diff --git a/src/Microsoft.ML.TensorFlow/TensorflowTransform.cs b/src/Microsoft.ML.TensorFlow/TensorflowTransform.cs index 4c55d3ff63..411b9de76a 100644 --- a/src/Microsoft.ML.TensorFlow/TensorflowTransform.cs +++ b/src/Microsoft.ML.TensorFlow/TensorflowTransform.cs @@ -81,8 +81,9 @@ private static VersionInfo GetVersionInfo() return new VersionInfo( modelSignature: "TENSFLOW", //verWrittenCur: 0x00010001, // Initial - verWrittenCur: 0x00010002, // Upgraded when change for multiple outputs was implemented. - verReadableCur: 0x00010002, + //verWrittenCur: 0x00010002, // Upgraded when change for multiple outputs was implemented. + verWrittenCur: 0x00010003, // Upgraded when change for un-frozen models implemented. + verReadableCur: 0x00010003, verWeCanReadBack: 0x00010001, loaderSignature: LoaderSignature); } @@ -117,15 +118,19 @@ public static TensorFlowTransform Create(IHostEnvironment env, ModelLoadContext // int: number of output columns // for each output column // int: id of output column name - var isFrozen = ctx.Reader.ReadInt32(); - if (isFrozen == 1) + bool isFrozen = true; + bool isNonFrozenModelSupported = ctx.Header.ModelVerReadable >= 0x00010003; + if(isNonFrozenModelSupported) + isFrozen = ctx.Reader.ReadBoolByte(); + + if (isFrozen) { byte[] modelBytes = null; if (!ctx.TryLoadBinaryStream("TFModel", r => modelBytes = r.ReadByteArray())) throw env.ExceptDecode(); var io = ModelInputsOutputs(env, ctx); - return new TensorFlowTransform(env, modelBytes, io.Item1, io.Item2, (isFrozen == 1)); + return new TensorFlowTransform(env, modelBytes, io.Item1, io.Item2, isFrozen); } else { @@ -162,10 +167,10 @@ public static TensorFlowTransform Create(IHostEnvironment env, ModelLoadContext } } - var session = GetSession(env, tempDirPath, (isFrozen == 1)); + var session = GetSession(env, tempDirPath, isFrozen); var io = ModelInputsOutputs(env, ctx); Directory.Delete(tempDirPath, true); - return new TensorFlowTransform(env, session, io.Item1, io.Item2, (isFrozen == 1), savedModel); + return new TensorFlowTransform(env, session, io.Item1, io.Item2, isFrozen, savedModel); } } @@ -226,16 +231,16 @@ private static TFSession LoadTFSession(IHostEnvironment env, byte[] modelBytes) return new TFSession(graph); } - private static TFSession LoadTFSession(string exportDirSavedModel) + private static TFSession LoadTFSession(IHostEnvironment env, string exportDirSavedModel) { + env.CheckValue(exportDirSavedModel, nameof(exportDirSavedModel)); var sessionOptions = new TFSessionOptions(); var exportDir = exportDirSavedModel; var tags = new string[] { "serve" }; var graph = new TFGraph(); var metaGraphDef = new TFBuffer(); - var session = TFSession.FromSavedModel(sessionOptions, null, exportDir, tags, graph, metaGraphDef); - return session; + return TFSession.FromSavedModel(sessionOptions, null, exportDir, tags, graph, metaGraphDef); } private static TFSession GetSession(IHostEnvironment env, string model, bool isFrozen) @@ -246,9 +251,7 @@ private static TFSession GetSession(IHostEnvironment env, string model, bool isF return LoadTFSession(env, modelBytes); } else - { - return LoadTFSession(model); - } + return LoadTFSession(env, model); } private static byte[] CheckFileAndRead(IHostEnvironment env, string modelFile) @@ -357,7 +360,7 @@ public void Save(ModelSaveContext ctx) _host.AssertValue(ctx); ctx.CheckAtModel(); ctx.SetVersionInfo(GetVersionInfo()); - ctx.Writer.Write(IsFrozen ? 1 : 0); + ctx.Writer.WriteBoolByte(IsFrozen); // *** Binary format *** // int: indicator for frozen models From d8edc644c29dbfe040ffdaa2974bde74816f688b Mon Sep 17 00:00:00 2001 From: Abhishek Goswami Date: Thu, 13 Sep 2018 19:26:07 +0000 Subject: [PATCH 22/44] based on the code review comments, we now infer if the provided model is frozen or not --- .../TensorFlow/TensorflowUtils.cs | 13 +++++++ .../TensorflowTransform.cs | 36 +++++++++---------- src/Microsoft.ML/CSharpApi.cs | 5 --- .../Common/EntryPoints/core_manifest.json | 12 ------- .../PipelineApi/TrainSaveModelAndPredict.cs | 1 - .../TensorflowTests.cs | 2 +- 6 files changed, 30 insertions(+), 39 deletions(-) diff --git a/src/Microsoft.ML.TensorFlow/TensorFlow/TensorflowUtils.cs b/src/Microsoft.ML.TensorFlow/TensorFlow/TensorflowUtils.cs index e77309c8b0..ba0813d209 100644 --- a/src/Microsoft.ML.TensorFlow/TensorFlow/TensorflowUtils.cs +++ b/src/Microsoft.ML.TensorFlow/TensorFlow/TensorflowUtils.cs @@ -4,6 +4,7 @@ using System; using System.Collections.Generic; +using System.IO; using System.Linq; using System.Runtime.InteropServices; using Microsoft.ML.Runtime; @@ -73,5 +74,17 @@ internal static bool IsTypeSupported(TFDataType tfoutput) return false; } } + + // A TensorFlow frozen model is a single file. An un-frozen (SavedModel) on the other hand has a well-defined folder structure. + // Given a modelPath, this utility method determines if we should treat it as a frozen model or not + internal static bool IsFrozenTensorFlowModel(string modelPath) + { + FileAttributes attr = File.GetAttributes(modelPath); + + if (attr.HasFlag(FileAttributes.Directory)) + return false; + else + return true; + } } } diff --git a/src/Microsoft.ML.TensorFlow/TensorflowTransform.cs b/src/Microsoft.ML.TensorFlow/TensorflowTransform.cs index 411b9de76a..eb427edb0b 100644 --- a/src/Microsoft.ML.TensorFlow/TensorflowTransform.cs +++ b/src/Microsoft.ML.TensorFlow/TensorflowTransform.cs @@ -42,8 +42,8 @@ public sealed class Arguments : TransformInputBase [Argument(ArgumentType.Required, HelpText = "TensorFlow model used by the transform. Please see https://www.tensorflow.org/mobile/prepare_models for more details.", SortOrder = 0)] public string Model; - [Argument(ArgumentType.AtMostOnce, HelpText = "Indicator for frozen models", ShortName = "frozen", SortOrder = 1)] - public bool IsFrozen = TensorFlowEstimator.Defaults.IsFrozen; + //[Argument(ArgumentType.AtMostOnce, HelpText = "Indicator for frozen models", ShortName = "frozen", SortOrder = 1)] + //public bool IsFrozen = TensorFlowEstimator.Defaults.IsFrozen; [Argument(ArgumentType.Multiple | ArgumentType.Required, HelpText = "The names of the model inputs", ShortName = "inputs", SortOrder = 2)] public string[] InputColumns; @@ -96,10 +96,9 @@ private static VersionInfo GetVersionInfo() /// This is the frozen tensorflow model file. https://www.tensorflow.org/mobile/prepare_models /// Name of the output column(s). Keep it same as in the Tensorflow model. /// Name of the input column(s). Keep it same as in the Tensorflow model. - /// Indicator for frozen models - public static IDataTransform Create(IHostEnvironment env, IDataView input, string model, string[] names, string[] source, bool isFrozen = TensorFlowEstimator.Defaults.IsFrozen) + public static IDataTransform Create(IHostEnvironment env, IDataView input, string model, string[] names, string[] source) { - return new TensorFlowTransform(env, model, source, names, isFrozen).MakeDataTransform(input); + return new TensorFlowTransform(env, model, source, names).MakeDataTransform(input); } // Factory method for SignatureLoadModel. @@ -120,7 +119,7 @@ public static TensorFlowTransform Create(IHostEnvironment env, ModelLoadContext // int: id of output column name bool isFrozen = true; bool isNonFrozenModelSupported = ctx.Header.ModelVerReadable >= 0x00010003; - if(isNonFrozenModelSupported) + if (isNonFrozenModelSupported) isFrozen = ctx.Reader.ReadBoolByte(); if (isFrozen) @@ -167,7 +166,7 @@ public static TensorFlowTransform Create(IHostEnvironment env, ModelLoadContext } } - var session = GetSession(env, tempDirPath, isFrozen); + var session = GetSession(env, tempDirPath); var io = ModelInputsOutputs(env, ctx); Directory.Delete(tempDirPath, true); return new TensorFlowTransform(env, session, io.Item1, io.Item2, isFrozen, savedModel); @@ -182,7 +181,7 @@ public static IDataTransform Create(IHostEnvironment env, Arguments args, IDataV env.CheckValue(input, nameof(input)); env.CheckValue(args.InputColumns, nameof(args.InputColumns)); env.CheckValue(args.OutputColumns, nameof(args.OutputColumns)); - return new TensorFlowTransform(env, args.Model, args.InputColumns,args.OutputColumns, args.IsFrozen).MakeDataTransform(input); + return new TensorFlowTransform(env, args.Model, args.InputColumns, args.OutputColumns).MakeDataTransform(input); } // Factory method for SignatureLoadDataTransform. @@ -243,15 +242,16 @@ private static TFSession LoadTFSession(IHostEnvironment env, string exportDirSav return TFSession.FromSavedModel(sessionOptions, null, exportDir, tags, graph, metaGraphDef); } - private static TFSession GetSession(IHostEnvironment env, string model, bool isFrozen) + private static TFSession GetSession(IHostEnvironment env, string modelPath) { + var isFrozen = TensorFlowUtils.IsFrozenTensorFlowModel(modelPath); if (isFrozen) { - byte[] modelBytes = CheckFileAndRead(env, model); + byte[] modelBytes = CheckFileAndRead(env, modelPath); return LoadTFSession(env, modelBytes); } else - return LoadTFSession(env, model); + return LoadTFSession(env, modelPath); } private static byte[] CheckFileAndRead(IHostEnvironment env, string modelFile) @@ -261,10 +261,11 @@ private static byte[] CheckFileAndRead(IHostEnvironment env, string modelFile) return File.ReadAllBytes(modelFile); } - public TensorFlowTransform(IHostEnvironment env, string model, string[] inputs, string[] outputs, bool isFrozen = TensorFlowEstimator.Defaults.IsFrozen) : - this(env, GetSession(env, model, isFrozen), inputs, outputs, isFrozen, null) + public TensorFlowTransform(IHostEnvironment env, string model, string[] inputs, string[] outputs) : + this(env, GetSession(env, model), inputs, outputs, true, null) { ModelPath = model; + IsFrozen = TensorFlowUtils.IsFrozenTensorFlowModel(ModelPath); } private TensorFlowTransform(IHostEnvironment env, byte[] modelBytes, string[] inputs, string[] outputs, bool isFrozen) : @@ -686,13 +687,8 @@ public static CommonOutputs.TransformOutput TensorFlowScorer(IHostEnvironment en public sealed class TensorFlowEstimator : TrivialEstimator { - - public static class Defaults - { - public const bool IsFrozen = true; - } - public TensorFlowEstimator(IHostEnvironment env, string modelFile, string[] inputs, string[] outputs, bool isFrozen = Defaults.IsFrozen ) - : this(env, new TensorFlowTransform(env, modelFile, inputs, outputs, isFrozen)) + public TensorFlowEstimator(IHostEnvironment env, string modelFile, string[] inputs, string[] outputs) + : this(env, new TensorFlowTransform(env, modelFile, inputs, outputs)) { } diff --git a/src/Microsoft.ML/CSharpApi.cs b/src/Microsoft.ML/CSharpApi.cs index 4d9f4a775a..4ec74621ce 100644 --- a/src/Microsoft.ML/CSharpApi.cs +++ b/src/Microsoft.ML/CSharpApi.cs @@ -15787,11 +15787,6 @@ public sealed partial class TensorFlowScorer : Microsoft.ML.Runtime.EntryPoints. /// public string Model { get; set; } - ///

- /// Indicator for frozen models - /// - public bool IsFrozen { get; set; } = true; - /// /// The names of the model inputs /// diff --git a/test/BaselineOutput/Common/EntryPoints/core_manifest.json b/test/BaselineOutput/Common/EntryPoints/core_manifest.json index 656ad11a06..33c9225419 100644 --- a/test/BaselineOutput/Common/EntryPoints/core_manifest.json +++ b/test/BaselineOutput/Common/EntryPoints/core_manifest.json @@ -21723,18 +21723,6 @@ "SortOrder": 0.0, "IsNullable": false }, - { - "Name": "IsFrozen", - "Type": "Bool", - "Desc": "Indicator for frozen models", - "Aliases": [ - "frozen" - ], - "Required": false, - "SortOrder": 1.0, - "IsNullable": false, - "Default": true - }, { "Name": "Data", "Type": "DataView", diff --git a/test/Microsoft.ML.Tests/Scenarios/PipelineApi/TrainSaveModelAndPredict.cs b/test/Microsoft.ML.Tests/Scenarios/PipelineApi/TrainSaveModelAndPredict.cs index b94563986c..5003f1a5bd 100644 --- a/test/Microsoft.ML.Tests/Scenarios/PipelineApi/TrainSaveModelAndPredict.cs +++ b/test/Microsoft.ML.Tests/Scenarios/PipelineApi/TrainSaveModelAndPredict.cs @@ -74,7 +74,6 @@ public async void TensorFlowTransformTrainSaveModelAndPredict() pipeline.Add(new TensorFlowScorer() { Model = model_location, - IsFrozen = false, InputColumns = new[] { "Input" }, OutputColumns = new[] { "Output" }, }); diff --git a/test/Microsoft.ML.Tests/ScenariosWithDirectInstantiation/TensorflowTests.cs b/test/Microsoft.ML.Tests/ScenariosWithDirectInstantiation/TensorflowTests.cs index 3b6940920b..2b1112ac55 100644 --- a/test/Microsoft.ML.Tests/ScenariosWithDirectInstantiation/TensorflowTests.cs +++ b/test/Microsoft.ML.Tests/ScenariosWithDirectInstantiation/TensorflowTests.cs @@ -407,7 +407,7 @@ public void TensorFlowTransformCifarSavedModel() }, cropped); - IDataView trans = TensorFlowTransform.Create(env, pixels, model_location, new[] { "Output" }, new[] { "Input" }, false); + IDataView trans = TensorFlowTransform.Create(env, pixels, model_location, new[] { "Output" }, new[] { "Input" }); trans.Schema.TryGetColumnIndex("Output", out