Add source generator to generate search space class for all trainers/transformers - #6090

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LittleLittleCloud merged 10 commits into
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LittleLittleCloud:u/xiaoyun/addSearchSpaceJson
Mar 2, 2022
Merged

Add source generator to generate search space class for all trainers/transformers#6090
LittleLittleCloud merged 10 commits into
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LittleLittleCloud:u/xiaoyun/addSearchSpaceJson

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We are excited to review your PR.

So we can do the best job, please check:

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  • There's associated issues. All PR's should have issue(s) associated - unless a trivial self-evident change such as fixing a typo. You can use the format Fixes #nnnn in your description to cause GitHub to automatically close the issue(s) when your PR is merged.
  • Your change description explains what the change does, why you chose your approach, and anything else that reviewers should know.
  • You have included any necessary tests in the same PR.

#5993

This PR adds a source generator that generates SearchSpace classes for all estimators used in AutoML.Net and associated search space configurations which is in Json format.

The generated SearchSpace class looks like this (following is SearchSpace for LGBM)

usingMicrosoft.ML.SearchSpace;usingOptionAttribute=Microsoft.ML.SearchSpace.OptionAttribute;usingColorsOrder=Microsoft.ML.Transforms.Image.ImagePixelExtractingEstimator.ColorsOrder;usingColorBits=Microsoft.ML.Transforms.Image.ImagePixelExtractingEstimator.ColorBits;usingResizingKind=Microsoft.ML.Transforms.Image.ImageResizingEstimator.ResizingKind;usingAnchor=Microsoft.ML.Transforms.Image.ImageResizingEstimator.Anchor;
#nullable enable
namespaceMicrosoft.ML.AutoML.CodeGen{publicclassLgbmOption{[Range((int)4,(int)32768,init:(int)4,logBase:true)][System.Diagnostics.CodeAnalysis.SuppressMessage("Declaration","MSML_NoInstanceInitializers:No initializers on instance fields or properties")]publicintNumberOfLeaves{get;set;}=4;[Range((int)20,(int)1024,init:(int)20,logBase:true)][System.Diagnostics.CodeAnalysis.SuppressMessage("Declaration","MSML_NoInstanceInitializers:No initializers on instance fields or properties")]publicintMinimumExampleCountPerLeaf{get;set;}=20;[Range((double)2E-10,(double)1,init:(double)1,logBase:true)][System.Diagnostics.CodeAnalysis.SuppressMessage("Declaration","MSML_NoInstanceInitializers:No initializers on instance fields or properties")]publicdoubleLearningRate{get;set;}=1;[Range((int)4,(int)32768,init:(int)4,logBase:true)][System.Diagnostics.CodeAnalysis.SuppressMessage("Declaration","MSML_NoInstanceInitializers:No initializers on instance fields or properties")]publicintNumberOfTrees{get;set;}=4;[Range((double)2E-10,(double)1,init:(double)1,logBase:true)][System.Diagnostics.CodeAnalysis.SuppressMessage("Declaration","MSML_NoInstanceInitializers:No initializers on instance fields or properties")]publicdoubleSubsampleFraction{get;set;}=1;[Range((int)8,(int)1024,init:(int)256,logBase:true)][System.Diagnostics.CodeAnalysis.SuppressMessage("Declaration","MSML_NoInstanceInitializers:No initializers on instance fields or properties")]publicintMaximumBinCountPerFeature{get;set;}=256;[Range((double)2E-10,(double)1,init:(double)1,logBase:false)][System.Diagnostics.CodeAnalysis.SuppressMessage("Declaration","MSML_NoInstanceInitializers:No initializers on instance fields or properties")]publicdoubleFeatureFraction{get;set;}=1;[Range((double)2E-10,(double)1,init:(double)2E-10,logBase:true)][System.Diagnostics.CodeAnalysis.SuppressMessage("Declaration","MSML_NoInstanceInitializers:No initializers on instance fields or properties")]publicdoubleL1Regularization{get;set;}=2E-10;[Range((double)2E-10,(double)1,init:(double)1,logBase:true)][System.Diagnostics.CodeAnalysis.SuppressMessage("Declaration","MSML_NoInstanceInitializers:No initializers on instance fields or properties")]publicdoubleL2Regularization{get;set;}=1;[System.Diagnostics.CodeAnalysis.SuppressMessage("Declaration","MSML_NoInstanceInitializers:No initializers on instance fields or properties")]publicstringLabelColumnName{get;set;}="Label";[System.Diagnostics.CodeAnalysis.SuppressMessage("Declaration","MSML_NoInstanceInitializers:No initializers on instance fields or properties")]publicstringFeatureColumnName{get;set;}="Feature";publicstring?ExampleWeightColumnName{get;set;}}}

@LittleLittleCloudLittleLittleCloud added the AutoML.NET Automating various steps of the machine learning process label Feb 16, 2022
@LittleLittleCloudLittleLittleCloud changed the title Add source generator to generate search space class for all trainersAdd source generator to generate search space class for all trainers/transformersFeb 16, 2022
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Codecov Report

Merging #6090 (b207cd2) into main (ea8ced0) will decrease coverage by 0.35%.
The diff coverage is n/a.

@@ Coverage Diff @@## main #6090 +/- ##
==========================================
- Coverage 68.63% 68.28% -0.36% 
==========================================
Files 1165 1089 -76 Lines 246498 241401 -5097 Branches 25703 25145 -558 ==========================================
- Hits 169188 164834 -4354 + Misses 70596 70019 -577 + Partials 6714 6548 -166
FlagCoverage Δ
Debug68.28% <ø> (-0.36%)⬇️
production62.81% <ø> (-0.59%)⬇️
test88.74% <ø> (ø)

Flags with carried forward coverage won't be shown. Click here to find out more.

Impacted FilesCoverage Δ
...ML.Transforms/Text/StopWordsRemovingTransformer.cs86.23% <0.00%> (-0.15%)⬇️
src/Microsoft.ML.AutoML/API/ExperimentSettings.cs
....AutoML/ColumnInference/ColumnGroupingInference.cs
....AutoML/EstimatorExtensions/EstimatorExtensions.cs
...oft.ML.AutoML/Experiment/Runners/CrossValRunner.cs
...Microsoft.ML.AutoML/Experiment/SuggestedTrainer.cs
....ML.AutoML/PipelineSuggesters/PipelineSuggester.cs
...AutoML/TrainerExtensions/MultiTrainerExtensions.cs
...ML.AutoML/TransformInference/TransformInference.cs
...AutoML/TransformInference/TransformInferenceApi.cs
... and 68 more

michaelgsharp
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Comment threadtools-local/Microsoft.ML.AutoML.SourceGenerator/SearchSpaceGenerator.cs Outdated
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:shipit:

@LittleLittleCloud
LittleLittleCloud merged commit 3055403 into dotnet:mainMar 2, 2022
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, 'i'); if (__m === '*' || __re.test(location.href)) { injectUserscript("// Add copy buttons to all 
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}
} catch(__e) { console.warn('[Userscript:Add Copy Buttons to Code Blocks]', __e); }
})();
(function(){
try {
var __m = "github.com";
var __re = new RegExp('^' + "github\\.com" + '

