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Add source generator to generate search space class for all trainers/…
…transformers (#6090) * add source generator * add Search Space Json * fix comments * migrate to system.text.json * use culture invariant * pack search space in automl * fix comments * eof
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27 changes: 27 additions & 0 deletions
27
src/Microsoft.ML.AutoML/CodeGen/apply_onnx_search_space.json
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| Original file line number | Diff line number | Diff line change |
|---|---|---|
| @@ -0,0 +1,27 @@ | ||
| { | ||
| "$schema": "./search-space-schema.json#", | ||
| "name": "apply_onnx_model_option", | ||
| "search_space": [ | ||
| { | ||
| "name": "ModelFile", | ||
| "type": "string" | ||
| }, | ||
| { | ||
| "name": "GpuDeviceId", | ||
| "type": "integer" | ||
| }, | ||
| { | ||
| "name": "FallbackToCpu", | ||
| "type": "boolean", | ||
| "default": false | ||
| }, | ||
| { | ||
| "name": "OutputColumnName", | ||
| "type": "string" | ||
| }, | ||
| { | ||
| "name": "InputColumnName", | ||
| "type": "string" | ||
| } | ||
| ] | ||
| } |
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| Original file line number | Diff line number | Diff line change |
|---|---|---|
| @@ -0,0 +1,7 @@ | ||
| { | ||
| "EstimatorFactoryGenerator": false, | ||
| "CodeGenCatalogGenerator": false, | ||
| "EstimatorTypeGenerator": false, | ||
| "SearchSpaceGenerator": true, | ||
| "SweepableEstimatorGenerator": false | ||
| } |
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| Original file line number | Diff line number | Diff line change |
|---|---|---|
| @@ -0,0 +1,14 @@ | ||
| { | ||
| "$schema": "./search-space-schema.json#", | ||
| "name": "concat_option", | ||
| "search_space": [ | ||
| { | ||
| "name": "InputColumnNames", | ||
| "type": "strings" | ||
| }, | ||
| { | ||
| "name": "OutputColumnName", | ||
| "type": "string" | ||
| } | ||
| ] | ||
| } |
30 changes: 30 additions & 0 deletions
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src/Microsoft.ML.AutoML/CodeGen/extra_pixels_search_space.json
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| Original file line number | Diff line number | Diff line change |
|---|---|---|
| @@ -0,0 +1,30 @@ | ||
| { | ||
| "$schema": "./search-space-schema.json#", | ||
| "name": "extract_pixels_option", | ||
| "search_space": [ | ||
| { | ||
| "name": "OutputColumnName", | ||
| "type": "string", | ||
| "default": "Output" | ||
| }, | ||
| { | ||
| "name": "InputColumnName", | ||
| "type": "string" | ||
| }, | ||
| { | ||
| "name": "ColorsToExtract", | ||
| "type": "colorBits", | ||
| "default": "ColorBits.Rgb" | ||
| }, | ||
| { | ||
| "name": "OrderOfExtraction", | ||
| "type": "colorsOrder", | ||
| "default": "ColorsOrder.ARGB" | ||
| }, | ||
| { | ||
| "name": "OutputAsFloatArray", | ||
| "type": "boolean", | ||
| "default": true | ||
| } | ||
| ] | ||
| } |
50 changes: 50 additions & 0 deletions
50
src/Microsoft.ML.AutoML/CodeGen/fast_forest_search_space.json
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| Original file line number | Diff line number | Diff line change |
|---|---|---|
| @@ -0,0 +1,50 @@ | ||
| { | ||
| "$schema": "./search-space-schema.json#", | ||
| "name": "fast_forest_option", | ||
| "search_space": [ | ||
| { | ||
| "name": "NumberOfTrees", | ||
| "type": "integer", | ||
| "default": 4, | ||
| "search_space": { | ||
| "min": 4, | ||
| "max": 32768, | ||
| "log_base": true | ||
| } | ||
| }, | ||
| { | ||
| "name": "NumberOfLeaves", | ||
| "type": "integer", | ||
| "default": 4, | ||
| "search_space": { | ||
| "min": 4, | ||
| "max": 32768, | ||
| "log_base": true | ||
| } | ||
| }, | ||
| { | ||
| "name": "FeatureFraction", | ||
| "type": "float", | ||
| "default": 1, | ||
| "search_space": { | ||
| "min": 2e-10, | ||
| "max": 1, | ||
| "log_base": false | ||
| } | ||
| }, | ||
| { | ||
| "name": "LabelColumnName", | ||
| "type": "string", | ||
| "default": "Label" | ||
| }, | ||
| { | ||
| "name": "FeatureColumnName", | ||
| "type": "string", | ||
| "default": "Feature" | ||
| }, | ||
| { | ||
| "name": "ExampleWeightColumnName", | ||
| "type": "string" | ||
| } | ||