int output); using (var cursor = trans.GetRowCursor(col => col == output)) From eea524e28bdbfce1a0d8ce776a46f4f9ecbc26ee Mon Sep 17 00:00:00 2001 From: Abhishek Goswami Date: Thu, 13 Sep 2018 19:42:41 +0000 Subject: [PATCH 23/44] simplify the logic in Save() related to loading of SavedModel. --- .../TensorflowTransform.cs | 33 ++++++++----------- 1 file changed, 14 insertions(+), 19 deletions(-) diff --git a/src/Microsoft.ML.TensorFlow/TensorflowTransform.cs b/src/Microsoft.ML.TensorFlow/TensorflowTransform.cs index eb427edb0b..a1996d25d9 100644 --- a/src/Microsoft.ML.TensorFlow/TensorflowTransform.cs +++ b/src/Microsoft.ML.TensorFlow/TensorflowTransform.cs @@ -58,7 +58,6 @@ public sealed class Arguments : TransformInputBase internal readonly TFSession Session; internal readonly bool IsFrozen; - internal readonly string ModelPath; internal readonly Dictionary SavedModel; internal readonly ColumnType[] OutputTypes; @@ -264,8 +263,18 @@ private static byte[] CheckFileAndRead(IHostEnvironment env, string modelFile) public TensorFlowTransform(IHostEnvironment env, string model, string[] inputs, string[] outputs) : this(env, GetSession(env, model), inputs, outputs, true, null) { - ModelPath = model; - IsFrozen = TensorFlowUtils.IsFrozenTensorFlowModel(ModelPath); + IsFrozen = TensorFlowUtils.IsFrozenTensorFlowModel(model); + SavedModel = new Dictionary(); + + if (!IsFrozen) + { + string[] modelFilePaths = Directory.GetFiles(model, "*", SearchOption.AllDirectories); + foreach (var path in modelFilePaths) + { + var relativePath = path.Remove(0, model.Length).Trim(Path.DirectorySeparatorChar); + SavedModel[relativePath] = File.ReadAllBytes(path); + } + } } private TensorFlowTransform(IHostEnvironment env, byte[] modelBytes, string[] inputs, string[] outputs, bool isFrozen) : @@ -376,7 +385,6 @@ public void Save(ModelSaveContext ctx) { var buffer = new TFBuffer(); Session.Graph.ToGraphDef(buffer); - ctx.SaveBinaryStream("TFModel", w => { w.WriteByteArray(buffer.ToArray()); @@ -384,23 +392,10 @@ public void Save(ModelSaveContext ctx) } else { - var savedModel = new Dictionary(); - if (!string.IsNullOrEmpty(ModelPath)) - { - string[] modelFilePaths = Directory.GetFiles(ModelPath, "*", SearchOption.AllDirectories); - foreach (var path in modelFilePaths) - { - var relativePath = path.Remove(0, ModelPath.Length).Trim(Path.DirectorySeparatorChar); - savedModel[relativePath] = File.ReadAllBytes(path); - } - } - else - savedModel = SavedModel; - ctx.SaveBinaryStream("TFSavedModel", w => { - w.Write(savedModel.Count); - foreach (var kvp in savedModel) + w.Write(SavedModel.Count); + foreach (var kvp in SavedModel) { w.Write(kvp.Key); w.WriteByteArray(kvp.Value); From b609ffdcbd996ca79a4897aea26fa69256a67ea1 Mon Sep 17 00:00:00 2001 From: Abhishek Goswami Date: Thu, 13 Sep 2018 22:22:54 +0000 Subject: [PATCH 24/44] trying Eric's suggestion --- .../TensorflowTransform.cs | 84 +++++++++++++------ 1 file changed, 59 insertions(+), 25 deletions(-) diff --git a/src/Microsoft.ML.TensorFlow/TensorflowTransform.cs b/src/Microsoft.ML.TensorFlow/TensorflowTransform.cs index a1996d25d9..44c48bc7f5 100644 --- a/src/Microsoft.ML.TensorFlow/TensorflowTransform.cs +++ b/src/Microsoft.ML.TensorFlow/TensorflowTransform.cs @@ -132,39 +132,73 @@ public static TensorFlowTransform Create(IHostEnvironment env, ModelLoadContext } else { - Dictionary savedModel = new Dictionary(); + //Dictionary savedModel = new Dictionary(); + //var load = ctx.TryLoadBinaryStream("TFSavedModel", br => + //{ + // int count = br.ReadInt32(); + // for (int n = 0; n < count; n++) + // { + // string key = br.ReadString(); + // byte[] value = br.ReadByteArray(); + // savedModel.Add(key, value); + // } + //}); + + //var tempDirPath = Path.GetFullPath(Path.Combine(Path.GetTempPath(), Guid.NewGuid().ToString())); + //var tempDirInfo = Directory.CreateDirectory(tempDirPath); + //foreach (var kvp in savedModel) + //{ + // string fileName = Path.Combine(tempDirInfo.FullName, kvp.Key); + // if (kvp.Key.StartsWith(SavedModelVariablesDirName)) + // { + // var variabledDirInfo = new DirectoryInfo(Path.Combine(tempDirPath, SavedModelVariablesDirName)); + // if (!variabledDirInfo.Exists) + // Directory.CreateDirectory(variabledDirInfo.FullName); + + // var tokens = kvp.Key.Split(Path.DirectorySeparatorChar); + // fileName = Path.Combine(variabledDirInfo.FullName, tokens[1]); + // } + + // using (var fs = new FileStream(fileName, FileMode.Create, FileAccess.Write)) + // { + // fs.Write(kvp.Value, 0, kvp.Value.Length); + // } + //} + + //var session = GetSession(env, tempDirPath); + //var io = ModelInputsOutputs(env, ctx); + //Directory.Delete(tempDirPath, true); + //return new TensorFlowTransform(env, session, io.Item1, io.Item2, isFrozen, savedModel); + + var tempDirPath = Path.GetFullPath(Path.Combine(Path.GetTempPath(), Guid.NewGuid().ToString())); + var tempDirInfo = Directory.CreateDirectory(tempDirPath); + var load = ctx.TryLoadBinaryStream("TFSavedModel", br => { int count = br.ReadInt32(); for (int n = 0; n < count; n++) { - string key = br.ReadString(); - byte[] value = br.ReadByteArray(); - savedModel.Add(key, value); + string fileName = br.ReadString(); + int fileLength = br.ReadInt32(); + + string fullFilePath = Path.Combine(tempDirInfo.FullName, fileName); + if (fileName.StartsWith(SavedModelVariablesDirName)) + { + var variabledDirInfo = new DirectoryInfo(Path.Combine(tempDirPath, SavedModelVariablesDirName)); + if (!variabledDirInfo.Exists) + Directory.CreateDirectory(variabledDirInfo.FullName); + + var tokens = fileName.Split(Path.DirectorySeparatorChar); + fullFilePath = Path.Combine(variabledDirInfo.FullName, tokens[1]); + } + + using (var fs = new FileStream(fullFilePath, FileMode.Create, FileAccess.Write)) + { + br.BaseStream.CopyTo(fs, fileLength); + } } }); - var tempDirPath = Path.GetFullPath(Path.Combine(Path.GetTempPath(), Guid.NewGuid().ToString())); - var tempDirInfo = Directory.CreateDirectory(tempDirPath); - foreach (var kvp in savedModel) - { - string fileName = Path.Combine(tempDirInfo.FullName, kvp.Key); - if (kvp.Key.StartsWith(SavedModelVariablesDirName)) - { - var variabledDirInfo = new DirectoryInfo(Path.Combine(tempDirPath, SavedModelVariablesDirName)); - if (!variabledDirInfo.Exists) - Directory.CreateDirectory(variabledDirInfo.FullName); - - var tokens = kvp.Key.Split(Path.DirectorySeparatorChar); - fileName = Path.Combine(variabledDirInfo.FullName, tokens[1]); - } - - using (var fs = new FileStream(fileName, FileMode.Create, FileAccess.Write)) - { - fs.Write(kvp.Value, 0, kvp.Value.Length); - } - } - var session = GetSession(env, tempDirPath); var io = ModelInputsOutputs(env, ctx); Directory.Delete(tempDirPath, true); From 74b88997245796ddd5eef2a203522290542ca266 Mon Sep 17 00:00:00 2001 From: Abhishek Goswami Date: Thu, 13 Sep 2018 22:54:52 +0000 Subject: [PATCH 25/44] revert back to previous changes --- .../TensorflowTransform.cs | 79 ++++++++++--------- 1 file changed, 43 insertions(+), 36 deletions(-) diff --git a/src/Microsoft.ML.TensorFlow/TensorflowTransform.cs b/src/Microsoft.ML.TensorFlow/TensorflowTransform.cs index a1996d25d9..8796353cbf 100644 --- a/src/Microsoft.ML.TensorFlow/TensorflowTransform.cs +++ b/src/Microsoft.ML.TensorFlow/TensorflowTransform.cs @@ -42,9 +42,6 @@ public sealed class Arguments : TransformInputBase [Argument(ArgumentType.Required, HelpText = "TensorFlow model used by the transform. Please see https://www.tensorflow.org/mobile/prepare_models for more details.", SortOrder = 0)] public string Model; - //[Argument(ArgumentType.AtMostOnce, HelpText = "Indicator for frozen models", ShortName = "frozen", SortOrder = 1)] - //public bool IsFrozen = TensorFlowEstimator.Defaults.IsFrozen; - [Argument(ArgumentType.Multiple | ArgumentType.Required, HelpText = "The names of the model inputs", ShortName = "inputs", SortOrder = 2)] public string[] InputColumns; @@ -58,6 +55,7 @@ public sealed class Arguments : TransformInputBase internal readonly TFSession Session; internal readonly bool IsFrozen; + internal readonly string ModelPath; internal readonly Dictionary SavedModel; internal readonly ColumnType[] OutputTypes; @@ -144,31 +142,38 @@ public static TensorFlowTransform Create(IHostEnvironment env, ModelLoadContext } }); + TensorFlowTransform tfTransform; var tempDirPath = Path.GetFullPath(Path.Combine(Path.GetTempPath(), Guid.NewGuid().ToString())); var tempDirInfo = Directory.CreateDirectory(tempDirPath); - foreach (var kvp in savedModel) + try { - string fileName = Path.Combine(tempDirInfo.FullName, kvp.Key); - if (kvp.Key.StartsWith(SavedModelVariablesDirName)) - { - var variabledDirInfo = new DirectoryInfo(Path.Combine(tempDirPath, SavedModelVariablesDirName)); - if (!variabledDirInfo.Exists) - Directory.CreateDirectory(variabledDirInfo.FullName); - - var tokens = kvp.Key.Split(Path.DirectorySeparatorChar); - fileName = Path.Combine(variabledDirInfo.FullName, tokens[1]); - } - - using (var fs = new FileStream(fileName, FileMode.Create, FileAccess.Write)) + foreach (var kvp in savedModel) { - fs.Write(kvp.Value, 0, kvp.Value.Length); + string fileName = Path.Combine(tempDirInfo.FullName, kvp.Key); + if (kvp.Key.StartsWith(SavedModelVariablesDirName)) + { + var variabledDirInfo = new DirectoryInfo(Path.Combine(tempDirPath, SavedModelVariablesDirName)); + if (!variabledDirInfo.Exists) + Directory.CreateDirectory(variabledDirInfo.FullName); + + var tokens = kvp.Key.Split(Path.DirectorySeparatorChar); + fileName = Path.Combine(variabledDirInfo.FullName, tokens[1]); + } + + using (var fs = new FileStream(fileName, FileMode.Create, FileAccess.Write)) + { + fs.Write(kvp.Value, 0, kvp.Value.Length); + } } + var session = GetSession(env, tempDirPath); + var io = ModelInputsOutputs(env, ctx); + tfTransform = new TensorFlowTransform(env, session, io.Item1, io.Item2, isFrozen, savedModel); } - - var session = GetSession(env, tempDirPath); - var io = ModelInputsOutputs(env, ctx); - Directory.Delete(tempDirPath, true); - return new TensorFlowTransform(env, session, io.Item1, io.Item2, isFrozen, savedModel); + finally + { + Directory.Delete(tempDirPath, true); + } + return tfTransform; } } @@ -263,18 +268,8 @@ private static byte[] CheckFileAndRead(IHostEnvironment env, string modelFile) public TensorFlowTransform(IHostEnvironment env, string model, string[] inputs, string[] outputs) : this(env, GetSession(env, model), inputs, outputs, true, null) { + ModelPath = model; IsFrozen = TensorFlowUtils.IsFrozenTensorFlowModel(model); - SavedModel = new Dictionary(); - - if (!IsFrozen) - { - string[] modelFilePaths = Directory.GetFiles(model, "*", SearchOption.AllDirectories); - foreach (var path in modelFilePaths) - { - var relativePath = path.Remove(0, model.Length).Trim(Path.DirectorySeparatorChar); - SavedModel[relativePath] = File.ReadAllBytes(path); - } - } } private TensorFlowTransform(IHostEnvironment env, byte[] modelBytes, string[] inputs, string[] outputs, bool isFrozen) : @@ -392,10 +387,23 @@ public void Save(ModelSaveContext ctx) } else { + var savedModel = new Dictionary(); + if (!string.IsNullOrEmpty(ModelPath)) + { + string[] modelFilePaths = Directory.GetFiles(ModelPath, "*", SearchOption.AllDirectories); + foreach (var path in modelFilePaths) + { + var relativePath = path.Remove(0, ModelPath.Length).Trim(Path.DirectorySeparatorChar); + savedModel[relativePath] = File.ReadAllBytes(path); + } + } + else + savedModel = SavedModel; + ctx.SaveBinaryStream("TFSavedModel", w => { - w.Write(SavedModel.Count); - foreach (var kvp in SavedModel) + w.Write(savedModel.Count); + foreach (var kvp in savedModel) { w.Write(kvp.Key); w.WriteByteArray(kvp.Value); @@ -720,7 +728,6 @@ public override SchemaShape GetOutputSchema(SchemaShape inputSchema) public static class TensorFlowStaticExtensions { - private sealed class OutColumn : Vector { public PipelineColumn Input { get; } From 3382a83453f0d0ab9f8c8f6b5e0665eda57446ae Mon Sep 17 00:00:00 2001 From: Abhishek Goswami Date: Fri, 14 Sep 2018 00:03:08 +0000 Subject: [PATCH 26/44] attempt to use stream copy approach instead of in-memory --- .../TensorflowTransform.cs | 46 +++++++++---------- 1 file changed, 22 insertions(+), 24 deletions(-) diff --git a/src/Microsoft.ML.TensorFlow/TensorflowTransform.cs b/src/Microsoft.ML.TensorFlow/TensorflowTransform.cs index 44c48bc7f5..6aeb174563 100644 --- a/src/Microsoft.ML.TensorFlow/TensorflowTransform.cs +++ b/src/Microsoft.ML.TensorFlow/TensorflowTransform.cs @@ -58,7 +58,7 @@ public sealed class Arguments : TransformInputBase internal readonly TFSession Session; internal readonly bool IsFrozen; - internal readonly Dictionary SavedModel; + internal readonly string ModelPath; internal readonly ColumnType[] OutputTypes; internal readonly TFDataType[] TFOutputTypes; @@ -170,7 +170,7 @@ public static TensorFlowTransform Create(IHostEnvironment env, ModelLoadContext //Directory.Delete(tempDirPath, true); //return new TensorFlowTransform(env, session, io.Item1, io.Item2, isFrozen, savedModel); - var tempDirPath = Path.GetFullPath(Path.Combine(Path.GetTempPath(), Guid.NewGuid().ToString())); + var tempDirPath = Path.GetFullPath(Path.Combine(Path.GetTempPath(), "_AG_" + Guid.NewGuid().ToString())); var tempDirInfo = Directory.CreateDirectory(tempDirPath); var load = ctx.TryLoadBinaryStream("TFSavedModel", br => @@ -201,8 +201,7 @@ public static TensorFlowTransform Create(IHostEnvironment env, ModelLoadContext var session = GetSession(env, tempDirPath); var io = ModelInputsOutputs(env, ctx); - Directory.Delete(tempDirPath, true); - return new TensorFlowTransform(env, session, io.Item1, io.Item2, isFrozen, savedModel); + return new TensorFlowTransform(env, tempDirPath, io.Item1, io.Item2); } } @@ -295,27 +294,17 @@ private static byte[] CheckFileAndRead(IHostEnvironment env, string modelFile) } public TensorFlowTransform(IHostEnvironment env, string model, string[] inputs, string[] outputs) : - this(env, GetSession(env, model), inputs, outputs, true, null) + this(env, GetSession(env, model), inputs, outputs, true) { + ModelPath = model; IsFrozen = TensorFlowUtils.IsFrozenTensorFlowModel(model); - SavedModel = new Dictionary(); - - if (!IsFrozen) - { - string[] modelFilePaths = Directory.GetFiles(model, "*", SearchOption.AllDirectories); - foreach (var path in modelFilePaths) - { - var relativePath = path.Remove(0, model.Length).Trim(Path.DirectorySeparatorChar); - SavedModel[relativePath] = File.ReadAllBytes(path); - } - } } private TensorFlowTransform(IHostEnvironment env, byte[] modelBytes, string[] inputs, string[] outputs, bool isFrozen) : - this(env, LoadTFSession(env, modelBytes), inputs, outputs, isFrozen, null) + this(env, LoadTFSession(env, modelBytes), inputs, outputs, isFrozen) { } - private TensorFlowTransform(IHostEnvironment env, TFSession session, string[] inputs, string[] outputs, bool isFrozen, Dictionary savedModel) + private TensorFlowTransform(IHostEnvironment env, TFSession session, string[] inputs, string[] outputs, bool isFrozen) { Contracts.CheckValue(env, nameof(env)); _host = env.Register(nameof(RegistrationName)); @@ -323,7 +312,6 @@ private TensorFlowTransform(IHostEnvironment env, TFSession session, string[] in _host.CheckNonEmpty(outputs, nameof(outputs)); Session = session; IsFrozen = isFrozen; - SavedModel = savedModel; foreach (var input in inputs) { @@ -428,13 +416,23 @@ public void Save(ModelSaveContext ctx) { ctx.SaveBinaryStream("TFSavedModel", w => { - w.Write(SavedModel.Count); - foreach (var kvp in SavedModel) + string[] modelFilePaths = Directory.GetFiles(ModelPath, "*", SearchOption.AllDirectories); + w.Write(modelFilePaths.Length); + + foreach (var fullPath in modelFilePaths) { - w.Write(kvp.Key); - w.WriteByteArray(kvp.Value); + var relativePath = fullPath.Remove(0, ModelPath.Length).Trim(Path.DirectorySeparatorChar); + FileInfo f = new FileInfo(fullPath); + int fileLength = (int)f.Length; + + w.Write(relativePath); + w.Write(fileLength); + + using (var fs = new FileStream(fullPath, FileMode.Open)) + { + fs.CopyTo(w.BaseStream, fileLength); + } } - w.Flush(); }); } _host.AssertNonEmpty(Inputs); From 25b1e64eff14cb33a75cdb837173e4b9d7f6485d Mon Sep 17 00:00:00 2001 From: Abhishek Goswami Date: Fri, 14 Sep 2018 00:23:10 +0000 Subject: [PATCH 27/44] deleting some commented out code --- .../TensorflowTransform.cs | 38 ------------------- 1 file changed, 38 deletions(-) diff --git a/src/Microsoft.ML.TensorFlow/TensorflowTransform.cs b/src/Microsoft.ML.TensorFlow/TensorflowTransform.cs index 6aeb174563..917c114c52 100644 --- a/src/Microsoft.ML.TensorFlow/TensorflowTransform.cs +++ b/src/Microsoft.ML.TensorFlow/TensorflowTransform.cs @@ -132,44 +132,6 @@ public static TensorFlowTransform Create(IHostEnvironment env, ModelLoadContext } else { - //Dictionary savedModel = new Dictionary(); - //var load = ctx.TryLoadBinaryStream("TFSavedModel", br => - //{ - // int count = br.ReadInt32(); - // for (int n = 0; n < count; n++) - // { - // string key = br.ReadString(); - // byte[] value = br.ReadByteArray(); - // savedModel.Add(key, value); - // } - //}); - - //var tempDirPath = Path.GetFullPath(Path.Combine(Path.GetTempPath(), Guid.NewGuid().ToString())); - //var tempDirInfo = Directory.CreateDirectory(tempDirPath); - //foreach (var kvp in savedModel) - //{ - // string fileName = Path.Combine(tempDirInfo.FullName, kvp.Key); - // if (kvp.Key.StartsWith(SavedModelVariablesDirName)) - // { - // var variabledDirInfo = new DirectoryInfo(Path.Combine(tempDirPath, SavedModelVariablesDirName)); - // if (!variabledDirInfo.Exists) - // Directory.CreateDirectory(variabledDirInfo.FullName); - - // var tokens = kvp.Key.Split(Path.DirectorySeparatorChar); - // fileName = Path.Combine(variabledDirInfo.FullName, tokens[1]); - // } - - // using (var fs = new FileStream(fileName, FileMode.Create, FileAccess.Write)) - // { - // fs.Write(kvp.Value, 0, kvp.Value.Length); - // } - //} - - //var session = GetSession(env, tempDirPath); - //var io = ModelInputsOutputs(env, ctx); - //Directory.Delete(tempDirPath, true); - //return new TensorFlowTransform(env, session, io.Item1, io.Item2, isFrozen, savedModel); - var tempDirPath = Path.GetFullPath(Path.Combine(Path.GetTempPath(), "_AG_" + Guid.NewGuid().ToString())); var tempDirInfo = Directory.CreateDirectory(tempDirPath); From e32accae91de9b87df97faf97ff2d18fe78e0db7 Mon Sep 17 00:00:00 2001 From: "Eric St. John" Date: Thu, 13 Sep 2018 22:52:56 -0700 Subject: [PATCH 28/44] Ensure we only copy the file segment & cleanup path logic --- src/Microsoft.ML.Core/Utilities/Stream.cs | 24 ++++++++++++++ .../TensorflowTransform.cs | 33 +++++++++---------- 2 files changed, 39 insertions(+), 18 deletions(-) diff --git a/src/Microsoft.ML.Core/Utilities/Stream.cs b/src/Microsoft.ML.Core/Utilities/Stream.cs index 41c794e17f..8860e432a1 100644 --- a/src/Microsoft.ML.Core/Utilities/Stream.cs +++ b/src/Microsoft.ML.Core/Utilities/Stream.cs @@ -32,6 +32,30 @@ public static void CloseEx(this TextWriter writer) writer.Close(); } + /// + /// Similar to Stream.CopyTo but takes a length rather than assuming copy to end. Returns amount copied. + /// + /// Source stream to copy from + /// Destination stream to copy to + /// Number of bytes to copy + /// Size of buffer to use when copying, default is 81920 to match that of Stream + /// number of bytes copied + public static long CopyRange(this Stream source, Stream destination, long length, int bufferSize = 81920) + { + // should use ArrayPool once we can take that dependency + byte[] buffer = new byte[bufferSize]; + int read; + long remaining = length; + while (remaining != 0 && + (read = source.Read(buffer, 0, (int)Math.Min(buffer.Length, remaining))) != 0) + { + destination.Write(buffer, 0, read); + remaining -= read; + } + + return length - remaining; + } + public static void WriteBoolByte(this BinaryWriter writer, bool x) { Contracts.AssertValue(writer); diff --git a/src/Microsoft.ML.TensorFlow/TensorflowTransform.cs b/src/Microsoft.ML.TensorFlow/TensorflowTransform.cs index 917c114c52..1e8ec88770 100644 --- a/src/Microsoft.ML.TensorFlow/TensorflowTransform.cs +++ b/src/Microsoft.ML.TensorFlow/TensorflowTransform.cs @@ -133,30 +133,28 @@ public static TensorFlowTransform Create(IHostEnvironment env, ModelLoadContext else { var tempDirPath = Path.GetFullPath(Path.Combine(Path.GetTempPath(), "_AG_" + Guid.NewGuid().ToString())); - var tempDirInfo = Directory.CreateDirectory(tempDirPath); + Directory.CreateDirectory(tempDirPath); var load = ctx.TryLoadBinaryStream("TFSavedModel", br => { int count = br.ReadInt32(); for (int n = 0; n < count; n++) { - string fileName = br.ReadString(); - int fileLength = br.ReadInt32(); + string relativeFile = br.ReadString(); + long fileLength = br.ReadInt64(); - string fullFilePath = Path.Combine(tempDirInfo.FullName, fileName); - if (fileName.StartsWith(SavedModelVariablesDirName)) - { - var variabledDirInfo = new DirectoryInfo(Path.Combine(tempDirPath, SavedModelVariablesDirName)); - if (!variabledDirInfo.Exists) - Directory.CreateDirectory(variabledDirInfo.FullName); + string fullFilePath = Path.Combine(tempDirPath, relativeFile); + string fullFileDir = Path.GetDirectoryName(fullFilePath); - var tokens = fileName.Split(Path.DirectorySeparatorChar); - fullFilePath = Path.Combine(variabledDirInfo.FullName, tokens[1]); + if (fullFileDir != tempDirPath) + { + Directory.CreateDirectory(fullFileDir); } using (var fs = new FileStream(fullFilePath, FileMode.Create, FileAccess.Write)) { - br.BaseStream.CopyTo(fs, fileLength); + long actualRead = br.BaseStream.CopyRange(fs, fileLength); + env.Assert(actualRead == fileLength); } } }); @@ -383,16 +381,15 @@ public void Save(ModelSaveContext ctx) foreach (var fullPath in modelFilePaths) { - var relativePath = fullPath.Remove(0, ModelPath.Length).Trim(Path.DirectorySeparatorChar); - FileInfo f = new FileInfo(fullPath); - int fileLength = (int)f.Length; - + var relativePath = fullPath.Substring(ModelPath.Length + 1); w.Write(relativePath); - w.Write(fileLength); using (var fs = new FileStream(fullPath, FileMode.Open)) { - fs.CopyTo(w.BaseStream, fileLength); + long fileLength = fs.Length; + w.Write(fileLength); + long actualWritten = fs.CopyRange(w.BaseStream, fileLength); + _host.Assert(actualWritten == fileLength); } } }); From ac455393694968eea84da8f20d17680364e57508 Mon Sep 17 00:00:00 2001 From: Abhishek Goswami Date: Fri, 14 Sep 2018 23:30:41 +0000 Subject: [PATCH 29/44] added finalizer that closes the session (if it isn't closed) and deletes the temporary directory --- .../TensorflowTransform.cs | 62 +++++++++++++++++-- 1 file changed, 56 insertions(+), 6 deletions(-) diff --git a/src/Microsoft.ML.TensorFlow/TensorflowTransform.cs b/src/Microsoft.ML.TensorFlow/TensorflowTransform.cs index 1e8ec88770..9d65222089 100644 --- a/src/Microsoft.ML.TensorFlow/TensorflowTransform.cs +++ b/src/Microsoft.ML.TensorFlow/TensorflowTransform.cs @@ -35,7 +35,7 @@ namespace Microsoft.ML.Transforms { /// - public sealed class TensorFlowTransform : ITransformer, ICanSaveModel + public sealed class TensorFlowTransform : ITransformer, ICanSaveModel, IDisposable { public sealed class Arguments : TransformInputBase { @@ -59,6 +59,7 @@ public sealed class Arguments : TransformInputBase internal readonly TFSession Session; internal readonly bool IsFrozen; internal readonly string ModelPath; + internal readonly bool IsTemporaryModelPath; internal readonly ColumnType[] OutputTypes; internal readonly TFDataType[] TFOutputTypes; @@ -97,7 +98,7 @@ private static VersionInfo GetVersionInfo() /// Name of the input column(s). Keep it same as in the Tensorflow model. public static IDataTransform Create(IHostEnvironment env, IDataView input, string model, string[] names, string[] source) { - return new TensorFlowTransform(env, model, source, names).MakeDataTransform(input); + return new TensorFlowTransform(env, model, source, names, false).MakeDataTransform(input); } // Factory method for SignatureLoadModel. @@ -161,7 +162,7 @@ public static TensorFlowTransform Create(IHostEnvironment env, ModelLoadContext var session = GetSession(env, tempDirPath); var io = ModelInputsOutputs(env, ctx); - return new TensorFlowTransform(env, tempDirPath, io.Item1, io.Item2); + return new TensorFlowTransform(env, tempDirPath, io.Item1, io.Item2, true); } } @@ -173,7 +174,7 @@ public static IDataTransform Create(IHostEnvironment env, Arguments args, IDataV env.CheckValue(input, nameof(input)); env.CheckValue(args.InputColumns, nameof(args.InputColumns)); env.CheckValue(args.OutputColumns, nameof(args.OutputColumns)); - return new TensorFlowTransform(env, args.Model, args.InputColumns, args.OutputColumns).MakeDataTransform(input); + return new TensorFlowTransform(env, args.Model, args.InputColumns, args.OutputColumns, false).MakeDataTransform(input); } // Factory method for SignatureLoadDataTransform. @@ -253,11 +254,12 @@ private static byte[] CheckFileAndRead(IHostEnvironment env, string modelFile) return File.ReadAllBytes(modelFile); } - public TensorFlowTransform(IHostEnvironment env, string model, string[] inputs, string[] outputs) : + public TensorFlowTransform(IHostEnvironment env, string model, string[] inputs, string[] outputs, bool isTemporaryModelPath) : this(env, GetSession(env, model), inputs, outputs, true) { ModelPath = model; IsFrozen = TensorFlowUtils.IsFrozenTensorFlowModel(model); + IsTemporaryModelPath = isTemporaryModelPath; } private TensorFlowTransform(IHostEnvironment env, byte[] modelBytes, string[] inputs, string[] outputs, bool isFrozen) : @@ -405,6 +407,54 @@ public void Save(ModelSaveContext ctx) ctx.SaveNonEmptyString(colName); } + ~TensorFlowTransform() + { + Dispose(false); + } + + public void Dispose() + { + Dispose(true); + GC.SuppressFinalize(this); + } + + private void