public void Test_Ranking_MSLRWeb10K_RawNumericFeatures_FastTreeRanking()
{
// This benchmark is profiling bulk scoring speed and not training speed.
string cmd = @"Test data=" + _mslrWeb10k_Test + " in=" + _modelPath_MSLR;
var environment = EnvironmentFactory.CreateRankingEnvironment <RankerEvaluator, TextLoader, HashingTransformer, FastTreeRankingTrainer, FastTreeRankingModelParameters>();
cmd.ExecuteMamlCommand(environment);
}
public void Test_Ranking_MSLRWeb10K_RawNumericFeatures_FastTreeRanking()
{
// This benchmark is profiling bulk scoring speed and not training speed.
string cmd = @"Test data=" + _mslrWeb10k_Test + " in=" + _modelPath_MSLR;
var environment = EnvironmentFactory.CreateRankingEnvironment <RankerEvaluator, TextLoader, HashingTransformer, FastTreeRankingTrainer>();
Maml.MainCore(environment, cmd, alwaysPrintStacktrace: false);
}
public void TrainTest_Ranking_MSLRWeb10K_RawNumericFeatures_FastTreeRanking()
{
string cmd = @"TrainTest test=" + _mslrWeb10k_Validate +
" eval=RankingEvaluator{t=10}" +
" data=" + _mslrWeb10k_Train +
" loader=TextLoader{col=Label:R4:0 col=GroupId:TX:1 col=Features:R4:2-138}" +
" xf=HashTransform{col=GroupId} xf=NAHandleTransform{col=Features}" +
" tr=FastTreeRanking{}";
var environment = EnvironmentFactory.CreateRankingEnvironment <RankerEvaluator, TextLoader, HashingTransformer, FastTreeRankingTrainer, FastTreeRankingModelParameters>();
cmd.ExecuteMamlCommand(environment);
}
public void TrainTest_Ranking_MSLRWeb10K_RawNumericFeatures_FastTreeRanking()
{
string cmd = @"TrainTest test=" + _mslrWeb10k_Validate +
" eval=RankingEvaluator{t=10}" +
" data=" + _mslrWeb10k_Train +
" loader=TextLoader{col=Label:R4:0 col=GroupId:TX:1 col=Features:R4:2-138}" +
" xf=HashTransform{col=GroupId} xf=NAHandleTransform{col=Features}" +
" tr=FastTreeRanking{}";
var environment = EnvironmentFactory.CreateRankingEnvironment <RankerEvaluator, TextLoader, HashingTransformer, FastTreeRankingTrainer>();
Maml.MainCore(environment, cmd, alwaysPrintStacktrace: false);
}
public void SetupScoringSpeedTests()
{
_mslrWeb10k_Test = Path.GetFullPath(TestDatasets.MSLRWeb.testFilename);
_mslrWeb10k_Validate = Path.GetFullPath(TestDatasets.MSLRWeb.validFilename);
_mslrWeb10k_Train = Path.GetFullPath(TestDatasets.MSLRWeb.trainFilename);
if (!File.Exists(_mslrWeb10k_Test))
{
throw new FileNotFoundException(string.Format(Errors.DatasetNotFound, _mslrWeb10k_Test));
}
if (!File.Exists(_mslrWeb10k_Validate))
{
throw new FileNotFoundException(string.Format(Errors.DatasetNotFound, _mslrWeb10k_Validate));
}
if (!File.Exists(_mslrWeb10k_Train))
{
throw new FileNotFoundException(string.Format(Errors.DatasetNotFound, _mslrWeb10k_Train));
}
_modelPath_MSLR = Path.Combine(Directory.GetCurrentDirectory(), @"FastTreeRankingModel.zip");
string cmd = @"TrainTest test=" + _mslrWeb10k_Validate +
" eval=RankingEvaluator{t=10}" +
" data=" + _mslrWeb10k_Train +
" loader=TextLoader{col=Label:R4:0 col=GroupId:TX:1 col=Features:R4:2-138}" +
" xf=HashTransform{col=GroupId}" +
" xf=NAHandleTransform{col=Features}" +
" tr=FastTreeRanking{}" +
" out={" + _modelPath_MSLR + "}";
using (var environment = EnvironmentFactory.CreateRankingEnvironment <RankerEvaluator, TextLoader, HashTransformer, FastTreeRankingTrainer>())
{
Maml.MainCore(environment, cmd, alwaysPrintStacktrace: false);
}
}
public void SetupScoringSpeedTests()
{
_mslrWeb10k_Test = BaseTestClass.GetDataPath(TestDatasets.MSLRWeb.testFilename);
_mslrWeb10k_Validate = BaseTestClass.GetDataPath(TestDatasets.MSLRWeb.validFilename);
_mslrWeb10k_Train = BaseTestClass.GetDataPath(TestDatasets.MSLRWeb.trainFilename);
if (!File.Exists(_mslrWeb10k_Test))
{
throw new FileNotFoundException(string.Format(Errors.DatasetNotFound, _mslrWeb10k_Test));
}
if (!File.Exists(_mslrWeb10k_Validate))
{
throw new FileNotFoundException(string.Format(Errors.DatasetNotFound, _mslrWeb10k_Validate));
}
if (!File.Exists(_mslrWeb10k_Train))
{
throw new FileNotFoundException(string.Format(Errors.DatasetNotFound, _mslrWeb10k_Train));
}
_modelPath_MSLR = Path.Combine(Path.GetDirectoryName(typeof(RankingTest).Assembly.Location), "FastTreeRankingModel.zip");
string cmd = @"TrainTest test=" + _mslrWeb10k_Validate +
" eval=RankingEvaluator{t=10}" +
" data=" + _mslrWeb10k_Train +
" loader=TextLoader{col=Label:R4:0 col=GroupId:TX:1 col=Features:R4:2-138}" +
" xf=HashTransform{col=GroupId}" +
" xf=NAHandleTransform{col=Features}" +
" tr=FastTreeRanking{}" +
" out={" + _modelPath_MSLR + "}";
var environment = EnvironmentFactory.CreateRankingEnvironment <RankerEvaluator, TextLoader, HashingTransformer, FastTreeRankingTrainer, FastTreeRankingModelParameters>();
cmd.ExecuteMamlCommand(environment);
}