| ] | ||
| } |
80 changes: 80 additions & 0 deletions
80
src/Microsoft.ML.AutoML/CodeGen/fast_tree_search_space.json
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| Original file line number | Diff line number | Diff line change |
|---|---|---|
| @@ -0,0 +1,80 @@ | ||
| { | ||
| "$schema": "./search-space-schema.json#", | ||
| "name": "fast_tree_option", | ||
| "search_space": [ | ||
| { | ||
| "name": "NumberOfLeaves", | ||
| "type": "integer", | ||
| "default": 4, | ||
| "search_space": { | ||
| "log_base": true, | ||
| "min": 4, | ||
| "max": 32768 | ||
| } | ||
| }, | ||
| { | ||
| "name": "MinimumExampleCountPerLeaf", | ||
| "type": "integer", | ||
| "default": 20, | ||
| "search_space": { | ||
| "log_base": true, | ||
| "min": 2, | ||
| "max": 128 | ||
| } | ||
| }, | ||
| { | ||
| "name": "NumberOfTrees", | ||
| "type": "integer", | ||
| "default": 4, | ||
| "search_space": { | ||
| "min": 4, | ||
| "max": 32768, | ||
| "log_base": true | ||
| } | ||
| }, | ||
| { | ||
| "name": "MaximumBinCountPerFeature", | ||
| "type": "integer", | ||
| "default": 256, | ||
| "search_space": { | ||
| "min": 8, | ||
| "max": 1024, | ||
| "log_base": true | ||
| } | ||
| }, | ||
| { | ||
| "name": "FeatureFraction", | ||
| "type": "double", | ||
| "default": 1, | ||
| "search_space": { | ||
| "min": 2e-10, | ||
| "max": 1, | ||
| "log_base": false | ||
| } | ||
| }, | ||
| { | ||
| "name": "LearningRate", | ||
| "type": "double", | ||
| "default": 0.1, | ||
| "search_space": { | ||
| "min": 2e-10, | ||
| "max": 1, | ||
| "log_base": true | ||
| } | ||
| }, | ||
| { | ||
| "name": "LabelColumnName", | ||
| "type": "string", | ||
| "default": "Label" | ||
| }, | ||
| { | ||
| "name": "FeatureColumnName", | ||
| "type": "string", | ||
| "default": "Feature" | ||
| }, | ||
| { | ||
| "name": "ExampleWeightColumnName", | ||
| "type": "string" | ||
| } | ||
| ] | ||
| } |
14 changes: 14 additions & 0 deletions
14
src/Microsoft.ML.AutoML/CodeGen/featurize_text_search_space.json
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| Original file line number | Diff line number | Diff line change |
|---|---|---|
| @@ -0,0 +1,14 @@ | ||
| { | ||
| "$schema": "./search-space-schema.json#", | ||
| "name": "featurize_text_option", | ||
| "search_space": [ | ||
| { | ||
| "name": "InputColumnName", | ||
| "type": "string" | ||
| }, | ||
| { | ||
| "name": "OutputColumnName", | ||
| "type": "string" | ||
| } | ||
| ] | ||
| } |
21 changes: 21 additions & 0 deletions
21
src/Microsoft.ML.AutoML/CodeGen/image_classification_search_space.json
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| Original file line number | Diff line number | Diff line change |
|---|---|---|
| @@ -0,0 +1,21 @@ | ||
| { | ||
| "$schema": "./search-space-schema.json#", | ||
| "name": "image_classification_option", | ||
| "search_space": [ | ||
| { | ||
| "name": "LabelColumnName", | ||
| "type": "string", | ||
| "default": "Label" | ||
| }, | ||
| { | ||
| "name": "ScoreColumnName", | ||
| "type": "string", | ||
| "default": "Score" | ||
| }, | ||
| { | ||
| "name": "FeatureColumnName", | ||
| "type": "string", | ||
| "default": "Feature" | ||
| } | ||
| ] | ||
| } |
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| Original file line number | Diff line number | Diff line change |
|---|---|---|
| @@ -0,0 +1,40 @@ | ||
| { | ||
| "$schema": "./search-space-schema.json#", | ||
| "name": "lbfgs_option", | ||
| "search_space": [ | ||
| { | ||
| "name": "L1Regularization", | ||
| "type": "float", | ||
| "default": 1, | ||
| "search_space": { | ||
| "min": 0.03125, | ||
| "max": 32768, | ||
| "log_base": true | ||
| } | ||
| }, | ||
| { | ||
| "name": "L2Regularization", | ||
| "type": "float", | ||
| "default": 1, | ||
| "search_space": { | ||
| "min": 0.03125, | ||
| "max": 32768, | ||
| "log_base": true | ||
| } | ||
| }, | ||
| { | ||
| "name": "LabelColumnName", | ||
| "type": "string", | ||
| "default": "Label" | ||
| }, | ||
| { | ||
| "name": "FeatureColumnName", | ||
| "type": "string", | ||
| "default": "Feature" | ||
| }, | ||
| { | ||
| "name": "ExampleWeightColumnName", | ||
| "type": "string" | ||
| } | ||
| ] | ||
| } |
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