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Create API for extracting information about the nodes in a TensorFlow model #862
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0e1e2fb
Add a method that returns TensorFlow model outputs as an ISchema.
yaeldMS 0476b47
Merge from master.
yaeldMS f632417
Update after merge with master
yaeldMS 78b0ae4
Address PR comments.
yaeldMS 9669fbe
Merge from master.
yaeldMS 3702031
Add metadata with information about the operation type, and the input…
yaeldMS 1f6a931
Add method that returns an enumerable of the information about graph …
yaeldMS 478b020
Add the DnnAnalyzer project files.
yaeldMS 8a9e2c4
Address code review comments
yaeldMS bc9fbc1
Merge with master
yaeldMS 7ad8de9
Make needed changes after merge with master
yaeldMS b94987d
Fix bug when there is a node with 1 dimension that is unknown
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31 changes: 31 additions & 0 deletions
31
src/Microsoft.ML.DnnAnalyzer/Microsoft.ML.DnnAnalyzer/DnnAnalyzer.cs
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// 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. | ||
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using Microsoft.ML.Runtime; | ||
using Microsoft.ML.Runtime.Data; | ||
using Microsoft.ML.Runtime.Internal.Utilities; | ||
using Microsoft.ML.Transforms.TensorFlow; | ||
using System; | ||
using System.Linq; | ||
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namespace Microsoft.ML.DnnAnalyzer | ||
{ | ||
public static class DnnAnalyzer | ||
{ | ||
public static void Main(string[] args) | ||
{ | ||
if (Utils.Size(args) != 1) | ||
{ | ||
Console.Error.WriteLine("Usage: dotnet DnnAnalyzer.dll <model_location>"); | ||
return; | ||
} | ||
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foreach (var (name, opType, type, inputs) in TensorFlowUtils.GetModelNodes(args[0])) | ||
{ | ||
var inputsString = inputs.Length == 0 ? "" : $", input nodes: {string.Join(", ", inputs)}"; | ||
Console.WriteLine($"Graph node: '{name}', operation type: '{opType}', output type: '{type}'{inputsString}"); | ||
} | ||
} | ||
} | ||
} |
19 changes: 19 additions & 0 deletions
19
src/Microsoft.ML.DnnAnalyzer/Microsoft.ML.DnnAnalyzer/Microsoft.ML.DnnAnalyzer.csproj
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<Project Sdk="Microsoft.NET.Sdk"> | ||
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<PropertyGroup> | ||
<OutputType>Exe</OutputType> | ||
<TargetFramework>netcoreapp2.1</TargetFramework> | ||
<AssemblyName>DnnAnalyzer</AssemblyName> | ||
<IncludeInPackage>Microsoft.ML.TensorFlow</IncludeInPackage> | ||
</PropertyGroup> | ||
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<ItemGroup> | ||
<ProjectReference Include="..\..\Microsoft.ML.Core\Microsoft.ML.Core.csproj" /> | ||
<ProjectReference Include="..\..\Microsoft.ML.TensorFlow\Microsoft.ML.TensorFlow.csproj" /> | ||
</ItemGroup> | ||
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<ItemGroup> | ||
<NativeAssemblyReference Include="tensorflow" /> | ||
</ItemGroup> | ||
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</Project> |
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should it be part of TensorFlow package? #Closed
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It should, thanks for reminding.
In reply to: 218189010 [](ancestors = 218189010)