public static MultiModelPipeline Append(this MultiModelPipeline pipeline, IEstimator <ITransformer> estimator) { var sweepableEstimator = new SweepableEstimator((context, parameter) => estimator, new SearchSpace.SearchSpace()); var multiModelPipeline = pipeline.Append(sweepableEstimator); return(multiModelPipeline); }
public static MultiModelPipeline Append(this SweepableEstimator estimator, params SweepableEstimator[] estimators) { var multiModelPipeline = new MultiModelPipeline(); multiModelPipeline = multiModelPipeline.Append(estimator); return(multiModelPipeline.Append(estimators)); }
public void SweepableEstimatorPipeline_append_test() { var e1 = new SweepableEstimator(CodeGen.EstimatorType.Concatenate); var e2 = new SweepableEstimator(CodeGen.EstimatorType.ConvertType); var pipeline = new SweepableEstimatorPipeline(); pipeline = pipeline.Append(e1).Append(e2); pipeline.ToString().Should().Be("Concatenate=>ConvertType"); pipeline.SearchSpace.FeatureSpaceDim.Should().Be(0); }
public void MultiModelPipeline_append_test() { var e1 = new SweepableEstimator(CodeGen.EstimatorType.Concatenate); var e2 = new SweepableEstimator(CodeGen.EstimatorType.ConvertType); var e3 = new SweepableEstimator(CodeGen.EstimatorType.ApplyOnnxModel); var e4 = new SweepableEstimator(CodeGen.EstimatorType.LightGbmBinary); var pipeline = new MultiModelPipeline(); pipeline = pipeline.Append(e1, e2).AppendOrSkip(e3, e4); pipeline.Schema.ToString().Should().Be("(e0 + e1) * (e2 + e3 + Nil)"); pipeline.BuildSweepableEstimatorPipeline("e0 * e2").ToString().Should().Be("Concatenate=>ApplyOnnxModel"); pipeline.BuildSweepableEstimatorPipeline("e1 * Nil").ToString().Should().Be("ConvertType"); }
public void MultiModelPipeline_append_pipeline_test() { var e1 = new SweepableEstimator(CodeGen.EstimatorType.Concatenate); var e2 = new SweepableEstimator(CodeGen.EstimatorType.ConvertType); var e3 = new SweepableEstimator(CodeGen.EstimatorType.ApplyOnnxModel); var e4 = new SweepableEstimator(CodeGen.EstimatorType.LightGbmBinary); var e5 = new SweepableEstimator(CodeGen.EstimatorType.FastTreeBinary); var pipeline1 = new MultiModelPipeline(); var pipeline2 = new MultiModelPipeline(); pipeline1 = pipeline1.Append(e1 + e2 * e3); pipeline2 = pipeline2.Append(e1 * (e3 + e4) + e5); pipeline1 = pipeline1.Append(pipeline2); pipeline1.Schema.ToString().Should().Be("(e0 + e1 * e2) * (e3 * (e4 + e5) + e6)"); }
public static SweepableEstimatorPipeline Append(this IEstimator <ITransformer> estimator, SweepableEstimator estimator1) { return(new SweepableEstimatorPipeline().Append(estimator).Append(estimator1)); }
public static SweepableEstimatorPipeline Append(this SweepableEstimator estimator, SweepableEstimator estimator1) { return(new SweepableEstimatorPipeline().Append(estimator).Append(estimator1)); }