Dispose(bool disposing) + { + // Ensure that the Session is not null and it's handle is not Zero, as it may have already been disposed/finalized. + // Technically we shouldn't be calling this if disposing == false, since we're running in finalizer + // and the GC doesn't guarantee ordering of finalization of managed objects, but we have to make sure + // that the Session is closed before deleting our temporary directory. + if (Session?.Handle != IntPtr.Zero) + { + Session.CloseSession(); + Session.Dispose(); + } + + if (!string.IsNullOrEmpty(ModelPath) && IsTemporaryModelPath) + { + int currentRetry = 0; + int maxRetryCount = 5; + using (var ch = _host.Start("Delete temp TF SavedModel")) + { + for (; ; ) + { + try + { + currentRetry++; + Directory.Delete(ModelPath, true); + break; + } + catch (IOException e) + { + if (currentRetry > maxRetryCount) + throw; + ch.Info("Error deleting temporary TF SavedModel. {0}. Retry,", e.Message); + } + } + } + } + } + private sealed class Mapper : IRowMapper { private readonly IHost _host; @@ -674,7 +724,7 @@ public static CommonOutputs.TransformOutput TensorFlowScorer(IHostEnvironment en public sealed class TensorFlowEstimator : TrivialEstimator { public TensorFlowEstimator(IHostEnvironment env, string modelFile, string[] inputs, string[] outputs) - : this(env, new TensorFlowTransform(env, modelFile, inputs, outputs)) + : this(env, new TensorFlowTransform(env, modelFile, inputs, outputs, false)) { } From 8b8764bca3b60e8b1feddcbe4114ea447acb5e30 Mon Sep 17 00:00:00 2001 From: Abhishek Goswami Date: Sat, 15 Sep 2018 00:28:53 +0000 Subject: [PATCH 30/44] cleanup + misc review comments --- .../TensorflowTransform.cs | 66 +++++++++---------- 1 file changed, 30 insertions(+), 36 deletions(-) diff --git a/src/Microsoft.ML.TensorFlow/TensorflowTransform.cs b/src/Microsoft.ML.TensorFlow/TensorflowTransform.cs index 58ce4e174b..efc9a9091c 100644 --- a/src/Microsoft.ML.TensorFlow/TensorflowTransform.cs +++ b/src/Microsoft.ML.TensorFlow/TensorflowTransform.cs @@ -51,7 +51,6 @@ public sealed class Arguments : TransformInputBase private readonly IHost _host; private const string RegistrationName = "TensorFlowTransform"; - private const string SavedModelVariablesDirName = "variables"; internal readonly TFSession Session; internal readonly bool IsFrozen; @@ -106,7 +105,7 @@ public static TensorFlowTransform Create(IHostEnvironment env, ModelLoadContext ctx.CheckAtModel(GetVersionInfo()); // *** Binary format *** - // int: indicator for frozen models + // byte: indicator for frozen models // stream: tensorFlow model. // int: number of input columns // for each input column @@ -119,48 +118,45 @@ public static TensorFlowTransform Create(IHostEnvironment env, ModelLoadContext if (isNonFrozenModelSupported) isFrozen = ctx.Reader.ReadBoolByte(); + ModelInputsOutputs(env, ctx, out string[] inputs, out string[] outputs); if (isFrozen) { byte[] modelBytes = null; if (!ctx.TryLoadBinaryStream("TFModel", r => modelBytes = r.ReadByteArray())) throw env.ExceptDecode(); - var io = ModelInputsOutputs(env, ctx); - return new TensorFlowTransform(env, modelBytes, io.Item1, io.Item2, isFrozen); + return new TensorFlowTransform(env, modelBytes, inputs, outputs, isFrozen); } - else - { - var tempDirPath = Path.GetFullPath(Path.Combine(Path.GetTempPath(), "_AG_" + Guid.NewGuid().ToString())); - Directory.CreateDirectory(tempDirPath); - var load = ctx.TryLoadBinaryStream("TFSavedModel", br => + var tempDirPath = Path.GetFullPath(Path.Combine(Path.GetTempPath(), RegistrationName + "_" + Guid.NewGuid())); + Directory.CreateDirectory(tempDirPath); + + var load = ctx.TryLoadBinaryStream("TFSavedModel", br => + { + int count = br.ReadInt32(); + for (int n = 0; n < count; n++) { - int count = br.ReadInt32(); - for (int n = 0; n < count; n++) - { - string relativeFile = br.ReadString(); - long fileLength = br.ReadInt64(); + string relativeFile = br.ReadString(); + long fileLength = br.ReadInt64(); - string fullFilePath = Path.Combine(tempDirPath, relativeFile); - string fullFileDir = Path.GetDirectoryName(fullFilePath); + string fullFilePath = Path.Combine(tempDirPath, relativeFile); + string fullFileDir = Path.GetDirectoryName(fullFilePath); - if (fullFileDir != tempDirPath) - { - Directory.CreateDirectory(fullFileDir); - } + if (fullFileDir != tempDirPath) + { + Directory.CreateDirectory(fullFileDir); + } - using (var fs = new FileStream(fullFilePath, FileMode.Create, FileAccess.Write)) - { - long actualRead = br.BaseStream.CopyRange(fs, fileLength); - env.Assert(actualRead == fileLength); - } + using (var fs = new FileStream(fullFilePath, FileMode.Create, FileAccess.Write)) + { + long actualRead = br.BaseStream.CopyRange(fs, fileLength); + env.Assert(actualRead == fileLength); } - }); + } + }); - var session = GetSession(env, tempDirPath); - var io = ModelInputsOutputs(env, ctx); - return new TensorFlowTransform(env, tempDirPath, io.Item1, io.Item2, true); - } + var session = GetSession(env, tempDirPath); + return new TensorFlowTransform(env, tempDirPath, inputs, outputs, true); } // Factory method for SignatureDataTransform. @@ -182,11 +178,11 @@ public static IDataTransform Create(IHostEnvironment env, ModelLoadContext ctx, public static IRowMapper Create(IHostEnvironment env, ModelLoadContext ctx, ISchema inputSchema) => Create(env, ctx).MakeRowMapper(inputSchema); - private static Tuple ModelInputsOutputs(IHostEnvironment env, ModelLoadContext ctx) + private static void ModelInputsOutputs(IHostEnvironment env, ModelLoadContext ctx, out string[] inputs, out string[] outputs) { var numInputs = ctx.Reader.ReadInt32(); env.CheckDecode(numInputs > 0); - string[] inputs = new string[numInputs]; + inputs = new string[numInputs]; for (int j = 0; j < inputs.Length; j++) inputs[j] = ctx.LoadNonEmptyString(); @@ -196,11 +192,9 @@ private static Tuple ModelInputsOutputs(IHostEnvironment env numOutputs = ctx.Reader.ReadInt32(); env.CheckDecode(numOutputs > 0); - var outputs = new string[numOutputs]; + outputs = new string[numOutputs]; for (int j = 0; j < outputs.Length; j++) outputs[j] = ctx.LoadNonEmptyString(); - - return new Tuple(inputs, outputs); } private static TFSession LoadTFSession(IHostEnvironment env, byte[] modelBytes) @@ -354,7 +348,7 @@ public void Save(ModelSaveContext ctx) ctx.Writer.WriteBoolByte(IsFrozen); // *** Binary format *** - // int: indicator for frozen models + // byte: indicator for frozen models // stream: tensorFlow model. // int: number of input columns // for each input column From 6e11f2c885d171c923022030fa766d2148a310d1 Mon Sep 17 00:00:00 2001 From: Abhishek Goswami Date: Wed, 19 Sep 2018 17:16:55 +0000 Subject: [PATCH 31/44] trying to create temp dir with proper ACLs for high priviledge users --- .../TensorFlow/TensorflowUtils.cs | 47 +++++++++++++++++++ .../TensorflowTransform.cs | 4 +- 2 files changed, 49 insertions(+), 2 deletions(-) diff --git a/src/Microsoft.ML.TensorFlow/TensorFlow/TensorflowUtils.cs b/src/Microsoft.ML.TensorFlow/TensorFlow/TensorflowUtils.cs index ba0813d209..3c50774b9f 100644 --- a/src/Microsoft.ML.TensorFlow/TensorFlow/TensorflowUtils.cs +++ b/src/Microsoft.ML.TensorFlow/TensorFlow/TensorflowUtils.cs @@ -10,6 +10,7 @@ using Microsoft.ML.Runtime; using Microsoft.ML.Runtime.Data; using Microsoft.ML.Runtime.ImageAnalytics.EntryPoints; +using System.Security.Principal; namespace Microsoft.ML.Transforms.TensorFlow { @@ -86,5 +87,51 @@ internal static bool IsFrozenTensorFlowModel(string modelPath) else return true; } + internal static void CreateTempDirectory(string tempDir) + { + WindowsImpersonationContext impersonation = Executor.RevertImpersonation(); + try + { + currentIdentity = WindowsIdentity.GetCurrent(); + } + finally + { + Executor.ReImpersonate(impersonation); + } + + if (currentIdentity != null && new WindowsPrincipal(currentIdentity).IsInRole(WindowsBuiltInRole.Administrator)) + { + // Create high integrity dir and set no delete policy for all files under the directory. + // In case of failure, throw exception. + CreateTempDirectoryWithAce(tempDir, currentIdentity.User.ToString()); + } + else + Directory.CreateDirectory(tempDir); + } + + private static void CreateTempDirectoryWithAce(string directory, string identity) + { + // Dacl Sddl string: + // D: Dacl type + // D; Deny access + // OI; Object inherit ace + // SD; Standard delete function + // wIdentity.User Sid of the given user. + // A; Allow access + // OICI; Object inherit, container inherit + // FA File access + // BA Built-in administrators + // S: Sacl type + // ML;; Mandatory Label + // NW;;; No write policy + // HI High integrity processes only + string sddl = "D:(D;OI;SD;;;" + identity + ")(A;OICI;FA;;;BA)S:(ML;OI;NW;;;HI)"; + + SafeLocalMemHandle acl = null; + SafeLocalMemHandle.ConvertStringSecurityDescriptorToSecurityDescriptor(sddl, NativeMethods.SDDL_REVISION_1, out acl, IntPtr.Zero); + + // Create the directory with the acl + NativeMethods.CreateDirectory(directory, acl); + } } } diff --git a/src/Microsoft.ML.TensorFlow/TensorflowTransform.cs b/src/Microsoft.ML.TensorFlow/TensorflowTransform.cs index a3d1ea3980..8254183d4b 100644 --- a/src/Microsoft.ML.TensorFlow/TensorflowTransform.cs +++ b/src/Microsoft.ML.TensorFlow/TensorflowTransform.cs @@ -129,7 +129,7 @@ private static TensorFlowTransform Create(IHostEnvironment env, ModelLoadContext } var tempDirPath = Path.GetFullPath(Path.Combine(Path.GetTempPath(), RegistrationName + "_" + Guid.NewGuid())); - Directory.CreateDirectory(tempDirPath); + TensorFlowUtils.CreateTempDirectory(tempDirPath); var load = ctx.TryLoadBinaryStream("TFSavedModel", br => { @@ -144,7 +144,7 @@ private static TensorFlowTransform Create(IHostEnvironment env, ModelLoadContext if (fullFileDir != tempDirPath) { - Directory.CreateDirectory(fullFileDir); + TensorFlowUtils.CreateTempDirectory(fullFileDir); } using (var fs = new FileStream(fullFilePath, FileMode.Create, FileAccess.Write)) From ed715136bd0c7197c14808f26d4fd8ec18acf6a5 Mon Sep 17 00:00:00 2001 From: Abhishek Goswami Date: Wed, 19 Sep 2018 21:01:06 +0000 Subject: [PATCH 32/44] create temp dir with proper ACLs for high-privilege processes --- .../Microsoft.ML.TensorFlow.csproj | 5 +++ .../TensorFlow/TensorflowUtils.cs | 40 +++++++++++++------ 2 files changed, 32 insertions(+), 13 deletions(-) diff --git a/src/Microsoft.ML.TensorFlow/Microsoft.ML.TensorFlow.csproj b/src/Microsoft.ML.TensorFlow/Microsoft.ML.TensorFlow.csproj index a0ee42b93c..07dc3e69aa 100644 --- a/src/Microsoft.ML.TensorFlow/Microsoft.ML.TensorFlow.csproj +++ b/src/Microsoft.ML.TensorFlow/Microsoft.ML.TensorFlow.csproj @@ -7,6 +7,11 @@ true + + + + + diff --git a/src/Microsoft.ML.TensorFlow/TensorFlow/TensorflowUtils.cs b/src/Microsoft.ML.TensorFlow/TensorFlow/TensorflowUtils.cs index 3c50774b9f..8c5d9e0123 100644 --- a/src/Microsoft.ML.TensorFlow/TensorFlow/TensorflowUtils.cs +++ b/src/Microsoft.ML.TensorFlow/TensorFlow/TensorflowUtils.cs @@ -11,6 +11,7 @@ using Microsoft.ML.Runtime.Data; using Microsoft.ML.Runtime.ImageAnalytics.EntryPoints; using System.Security.Principal; +using System.Security.AccessControl; namespace Microsoft.ML.Transforms.TensorFlow { @@ -87,29 +88,31 @@ internal static bool IsFrozenTensorFlowModel(string modelPath) else return true; } - internal static void CreateTempDirectory(string tempDir) + internal static void CreateTempDirectory(string tempDirPath) { - WindowsImpersonationContext impersonation = Executor.RevertImpersonation(); + //if directory exists, do nothing. + if (Directory.Exists(tempDirPath)) + return; + + WindowsIdentity currentIdentity = null; try { currentIdentity = WindowsIdentity.GetCurrent(); } - finally - { - Executor.ReImpersonate(impersonation); - } + catch (PlatformNotSupportedException) + { } if (currentIdentity != null && new WindowsPrincipal(currentIdentity).IsInRole(WindowsBuiltInRole.Administrator)) { // Create high integrity dir and set no delete policy for all files under the directory. // In case of failure, throw exception. - CreateTempDirectoryWithAce(tempDir, currentIdentity.User.ToString()); + CreateTempDirectoryWithAcl(tempDirPath, currentIdentity.User.ToString()); } else - Directory.CreateDirectory(tempDir); + Directory.CreateDirectory(tempDirPath); } - private static void CreateTempDirectoryWithAce(string directory, string identity) + private static void CreateTempDirectoryWithAcl(string dirPath, string identity) { // Dacl Sddl string: // D: Dacl type @@ -127,11 +130,22 @@ private static void CreateTempDirectoryWithAce(string directory, string identity // HI High integrity processes only string sddl = "D:(D;OI;SD;;;" + identity + ")(A;OICI;FA;;;BA)S:(ML;OI;NW;;;HI)"; - SafeLocalMemHandle acl = null; - SafeLocalMemHandle.ConvertStringSecurityDescriptorToSecurityDescriptor(sddl, NativeMethods.SDDL_REVISION_1, out acl, IntPtr.Zero); + var dir = Directory.CreateDirectory(dirPath); + DirectorySecurity dirSec = new DirectorySecurity(); + dirSec.SetSecurityDescriptorSddlForm(sddl); + dirSec.SetAccessRuleProtection(true, false); // disable inheritance + dir.SetAccessControl(dirSec); - // Create the directory with the acl - NativeMethods.CreateDirectory(directory, acl); + // Cleaning out the directory, in case someone managed to sneak in between creation and setting ACL. + DirectoryInfo dirInfo = new DirectoryInfo(dirPath); + foreach (FileInfo file in dirInfo.GetFiles()) + { + file.Delete(); + } + foreach (DirectoryInfo subDirInfo in dirInfo.GetDirectories()) + { + subDirInfo.Delete(true); + } } } } From f883d78012913f2c57b719f65a5620405635db5f Mon Sep 17 00:00:00 2001 From: Abhishek Goswami Date: Wed, 19 Sep 2018 22:56:51 +0000 Subject: [PATCH 33/44] fix build after merge with latest master --- .../ScenariosWithDirectInstantiation/TensorflowTests.cs | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/test/Microsoft.ML.Tests/ScenariosWithDirectInstantiation/TensorflowTests.cs b/test/Microsoft.ML.Tests/ScenariosWithDirectInstantiation/TensorflowTests.cs index cd031d1709..80636fa893 100644 --- a/test/Microsoft.ML.Tests/ScenariosWithDirectInstantiation/TensorflowTests.cs +++ b/test/Microsoft.ML.Tests/ScenariosWithDirectInstantiation/TensorflowTests.cs @@ -378,7 +378,7 @@ public void TensorFlowTransformCifarSavedModel() { var model_location = "cifar_saved_model"; - using (var env = new TlcEnvironment()) + using (var env = new ConsoleEnvironment()) { var imageHeight = 32; var imageWidth = 32; From ae672d63f981c771b88af7dfca24434d40706e4f Mon Sep 17 00:00:00 2001 From: Abhishek Goswami Date: Wed, 19 Sep 2018 23:24:35 +0000 Subject: [PATCH 34/44] taking care of review comments related to model versioning of TFTransform --- .../TensorflowTransform.cs | 29 ++++++++----------- .../Common/EntryPoints/core_manifest.json | 20 ++++++------- 2 files changed, 22 insertions(+), 27 deletions(-) diff --git a/src/Microsoft.ML.TensorFlow/TensorflowTransform.cs b/src/Microsoft.ML.TensorFlow/TensorflowTransform.cs index 8254183d4b..76ce95ff2f 100644 --- a/src/Microsoft.ML.TensorFlow/TensorflowTransform.cs +++ b/src/Microsoft.ML.TensorFlow/TensorflowTransform.cs @@ -42,10 +42,10 @@ public sealed class Arguments : TransformInputBase [Argument(ArgumentType.Required, HelpText = "TensorFlow model used by the transform. Please see https://www.tensorflow.org/mobile/prepare_models for more details.", SortOrder = 0)] public string Model; - [Argument(ArgumentType.Multiple | ArgumentType.Required, HelpText = "The names of the model inputs", ShortName = "inputs", SortOrder = 2)] + [Argument(ArgumentType.Multiple | ArgumentType.Required, HelpText = "The names of the model inputs", ShortName = "inputs", SortOrder = 1)] public string[] InputColumns; - [Argument(ArgumentType.Multiple | ArgumentType.Required, HelpText = "The name of the outputs", ShortName = "outputs", SortOrder = 3)] + [Argument(ArgumentType.Multiple | ArgumentType.Required, HelpText = "The name of the outputs", ShortName = "outputs", SortOrder = 2)] public string[] OutputColumns; } @@ -77,9 +77,8 @@ private static VersionInfo GetVersionInfo() return new VersionInfo( modelSignature: "TENSFLOW", //verWrittenCur: 0x00010001, // Initial - //verWrittenCur: 0x00010002, // Upgraded when change for multiple outputs was implemented. - verWrittenCur: 0x00010003, // Upgraded when change for un-frozen models implemented. - verReadableCur: 0x00010003, + verWrittenCur: 0x00010002, // Added Support for Multiple Outputs and SavedModel. + verReadableCur: 0x00010002, verWeCanReadBack: 0x00010001, loaderSignature: LoaderSignature); } @@ -113,19 +112,14 @@ private static TensorFlowTransform Create(IHostEnvironment env, ModelLoadContext // int: number of output columns // for each output column // int: id of output column name - bool isFrozen = true; - bool isNonFrozenModelSupported = ctx.Header.ModelVerReadable >= 0x00010003; - if (isNonFrozenModelSupported) - isFrozen = ctx.Reader.ReadBoolByte(); - - ModelInputsOutputs(env, ctx, out string[] inputs, out string[] outputs); + ModelInputsOutputs(env, ctx, out string[] inputs, out string[] outputs, out bool isFrozen); if (isFrozen) { byte[] modelBytes = null; if (!ctx.TryLoadBinaryStream("TFModel", r => modelBytes = r.ReadByteArray())) throw env.ExceptDecode(); - return new TensorFlowTransform(env, modelBytes, inputs, outputs, isFrozen); + return new TensorFlowTransform(env, LoadTFSession(env, modelBytes), inputs, outputs, isFrozen); } var tempDirPath = Path.GetFullPath(Path.Combine(Path.GetTempPath(), RegistrationName + "_" + Guid.NewGuid())); @@ -178,8 +172,13 @@ private static IDataTransform Create(IHostEnvironment env, ModelLoadContext ctx, private static IRowMapper Create(IHostEnvironment env, ModelLoadContext ctx, ISchema inputSchema) => Create(env, ctx).MakeRowMapper(inputSchema); - private static void ModelInputsOutputs(IHostEnvironment env, ModelLoadContext ctx, out string[] inputs, out string[] outputs) + private static void ModelInputsOutputs(IHostEnvironment env, ModelLoadContext ctx, out string[] inputs, out string[] outputs, out bool isFrozen) { + isFrozen = true; + bool isNonFrozenModelSupported = ctx.Header.ModelVerReadable >= 0x00010002; + if (isNonFrozenModelSupported) + isFrozen = ctx.Reader.ReadBoolByte(); + var numInputs = ctx.Reader.ReadInt32(); env.CheckDecode(numInputs > 0); inputs = new string[numInputs]; @@ -253,10 +252,6 @@ public TensorFlowTransform(IHostEnvironment env, string model, string[] inputs, IsTemporaryModelPath = isTemporaryModelPath; } - private TensorFlowTransform(IHostEnvironment env, byte[] modelBytes, string[] inputs, string[] outputs, bool isFrozen) : - this(env, LoadTFSession(env, modelBytes), inputs, outputs, isFrozen) - { } - private TensorFlowTransform(IHostEnvironment env, TFSession session, string[] inputs, string[] outputs, bool isFrozen) { Contracts.CheckValue(env, nameof(env)); diff --git a/test/BaselineOutput/Common/EntryPoints/core_manifest.json b/test/BaselineOutput/Common/EntryPoints/core_manifest.json index eafbf75f77..03f8cb170f 100644 --- a/test/BaselineOutput/Common/EntryPoints/core_manifest.json +++ b/test/BaselineOutput/Common/EntryPoints/core_manifest.json @@ -21736,14 +21736,6 @@ "SortOrder": 0.0, "IsNullable": false }, - { - "Name": "Data", - "Type": "DataView", - "Desc": "Input dataset", - "Required": true, - "SortOrder": 1.0, - "IsNullable": false - }, { "Name": "InputColumns", "Type": { @@ -21755,7 +21747,15 @@ "inputs" ], "Required": true, - "SortOrder": 2.0, + "SortOrder": 1.0, + "IsNullable": false + }, + { + "Name": "Data", + "Type": "DataView", + "Desc": "Input dataset", + "Required": true, + "SortOrder": 1.0, "IsNullable": false }, { @@ -21769,7 +21769,7 @@ "outputs" ], "Required": true, - "SortOrder": 3.0, + "SortOrder": 2.0, "IsNullable": false } ], From fac8dae227a4d412a3e7ef7081863b551c5e2022 Mon Sep 17 00:00:00 2001 From: Abhishek Goswami Date: Thu, 20 Sep 2018 00:01:34 +0000 Subject: [PATCH 35/44] remove IDisposable from the TensorFlowTransform; renaming some methods --- src/Microsoft.ML.TensorFlow/TensorflowTransform.cs | 12 +++--------- 1 file changed, 3 insertions(+), 9 deletions(-) diff --git a/src/Microsoft.ML.TensorFlow/TensorflowTransform.cs b/src/Microsoft.ML.TensorFlow/TensorflowTransform.cs index 76ce95ff2f..3d65b9db36 100644 --- a/src/Microsoft.ML.TensorFlow/TensorflowTransform.cs +++ b/src/Microsoft.ML.TensorFlow/TensorflowTransform.cs @@ -35,7 +35,7 @@ namespace Microsoft.ML.Transforms { /// - public sealed class TensorFlowTransform : ITransformer, ICanSaveModel, IDisposable + public sealed class TensorFlowTransform : ITransformer, ICanSaveModel { public sealed class Arguments : TransformInputBase { @@ -112,7 +112,7 @@ private static TensorFlowTransform Create(IHostEnvironment env, ModelLoadContext // int: number of output columns // for each output column // int: id of output column name - ModelInputsOutputs(env, ctx, out string[] inputs, out string[] outputs, out bool isFrozen); + GetModelInfo(env, ctx, out string[] inputs, out string[] outputs, out bool isFrozen); if (isFrozen) { byte[] modelBytes = null; @@ -172,7 +172,7 @@ private static IDataTransform Create(IHostEnvironment env, ModelLoadContext ctx, private static IRowMapper Create(IHostEnvironment env, ModelLoadContext ctx, ISchema inputSchema) => Create(env, ctx).MakeRowMapper(inputSchema); - private static void ModelInputsOutputs(IHostEnvironment env, ModelLoadContext ctx, out string[] inputs, out string[] outputs, out bool isFrozen) + private static void GetModelInfo(IHostEnvironment env, ModelLoadContext ctx, out string[] inputs, out string[] outputs, out bool isFrozen) { isFrozen = true; bool isNonFrozenModelSupported = ctx.Header.ModelVerReadable >= 0x00010002; @@ -398,12 +398,6 @@ public void Save(ModelSaveContext ctx) Dispose(false); } - public void Dispose() - { - Dispose(true); - GC.SuppressFinalize(this); - } - private void Dispose(bool disposing) { // Ensure that the Session is not null and it's handle is not Zero, as it may have already been disposed/finalized. From 2b1a576ba14fd8c588844b826d38ddbe547d1018 Mon Sep 17 00:00:00 2001 From: Abhishek Goswami Date: Thu, 20 Sep 2018 18:38:33 +0000 Subject: [PATCH 36/44] refactor code so we have only 1 constructor for the TensorFlowTransform (as suggested in review comment) --- .../TensorFlow/TensorflowUtils.cs | 53 ++++++++-- .../TensorflowTransform.cs | 97 ++++--------------- 2 files changed, 67 insertions(+), 83 deletions(-) diff --git a/src/Microsoft.ML.TensorFlow/TensorFlow/TensorflowUtils.cs b/src/Microsoft.ML.TensorFlow/TensorFlow/TensorflowUtils.cs index 8c5d9e0123..f33ca95c52 100644 --- a/src/Microsoft.ML.TensorFlow/TensorFlow/TensorflowUtils.cs +++ b/src/Microsoft.ML.TensorFlow/TensorFlow/TensorflowUtils.cs @@ -78,16 +78,13 @@ internal static bool IsTypeSupported(TFDataType tfoutput) } // A TensorFlow frozen model is a single file. An un-frozen (SavedModel) on the other hand has a well-defined folder structure. - // Given a modelPath, this utility method determines if we should treat it as a frozen model or not - internal static bool IsFrozenTensorFlowModel(string modelPath) + // Given a modelPath, this utility method determines if we should treat it as a SavedModel or not + internal static bool IsSavedModel(string modelPath) { FileAttributes attr = File.GetAttributes(modelPath); - - if (attr.HasFlag(FileAttributes.Directory)) - return false; - else - return true; + return attr.HasFlag(FileAttributes.Directory); } + internal static void CreateTempDirectory(string tempDirPath) { //if directory exists, do nothing. @@ -147,5 +144,47 @@ private static void CreateTempDirectoryWithAcl(string dirPath, string identity) subDirInfo.Delete(true); } } + internal static TFSession GetSession(IHostEnvironment env, string modelPath) + { + if (IsSavedModel(modelPath)) + return LoadTFSession(env, modelPath); + + byte[] modelBytes = CheckFileAndRead(env, modelPath); + return LoadTFSession(env, modelBytes); + } + private static byte[] CheckFileAndRead(IHostEnvironment env, string modelFile) + { + env.CheckNonWhiteSpace(modelFile, nameof(modelFile)); + env.CheckUserArg(File.Exists(modelFile), nameof(modelFile)); + return File.ReadAllBytes(modelFile); + } + internal static TFSession LoadTFSession(IHostEnvironment env, byte[] modelBytes) + { + env.CheckValue(modelBytes, nameof(modelBytes)); + var graph = new TFGraph(); + try + { + graph.Import(modelBytes, ""); + } + catch (Exception ex) + { +#pragma warning disable MSML_NoMessagesForLoadContext + throw env.ExceptDecode(ex, "Tensorflow exception triggered while loading model."); +#pragma warning restore MSML_NoMessagesForLoadContext + } + return new TFSession(graph); + } + + private static TFSession LoadTFSession(IHostEnvironment env, string exportDirSavedModel) + { + env.CheckValue(exportDirSavedModel, nameof(exportDirSavedModel)); + var sessionOptions = new TFSessionOptions(); + var exportDir = exportDirSavedModel; + var tags = new string[] { "serve" }; + var graph = new TFGraph(); + var metaGraphDef = new TFBuffer(); + + return TFSession.FromSavedModel(sessionOptions, null, exportDir, tags, graph, metaGraphDef); + } } } diff --git a/src/Microsoft.ML.TensorFlow/TensorflowTransform.cs b/src/Microsoft.ML.TensorFlow/TensorflowTransform.cs index 3d65b9db36..14c6d8e1bf 100644 --- a/src/Microsoft.ML.TensorFlow/TensorflowTransform.cs +++ b/src/Microsoft.ML.TensorFlow/TensorflowTransform.cs @@ -50,13 +50,11 @@ public sealed class Arguments : TransformInputBase } private readonly IHost _host; + private readonly string _savedModelPath; + private readonly bool _isTemporarySavedModel; private const string RegistrationName = "TensorFlowTransform"; internal readonly TFSession Session; - internal readonly bool IsFrozen; - internal readonly string ModelPath; - internal readonly bool IsTemporaryModelPath; - internal readonly ColumnType[] OutputTypes; internal