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Mcgrievy, Kathleen
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Merged change from large-scale
2 parents f0fccdd + 30b0b80 commit 548d824

32 files changed

+273
-491
lines changed

‎configs/incremental.json‎

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‎configs/spmd/large_scale/basic_stats.json‎

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"spmd basicstats parameters": {
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"algorithm": {
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"estimator": "BasicStatistics",
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"estimator_methods": { "training": "fit" }
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"estimator_methods": { "training": "fit" },
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"sklearnex_context": { "use_raw_input": true }
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},
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"data": {
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"split_kwargs": { "test_size": 0.0001 }
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}
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"data": {
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"split_kwargs": { "test_size": 0.0001 }
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}
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},
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"synthetic data": {
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"data": [
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{ "source": "make_blobs", "generation_kwargs": { "n_samples": 10000000, "n_features": 10, "centers": 1 } },
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{ "source": "make_blobs", "generation_kwargs": { "n_samples": 100000, "n_features": 1000, "centers": 1 } }
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{ "source": "make_blobs", "generation_kwargs": { "n_samples": 100000000, "n_features": 10, "centers": 1 } },
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{ "source": "make_blobs", "generation_kwargs": { "n_samples": 1000000, "n_features": 1000, "centers": 1 } }
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]
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}
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},
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"SETS": [
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"sklearnex spmd implementation",
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"large scale 2k parameters",
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"synthetic data",
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"synthetic data",
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"spmd basicstats parameters"
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]
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}

‎configs/spmd/large_scale/basic_stats_strong.json‎

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"spmd basicstats parameters": {
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"algorithm": {
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"estimator": "BasicStatistics",
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"estimator_methods": { "training": "fit" }
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"estimator_methods": { "training": "fit" },
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"sklearnex_context": { "use_raw_input": true }
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},
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"data": {
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"split_kwargs": { "test_size": 0.0001 }
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}
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"data": {
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"split_kwargs": { "test_size": 0.0001 }
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}
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},
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"synthetic data": {
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"data": [
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"basicstats": {
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"SETS": [
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"sklearnex spmd implementation",
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"large scale strong 2k parameters",
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"synthetic data",
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"large scale strong <=64 parameters",
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"synthetic data",
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"spmd basicstats parameters"
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]
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}

‎configs/spmd/large_scale/covariance.json‎

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"spmd basicstats parameters": {
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"algorithm": {
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"estimator": "EmpiricalCovariance",
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"estimator_methods": { "training": "fit" }
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"estimator_methods": { "training": "fit" },
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"sklearnex_context": { "use_raw_input": true }
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},
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"data": {
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"split_kwargs": { "test_size": 0.0001 }
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}
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},
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"synthetic data": {
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"data": [
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{ "source": "make_blobs", "generation_kwargs": { "n_samples": 10000000, "n_features": 10, "centers": 1 } },
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{ "source": "make_blobs", "generation_kwargs": { "n_samples": 100000, "n_features": 1000, "centers": 1 } }
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{ "source": "make_blobs", "generation_kwargs": { "n_samples": 100000000, "n_features": 10, "centers": 1 } },
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{ "source": "make_blobs", "generation_kwargs": { "n_samples": 1000000, "n_features": 1000, "centers": 1 } }
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]
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}
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},
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"SETS": [
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"sklearnex spmd implementation",
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"large scale 2k parameters",
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"synthetic data",
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"synthetic data",
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"spmd basicstats parameters"
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]
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}

‎configs/spmd/large_scale/covariance_strong.json‎

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"spmd basicstats parameters": {
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"algorithm": {
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"estimator": "EmpiricalCovariance",
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"estimator_methods": { "training": "fit" }
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"estimator_methods": { "training": "fit" },
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"sklearnex_context": { "use_raw_input": true }
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},
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"data": {
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"split_kwargs": { "test_size": 0.0001 }
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"covariance": {
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"SETS": [
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"sklearnex spmd implementation",
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"large scale strong 2k parameters",
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"synthetic data",
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"large scale strong <=64 parameters",
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"synthetic data",
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"spmd basicstats parameters"
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]
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}

‎configs/spmd/large_scale/dbscan.json‎

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},
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"estimator_params" : {
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"eps": 10, "min_samples": 5
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}
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},
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"sklearnex_context": { "use_raw_input": true }
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},
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"data": {
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"dtype": "float64"
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}
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},
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"synthetic dataset": {
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"data": [
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{ "source": "make_blobs", "generation_kwargs": { "n_samples": 100000, "n_features": 100, "centers": 10 } }
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{ "source": "make_blobs", "generation_kwargs": { "n_samples": 40000, "n_features": 100, "centers": 10 } }
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]
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}
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},