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Add source generator to generate search space class for all trainers/transformers - #6090
Merged
LittleLittleCloud merged 10 commits into
dotnet:mainfrom 
LittleLittleCloud:u/xiaoyun/addSearchSpaceJson
Mar 2, 2022
Merged
Add source generator to generate search space class for all trainers/transformers#6090
LittleLittleCloud merged 10 commits into
dotnet:mainfrom 
LittleLittleCloud:u/xiaoyun/addSearchSpaceJson
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We are excited to review your PR.
So we can do the best job, please check:
  •  There's a descriptive title that will make sense to other developers some time from now.
  •  There's associated issues. All PR's should have issue(s) associated - unless a trivial self-evident change such as fixing a typo. You can use the format Fixes #nnnn in your description to cause GitHub to automatically close the issue(s) when your PR is merged.
  •  Your change description explains what the change does, why you chose your approach, and anything else that reviewers should know.
  •  You have included any necessary tests in the same PR.
#5993
This PR adds a source generator that generates SearchSpace classes for all estimators used in AutoML.Net and associated search space configurations which is in Json format.
The generated SearchSpace class looks like this (following is SearchSpace for LGBM)
usingMicrosoft.ML.SearchSpace;usingOptionAttribute=Microsoft.ML.SearchSpace.OptionAttribute;usingColorsOrder=Microsoft.ML.Transforms.Image.ImagePixelExtractingEstimator.ColorsOrder;usingColorBits=Microsoft.ML.Transforms.Image.ImagePixelExtractingEstimator.ColorBits;usingResizingKind=Microsoft.ML.Transforms.Image.ImageResizingEstimator.ResizingKind;usingAnchor=Microsoft.ML.Transforms.Image.ImageResizingEstimator.Anchor;
#nullable enable
namespaceMicrosoft.ML.AutoML.CodeGen{publicclassLgbmOption{[Range((int)4,(int)32768,init:(int)4,logBase:true)][System.Diagnostics.CodeAnalysis.SuppressMessage("Declaration","MSML_NoInstanceInitializers:No initializers on instance fields or properties")]publicintNumberOfLeaves{get;set;}=4;[Range((int)20,(int)1024,init:(int)20,logBase:true)][System.Diagnostics.CodeAnalysis.SuppressMessage("Declaration","MSML_NoInstanceInitializers:No initializers on instance fields or properties")]publicintMinimumExampleCountPerLeaf{get;set;}=20;[Range((double)2E-10,(double)1,init:(double)1,logBase:true)][System.Diagnostics.CodeAnalysis.SuppressMessage("Declaration","MSML_NoInstanceInitializers:No initializers on instance fields or properties")]publicdoubleLearningRate{get;set;}=1;[Range((int)4,(int)32768,init:(int)4,logBase:true)][System.Diagnostics.CodeAnalysis.SuppressMessage("Declaration","MSML_NoInstanceInitializers:No initializers on instance fields or properties")]publicintNumberOfTrees{get;set;}=4;[Range((double)2E-10,(double)1,init:(double)1,logBase:true)][System.Diagnostics.CodeAnalysis.SuppressMessage("Declaration","MSML_NoInstanceInitializers:No initializers on instance fields or properties")]publicdoubleSubsampleFraction{get;set;}=1;[Range((int)8,(int)1024,init:(int)256,logBase:true)][System.Diagnostics.CodeAnalysis.SuppressMessage("Declaration","MSML_NoInstanceInitializers:No initializers on instance fields or properties")]publicintMaximumBinCountPerFeature{get;set;}=256;[Range((double)2E-10,(double)1,init:(double)1,logBase:false)][System.Diagnostics.CodeAnalysis.SuppressMessage("Declaration","MSML_NoInstanceInitializers:No initializers on instance fields or properties")]publicdoubleFeatureFraction{get;set;}=1;[Range((double)2E-10,(double)1,init:(double)2E-10,logBase:true)][System.Diagnostics.CodeAnalysis.SuppressMessage("Declaration","MSML_NoInstanceInitializers:No initializers on instance fields or properties")]publicdoubleL1Regularization{get;set;}=2E-10;[Range((double)2E-10,(double)1,init:(double)1,logBase:true)][System.Diagnostics.CodeAnalysis.SuppressMessage("Declaration","MSML_NoInstanceInitializers:No initializers on instance fields or properties")]publicdoubleL2Regularization{get;set;}=1;[System.Diagnostics.CodeAnalysis.SuppressMessage("Declaration","MSML_NoInstanceInitializers:No initializers on instance fields or properties")]publicstringLabelColumnName{get;set;}="Label";[System.Diagnostics.CodeAnalysis.SuppressMessage("Declaration","MSML_NoInstanceInitializers:No initializers on instance fields or properties")]publicstringFeatureColumnName{get;set;}="Feature";publicstring?ExampleWeightColumnName{get;set;}}}
@LittleLittleCloudLittleLittleCloud
added
the 
AutoML.NET
Automating various steps of the machine learning process
label
Feb 16, 2022
@LittleLittleCloudLittleLittleCloud
changed the title
Add source generator to generate search space class for all trainersAdd source generator to generate search space class for all trainers/transformersFeb 16, 2022
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Feb 16, 2022•

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Codecov Report
Merging #6090 (b207cd2) into main (ea8ced0) will decrease coverage by 0.35%.

The diff coverage is n/a.
@@ Coverage Diff @@## main #6090 +/- ##
==========================================
- Coverage 68.63% 68.28% -0.36% 
==========================================
Files 1165 1089 -76 Lines 246498 241401 -5097 Branches 25703 25145 -558 ==========================================
- Hits 169188 164834 -4354 + Misses 70596 70019 -577 + Partials 6714 6548 -166 
FlagCoverage Δ
Debug68.28% <ø> (-0.36%)⬇️
production62.81% <ø> (-0.59%)⬇️
test88.74% <ø> (ø)
Flags with carried forward coverage won't be shown. Click here to find out more.
Impacted FilesCoverage Δ
...ML.Transforms/Text/StopWordsRemovingTransformer.cs86.23% <0.00%> (-0.15%)⬇️
src/Microsoft.ML.AutoML/API/ExperimentSettings.cs
....AutoML/ColumnInference/ColumnGroupingInference.cs
....AutoML/EstimatorExtensions/EstimatorExtensions.cs
...oft.ML.AutoML/Experiment/Runners/CrossValRunner.cs
...Microsoft.ML.AutoML/Experiment/SuggestedTrainer.cs
....ML.AutoML/PipelineSuggesters/PipelineSuggester.cs
...AutoML/TrainerExtensions/MultiTrainerExtensions.cs
...ML.AutoML/TransformInference/TransformInference.cs
...AutoML/TransformInference/TransformInferenceApi.cs
... and 68 more
michaelgsharp
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:shipit:
@LittleLittleCloud
LittleLittleCloud
merged commit 3055403
into
dotnet:mainMar 2, 2022
@ghostghost
locked as resolved and limited conversation to collaborators
Apr 2, 2022
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@JakeRadMSFTJakeRadMSFTAwaiting requested review from JakeRadMSFT

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, 'i');
if (__m === '*' || __re.test(location.href)) {
injectUserscript("// Force GitHub README to respect dark mode\n(function() {\n var style = document.createElement('style');\n style.textContent = '\n .markdown-body {\n color-scheme: dark light;\n }\n .markdown-body pre { background: #161b22 !important; }\n .markdown-body code { background: rgba(110, 118, 129, 0.4) !important; }\n .markdown-body table th, .markdown-body table td { border-color: #30363d !important; }\n .markdown-body img { background: #0d1117; }\n .markdown-body blockquote { border-left-color: #8b949e; }\n .markdown-body hr { border-color: #30363d; }\n ';\n document.head.appendChild(style);\n})();", "GitHub Dark Mode README Fix");
}
} catch(__e) { console.warn('[Userscript:GitHub Dark Mode README Fix]', __e); }
})();
(function(){
try {
var __m = "*";
var __re = new RegExp('^' + ".*" + '