readonly TFDataType[] TFOutputTypes; internal readonly TFDataType[] TFInputTypes; @@ -88,12 +86,12 @@ private static VersionInfo GetVersionInfo() /// /// Host Environment. /// Input . This is the output from previous transform or loader. - /// This is the frozen tensorflow model file. https://www.tensorflow.org/mobile/prepare_models + /// Path to the TensorFlow model. /// Name of the output column(s). Keep it same as in the Tensorflow model. /// Name of the input column(s). Keep it same as in the Tensorflow model. public static IDataTransform Create(IHostEnvironment env, IDataView input, string model, string[] names, string[] source) { - return new TensorFlowTransform(env, model, source, names, false).MakeDataTransform(input); + return new TensorFlowTransform(env, TensorFlowUtils.GetSession(env, model), source, names, TensorFlowUtils.IsSavedModel(model) ? model : null, false).MakeDataTransform(input); } // Factory method for SignatureLoadModel. @@ -119,7 +117,7 @@ private static TensorFlowTransform Create(IHostEnvironment env, ModelLoadContext if (!ctx.TryLoadBinaryStream("TFModel", r => modelBytes = r.ReadByteArray())) throw env.ExceptDecode(); - return new TensorFlowTransform(env, LoadTFSession(env, modelBytes), inputs, outputs, isFrozen); + return new TensorFlowTransform(env, TensorFlowUtils.LoadTFSession(env, modelBytes), inputs, outputs, null, false); } var tempDirPath = Path.GetFullPath(Path.Combine(Path.GetTempPath(), RegistrationName + "_" + Guid.NewGuid())); @@ -149,8 +147,7 @@ private static TensorFlowTransform Create(IHostEnvironment env, ModelLoadContext } }); - var session = GetSession(env, tempDirPath); - return new TensorFlowTransform(env, tempDirPath, inputs, outputs, true); + return new TensorFlowTransform(env, TensorFlowUtils.GetSession(env, tempDirPath), inputs, outputs, tempDirPath, true); } // Factory method for SignatureDataTransform. @@ -161,7 +158,8 @@ private static IDataTransform Create(IHostEnvironment env, Arguments args, IData env.CheckValue(input, nameof(input)); env.CheckValue(args.InputColumns, nameof(args.InputColumns)); env.CheckValue(args.OutputColumns, nameof(args.OutputColumns)); - return new TensorFlowTransform(env, args.Model, args.InputColumns, args.OutputColumns, false).MakeDataTransform(input); + + return new TensorFlowTransform(env, TensorFlowUtils.GetSession(env, args.Model), args.InputColumns, args.OutputColumns, TensorFlowUtils.IsSavedModel(args.Model) ? args.Model : null, false).MakeDataTransform(input); } // Factory method for SignatureLoadDataTransform. @@ -196,70 +194,16 @@ private static void GetModelInfo(IHostEnvironment env, ModelLoadContext ctx, out outputs[j] = ctx.LoadNonEmptyString(); } - private static TFSession LoadTFSession(IHostEnvironment env, byte[] modelBytes) - { - env.CheckValue(modelBytes, nameof(modelBytes)); - var graph = new TFGraph(); - try - { - graph.Import(modelBytes, ""); - } - catch (Exception ex) - { -#pragma warning disable MSML_NoMessagesForLoadContext - throw env.ExceptDecode(ex, "Tensorflow exception triggered while loading model."); -#pragma warning restore MSML_NoMessagesForLoadContext - } - return new TFSession(graph); - } - - private static TFSession LoadTFSession(IHostEnvironment env, string exportDirSavedModel) - { - env.CheckValue(exportDirSavedModel, nameof(exportDirSavedModel)); - var sessionOptions = new TFSessionOptions(); - var exportDir = exportDirSavedModel; - var tags = new string[] { "serve" }; - var graph = new TFGraph(); - var metaGraphDef = new TFBuffer(); - - return TFSession.FromSavedModel(sessionOptions, null, exportDir, tags, graph, metaGraphDef); - } - - private static TFSession GetSession(IHostEnvironment env, string modelPath) - { - var isFrozen = TensorFlowUtils.IsFrozenTensorFlowModel(modelPath); - if (isFrozen) - { - byte[] modelBytes = CheckFileAndRead(env, modelPath); - return LoadTFSession(env, modelBytes); - } - else - return LoadTFSession(env, modelPath); - } - - private static byte[] CheckFileAndRead(IHostEnvironment env, string modelFile) - { - env.CheckNonWhiteSpace(modelFile, nameof(modelFile)); - env.CheckUserArg(File.Exists(modelFile), nameof(modelFile)); - return File.ReadAllBytes(modelFile); - } - - public TensorFlowTransform(IHostEnvironment env, string model, string[] inputs, string[] outputs, bool isTemporaryModelPath) : - this(env, GetSession(env, model), inputs, outputs, true) - { - ModelPath = model; - IsFrozen = TensorFlowUtils.IsFrozenTensorFlowModel(model); - IsTemporaryModelPath = isTemporaryModelPath; - } - - private TensorFlowTransform(IHostEnvironment env, TFSession session, string[] inputs, string[] outputs, bool isFrozen) + internal TensorFlowTransform(IHostEnvironment env, TFSession session, string[] inputs, string[] outputs, string savedModelPath, bool isTemporarySavedModel) { Contracts.CheckValue(env, nameof(env)); _host = env.Register(nameof(RegistrationName)); _host.CheckNonEmpty(inputs, nameof(inputs)); _host.CheckNonEmpty(outputs, nameof(outputs)); + Session = session; - IsFrozen = isFrozen; + _savedModelPath = savedModelPath; + _isTemporarySavedModel = isTemporarySavedModel; foreach (var input in inputs) { @@ -340,7 +284,6 @@ public void Save(ModelSaveContext ctx) _host.AssertValue(ctx); ctx.CheckAtModel(); ctx.SetVersionInfo(GetVersionInfo()); - ctx.Writer.WriteBoolByte(IsFrozen); // *** Binary format *** // byte: indicator for frozen models @@ -351,7 +294,9 @@ public void Save(ModelSaveContext ctx) // int: number of output columns // for each output column // int: id of output column name - if (IsFrozen) + var isFrozen = string.IsNullOrEmpty(_savedModelPath); + ctx.Writer.WriteBoolByte(isFrozen); + if (isFrozen) { var buffer = new TFBuffer(); Session.Graph.ToGraphDef(buffer); @@ -364,12 +309,12 @@ public void Save(ModelSaveContext ctx) { ctx.SaveBinaryStream("TFSavedModel", w => { - string[] modelFilePaths = Directory.GetFiles(ModelPath, "*", SearchOption.AllDirectories); + string[] modelFilePaths = Directory.GetFiles(_savedModelPath, "*", SearchOption.AllDirectories); w.Write(modelFilePaths.Length); foreach (var fullPath in modelFilePaths) { - var relativePath = fullPath.Substring(ModelPath.Length + 1); + var relativePath = fullPath.Substring(_savedModelPath.Length + 1); w.Write(relativePath); using (var fs = new FileStream(fullPath, FileMode.Open)) @@ -410,7 +355,7 @@ private void Dispose(bool disposing) Session.Dispose(); } - if (!string.IsNullOrEmpty(ModelPath) && IsTemporaryModelPath) + if (!string.IsNullOrEmpty(_savedModelPath) && _isTemporarySavedModel) { int currentRetry = 0; int maxRetryCount = 5; @@ -421,7 +366,7 @@ private void Dispose(bool disposing) try { currentRetry++; - Directory.Delete(ModelPath, true); + Directory.Delete(_savedModelPath, true); break; } catch (IOException e) @@ -703,8 +648,8 @@ public static CommonOutputs.TransformOutput TensorFlowScorer(IHostEnvironment en public sealed class TensorFlowEstimator : TrivialEstimator { - public TensorFlowEstimator(IHostEnvironment env, string modelFile, string[] inputs, string[] outputs) - : this(env, new TensorFlowTransform(env, modelFile, inputs, outputs, false)) + public TensorFlowEstimator(IHostEnvironment env, string model, string[] inputs, string[] outputs) + : this(env, new TensorFlowTransform(env, TensorFlowUtils.GetSession(env, model), inputs, outputs, TensorFlowUtils.IsSavedModel(model) ? model : null, false)) { } From a1d912de445ea6f0dbe592f53e1f017cddb6853b Mon Sep 17 00:00:00 2001 From: Abhishek Goswami Date: Fri, 21 Sep 2018 22:48:35 +0000 Subject: [PATCH 37/44] fix issues with nuget packaging; refactored the code + added comments --- build/Dependencies.props | 2 + .../Microsoft.ML.TensorFlow.nupkgproj | 5 +- .../Microsoft.ML.TensorFlow.csproj | 4 +- .../TensorFlow/TensorflowUtils.cs | 89 ++++++++++++------- .../TensorflowTransform.cs | 10 +-- 5 files changed, 69 insertions(+), 41 deletions(-) diff --git a/build/Dependencies.props b/build/Dependencies.props index c1334615db..64da5292d7 100644 --- a/build/Dependencies.props +++ b/build/Dependencies.props @@ -17,5 +17,7 @@ 2.9.0 4.5.0 1.2.0 + 4.5.0 + 4.5.0 diff --git a/pkg/Microsoft.ML.TensorFlow/Microsoft.ML.TensorFlow.nupkgproj b/pkg/Microsoft.ML.TensorFlow/Microsoft.ML.TensorFlow.nupkgproj index fb07384f90..f8e0e3b450 100644 --- a/pkg/Microsoft.ML.TensorFlow/Microsoft.ML.TensorFlow.nupkgproj +++ b/pkg/Microsoft.ML.TensorFlow/Microsoft.ML.TensorFlow.nupkgproj @@ -6,7 +6,10 @@ - + + + + diff --git a/src/Microsoft.ML.TensorFlow/Microsoft.ML.TensorFlow.csproj b/src/Microsoft.ML.TensorFlow/Microsoft.ML.TensorFlow.csproj index 07dc3e69aa..ae9023f116 100644 --- a/src/Microsoft.ML.TensorFlow/Microsoft.ML.TensorFlow.csproj +++ b/src/Microsoft.ML.TensorFlow/Microsoft.ML.TensorFlow.csproj @@ -8,8 +8,8 @@ - - + + diff --git a/src/Microsoft.ML.TensorFlow/TensorFlow/TensorflowUtils.cs b/src/Microsoft.ML.TensorFlow/TensorFlow/TensorflowUtils.cs index 0feb43d9cd..6ea8bc5311 100644 --- a/src/Microsoft.ML.TensorFlow/TensorFlow/TensorflowUtils.cs +++ b/src/Microsoft.ML.TensorFlow/TensorFlow/TensorflowUtils.cs @@ -2,17 +2,17 @@ // The .NET Foundation licenses this file to you under the MIT license. // See the LICENSE file in the project root for more information. +using Microsoft.ML.Runtime; +using Microsoft.ML.Runtime.Data; +using Microsoft.ML.Runtime.ImageAnalytics.EntryPoints; +using Microsoft.ML.Runtime.Internal.Utilities; using System; using System.Collections.Generic; using System.IO; using System.Linq; using System.Runtime.InteropServices; -using Microsoft.ML.Runtime; -using Microsoft.ML.Runtime.Data; -using Microsoft.ML.Runtime.ImageAnalytics.EntryPoints; -using Microsoft.ML.Runtime.Internal.Utilities; -using System.Security.Principal; using System.Security.AccessControl; +using System.Security.Principal; namespace Microsoft.ML.Transforms.TensorFlow { @@ -171,18 +171,28 @@ private static TFSession LoadTFSession(IHostEnvironment env, string exportDirSav return TFSession.FromSavedModel(sessionOptions, null, exportDir, tags, graph, metaGraphDef); } + // A TensorFlow frozen model is a single file. An un-frozen (SavedModel) on the other hand has a well-defined folder structure. // Given a modelPath, this utility method determines if we should treat it as a SavedModel or not - internal static bool IsSavedModel(string modelPath) + internal static bool IsSavedModel(IHostEnvironment env, string modelPath) { + env.CheckNonWhiteSpace(modelPath, nameof(modelPath)); FileAttributes attr = File.GetAttributes(modelPath); return attr.HasFlag(FileAttributes.Directory); } - internal static void CreateTempDirectory(string tempDirPath) + // Currently used in TensorFlowTransform to protect temporary folders used when working with TensorFlow's SavedModel format. + // Models are considered executable code, so we need to ACL tthe temp folders for high-rights process (so low-rights process can’t access it). + /// + /// Given a folder path, create it with proper ACL if it doesn't exist. + /// Fails if the folder name is empty, or can't create the folder. + /// + internal static void CreateFolderWithAclIfNotExists(IHostEnvironment env, string folder) { + env.CheckNonWhiteSpace(folder, nameof(folder)); + //if directory exists, do nothing. - if (Directory.Exists(tempDirPath)) + if (Directory.Exists(folder)) return; WindowsIdentity currentIdentity = null; @@ -197,13 +207,22 @@ internal static void CreateTempDirectory(string tempDirPath) { // Create high integrity dir and set no delete policy for all files under the directory. // In case of failure, throw exception. - CreateTempDirectoryWithAcl(tempDirPath, currentIdentity.User.ToString()); + CreateTempDirectoryWithAcl(folder, currentIdentity.User.ToString()); } else - Directory.CreateDirectory(tempDirPath); + { + try + { + Directory.CreateDirectory(folder); + } + catch (Exception exc) + { + throw Contracts.ExceptParam(nameof(folder), $"Failed to create folder for the provided path: {folder}. \nException: {exc.Message}"); + } + } } - private static void CreateTempDirectoryWithAcl(string dirPath, string identity) + private static void CreateTempDirectoryWithAcl(string folder, string identity) { // Dacl Sddl string: // D: Dacl type @@ -221,38 +240,42 @@ private static void CreateTempDirectoryWithAcl(string dirPath, string identity) // HI High integrity processes only string sddl = "D:(D;OI;SD;;;" + identity + ")(A;OICI;FA;;;BA)S:(ML;OI;NW;;;HI)"; - var dir = Directory.CreateDirectory(dirPath); - DirectorySecurity dirSec = new DirectorySecurity(); - dirSec.SetSecurityDescriptorSddlForm(sddl); - dirSec.SetAccessRuleProtection(true, false); // disable inheritance - dir.SetAccessControl(dirSec); - - // Cleaning out the directory, in case someone managed to sneak in between creation and setting ACL. - DirectoryInfo dirInfo = new DirectoryInfo(dirPath); - foreach (FileInfo file in dirInfo.GetFiles()) + try { - file.Delete(); + var dir = Directory.CreateDirectory(folder); + DirectorySecurity dirSec = new DirectorySecurity(); + dirSec.SetSecurityDescriptorSddlForm(sddl); + dirSec.SetAccessRuleProtection(true, false); // disable inheritance + dir.SetAccessControl(dirSec); + + // Cleaning out the directory, in case someone managed to sneak in between creation and setting ACL. + DirectoryInfo dirInfo = new DirectoryInfo(folder); + foreach (FileInfo file in dirInfo.GetFiles()) + { + file.Delete(); + } + foreach (DirectoryInfo subDirInfo in dirInfo.GetDirectories()) + { + subDirInfo.Delete(true); + } } - foreach (DirectoryInfo subDirInfo in dirInfo.GetDirectories()) + catch (Exception exc) { - subDirInfo.Delete(true); + throw Contracts.ExceptParam(nameof(folder), $"Failed to create folder for the provided path: {folder}. \nException: {exc.Message}"); } } internal static TFSession GetSession(IHostEnvironment env, string modelPath) { - if (IsSavedModel(modelPath)) + if (IsSavedModel(env, modelPath)) + { + env.CheckUserArg(Directory.Exists(modelPath), nameof(modelPath)); return LoadTFSession(env, modelPath); + } - return CheckFileAndRead(env, modelPath); - } - - private static TFSession CheckFileAndRead(IHostEnvironment env, string modelFile) - { - env.CheckNonWhiteSpace(modelFile, nameof(modelFile)); - env.CheckUserArg(File.Exists(modelFile), nameof(modelFile)); - var bytes = File.ReadAllBytes(modelFile); - return LoadTFSession(env, bytes, modelFile); + env.CheckUserArg(File.Exists(modelPath), nameof(modelPath)); + var bytes = File.ReadAllBytes(modelPath); + return LoadTFSession(env, bytes, modelPath); } internal static unsafe void FetchData(IntPtr data, T[] result) diff --git a/src/Microsoft.ML.TensorFlow/TensorflowTransform.cs b/src/Microsoft.ML.TensorFlow/TensorflowTransform.cs index e089ed8ab8..3c7164cb26 100644 --- a/src/Microsoft.ML.TensorFlow/TensorflowTransform.cs +++ b/src/Microsoft.ML.TensorFlow/TensorflowTransform.cs @@ -91,7 +91,7 @@ private static VersionInfo GetVersionInfo() /// Name of the input column(s). Keep it same as in the Tensorflow model. public static IDataTransform Create(IHostEnvironment env, IDataView input, string model, string[] names, string[] source) { - return new TensorFlowTransform(env, TensorFlowUtils.GetSession(env, model), source, names, TensorFlowUtils.IsSavedModel(model) ? model : null, false).MakeDataTransform(input); + return new TensorFlowTransform(env, TensorFlowUtils.GetSession(env, model), source, names, TensorFlowUtils.IsSavedModel(env, model) ? model : null, false).MakeDataTransform(input); } // Factory method for SignatureLoadModel. @@ -120,7 +120,7 @@ private static TensorFlowTransform Create(IHostEnvironment env, ModelLoadContext } var tempDirPath = Path.GetFullPath(Path.Combine(Path.GetTempPath(), RegistrationName + "_" + Guid.NewGuid())); - TensorFlowUtils.CreateTempDirectory(tempDirPath); + TensorFlowUtils.CreateFolderWithAclIfNotExists(env, tempDirPath); var load = ctx.TryLoadBinaryStream("TFSavedModel", br => { @@ -134,7 +134,7 @@ private static TensorFlowTransform Create(IHostEnvironment env, ModelLoadContext string fullFileDir = Path.GetDirectoryName(fullFilePath); if (fullFileDir != tempDirPath) { - TensorFlowUtils.CreateTempDirectory(fullFileDir); + TensorFlowUtils.CreateFolderWithAclIfNotExists(env, fullFileDir); } using (var fs = new FileStream(fullFilePath, FileMode.Create, FileAccess.Write)) @@ -157,7 +157,7 @@ private static IDataTransform Create(IHostEnvironment env, Arguments args, IData env.CheckValue(args.InputColumns, nameof(args.InputColumns)); env.CheckValue(args.OutputColumns, nameof(args.OutputColumns)); - return new TensorFlowTransform(env, TensorFlowUtils.GetSession(env, args.Model), args.InputColumns, args.OutputColumns, TensorFlowUtils.IsSavedModel(args.Model) ? args.Model : null, false).MakeDataTransform(input); + return new TensorFlowTransform(env, TensorFlowUtils.GetSession(env, args.Model), args.InputColumns, args.OutputColumns, TensorFlowUtils.IsSavedModel(env, args.Model) ? args.Model : null, false).MakeDataTransform(input); } // Factory method for SignatureLoadDataTransform. @@ -648,7 +648,7 @@ public static CommonOutputs.TransformOutput TensorFlowScorer(IHostEnvironment en public sealed class TensorFlowEstimator : TrivialEstimator { public TensorFlowEstimator(IHostEnvironment env, string model, string[] inputs, string[] outputs) - : this(env, new TensorFlowTransform(env, TensorFlowUtils.GetSession(env, model), inputs, outputs, TensorFlowUtils.IsSavedModel(model) ? model : null, false)) + : this(env, new TensorFlowTransform(env, TensorFlowUtils.GetSession(env, model), inputs, outputs, TensorFlowUtils.IsSavedModel(env, model) ? model : null, false)) { } From f6a1c8450729e79b6dc03ec92bcfb5b950707342 Mon Sep 17 00:00:00 2001 From: Abhishek Goswami Date: Fri, 21 Sep 2018 22:55:50 +0000 Subject: [PATCH 38/44] add checks in code to make sure that the input is not a variable length vector --- src/Microsoft.ML.TensorFlow/TensorflowTransform.cs | 5 ++++- 1 file changed, 4 insertions(+), 1 deletion(-) diff --git a/src/Microsoft.ML.TensorFlow/TensorflowTransform.cs b/src/Microsoft.ML.TensorFlow/TensorflowTransform.cs index 3c7164cb26..0705a72630 100644 --- a/src/Microsoft.ML.TensorFlow/TensorflowTransform.cs +++ b/src/Microsoft.ML.TensorFlow/TensorflowTransform.cs @@ -405,6 +405,9 @@ public Mapper(IHostEnvironment env, TensorFlowTransform parent, ISchema inputSch throw _host.Except($"Column {_parent.Inputs[i]} doesn't exist"); var type = inputSchema.GetColumnType(_inputColIndices[i]); + if (type.IsVector && type.VectorSize == 0) + throw _host.Except($"Variable length input columns not supported"); + _isInputVector[i] = type.IsVector; var expectedType = TensorFlowUtils.Tf2MlNetType(_parent.TFInputTypes[i]); if (type.ItemType != expectedType) @@ -667,7 +670,7 @@ public override SchemaShape GetOutputSchema(SchemaShape inputSchema) var input = Transformer.Inputs[i]; if (!inputSchema.TryFindColumn(input, out var col)) throw Host.ExceptSchemaMismatch(nameof(inputSchema), "input", input); - if (!(col.Kind == SchemaShape.Column.VectorKind.VariableVector || col.Kind == SchemaShape.Column.VectorKind.Vector)) + if (!(col.Kind == SchemaShape.Column.VectorKind.Vector)) throw Host.ExceptSchemaMismatch(nameof(inputSchema), "input", input, nameof(VectorType), col.GetTypeString()); var expectedType = TensorFlowUtils.Tf2MlNetType(Transformer.TFInputTypes[i]); if (col.ItemType != expectedType) From 5120bb9649cb8ddb3039668722e5146fdb8f458b Mon Sep 17 00:00:00 2001 From: Abhishek Goswami Date: Sat, 22 Sep 2018 18:19:06 +0000 Subject: [PATCH 39/44] fix typo in name of package --- build/Dependencies.props | 2 +- pkg/Microsoft.ML.TensorFlow/Microsoft.ML.TensorFlow.nupkgproj | 2 +- src/Microsoft.ML.TensorFlow/Microsoft.ML.TensorFlow.csproj | 2 +- 3 files changed, 3 insertions(+), 3 deletions(-) diff --git a/build/Dependencies.props b/build/Dependencies.props index 64da5292d7..845d722820 100644 --- a/build/Dependencies.props +++ b/build/Dependencies.props @@ -18,6 +18,6 @@ 4.5.0 1.2.0 4.5.0 - 4.5.0 + 4.5.0 diff --git a/pkg/Microsoft.ML.TensorFlow/Microsoft.ML.TensorFlow.nupkgproj b/pkg/Microsoft.ML.TensorFlow/Microsoft.ML.TensorFlow.nupkgproj index f8e0e3b450..b2231469ab 100644 --- a/pkg/Microsoft.ML.TensorFlow/Microsoft.ML.TensorFlow.nupkgproj +++ b/pkg/Microsoft.ML.TensorFlow/Microsoft.ML.TensorFlow.nupkgproj @@ -7,7 +7,7 @@ - + diff --git a/src/Microsoft.ML.TensorFlow/Microsoft.ML.TensorFlow.csproj b/src/Microsoft.ML.TensorFlow/Microsoft.ML.TensorFlow.csproj index ae9023f116..9c756460bc 100644 --- a/src/Microsoft.ML.TensorFlow/Microsoft.ML.TensorFlow.csproj +++ b/src/Microsoft.ML.TensorFlow/Microsoft.ML.TensorFlow.csproj @@ -9,7 +9,7 @@ - + From a624a3ba22fcc930426be799d5a86ec647a0fdb6 Mon Sep 17 00:00:00 2001 From: Abhishek Goswami Date: Mon, 24 Sep 2018 18:50:42 +0000 Subject: [PATCH 40/44] (1) added SavedModel test for MNIST model (2) added try/finally for deleting temp folder (3) deleted test using Legacy Learning API --- .../TensorFlow/TensorflowUtils.cs | 24 ++++++ .../TensorflowTransform.cs | 76 ++++++++--------- .../PipelineApi/TrainSaveModelAndPredict.cs | 78 +----------------- .../TensorflowTests.cs | 82 +++++++++++++++++++ 4 files changed, 142 insertions(+), 118 deletions(-) diff --git a/src/Microsoft.ML.TensorFlow/TensorFlow/TensorflowUtils.cs b/src/Microsoft.ML.TensorFlow/TensorFlow/TensorflowUtils.cs index 6ea8bc5311..07e80bdc39 100644 --- a/src/Microsoft.ML.TensorFlow/TensorFlow/TensorflowUtils.cs +++ b/src/Microsoft.ML.TensorFlow/TensorFlow/TensorflowUtils.cs @@ -222,6 +222,30 @@ internal static void CreateFolderWithAclIfNotExists(IHostEnvironment env, string } } + internal static void DeleteFolderWithRetries(IHostEnvironment env, string folder) + { + int currentRetry = 0; + int maxRetryCount = 10; + using (var ch = env.Start("Delete folder")) + { + for (; ; ) + { + try + { + currentRetry++; + Directory.Delete(folder, true); + break; + } + catch (IOException e) + { + if (currentRetry > maxRetryCount) + throw; + ch.Info("Error deleting folder. {0}. Retry,", e.Message); + } + } + } + } + private static void CreateTempDirectoryWithAcl(string folder, string identity) { // Dacl Sddl string: diff --git a/src/Microsoft.ML.TensorFlow/TensorflowTransform.cs b/src/Microsoft.ML.TensorFlow/TensorflowTransform.cs index 74fc9270ef..78a49fac1c 100644 --- a/src/Microsoft.ML.TensorFlow/TensorflowTransform.cs +++ b/src/Microsoft.ML.TensorFlow/TensorflowTransform.cs @@ -121,31 +121,37 @@ private static TensorFlowTransform Create(IHostEnvironment env, ModelLoadContext var tempDirPath = Path.GetFullPath(Path.Combine(Path.GetTempPath(), RegistrationName + "_" + Guid.NewGuid())); TensorFlowUtils.CreateFolderWithAclIfNotExists(env, tempDirPath); - - var load = ctx.TryLoadBinaryStream("TFSavedModel", br => + try { - int count = br.ReadInt32(); - for (int n = 0; n < count; n++) + var load = ctx.TryLoadBinaryStream("TFSavedModel", br => { - string relativeFile = br.ReadString(); - long fileLength = br.ReadInt64(); - - string fullFilePath = Path.Combine(tempDirPath, relativeFile); - string fullFileDir = Path.GetDirectoryName(fullFilePath); - if (fullFileDir != tempDirPath) + int count = br.ReadInt32(); + for (int n = 0; n < count; n++) { - TensorFlowUtils.CreateFolderWithAclIfNotExists(env, fullFileDir); - } + string relativeFile = br.ReadString(); + long fileLength = br.ReadInt64(); - using (var fs = new FileStream(fullFilePath, FileMode.Create, FileAccess.Write)) - { - long actualRead = br.BaseStream.CopyRange(fs, fileLength); - env.Assert(actualRead == fileLength); + string fullFilePath = Path.Combine(tempDirPath, relativeFile); + string fullFileDir = Path.GetDirectoryName(fullFilePath); + if (fullFileDir != tempDirPath) + { + TensorFlowUtils.CreateFolderWithAclIfNotExists(env, fullFileDir); + } + using (var fs = new FileStream(fullFilePath, FileMode.Create, FileAccess.Write)) + { + long actualRead = br.BaseStream.CopyRange(fs, fileLength); + env.Assert(actualRead == fileLength); + } } - } - }); + }); - return new TensorFlowTransform(env, TensorFlowUtils.GetSession(env, tempDirPath), inputs, outputs, tempDirPath, true); + return new TensorFlowTransform(env, TensorFlowUtils.GetSession(env, tempDirPath), inputs, outputs, tempDirPath, true); + } + catch (Exception) + { + TensorFlowUtils.DeleteFolderWithRetries(env, tempDirPath); + throw; + } } // Factory method for SignatureDataTransform. @@ -348,33 +354,19 @@ private void Dispose(bool disposing) // Technically we shouldn't be calling this if disposing == false, since we're running in finalizer // and the GC doesn't guarantee ordering of finalization of managed objects, but we have to make sure // that the Session is closed before deleting our temporary directory. - if (Session?.Handle != IntPtr.Zero) + try { - Session.CloseSession(); - Session.Dispose(); + if (Session?.Handle != IntPtr.Zero) + { + Session.CloseSession(); + Session.Dispose(); + } } - - if (!string.IsNullOrEmpty(_savedModelPath) && _isTemporarySavedModel) + finally { - int currentRetry = 0; - int maxRetryCount = 5; - using (var ch = _host.Start("Delete temp TF SavedModel")) + if (!string.IsNullOrEmpty(_savedModelPath) && _isTemporarySavedModel) { - for (; ; ) - { - try - { - currentRetry++; - Directory.Delete(_savedModelPath, true); - break; - } - catch (IOException e) - { - if (currentRetry > maxRetryCount) - throw; - ch.Info("Error deleting temporary TF SavedModel. {0}. Retry,", e.Message); - } - } + TensorFlowUtils.DeleteFolderWithRetries(_host, _savedModelPath); } } } diff --git a/test/Microsoft.ML.Tests/Scenarios/PipelineApi/TrainSaveModelAndPredict.cs b/test/Microsoft.ML.Tests/Scenarios/PipelineApi/TrainSaveModelAndPredict.cs index f8cef79425..399c0791e8 100644 --- a/test/Microsoft.ML.Tests/Scenarios/PipelineApi/TrainSaveModelAndPredict.cs +++ b/test/Microsoft.ML.Tests/Scenarios/PipelineApi/TrainSaveModelAndPredict.cs @@ -7,7 +7,9 @@ using