‎configs/spmd/large_scale/dbscan_strong.json‎

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"PARAMETERS_SETS": {
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"spmd dbscan parameters": {
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"algorithm": {
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"estimator": "DBSCAN",
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"estimator_methods": {
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"training": "fit"
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"estimator": "DBSCAN",
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"estimator_methods": {
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"training": "fit"
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},
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"estimator_params" : {
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"eps": 10, "min_samples": 5
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}
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"eps": 15, "min_samples": 50
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},
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"sklearnex_context": { "use_raw_input": true }
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},
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"data": {
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"dtype": "float64"
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}
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},
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"synthetic dataset": {
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"data": [
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{ "source": "make_blobs", "generation_kwargs": { "n_samples": 500000, "n_features": 100, "centers": 10 } }
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{ "source": "make_blobs", "generation_kwargs": { "n_samples": 4000000, "n_features": 100, "centers": 10 } }
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]
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}
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},
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"common dbscan parameters",
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"synthetic dataset",
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"sklearnex spmd implementation",
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"large scale strong <=64 parameters",
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"large scale strong <=64 parameters",
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"spmd dbscan parameters"
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]
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}

‎configs/spmd/large_scale/forest_max_samples.json‎

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{
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"INCLUDE": ["../../common/sklearn.json", "large_scale.json"],
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"PARAMETERS_SETS": {
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"spmd forest classification parameters": {
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"algorithm": {
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"estimator": "RandomForestClassifier",
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"estimator_methods": { "training": "fit" },
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"estimator_params": { "n_estimators": 20, "max_depth": 10 },
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"sklearnex_context": { "use_raw_input": true }
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}
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},
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"synthetic data": {
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"data": [
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{ "source": "make_classification", "split_kwargs": { "train_size": 1000000, "test_size": 1000 }, "generation_kwargs": { "n_samples": 1001000, "n_features": 100, "n_classes": 2 } }
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]
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}
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},
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"TEMPLATES": {
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"forestCls": {
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"SETS": [
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"sklearnex spmd implementation",
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"large scale 32 parameters",
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"synthetic data",
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"spmd forest classification parameters"
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]
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}
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}
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}

‎configs/spmd/large_scale/forest.json‎ renamed to ‎configs/spmd/large_scale/forest_no_max_samples.json‎

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"spmd forest classification parameters": {
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"algorithm": {
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"estimator": "RandomForestClassifier",
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"estimator_methods": { "training": "fit" },
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"estimator_params": { "n_estimators": 20, "max_depth": 4 }
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"estimator_params": { "n_estimators": 100, "max_depth": 7 },
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"sklearnex_context": { "use_raw_input": true }
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}
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},
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"synthetic data": {
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"data": [
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{ "source": "make_classification", "split_kwargs": { "train_size": 500000, "test_size": 1000 }, "generation_kwargs": { "n_samples": 501000, "n_features": 10, "n_classes": 2 } },
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{ "source": "make_classification", "split_kwargs": { "train_size": 10000, "test_size": 1000 }, "generation_kwargs": { "n_samples": 11000, "n_features": 1000, "n_classes": 2 } }
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{ "source": "make_classification", "split_kwargs": { "train_size": 1000000, "test_size": 1000 }, "generation_kwargs": { "n_samples": 1001000, "n_features": 100, "n_classes": 2 }, "n_informative": "[SPECIAL_VALUE]0.5" }
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]
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}
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},
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"SETS": [
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"sklearnex spmd implementation",
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"large scale 2k parameters",
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"synthetic data",
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"synthetic data",
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"spmd forest classification parameters"
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]
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}

‎configs/spmd/large_scale/forest_strong.json‎

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"spmd forest classification parameters": {
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"algorithm": {
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"estimator": "RandomForestClassifier",
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"estimator_methods": { "training": "fit" },
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"estimator_params": { "n_estimators": 20, "max_depth": 4 }
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"estimator_methods": { "training": "fit" },
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"estimator_params": { "n_estimators": 100, "max_depth": 8 },
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"sklearnex_context": {"use_raw_input": true}
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}
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},
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"synthetic data": {
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"data": [
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{ "source": "make_classification", "split_kwargs": { "train_size": 10000000, "test_size": 1000 }, "generation_kwargs": { "n_samples": 10001000, "n_features": 100, "n_classes": 2 } }
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{ "source": "make_classification", "split_kwargs": { "train_size": 20000, "test_size": 1000 }, "generation_kwargs": { "n_samples": 21000, "n_features": 200, "n_classes": 2 } }
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]
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}
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},
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"TEMPLATES": {
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"forestCls": {
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"SETS": [
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"sklearnex spmd implementation",
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"large scale strong 2k parameters",
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"synthetic data",
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"large scale strong <=64 parameters",
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"synthetic data",
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"spmd forest classification parameters"
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]
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}

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