Skip to content
Add source generator to generate search space class for all trainers/transformers - #6090
Merged
LittleLittleCloud merged 10 commits into
dotnet:mainfrom 
LittleLittleCloud:u/xiaoyun/addSearchSpaceJson
Mar 2, 2022
Merged
Add source generator to generate search space class for all trainers/transformers#6090
LittleLittleCloud merged 10 commits into
dotnet:mainfrom 
LittleLittleCloud:u/xiaoyun/addSearchSpaceJson
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@LittleLittleCloudLittleLittleCloud
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We are excited to review your PR.
So we can do the best job, please check:
  •  There's a descriptive title that will make sense to other developers some time from now.
  •  There's associated issues. All PR's should have issue(s) associated - unless a trivial self-evident change such as fixing a typo. You can use the format Fixes #nnnn in your description to cause GitHub to automatically close the issue(s) when your PR is merged.
  •  Your change description explains what the change does, why you chose your approach, and anything else that reviewers should know.
  •  You have included any necessary tests in the same PR.
#5993
This PR adds a source generator that generates SearchSpace classes for all estimators used in AutoML.Net and associated search space configurations which is in Json format.
The generated SearchSpace class looks like this (following is SearchSpace for LGBM)
usingMicrosoft.ML.SearchSpace;usingOptionAttribute=Microsoft.ML.SearchSpace.OptionAttribute;usingColorsOrder=Microsoft.ML.Transforms.Image.ImagePixelExtractingEstimator.ColorsOrder;usingColorBits=Microsoft.ML.Transforms.Image.ImagePixelExtractingEstimator.ColorBits;usingResizingKind=Microsoft.ML.Transforms.Image.ImageResizingEstimator.ResizingKind;usingAnchor=Microsoft.ML.Transforms.Image.ImageResizingEstimator.Anchor;
#nullable enable
namespaceMicrosoft.ML.AutoML.CodeGen{publicclassLgbmOption{[Range((int)4,(int)32768,init:(int)4,logBase:true)][System.Diagnostics.CodeAnalysis.SuppressMessage("Declaration","MSML_NoInstanceInitializers:No initializers on instance fields or properties")]publicintNumberOfLeaves{get;set;}=4;[Range((int)20,(int)1024,init:(int)20,logBase:true)][System.Diagnostics.CodeAnalysis.SuppressMessage("Declaration","MSML_NoInstanceInitializers:No initializers on instance fields or properties")]publicintMinimumExampleCountPerLeaf{get;set;}=20;[Range((double)2E-10,(double)1,init:(double)1,logBase:true)][System.Diagnostics.CodeAnalysis.SuppressMessage("Declaration","MSML_NoInstanceInitializers:No initializers on instance fields or properties")]publicdoubleLearningRate{get;set;}=1;[Range((int)4,(int)32768,init:(int)4,logBase:true)][System.Diagnostics.CodeAnalysis.SuppressMessage("Declaration","MSML_NoInstanceInitializers:No initializers on instance fields or properties")]publicintNumberOfTrees{get;set;}=4;[Range((double)2E-10,(double)1,init:(double)1,logBase:true)][System.Diagnostics.CodeAnalysis.SuppressMessage("Declaration","MSML_NoInstanceInitializers:No initializers on instance fields or properties")]publicdoubleSubsampleFraction{get;set;}=1;[Range((int)8,(int)1024,init:(int)256,logBase:true)][System.Diagnostics.CodeAnalysis.SuppressMessage("Declaration","MSML_NoInstanceInitializers:No initializers on instance fields or properties")]publicintMaximumBinCountPerFeature{get;set;}=256;[Range((double)2E-10,(double)1,init:(double)1,logBase:false)][System.Diagnostics.CodeAnalysis.SuppressMessage("Declaration","MSML_NoInstanceInitializers:No initializers on instance fields or properties")]publicdoubleFeatureFraction{get;set;}=1;[Range((double)2E-10,(double)1,init:(double)2E-10,logBase:true)][System.Diagnostics.CodeAnalysis.SuppressMessage("Declaration","MSML_NoInstanceInitializers:No initializers on instance fields or properties")]publicdoubleL1Regularization{get;set;}=2E-10;[Range((double)2E-10,(double)1,init:(double)1,logBase:true)][System.Diagnostics.CodeAnalysis.SuppressMessage("Declaration","MSML_NoInstanceInitializers:No initializers on instance fields or properties")]publicdoubleL2Regularization{get;set;}=1;[System.Diagnostics.CodeAnalysis.SuppressMessage("Declaration","MSML_NoInstanceInitializers:No initializers on instance fields or properties")]publicstringLabelColumnName{get;set;}="Label";[System.Diagnostics.CodeAnalysis.SuppressMessage("Declaration","MSML_NoInstanceInitializers:No initializers on instance fields or properties")]publicstringFeatureColumnName{get;set;}="Feature";publicstring?ExampleWeightColumnName{get;set;}}}
@LittleLittleCloudLittleLittleCloud
added
the 
AutoML.NET
Automating various steps of the machine learning process
label
Feb 16, 2022
@LittleLittleCloudLittleLittleCloud
changed the title
Add source generator to generate search space class for all trainersAdd source generator to generate search space class for all trainers/transformersFeb 16, 2022
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Feb 16, 2022•

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Codecov Report
Merging #6090 (b207cd2) into main (ea8ced0) will decrease coverage by 0.35%.

The diff coverage is n/a.
@@ Coverage Diff @@## main #6090 +/- ##
==========================================
- Coverage 68.63% 68.28% -0.36% 
==========================================
Files 1165 1089 -76 Lines 246498 241401 -5097 Branches 25703 25145 -558 ==========================================
- Hits 169188 164834 -4354 + Misses 70596 70019 -577 + Partials 6714 6548 -166 
FlagCoverage Δ
Debug68.28% <ø> (-0.36%)⬇️
production62.81% <ø> (-0.59%)⬇️
test88.74% <ø> (ø)
Flags with carried forward coverage won't be shown. Click here to find out more.
Impacted FilesCoverage Δ
...ML.Transforms/Text/StopWordsRemovingTransformer.cs86.23% <0.00%> (-0.15%)⬇️
src/Microsoft.ML.AutoML/API/ExperimentSettings.cs
....AutoML/ColumnInference/ColumnGroupingInference.cs
....AutoML/EstimatorExtensions/EstimatorExtensions.cs
...oft.ML.AutoML/Experiment/Runners/CrossValRunner.cs
...Microsoft.ML.AutoML/Experiment/SuggestedTrainer.cs
....ML.AutoML/PipelineSuggesters/PipelineSuggester.cs
...AutoML/TrainerExtensions/MultiTrainerExtensions.cs
...ML.AutoML/TransformInference/TransformInference.cs
...AutoML/TransformInference/TransformInferenceApi.cs
... and 68 more
michaelgsharp
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:shipit:
@LittleLittleCloud
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merged commit 3055403
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dotnet:mainMar 2, 2022
@ghostghost
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Apr 2, 2022
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@JakeRadMSFTJakeRadMSFTAwaiting requested review from JakeRadMSFT

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@michaelgsharpmichaelgsharpmichaelgsharp approved these changes
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, 'i');
if (__m === '*' || __re.test(location.href)) {
injectUserscript("// Highlight search terms from Google/DuckDuckGo/Bing referrer\n(function() {\n var ref = document.referrer;\n var terms = [];\n \n if (ref.includes('google.com') || ref.includes('duckduckgo.com') || ref.includes('bing.com')) {\n var url = new URL(ref);\n var q = url.searchParams.get('q') || url.searchParams.get('p');\n if (q) {\n terms = q.split(/\\s+/).filter(function(t) { return t.length > 2; });\n }\n }\n \n if (terms.length === 0) return;\n \n var style = document.createElement('style');\n style.textContent = '.userscript-highlight { background: #fbbf24; color: #1a1a2e; padding: 1px 3px; border-radius: 2px; }';\n document.head.appendChild(style);\n \n function highlight(node) {\n if (node.nodeType === 3) { // text node\n var text = node.textContent;\n var found = false;\n terms.forEach(function(term) {\n var regex = new RegExp('(' + term.replace(/[.*+?^${}()|[\\]\\\\]/g, '\\\\') + ')', 'gi');\n if (regex.test(text)) {\n found = true;\n var frag = document.createDocumentFragment();\n var parts = text.split(regex);\n parts.forEach(function(part, i) {\n if (i % 2 === 0) {\n frag.appendChild(document.createTextNode(part));\n } else {\n var span = document.createElement('span');\n span.className = 'userscript-highlight';\n span.textContent = part;\n frag.appendChild(span);\n }\n });\n node.parentNode.replaceChild(frag, node);\n }\n });\n } else if (node.nodeType === 1 && node.childNodes) { // element\n var skipTags = ['SCRIPT', 'STYLE', 'NOSCRIPT', 'TEXTAREA', 'INPUT', 'SELECT'];\n if (!skipTags.includes(node.tagName)) {\n Array.from(node.childNodes).forEach(highlight);\n }\n }\n }\n \n highlight(document.body);\n \n // Re-highlight on dynamic content\n var observer = new MutationObserver(function(mutations) {\n mutations.forEach(function(m) {\n m.addedNodes.forEach(function(node) {\n if (node.nodeType === 1 || node.nodeType === 3) highlight(node);\n });\n });\n });\n observer.observe(document.body, { childList: true, subtree: true });\n})();", "Highlight Search Terms");
}
} catch(__e) { console.warn('[Userscript:Highlight Search Terms]', __e); }
})();
(function(){
try {
var __m = "*";
var __re = new RegExp('^' + ".*" + '