Microsoft.ML.Legacy.Transforms; using Microsoft.ML.Scenarios; using Microsoft.ML.Transforms.TensorFlow; +using System; using System.IO; +using System.Threading; using Xunit; namespace Microsoft.ML.Tests.Scenarios.PipelineApi @@ -39,82 +41,6 @@ public async void TrainSaveModelAndPredict() var loadedModel = await Legacy.PredictionModel.ReadAsync(modelName); var singlePrediction = loadedModel.Predict(new SentimentData() { SentimentText = "Not big fan of this." }); Assert.True(singlePrediction.Sentiment); - - } - - [Fact] - public async void TensorFlowTransformTrainSaveModelAndPredict() - { - var imageHeight = 32; - var imageWidth = 32; - var model_location = "cifar_saved_model"; - var dataFile = GetDataPath("images/images.tsv"); - var imageFolder = Path.GetDirectoryName(dataFile); - - var pipeline = new Legacy.LearningPipeline(seed: 1); - pipeline.Add(new TextLoader(dataFile).CreateFrom(useHeader: false)); - pipeline.Add(new ImageLoader(("ImagePath", "ImageReal")) - { - ImageFolder = imageFolder - }); - - pipeline.Add(new ImageResizer(("ImageReal", "ImageCropped")) - { - ImageHeight = imageHeight, - ImageWidth = imageWidth, - Resizing = ImageResizerTransformResizingKind.IsoCrop - }); - - pipeline.Add(new ImagePixelExtractor(("ImageCropped", "Input")) - { - UseAlpha = false, - InterleaveArgb = true - }); - - pipeline.Add(new TensorFlowScorer() - { - Model = model_location, - InputColumns = new[] { "Input" }, - OutputColumns = new[] { "Output" }, - }); - - pipeline.Add(new ColumnConcatenator(outputColumn: "Features", "Output")); - pipeline.Add(new TextToKeyConverter("Label")); - pipeline.Add(new StochasticDualCoordinateAscentClassifier()); - - TensorFlowUtils.Initialize(); - var model = pipeline.Train(); - - var modelName = "tf_TrainSaveAndPredictdModel.zip"; - DeleteOutputPath(modelName); - await model.WriteAsync(modelName); - - var loadedModel = await Legacy.PredictionModel.ReadAsync(modelName); - - string[] scoreLabels; - loadedModel.TryGetScoreLabelNames(out scoreLabels); - - Assert.NotNull(scoreLabels); - Assert.Equal(3, scoreLabels.Length); - Assert.Equal("banana", scoreLabels[0]); - Assert.Equal("hotdog", scoreLabels[1]); - Assert.Equal("tomato", scoreLabels[2]); - - CifarPrediction prediction = loadedModel.Predict(new CifarData() - { - ImagePath = GetDataPath("images/banana.jpg") - }); - Assert.Equal(1, prediction.PredictedLabels[0], 2); - Assert.Equal(0, prediction.PredictedLabels[1], 2); - Assert.Equal(0, prediction.PredictedLabels[2], 2); - - prediction = loadedModel.Predict(new CifarData() - { - ImagePath = GetDataPath("images/hotdog.jpg") - }); - Assert.Equal(0, prediction.PredictedLabels[0], 2); - Assert.Equal(1, prediction.PredictedLabels[1], 2); - Assert.Equal(0, prediction.PredictedLabels[2], 2); } } } diff --git a/test/Microsoft.ML.Tests/ScenariosWithDirectInstantiation/TensorflowTests.cs b/test/Microsoft.ML.Tests/ScenariosWithDirectInstantiation/TensorflowTests.cs index f54d07cd6d..dfca4ebf6a 100644 --- a/test/Microsoft.ML.Tests/ScenariosWithDirectInstantiation/TensorflowTests.cs +++ b/test/Microsoft.ML.Tests/ScenariosWithDirectInstantiation/TensorflowTests.cs @@ -353,6 +353,88 @@ public void TensorFlowTransformMNISTConvTest() } } + [Fact] + public void TensorFlowTransformMNISTConvSavedModelTest() + { + var model_location = "mnist_model"; + using (var env = new ConsoleEnvironment(seed: 1, conc: 1)) + { + var dataPath = GetDataPath("Train-Tiny-28x28.txt"); + var testDataPath = GetDataPath("MNIST.Test.tiny.txt"); + + // Pipeline + var loader = TextLoader.ReadFile(env, + new TextLoader.Arguments() + { + Separator = "tab", + HasHeader = true, + Column = new[] + { + new TextLoader.Column("Label", DataKind.Num,0), + new TextLoader.Column("Placeholder", DataKind.Num,new []{new TextLoader.Range(1, 784) }) + + } + }, new MultiFileSource(dataPath)); + + IDataView trans = CopyColumnsTransform.Create(env, new CopyColumnsTransform.Arguments() + { + Column = new[] { new CopyColumnsTransform.Column() + { Name = "reshape_input", Source = "Placeholder" } + } + }, loader); + trans = TensorFlowTransform.Create(env, trans, model_location, new[] { "Softmax", "dense/Relu" }, new[] { "Placeholder", "reshape_input" }); + trans = new ConcatTransform(env, "Features", "Softmax", "dense/Relu").Transform(trans); + + var trainer = new LightGbmMulticlassTrainer(env, "Label", "Features"); + + var cached = new CacheDataView(env, trans, prefetch: null); + var trainRoles = new RoleMappedData(cached, label: "Label", feature: "Features"); + var pred = trainer.Train(trainRoles); + + // Get scorer and evaluate the predictions from test data + IDataScorerTransform testDataScorer = GetScorer(env, trans, pred, testDataPath); + var metrics = Evaluate(env, testDataScorer); + + Assert.Equal(0.99, metrics.AccuracyMicro, 2); + Assert.Equal(1.0, metrics.AccuracyMacro, 2); + + // Create prediction engine and test predictions + var model = env.CreatePredictionEngine(testDataScorer); + + var sample1 = new MNISTData() + { + Placeholder = new float[] { 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, + 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, + 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, + 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, + 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 3, 18, 18, 18, 126, 136, 175, 26, + 166, 255, 247, 127, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 30, 36, 94, 154, 170, 253, 253, 253, 253, 253, + 225, 172, 253, 242, 195, 64, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 49, 238, 253, 253, 253, 253, 253, 253, 253, + 253, 251, 93, 82, 82, 56, 39, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 18, 219, 253, 253, 253, 253, 253, 198, + 182, 247, 241, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 80, 156, 107, 253, 253, 205, 11, 0, + 43, 154, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 14, 1, 154, 253, 90, 0, 0, 0, 0, 0, 0, + 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 139, 253, 190, 2, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, + 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 11, 190, 253, 70, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, + 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 35, 241, 225, 160, 108, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 81, 240, 253, 253, 119, 25, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 45, 186, 253, 253, 150, 27, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 16, 93, 252, 253, 187, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 249, 253, 249, 64, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 46, 130, 183, 253, 253, 207, 2, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 39, 148, 229, 253, 253, 253, 250, 182, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 24, 114, 221, 253, 253, 253, 253, 201, 78, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 23, 66, 213, 253, 253, 253, 253, 198, 81, 2, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 18, 171, 219, 253, 253, 253, 253, 195, 80, 9, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 55, 172, 226, 253, 253, 253, 253, 244, 133, 11, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 136, 253, 253, 253, 212, 135, 132, 16, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0 } + }; + + var prediction = model.Predict(sample1); + + float max = -1; + int maxIndex = -1; + for (int i = 0; i < prediction.PredictedLabels.Length; i++) + { + if (prediction.PredictedLabels[i] > max) + { + max = prediction.PredictedLabels[i]; + maxIndex = i; + } + } + + Assert.Equal(5, maxIndex); + } + } + [Fact] public void TensorFlowTransformMNISTConvPipelineTest() { From 8d9fdc56dacc58bd66e7cb31880028d331eba95c Mon Sep 17 00:00:00 2001 From: Abhishek Goswami Date: Mon, 24 Sep 2018 18:56:38 +0000 Subject: [PATCH 41/44] remove and sort usings in file TrainSaveModelAndPredict.cs --- .../Scenarios/PipelineApi/TrainSaveModelAndPredict.cs | 5 ----- 1 file changed, 5 deletions(-) diff --git a/test/Microsoft.ML.Tests/Scenarios/PipelineApi/TrainSaveModelAndPredict.cs b/test/Microsoft.ML.Tests/Scenarios/PipelineApi/TrainSaveModelAndPredict.cs index 399c0791e8..cfeed15bd5 100644 --- a/test/Microsoft.ML.Tests/Scenarios/PipelineApi/TrainSaveModelAndPredict.cs +++ b/test/Microsoft.ML.Tests/Scenarios/PipelineApi/TrainSaveModelAndPredict.cs @@ -5,11 +5,6 @@ using Microsoft.ML.Legacy.Data; using Microsoft.ML.Legacy.Trainers; using Microsoft.ML.Legacy.Transforms; -using Microsoft.ML.Scenarios; -using Microsoft.ML.Transforms.TensorFlow; -using System; -using System.IO; -using System.Threading; using Xunit; namespace Microsoft.ML.Tests.Scenarios.PipelineApi From 685ab99f1b393baed559b59ad9443f2ad0ec949b Mon Sep 17 00:00:00 2001 From: Abhishek Goswami Date: Tue, 25 Sep 2018 00:34:05 +0000 Subject: [PATCH 42/44] using spaces in nupkgproj --- .../Microsoft.ML.TensorFlow.nupkgproj | 8 ++++---- 1 file changed, 4 insertions(+), 4 deletions(-) diff --git a/pkg/Microsoft.ML.TensorFlow/Microsoft.ML.TensorFlow.nupkgproj b/pkg/Microsoft.ML.TensorFlow/Microsoft.ML.TensorFlow.nupkgproj index b2231469ab..c762af0c75 100644 --- a/pkg/Microsoft.ML.TensorFlow/Microsoft.ML.TensorFlow.nupkgproj +++ b/pkg/Microsoft.ML.TensorFlow/Microsoft.ML.TensorFlow.nupkgproj @@ -6,10 +6,10 @@ - - - - + + + + From 2d0ec1e449e581a04812a80c6dff5222194c4576 Mon Sep 17 00:00:00 2001 From: Abhishek Goswami Date: Tue, 25 Sep 2018 16:25:19 +0000 Subject: [PATCH 43/44] error checking for passed in IHostEnvironment --- src/Microsoft.ML.TensorFlow/TensorFlow/TensorflowUtils.cs | 8 ++++++-- 1 file changed, 6 insertions(+), 2 deletions(-) diff --git a/src/Microsoft.ML.TensorFlow/TensorFlow/TensorflowUtils.cs b/src/Microsoft.ML.TensorFlow/TensorFlow/TensorflowUtils.cs index 07e80bdc39..281582e00a 100644 --- a/src/Microsoft.ML.TensorFlow/TensorFlow/TensorflowUtils.cs +++ b/src/Microsoft.ML.TensorFlow/TensorFlow/TensorflowUtils.cs @@ -162,20 +162,21 @@ internal static TFSession LoadTFSession(IExceptionContext ectx, byte[] modelByte private static TFSession LoadTFSession(IHostEnvironment env, string exportDirSavedModel) { + Contracts.Check(env != null, nameof(env)); env.CheckValue(exportDirSavedModel, nameof(exportDirSavedModel)); var sessionOptions = new TFSessionOptions(); - var exportDir = exportDirSavedModel; var tags = new string[] { "serve" }; var graph = new TFGraph(); var metaGraphDef = new TFBuffer(); - return TFSession.FromSavedModel(sessionOptions, null, exportDir, tags, graph, metaGraphDef); + return TFSession.FromSavedModel(sessionOptions, null, exportDirSavedModel, tags, graph, metaGraphDef); } // A TensorFlow frozen model is a single file. An un-frozen (SavedModel) on the other hand has a well-defined folder structure. // Given a modelPath, this utility method determines if we should treat it as a SavedModel or not internal static bool IsSavedModel(IHostEnvironment env, string modelPath) { + Contracts.Check(env != null, nameof(env)); env.CheckNonWhiteSpace(modelPath, nameof(modelPath)); FileAttributes attr = File.GetAttributes(modelPath); return attr.HasFlag(FileAttributes.Directory); @@ -189,6 +190,7 @@ internal static bool IsSavedModel(IHostEnvironment env, string modelPath) /// internal static void CreateFolderWithAclIfNotExists(IHostEnvironment env, string folder) { + Contracts.Check(env != null, nameof(env)); env.CheckNonWhiteSpace(folder, nameof(folder)); //if directory exists, do nothing. @@ -224,6 +226,7 @@ internal static void CreateFolderWithAclIfNotExists(IHostEnvironment env, string internal static void DeleteFolderWithRetries(IHostEnvironment env, string folder) { + Contracts.Check(env != null, nameof(env)); int currentRetry = 0; int maxRetryCount = 10; using (var ch = env.Start("Delete folder")) @@ -291,6 +294,7 @@ private static void CreateTempDirectoryWithAcl(string folder, string identity) internal static TFSession GetSession(IHostEnvironment env, string modelPath) { + Contracts.Check(env != null, nameof(env)); if (IsSavedModel(env, modelPath)) { env.CheckUserArg(Directory.Exists(modelPath), nameof(modelPath)); From 8d8b986af212c8ff152b1ce510d1b0abb7040afc Mon Sep 17 00:00:00 2001 From: Abhishek Goswami Date: Tue, 25 Sep 2018 16:29:45 +0000 Subject: [PATCH 44/44] fix TargetFramework version (netcore 2.0) of DnnAnalyzer to match that of Microsoft.ML.TensorFlow --- .../Microsoft.ML.DnnAnalyzer/Microsoft.ML.DnnAnalyzer.csproj | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/src/Microsoft.ML.DnnAnalyzer/Microsoft.ML.DnnAnalyzer/Microsoft.ML.DnnAnalyzer.csproj b/src/Microsoft.ML.DnnAnalyzer/Microsoft.ML.DnnAnalyzer/Microsoft.ML.DnnAnalyzer.csproj index 7c77ff2ffa..e50bed112c 100644 --- a/src/Microsoft.ML.DnnAnalyzer/Microsoft.ML.DnnAnalyzer/Microsoft.ML.DnnAnalyzer.csproj +++ b/src/Microsoft.ML.DnnAnalyzer/Microsoft.ML.DnnAnalyzer/Microsoft.ML.DnnAnalyzer.csproj @@ -2,7 +2,7 @@ Exe - netcoreapp2.1 + netcoreapp2.0 DnnAnalyzer Microsoft.ML.TensorFlow