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Modified how DataViewTypes are registered #4187
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3a83a68
Modified how DataViewTypes are registered
a6ed329
Updated based on review comments to remove TypeAttribute
7be7009
Added test case to match initial bug report
8bad9ba
change to use existing model
a6b0942
Added new register call API
8982607
Fixed failing test cases
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67 changes: 67 additions & 0 deletions
67
test/Microsoft.ML.Tests/OnnxSequenceTypeWithAttributesTest.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 System.Collections.Generic; | ||
using System.Drawing; | ||
using Microsoft.ML.Data; | ||
using Microsoft.ML.RunTests; | ||
using Microsoft.ML.Transforms.Image; | ||
using Microsoft.ML.Transforms.Onnx; | ||
using Xunit; | ||
using Xunit.Abstractions; | ||
using System.Linq; | ||
using System.IO; | ||
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namespace Microsoft.ML.Tests | ||
{ | ||
public class OnnxSequenceTypeWithAttributesTest : BaseTestBaseline | ||
{ | ||
public class OutputObj | ||
{ | ||
[ColumnName("output")] | ||
[OnnxSequenceType(typeof(IDictionary<string, float>))] | ||
public IEnumerable<IDictionary<string, float>> Output; | ||
} | ||
public class FloatInput | ||
{ | ||
[ColumnName("input")] | ||
[VectorType(3)] | ||
public float[] Input { get; set; } | ||
} | ||
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public OnnxSequenceTypeWithAttributesTest(ITestOutputHelper output) : base(output) | ||
{ | ||
} | ||
public static PredictionEngine<FloatInput, OutputObj> LoadModel(string onnxModelFilePath) | ||
{ | ||
var ctx = new MLContext(); | ||
var dataView = ctx.Data.LoadFromEnumerable(new List<FloatInput>()); | ||
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var pipeline = ctx.Transforms.ApplyOnnxModel( | ||
modelFile: onnxModelFilePath, | ||
outputColumnNames: new[] { "output" }, inputColumnNames: new[] { "input" }); | ||
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var model = pipeline.Fit(dataView); | ||
return ctx.Model.CreatePredictionEngine<FloatInput, OutputObj>(model); | ||
} | ||
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[Fact] | ||
public void OnnxSequenceTypeWithColumnNameAttributeTest() | ||
{ | ||
var modelFile = @"zipmap/TestZipMapString.onnx"; | ||
var predictor = LoadModel(modelFile); | ||
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FloatInput input = new FloatInput() { Input = new float[] { 1.0f, 2.0f, 3.0f } }; | ||
var output = predictor.Predict(input); | ||
var onnx_out = output.Output.FirstOrDefault(); | ||
Assert.True(onnx_out.Count == 3, "Output missing data."); | ||
var keys = new List<string>(onnx_out.Keys); | ||
for(var i =0; i < onnx_out.Count; ++i) | ||
{ | ||
Assert.Equal(onnx_out[keys[i]], input.Input[i]); | ||
} | ||
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} | ||
} | ||
} |
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