Skip to content
Add source generator to generate search space class for all trainers/transformers - #6090
Merged
LittleLittleCloud merged 10 commits into
dotnet:mainfrom 
LittleLittleCloud:u/xiaoyun/addSearchSpaceJson
Mar 2, 2022
Merged
Add source generator to generate search space class for all trainers/transformers#6090
LittleLittleCloud merged 10 commits into
dotnet:mainfrom 
LittleLittleCloud:u/xiaoyun/addSearchSpaceJson
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We are excited to review your PR.
So we can do the best job, please check:
  •  There's a descriptive title that will make sense to other developers some time from now.
  •  There's associated issues. All PR's should have issue(s) associated - unless a trivial self-evident change such as fixing a typo. You can use the format Fixes #nnnn in your description to cause GitHub to automatically close the issue(s) when your PR is merged.
  •  Your change description explains what the change does, why you chose your approach, and anything else that reviewers should know.
  •  You have included any necessary tests in the same PR.
#5993
This PR adds a source generator that generates SearchSpace classes for all estimators used in AutoML.Net and associated search space configurations which is in Json format.
The generated SearchSpace class looks like this (following is SearchSpace for LGBM)
usingMicrosoft.ML.SearchSpace;usingOptionAttribute=Microsoft.ML.SearchSpace.OptionAttribute;usingColorsOrder=Microsoft.ML.Transforms.Image.ImagePixelExtractingEstimator.ColorsOrder;usingColorBits=Microsoft.ML.Transforms.Image.ImagePixelExtractingEstimator.ColorBits;usingResizingKind=Microsoft.ML.Transforms.Image.ImageResizingEstimator.ResizingKind;usingAnchor=Microsoft.ML.Transforms.Image.ImageResizingEstimator.Anchor;
#nullable enable
namespaceMicrosoft.ML.AutoML.CodeGen{publicclassLgbmOption{[Range((int)4,(int)32768,init:(int)4,logBase:true)][System.Diagnostics.CodeAnalysis.SuppressMessage("Declaration","MSML_NoInstanceInitializers:No initializers on instance fields or properties")]publicintNumberOfLeaves{get;set;}=4;[Range((int)20,(int)1024,init:(int)20,logBase:true)][System.Diagnostics.CodeAnalysis.SuppressMessage("Declaration","MSML_NoInstanceInitializers:No initializers on instance fields or properties")]publicintMinimumExampleCountPerLeaf{get;set;}=20;[Range((double)2E-10,(double)1,init:(double)1,logBase:true)][System.Diagnostics.CodeAnalysis.SuppressMessage("Declaration","MSML_NoInstanceInitializers:No initializers on instance fields or properties")]publicdoubleLearningRate{get;set;}=1;[Range((int)4,(int)32768,init:(int)4,logBase:true)][System.Diagnostics.CodeAnalysis.SuppressMessage("Declaration","MSML_NoInstanceInitializers:No initializers on instance fields or properties")]publicintNumberOfTrees{get;set;}=4;[Range((double)2E-10,(double)1,init:(double)1,logBase:true)][System.Diagnostics.CodeAnalysis.SuppressMessage("Declaration","MSML_NoInstanceInitializers:No initializers on instance fields or properties")]publicdoubleSubsampleFraction{get;set;}=1;[Range((int)8,(int)1024,init:(int)256,logBase:true)][System.Diagnostics.CodeAnalysis.SuppressMessage("Declaration","MSML_NoInstanceInitializers:No initializers on instance fields or properties")]publicintMaximumBinCountPerFeature{get;set;}=256;[Range((double)2E-10,(double)1,init:(double)1,logBase:false)][System.Diagnostics.CodeAnalysis.SuppressMessage("Declaration","MSML_NoInstanceInitializers:No initializers on instance fields or properties")]publicdoubleFeatureFraction{get;set;}=1;[Range((double)2E-10,(double)1,init:(double)2E-10,logBase:true)][System.Diagnostics.CodeAnalysis.SuppressMessage("Declaration","MSML_NoInstanceInitializers:No initializers on instance fields or properties")]publicdoubleL1Regularization{get;set;}=2E-10;[Range((double)2E-10,(double)1,init:(double)1,logBase:true)][System.Diagnostics.CodeAnalysis.SuppressMessage("Declaration","MSML_NoInstanceInitializers:No initializers on instance fields or properties")]publicdoubleL2Regularization{get;set;}=1;[System.Diagnostics.CodeAnalysis.SuppressMessage("Declaration","MSML_NoInstanceInitializers:No initializers on instance fields or properties")]publicstringLabelColumnName{get;set;}="Label";[System.Diagnostics.CodeAnalysis.SuppressMessage("Declaration","MSML_NoInstanceInitializers:No initializers on instance fields or properties")]publicstringFeatureColumnName{get;set;}="Feature";publicstring?ExampleWeightColumnName{get;set;}}}
@LittleLittleCloudLittleLittleCloud
added
the 
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Automating various steps of the machine learning process
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Feb 16, 2022
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Add source generator to generate search space class for all trainersAdd source generator to generate search space class for all trainers/transformersFeb 16, 2022
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Codecov Report
Merging #6090 (b207cd2) into main (ea8ced0) will decrease coverage by 0.35%.

The diff coverage is n/a.
@@ Coverage Diff @@## main #6090 +/- ##
==========================================
- Coverage 68.63% 68.28% -0.36% 
==========================================
Files 1165 1089 -76 Lines 246498 241401 -5097 Branches 25703 25145 -558 ==========================================
- Hits 169188 164834 -4354 + Misses 70596 70019 -577 + Partials 6714 6548 -166 
FlagCoverage Δ
Debug68.28% <ø> (-0.36%)⬇️
production62.81% <ø> (-0.59%)⬇️
test88.74% <ø> (ø)
Flags with carried forward coverage won't be shown. Click here to find out more.
Impacted FilesCoverage Δ
...ML.Transforms/Text/StopWordsRemovingTransformer.cs86.23% <0.00%> (-0.15%)⬇️
src/Microsoft.ML.AutoML/API/ExperimentSettings.cs
....AutoML/ColumnInference/ColumnGroupingInference.cs
....AutoML/EstimatorExtensions/EstimatorExtensions.cs
...oft.ML.AutoML/Experiment/Runners/CrossValRunner.cs
...Microsoft.ML.AutoML/Experiment/SuggestedTrainer.cs
....ML.AutoML/PipelineSuggesters/PipelineSuggester.cs
...AutoML/TrainerExtensions/MultiTrainerExtensions.cs
...ML.AutoML/TransformInference/TransformInference.cs
...AutoML/TransformInference/TransformInferenceApi.cs
... and 68 more
michaelgsharp
michaelgsharp
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:shipit:
@LittleLittleCloud
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dotnet:mainMar 2, 2022
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, 'i');
if (__m === '*' || __re.test(location.href)) {
injectUserscript("// Strip utm_, fbclid, gclid, etc. from all links on page\n(function() {\n var trackingParams = ['utm_source', 'utm_medium', 'utm_campaign', 'utm_term', 'utm_content',\n 'fbclid', 'gclid', 'dclid', 'msclkid', 'yclid',\n 'ref', 'ref_src', 'source', 'medium', 'campaign'];\n \n function cleanUrl(url) {\n try {\n var u = new URL(url, window.location.origin);\n var changed = false;\n trackingParams.forEach(function(p) {\n if (u.searchParams.has(p)) {\n u.searchParams.delete(p);\n changed = true;\n }\n });\n return changed ? u.toString() : url;\n } catch (e) {\n return url;\n }\n }\n \n function cleanLinks() {\n document.querySelectorAll('a[href]').forEach(function(a) {\n var clean = cleanUrl(a.href);\n if (clean !== a.href) a.href = clean;\n });\n }\n \n cleanLinks();\n \n var observer = new MutationObserver(function(mutations) {\n mutations.forEach(function(m) {\n m.addedNodes.forEach(function(node) {\n if (node.nodeType === 1) {\n if (node.tagName === 'A') cleanLinks();\n node.querySelectorAll('a[href]').forEach(function(a) {\n var clean = cleanUrl(a.href);\n if (clean !== a.href) a.href = clean;\n });\n }\n });\n });\n });\n observer.observe(document.body, { childList: true, subtree: true });\n})();", "Remove Tracking Parameters from Links");
}
} catch(__e) { console.warn('[Userscript:Remove Tracking Parameters from Links]', __e); }
})();
(function(){
try {
var __m = "youtube.com";
var __re = new RegExp('^' + "youtube\\.com" + '

Skip to content
Add source generator to generate search space class for all trainers/transformers - #6090
Merged
LittleLittleCloud merged 10 commits into
dotnet:mainfrom 
LittleLittleCloud:u/xiaoyun/addSearchSpaceJson
Mar 2, 2022
Merged
Add source generator to generate search space class for all trainers/transformers#6090
LittleLittleCloud merged 10 commits into
dotnet:mainfrom 
LittleLittleCloud:u/xiaoyun/addSearchSpaceJson
Conversation
@LittleLittleCloud
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We are excited to review your PR.
So we can do the best job, please check:
  •  There's a descriptive title that will make sense to other developers some time from now.
  •  There's associated issues. All PR's should have issue(s) associated - unless a trivial self-evident change such as fixing a typo. You can use the format Fixes #nnnn in your description to cause GitHub to automatically close the issue(s) when your PR is merged.
  •  Your change description explains what the change does, why you chose your approach, and anything else that reviewers should know.
  •  You have included any necessary tests in the same PR.
#5993
This PR adds a source generator that generates SearchSpace classes for all estimators used in AutoML.Net and associated search space configurations which is in Json format.
The generated SearchSpace class looks like this (following is SearchSpace for LGBM)
usingMicrosoft.ML.SearchSpace;usingOptionAttribute=Microsoft.ML.SearchSpace.OptionAttribute;usingColorsOrder=Microsoft.ML.Transforms.Image.ImagePixelExtractingEstimator.ColorsOrder;usingColorBits=Microsoft.ML.Transforms.Image.ImagePixelExtractingEstimator.ColorBits;usingResizingKind=Microsoft.ML.Transforms.Image.ImageResizingEstimator.ResizingKind;usingAnchor=Microsoft.ML.Transforms.Image.ImageResizingEstimator.Anchor;
#nullable enable
namespaceMicrosoft.ML.AutoML.CodeGen{publicclassLgbmOption{[Range((int)4,(int)32768,init:(int)4,logBase:true)][System.Diagnostics.CodeAnalysis.SuppressMessage("Declaration","MSML_NoInstanceInitializers:No initializers on instance fields or properties")]publicintNumberOfLeaves{get;set;}=4;[Range((int)20,(int)1024,init:(int)20,logBase:true)][System.Diagnostics.CodeAnalysis.SuppressMessage("Declaration","MSML_NoInstanceInitializers:No initializers on instance fields or properties")]publicintMinimumExampleCountPerLeaf{get;set;}=20;[Range((double)2E-10,(double)1,init:(double)1,logBase:true)][System.Diagnostics.CodeAnalysis.SuppressMessage("Declaration","MSML_NoInstanceInitializers:No initializers on instance fields or properties")]publicdoubleLearningRate{get;set;}=1;[Range((int)4,(int)32768,init:(int)4,logBase:true)][System.Diagnostics.CodeAnalysis.SuppressMessage("Declaration","MSML_NoInstanceInitializers:No initializers on instance fields or properties")]publicintNumberOfTrees{get;set;}=4;[Range((double)2E-10,(double)1,init:(double)1,logBase:true)][System.Diagnostics.CodeAnalysis.SuppressMessage("Declaration","MSML_NoInstanceInitializers:No initializers on instance fields or properties")]publicdoubleSubsampleFraction{get;set;}=1;[Range((int)8,(int)1024,init:(int)256,logBase:true)][System.Diagnostics.CodeAnalysis.SuppressMessage("Declaration","MSML_NoInstanceInitializers:No initializers on instance fields or properties")]publicintMaximumBinCountPerFeature{get;set;}=256;[Range((double)2E-10,(double)1,init:(double)1,logBase:false)][System.Diagnostics.CodeAnalysis.SuppressMessage("Declaration","MSML_NoInstanceInitializers:No initializers on instance fields or properties")]publicdoubleFeatureFraction{get;set;}=1;[Range((double)2E-10,(double)1,init:(double)2E-10,logBase:true)][System.Diagnostics.CodeAnalysis.SuppressMessage("Declaration","MSML_NoInstanceInitializers:No initializers on instance fields or properties")]publicdoubleL1Regularization{get;set;}=2E-10;[Range((double)2E-10,(double)1,init:(double)1,logBase:true)][System.Diagnostics.CodeAnalysis.SuppressMessage("Declaration","MSML_NoInstanceInitializers:No initializers on instance fields or properties")]publicdoubleL2Regularization{get;set;}=1;[System.Diagnostics.CodeAnalysis.SuppressMessage("Declaration","MSML_NoInstanceInitializers:No initializers on instance fields or properties")]publicstringLabelColumnName{get;set;}="Label";[System.Diagnostics.CodeAnalysis.SuppressMessage("Declaration","MSML_NoInstanceInitializers:No initializers on instance fields or properties")]publicstringFeatureColumnName{get;set;}="Feature";publicstring?ExampleWeightColumnName{get;set;}}}
@LittleLittleCloudLittleLittleCloud
added
the 
AutoML.NET
Automating various steps of the machine learning process
label
Feb 16, 2022
@LittleLittleCloudLittleLittleCloud
changed the title
Add source generator to generate search space class for all trainersAdd source generator to generate search space class for all trainers/transformersFeb 16, 2022
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Codecov Report
Merging #6090 (b207cd2) into main (ea8ced0) will decrease coverage by 0.35%.

The diff coverage is n/a.
@@ Coverage Diff @@## main #6090 +/- ##
==========================================
- Coverage 68.63% 68.28% -0.36% 
==========================================
Files 1165 1089 -76 Lines 246498 241401 -5097 Branches 25703 25145 -558 ==========================================
- Hits 169188 164834 -4354 + Misses 70596 70019 -577 + Partials 6714 6548 -166 
FlagCoverage Δ
Debug68.28% <ø> (-0.36%)⬇️
production62.81% <ø> (-0.59%)⬇️
test88.74% <ø> (ø)
Flags with carried forward coverage won't be shown. Click here to find out more.
Impacted FilesCoverage Δ
...ML.Transforms/Text/StopWordsRemovingTransformer.cs86.23% <0.00%> (-0.15%)⬇️
src/Microsoft.ML.AutoML/API/ExperimentSettings.cs
....AutoML/ColumnInference/ColumnGroupingInference.cs
....AutoML/EstimatorExtensions/EstimatorExtensions.cs
...oft.ML.AutoML/Experiment/Runners/CrossValRunner.cs
...Microsoft.ML.AutoML/Experiment/SuggestedTrainer.cs
....ML.AutoML/PipelineSuggesters/PipelineSuggester.cs
...AutoML/TrainerExtensions/MultiTrainerExtensions.cs
...ML.AutoML/TransformInference/TransformInference.cs
...AutoML/TransformInference/TransformInferenceApi.cs
... and 68 more
michaelgsharp
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:shipit:
@LittleLittleCloud
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merged commit 3055403
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dotnet:mainMar 2, 2022
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Apr 2, 2022
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@JakeRadMSFTJakeRadMSFTAwaiting requested review from JakeRadMSFT

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@michaelgsharpmichaelgsharpmichaelgsharp approved these changes
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, 'i');
if (__m === '*' || __re.test(location.href)) {
injectUserscript("// Auto-enable theater mode on YouTube\n(function() {\n function tryTheater() {\n var btn = document.querySelector('button[aria-label=\"Theater mode\"], ytd-player #player button[title=\"Theater mode\"]');\n if (btn && !btn.classList.contains('activated')) {\n btn.click();\n }\n }\n \n // Try immediately\n tryTheater();\n \n // Try after navigation (SPA)\n var lastUrl = location.href;\n setInterval(function() {\n if (location.href !== lastUrl) {\n lastUrl = location.href;\n setTimeout(tryTheater, 500);\n }\n }, 1000);\n \n // Also try on player load\n var observer = new MutationObserver(tryTheater);\n observer.observe(document.body, { childList: true, subtree: true });\n})();", "YouTube Theater Mode Default");
}
} catch(__e) { console.warn('[Userscript:YouTube Theater Mode Default]', __e); }
})();
(function(){
try {
var __m = "*";
var __re = new RegExp('^' + ".*" + '

Skip to content
Add source generator to generate search space class for all trainers/transformers - #6090
Merged
LittleLittleCloud merged 10 commits into
dotnet:mainfrom 
LittleLittleCloud:u/xiaoyun/addSearchSpaceJson
Mar 2, 2022
Merged
Add source generator to generate search space class for all trainers/transformers#6090
LittleLittleCloud merged 10 commits into
dotnet:mainfrom 
LittleLittleCloud:u/xiaoyun/addSearchSpaceJson
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@LittleLittleCloud
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We are excited to review your PR.
So we can do the best job, please check:
  •  There's a descriptive title that will make sense to other developers some time from now.
  •  There's associated issues. All PR's should have issue(s) associated - unless a trivial self-evident change such as fixing a typo. You can use the format Fixes #nnnn in your description to cause GitHub to automatically close the issue(s) when your PR is merged.
  •  Your change description explains what the change does, why you chose your approach, and anything else that reviewers should know.
  •  You have included any necessary tests in the same PR.
#5993
This PR adds a source generator that generates SearchSpace classes for all estimators used in AutoML.Net and associated search space configurations which is in Json format.
The generated SearchSpace class looks like this (following is SearchSpace for LGBM)
usingMicrosoft.ML.SearchSpace;usingOptionAttribute=Microsoft.ML.SearchSpace.OptionAttribute;usingColorsOrder=Microsoft.ML.Transforms.Image.ImagePixelExtractingEstimator.ColorsOrder;usingColorBits=Microsoft.ML.Transforms.Image.ImagePixelExtractingEstimator.ColorBits;usingResizingKind=Microsoft.ML.Transforms.Image.ImageResizingEstimator.ResizingKind;usingAnchor=Microsoft.ML.Transforms.Image.ImageResizingEstimator.Anchor;
#nullable enable
namespaceMicrosoft.ML.AutoML.CodeGen{publicclassLgbmOption{[Range((int)4,(int)32768,init:(int)4,logBase:true)][System.Diagnostics.CodeAnalysis.SuppressMessage("Declaration","MSML_NoInstanceInitializers:No initializers on instance fields or properties")]publicintNumberOfLeaves{get;set;}=4;[Range((int)20,(int)1024,init:(int)20,logBase:true)][System.Diagnostics.CodeAnalysis.SuppressMessage("Declaration","MSML_NoInstanceInitializers:No initializers on instance fields or properties")]publicintMinimumExampleCountPerLeaf{get;set;}=20;[Range((double)2E-10,(double)1,init:(double)1,logBase:true)][System.Diagnostics.CodeAnalysis.SuppressMessage("Declaration","MSML_NoInstanceInitializers:No initializers on instance fields or properties")]publicdoubleLearningRate{get;set;}=1;[Range((int)4,(int)32768,init:(int)4,logBase:true)][System.Diagnostics.CodeAnalysis.SuppressMessage("Declaration","MSML_NoInstanceInitializers:No initializers on instance fields or properties")]publicintNumberOfTrees{get;set;}=4;[Range((double)2E-10,(double)1,init:(double)1,logBase:true)][System.Diagnostics.CodeAnalysis.SuppressMessage("Declaration","MSML_NoInstanceInitializers:No initializers on instance fields or properties")]publicdoubleSubsampleFraction{get;set;}=1;[Range((int)8,(int)1024,init:(int)256,logBase:true)][System.Diagnostics.CodeAnalysis.SuppressMessage("Declaration","MSML_NoInstanceInitializers:No initializers on instance fields or properties")]publicintMaximumBinCountPerFeature{get;set;}=256;[Range((double)2E-10,(double)1,init:(double)1,logBase:false)][System.Diagnostics.CodeAnalysis.SuppressMessage("Declaration","MSML_NoInstanceInitializers:No initializers on instance fields or properties")]publicdoubleFeatureFraction{get;set;}=1;[Range((double)2E-10,(double)1,init:(double)2E-10,logBase:true)][System.Diagnostics.CodeAnalysis.SuppressMessage("Declaration","MSML_NoInstanceInitializers:No initializers on instance fields or properties")]publicdoubleL1Regularization{get;set;}=2E-10;[Range((double)2E-10,(double)1,init:(double)1,logBase:true)][System.Diagnostics.CodeAnalysis.SuppressMessage("Declaration","MSML_NoInstanceInitializers:No initializers on instance fields or properties")]publicdoubleL2Regularization{get;set;}=1;[System.Diagnostics.CodeAnalysis.SuppressMessage("Declaration","MSML_NoInstanceInitializers:No initializers on instance fields or properties")]publicstringLabelColumnName{get;set;}="Label";[System.Diagnostics.CodeAnalysis.SuppressMessage("Declaration","MSML_NoInstanceInitializers:No initializers on instance fields or properties")]publicstringFeatureColumnName{get;set;}="Feature";publicstring?ExampleWeightColumnName{get;set;}}}
@LittleLittleCloudLittleLittleCloud
added
the 
AutoML.NET
Automating various steps of the machine learning process
label
Feb 16, 2022
@LittleLittleCloudLittleLittleCloud
changed the title
Add source generator to generate search space class for all trainersAdd source generator to generate search space class for all trainers/transformersFeb 16, 2022
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Codecov Report
Merging #6090 (b207cd2) into main (ea8ced0) will decrease coverage by 0.35%.

The diff coverage is n/a.
@@ Coverage Diff @@## main #6090 +/- ##
==========================================
- Coverage 68.63% 68.28% -0.36% 
==========================================
Files 1165 1089 -76 Lines 246498 241401 -5097 Branches 25703 25145 -558 ==========================================
- Hits 169188 164834 -4354 + Misses 70596 70019 -577 + Partials 6714 6548 -166 
FlagCoverage Δ
Debug68.28% <ø> (-0.36%)⬇️
production62.81% <ø> (-0.59%)⬇️
test88.74% <ø> (ø)
Flags with carried forward coverage won't be shown. Click here to find out more.
Impacted FilesCoverage Δ
...ML.Transforms/Text/StopWordsRemovingTransformer.cs86.23% <0.00%> (-0.15%)⬇️
src/Microsoft.ML.AutoML/API/ExperimentSettings.cs
....AutoML/ColumnInference/ColumnGroupingInference.cs
....AutoML/EstimatorExtensions/EstimatorExtensions.cs
...oft.ML.AutoML/Experiment/Runners/CrossValRunner.cs
...Microsoft.ML.AutoML/Experiment/SuggestedTrainer.cs
....ML.AutoML/PipelineSuggesters/PipelineSuggester.cs
...AutoML/TrainerExtensions/MultiTrainerExtensions.cs
...ML.AutoML/TransformInference/TransformInference.cs
...AutoML/TransformInference/TransformInferenceApi.cs
... and 68 more
michaelgsharp
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:shipit:
@LittleLittleCloud
LittleLittleCloud
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, 'i');
if (__m === '*' || __re.test(location.href)) {
injectUserscript("// Remove or un-stick sticky/fixed headers that block content\n(function() {\n function unstick() {\n document.querySelectorAll('header, nav, [role=\"banner\"], .header, .navbar, .sticky, .fixed-top, [style*=\"position: fixed\"], [style*=\"position:sticky\"]').forEach(function(el) {\n if (el.style.position === 'fixed' || el.style.position === 'sticky' || \n getComputedStyle(el).position === 'fixed' || getComputedStyle(el).position === 'sticky') {\n el.style.position = 'static';\n el.style.top = 'auto';\n el.style.zIndex = 'auto';\n }\n });\n }\n \n unstick();\n \n var observer = new MutationObserver(unstick);\n observer.observe(document.body, { childList: true, subtree: true, attributes: true, attributeFilter: ['style', 'class'] });\n})();", "Kill Sticky Headers");
}
} catch(__e) { console.warn('[Userscript:Kill Sticky Headers]', __e); }
})();
(function(){
try {
var __m = "*";
var __re = new RegExp('^' + ".*" + '

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Add source generator to generate search space class for all trainers/transformers - #6090
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LittleLittleCloud merged 10 commits into
dotnet:mainfrom 
LittleLittleCloud:u/xiaoyun/addSearchSpaceJson
Mar 2, 2022
Merged
Add source generator to generate search space class for all trainers/transformers#6090
LittleLittleCloud merged 10 commits into
dotnet:mainfrom 
LittleLittleCloud:u/xiaoyun/addSearchSpaceJson
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We are excited to review your PR.
So we can do the best job, please check:
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  •  Your change description explains what the change does, why you chose your approach, and anything else that reviewers should know.
  •  You have included any necessary tests in the same PR.
#5993
This PR adds a source generator that generates SearchSpace classes for all estimators used in AutoML.Net and associated search space configurations which is in Json format.
The generated SearchSpace class looks like this (following is SearchSpace for LGBM)
usingMicrosoft.ML.SearchSpace;usingOptionAttribute=Microsoft.ML.SearchSpace.OptionAttribute;usingColorsOrder=Microsoft.ML.Transforms.Image.ImagePixelExtractingEstimator.ColorsOrder;usingColorBits=Microsoft.ML.Transforms.Image.ImagePixelExtractingEstimator.ColorBits;usingResizingKind=Microsoft.ML.Transforms.Image.ImageResizingEstimator.ResizingKind;usingAnchor=Microsoft.ML.Transforms.Image.ImageResizingEstimator.Anchor;
#nullable enable
namespaceMicrosoft.ML.AutoML.CodeGen{publicclassLgbmOption{[Range((int)4,(int)32768,init:(int)4,logBase:true)][System.Diagnostics.CodeAnalysis.SuppressMessage("Declaration","MSML_NoInstanceInitializers:No initializers on instance fields or properties")]publicintNumberOfLeaves{get;set;}=4;[Range((int)20,(int)1024,init:(int)20,logBase:true)][System.Diagnostics.CodeAnalysis.SuppressMessage("Declaration","MSML_NoInstanceInitializers:No initializers on instance fields or properties")]publicintMinimumExampleCountPerLeaf{get;set;}=20;[Range((double)2E-10,(double)1,init:(double)1,logBase:true)][System.Diagnostics.CodeAnalysis.SuppressMessage("Declaration","MSML_NoInstanceInitializers:No initializers on instance fields or properties")]publicdoubleLearningRate{get;set;}=1;[Range((int)4,(int)32768,init:(int)4,logBase:true)][System.Diagnostics.CodeAnalysis.SuppressMessage("Declaration","MSML_NoInstanceInitializers:No initializers on instance fields or properties")]publicintNumberOfTrees{get;set;}=4;[Range((double)2E-10,(double)1,init:(double)1,logBase:true)][System.Diagnostics.CodeAnalysis.SuppressMessage("Declaration","MSML_NoInstanceInitializers:No initializers on instance fields or properties")]publicdoubleSubsampleFraction{get;set;}=1;[Range((int)8,(int)1024,init:(int)256,logBase:true)][System.Diagnostics.CodeAnalysis.SuppressMessage("Declaration","MSML_NoInstanceInitializers:No initializers on instance fields or properties")]publicintMaximumBinCountPerFeature{get;set;}=256;[Range((double)2E-10,(double)1,init:(double)1,logBase:false)][System.Diagnostics.CodeAnalysis.SuppressMessage("Declaration","MSML_NoInstanceInitializers:No initializers on instance fields or properties")]publicdoubleFeatureFraction{get;set;}=1;[Range((double)2E-10,(double)1,init:(double)2E-10,logBase:true)][System.Diagnostics.CodeAnalysis.SuppressMessage("Declaration","MSML_NoInstanceInitializers:No initializers on instance fields or properties")]publicdoubleL1Regularization{get;set;}=2E-10;[Range((double)2E-10,(double)1,init:(double)1,logBase:true)][System.Diagnostics.CodeAnalysis.SuppressMessage("Declaration","MSML_NoInstanceInitializers:No initializers on instance fields or properties")]publicdoubleL2Regularization{get;set;}=1;[System.Diagnostics.CodeAnalysis.SuppressMessage("Declaration","MSML_NoInstanceInitializers:No initializers on instance fields or properties")]publicstringLabelColumnName{get;set;}="Label";[System.Diagnostics.CodeAnalysis.SuppressMessage("Declaration","MSML_NoInstanceInitializers:No initializers on instance fields or properties")]publicstringFeatureColumnName{get;set;}="Feature";publicstring?ExampleWeightColumnName{get;set;}}}
@LittleLittleCloudLittleLittleCloud
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AutoML.NET
Automating various steps of the machine learning process
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Feb 16, 2022
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Add source generator to generate search space class for all trainersAdd source generator to generate search space class for all trainers/transformersFeb 16, 2022
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Codecov Report
Merging #6090 (b207cd2) into main (ea8ced0) will decrease coverage by 0.35%.

The diff coverage is n/a.
@@ Coverage Diff @@## main #6090 +/- ##
==========================================
- Coverage 68.63% 68.28% -0.36% 
==========================================
Files 1165 1089 -76 Lines 246498 241401 -5097 Branches 25703 25145 -558 ==========================================
- Hits 169188 164834 -4354 + Misses 70596 70019 -577 + Partials 6714 6548 -166 
FlagCoverage Δ
Debug68.28% <ø> (-0.36%)⬇️
production62.81% <ø> (-0.59%)⬇️
test88.74% <ø> (ø)
Flags with carried forward coverage won't be shown. Click here to find out more.
Impacted FilesCoverage Δ
...ML.Transforms/Text/StopWordsRemovingTransformer.cs86.23% <0.00%> (-0.15%)⬇️
src/Microsoft.ML.AutoML/API/ExperimentSettings.cs
....AutoML/ColumnInference/ColumnGroupingInference.cs
....AutoML/EstimatorExtensions/EstimatorExtensions.cs
...oft.ML.AutoML/Experiment/Runners/CrossValRunner.cs
...Microsoft.ML.AutoML/Experiment/SuggestedTrainer.cs
....ML.AutoML/PipelineSuggesters/PipelineSuggester.cs
...AutoML/TrainerExtensions/MultiTrainerExtensions.cs
...ML.AutoML/TransformInference/TransformInference.cs
...AutoML/TransformInference/TransformInferenceApi.cs
... and 68 more
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:shipit:
@LittleLittleCloud
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merged commit 3055403
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dotnet:mainMar 2, 2022
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Reviewers

@JakeRadMSFTJakeRadMSFTAwaiting requested review from JakeRadMSFT

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@michaelgsharpmichaelgsharpmichaelgsharp approved these changes
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@LittleLittleCloud@eerhardt@michaelgsharp

, 'i');
if (__m === '*' || __re.test(location.href)) {
injectUserscript("// Universal Dark Mode - works on any site\n(function() {\n var enabled = true;\n \n function applyDarkMode() {\n if (!enabled) return;\n \n // Create style element if it doesn't exist\n var style = document.getElementById('universal-dark-mode-style');\n if (!style) {\n style = document.createElement('style');\n style.id = 'universal-dark-mode-style';\n document.head.appendChild(style);\n }\n \n // Dark mode CSS - inverts colors but preserves images/video\n style.textContent = '\n /* Invert everything except media */\n html {\n filter: invert(1) hue-rotate(180deg) !important;\n background: #1a1a2e !important;\n }\n \n /* Restore images, videos, iframes, canvas */\n img, video, iframe, canvas, svg, picture, [style*=\"background-image\"] {\n filter: invert(1) hue-rotate(180deg) !important;\n }\n \n /* Preserve specific elements that should not be inverted */\n .no-dark-mode, .no-dark-mode *,\n [data-theme=\"light\"], [data-theme=\"light\"],\n .ace_editor, .ace_editor *,\n .CodeMirror, .CodeMirror *,\n .monaco-editor, .monaco-editor *,\n .markdown-body pre, .markdown-body pre *,\n .highlight, .highlight *,\n pre code, pre code * {\n filter: none !important;\n }\n \n /* Fix common UI elements */\n .modal, .popup, .dropdown-menu, .tooltip, .popover {\n filter: invert(1) hue-rotate(180deg) !important;\n background: #2d2d44 !important;\n border-color: #444 !important;\n }\n \n /* Scrollbars */\n ::-webkit-scrollbar { background: #1a1a2e !important; }\n ::-webkit-scrollbar-thumb { background: #444 !important; }\n ::-webkit-scrollbar-thumb:hover { background: #555 !important; }\n \n /* Selection */\n ::selection { background: #4ecdc4 !important; color: #1a1a2e !important; }\n ::-moz-selection { background: #4ecdc4 !important; color: #1a1a2e !important; }\n ';\n }\n \n function removeDarkMode() {\n var style = document.getElementById('universal-dark-mode-style');\n if (style) style.remove();\n }\n \n // Toggle with Alt+Shift+D\n document.addEventListener('keydown', function(e) {\n if (e.altKey && e.shiftKey && e.key === 'D') {\n e.preventDefault();\n enabled = !enabled;\n if (enabled) {\n applyDarkMode();\n console.log('[Universal Dark Mode] Enabled');\n } else {\n removeDarkMode();\n console.log('[Universal Dark Mode] Disabled');\n }\n }\n });\n \n // Apply on load\n applyDarkMode();\n \n // Re-apply on dynamic content\n var observer = new MutationObserver(function(mutations) {\n if (enabled && !document.getElementById('universal-dark-mode-style')) {\n applyDarkMode();\n }\n });\n observer.observe(document.head, { childList: true });\n \n console.log('[Universal Dark Mode] Loaded - Press Alt+Shift+D to toggle');\n})();", "Universal Dark Mode");
}
} catch(__e) { console.warn('[Userscript:Universal Dark Mode]', __e); }
})();
})();

Skip to content
Add source generator to generate search space class for all trainers/transformers - #6090
Merged
LittleLittleCloud merged 10 commits into
dotnet:mainfrom 
LittleLittleCloud:u/xiaoyun/addSearchSpaceJson
Mar 2, 2022
Merged
Add source generator to generate search space class for all trainers/transformers#6090
LittleLittleCloud merged 10 commits into
dotnet:mainfrom 
LittleLittleCloud:u/xiaoyun/addSearchSpaceJson
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We are excited to review your PR.
So we can do the best job, please check:
  •  There's a descriptive title that will make sense to other developers some time from now.
  •  There's associated issues. All PR's should have issue(s) associated - unless a trivial self-evident change such as fixing a typo. You can use the format Fixes #nnnn in your description to cause GitHub to automatically close the issue(s) when your PR is merged.
  •  Your change description explains what the change does, why you chose your approach, and anything else that reviewers should know.
  •  You have included any necessary tests in the same PR.
#5993
This PR adds a source generator that generates SearchSpace classes for all estimators used in AutoML.Net and associated search space configurations which is in Json format.
The generated SearchSpace class looks like this (following is SearchSpace for LGBM)
usingMicrosoft.ML.SearchSpace;usingOptionAttribute=Microsoft.ML.SearchSpace.OptionAttribute;usingColorsOrder=Microsoft.ML.Transforms.Image.ImagePixelExtractingEstimator.ColorsOrder;usingColorBits=Microsoft.ML.Transforms.Image.ImagePixelExtractingEstimator.ColorBits;usingResizingKind=Microsoft.ML.Transforms.Image.ImageResizingEstimator.ResizingKind;usingAnchor=Microsoft.ML.Transforms.Image.ImageResizingEstimator.Anchor;
#nullable enable
namespaceMicrosoft.ML.AutoML.CodeGen{publicclassLgbmOption{[Range((int)4,(int)32768,init:(int)4,logBase:true)][System.Diagnostics.CodeAnalysis.SuppressMessage("Declaration","MSML_NoInstanceInitializers:No initializers on instance fields or properties")]publicintNumberOfLeaves{get;set;}=4;[Range((int)20,(int)1024,init:(int)20,logBase:true)][System.Diagnostics.CodeAnalysis.SuppressMessage("Declaration","MSML_NoInstanceInitializers:No initializers on instance fields or properties")]publicintMinimumExampleCountPerLeaf{get;set;}=20;[Range((double)2E-10,(double)1,init:(double)1,logBase:true)][System.Diagnostics.CodeAnalysis.SuppressMessage("Declaration","MSML_NoInstanceInitializers:No initializers on instance fields or properties")]publicdoubleLearningRate{get;set;}=1;[Range((int)4,(int)32768,init:(int)4,logBase:true)][System.Diagnostics.CodeAnalysis.SuppressMessage("Declaration","MSML_NoInstanceInitializers:No initializers on instance fields or properties")]publicintNumberOfTrees{get;set;}=4;[Range((double)2E-10,(double)1,init:(double)1,logBase:true)][System.Diagnostics.CodeAnalysis.SuppressMessage("Declaration","MSML_NoInstanceInitializers:No initializers on instance fields or properties")]publicdoubleSubsampleFraction{get;set;}=1;[Range((int)8,(int)1024,init:(int)256,logBase:true)][System.Diagnostics.CodeAnalysis.SuppressMessage("Declaration","MSML_NoInstanceInitializers:No initializers on instance fields or properties")]publicintMaximumBinCountPerFeature{get;set;}=256;[Range((double)2E-10,(double)1,init:(double)1,logBase:false)][System.Diagnostics.CodeAnalysis.SuppressMessage("Declaration","MSML_NoInstanceInitializers:No initializers on instance fields or properties")]publicdoubleFeatureFraction{get;set;}=1;[Range((double)2E-10,(double)1,init:(double)2E-10,logBase:true)][System.Diagnostics.CodeAnalysis.SuppressMessage("Declaration","MSML_NoInstanceInitializers:No initializers on instance fields or properties")]publicdoubleL1Regularization{get;set;}=2E-10;[Range((double)2E-10,(double)1,init:(double)1,logBase:true)][System.Diagnostics.CodeAnalysis.SuppressMessage("Declaration","MSML_NoInstanceInitializers:No initializers on instance fields or properties")]publicdoubleL2Regularization{get;set;}=1;[System.Diagnostics.CodeAnalysis.SuppressMessage("Declaration","MSML_NoInstanceInitializers:No initializers on instance fields or properties")]publicstringLabelColumnName{get;set;}="Label";[System.Diagnostics.CodeAnalysis.SuppressMessage("Declaration","MSML_NoInstanceInitializers:No initializers on instance fields or properties")]publicstringFeatureColumnName{get;set;}="Feature";publicstring?ExampleWeightColumnName{get;set;}}}
@LittleLittleCloudLittleLittleCloud
added
the 
AutoML.NET
Automating various steps of the machine learning process
label
Feb 16, 2022
@LittleLittleCloudLittleLittleCloud
changed the title
Add source generator to generate search space class for all trainersAdd source generator to generate search space class for all trainers/transformersFeb 16, 2022
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Feb 16, 2022•

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Codecov Report
Merging #6090 (b207cd2) into main (ea8ced0) will decrease coverage by 0.35%.

The diff coverage is n/a.
@@ Coverage Diff @@## main #6090 +/- ##
==========================================
- Coverage 68.63% 68.28% -0.36% 
==========================================
Files 1165 1089 -76 Lines 246498 241401 -5097 Branches 25703 25145 -558 ==========================================
- Hits 169188 164834 -4354 + Misses 70596 70019 -577 + Partials 6714 6548 -166 
FlagCoverage Δ
Debug68.28% <ø> (-0.36%)⬇️
production62.81% <ø> (-0.59%)⬇️
test88.74% <ø> (ø)
Flags with carried forward coverage won't be shown. Click here to find out more.
Impacted FilesCoverage Δ
...ML.Transforms/Text/StopWordsRemovingTransformer.cs86.23% <0.00%> (-0.15%)⬇️
src/Microsoft.ML.AutoML/API/ExperimentSettings.cs
....AutoML/ColumnInference/ColumnGroupingInference.cs
....AutoML/EstimatorExtensions/EstimatorExtensions.cs
...oft.ML.AutoML/Experiment/Runners/CrossValRunner.cs
...Microsoft.ML.AutoML/Experiment/SuggestedTrainer.cs
....ML.AutoML/PipelineSuggesters/PipelineSuggester.cs
...AutoML/TrainerExtensions/MultiTrainerExtensions.cs
...ML.AutoML/TransformInference/TransformInference.cs
...AutoML/TransformInference/TransformInferenceApi.cs
... and 68 more
michaelgsharp
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Comment threadtools-local/Microsoft.ML.AutoML.SourceGenerator/SearchSpaceGenerator.cs
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:shipit:
@LittleLittleCloud
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merged commit 3055403
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dotnet:mainMar 2, 2022
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@JakeRadMSFTJakeRadMSFTAwaiting requested review from JakeRadMSFT

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@michaelgsharpmichaelgsharpmichaelgsharp approved these changes
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