Commit 7540d61d authored by Sujen's avatar Sujen

Merge branch 'byu-dml' into 'master'

June 1, 2019 BYU primitive submission

See merge request datadrivendiscovery/primitives!164
parents 03476903 ead9a1de
{
"id": "74f5ccb1-053a-46cf-ad7f-005f67a15652",
"schema": "https://metadata.datadrivendiscovery.org/schemas/v0/pipeline.json",
"created": "2019-05-31T22:13:47.378113Z",
"inputs": [
{
"name": "inputs"
}
],
"outputs": [
{
"data": "steps.6.produce",
"name": "predictions"
}
],
"steps": [
{
"type": "PRIMITIVE",
"primitive": {
"id": "4b42ce1e-9b98-4a25-b68e-fad13311eb65",
"version": "0.3.0",
"python_path": "d3m.primitives.data_transformation.dataset_to_dataframe.Common",
"name": "Extract a DataFrame from a Dataset"
},
"arguments": {
"inputs": {
"type": "CONTAINER",
"data": "inputs.0"
}
},
"outputs": [
{
"id": "produce"
}
]
},
{
"type": "PRIMITIVE",
"primitive": {
"id": "d510cb7a-1782-4f51-b44c-58f0236e47c7",
"version": "0.5.0",
"python_path": "d3m.primitives.data_transformation.column_parser.DataFrameCommon",
"name": "Parses strings into their types"
},
"arguments": {
"inputs": {
"type": "CONTAINER",
"data": "steps.0.produce"
}
},
"outputs": [
{
"id": "produce"
}
]
},
{
"type": "PRIMITIVE",
"primitive": {
"id": "4503a4c6-42f7-45a1-a1d4-ed69699cf5e1",
"version": "0.2.0",
"python_path": "d3m.primitives.data_transformation.extract_columns_by_semantic_types.DataFrameCommon",
"name": "Extracts columns by semantic type"
},
"arguments": {
"inputs": {
"type": "CONTAINER",
"data": "steps.1.produce"
}
},
"outputs": [
{
"id": "produce"
}
],
"hyperparams": {
"semantic_types": {
"type": "VALUE",
"data": [
"https://metadata.datadrivendiscovery.org/types/Attribute"
]
}
}
},
{
"type": "PRIMITIVE",
"primitive": {
"id": "4503a4c6-42f7-45a1-a1d4-ed69699cf5e1",
"version": "0.2.0",
"python_path": "d3m.primitives.data_transformation.extract_columns_by_semantic_types.DataFrameCommon",
"name": "Extracts columns by semantic type"
},
"arguments": {
"inputs": {
"type": "CONTAINER",
"data": "steps.1.produce"
}
},
"outputs": [
{
"id": "produce"
}
],
"hyperparams": {
"semantic_types": {
"type": "VALUE",
"data": [
"https://metadata.datadrivendiscovery.org/types/TrueTarget"
]
}
}
},
{
"type": "PRIMITIVE",
"primitive": {
"id": "ebfeb6f0-e366-4082-b1a7-602fd50acc96",
"version": "0.1.4",
"python_path": "d3m.primitives.data_preprocessing.random_sampling_imputer.BYU",
"name": "Random Sampling Imputer",
"digest": "5588dc61d64ae0442b07f51dbe6504bb340aeabe1e8d06b0e85bb95eaf71c041"
},
"arguments": {
"inputs": {
"type": "CONTAINER",
"data": "steps.2.produce"
}
},
"outputs": [
{
"id": "produce"
}
]
},
{
"type": "PRIMITIVE",
"primitive": {
"id": "f0fd7a62-09b5-3abc-93bb-f5f999f7cc80",
"version": "2019.4.4",
"python_path": "d3m.primitives.regression.random_forest.SKlearn",
"name": "sklearn.ensemble.forest.RandomForestRegressor"
},
"arguments": {
"inputs": {
"type": "CONTAINER",
"data": "steps.4.produce"
},
"outputs": {
"type": "CONTAINER",
"data": "steps.3.produce"
}
},
"outputs": [
{
"id": "produce"
}
],
"hyperparams": {
"use_semantic_types": {
"type": "VALUE",
"data": true
}
}
},
{
"type": "PRIMITIVE",
"primitive": {
"id": "8d38b340-f83f-4877-baaa-162f8e551736",
"version": "0.3.0",
"python_path": "d3m.primitives.data_transformation.construct_predictions.DataFrameCommon",
"name": "Construct pipeline predictions output"
},
"arguments": {
"inputs": {
"type": "CONTAINER",
"data": "steps.5.produce"
},
"reference": {
"type": "CONTAINER",
"data": "steps.0.produce"
}
},
"outputs": [
{
"id": "produce"
}
]
}
]
}
\ No newline at end of file
{
"problem": "196_autoMpg_problem",
"full_inputs": [
"196_autoMpg_dataset"
],
"train_inputs": [
"196_autoMpg_dataset_TRAIN"
],
"test_inputs": [
"196_autoMpg_dataset_TEST"
],
"score_inputs": [
"196_autoMpg_dataset_SCORE"
]
}
\ No newline at end of file
{
"id": "f4fe3fcc-45fe-4c85-8845-549e2f466f21",
"schema": "https://metadata.datadrivendiscovery.org/schemas/v0/pipeline.json",
"created": "2019-05-31T22:13:46.827460Z",
"inputs": [
{
"name": "inputs"
}
],
"outputs": [
{
"data": "steps.6.produce",
"name": "predictions"
}
],
"steps": [
{
"type": "PRIMITIVE",
"primitive": {
"id": "4b42ce1e-9b98-4a25-b68e-fad13311eb65",
"version": "0.3.0",
"python_path": "d3m.primitives.data_transformation.dataset_to_dataframe.Common",
"name": "Extract a DataFrame from a Dataset"
},
"arguments": {
"inputs": {
"type": "CONTAINER",
"data": "inputs.0"
}
},
"outputs": [
{
"id": "produce"
}
]
},
{
"type": "PRIMITIVE",
"primitive": {
"id": "d510cb7a-1782-4f51-b44c-58f0236e47c7",
"version": "0.5.0",
"python_path": "d3m.primitives.data_transformation.column_parser.DataFrameCommon",
"name": "Parses strings into their types"
},
"arguments": {
"inputs": {
"type": "CONTAINER",
"data": "steps.0.produce"
}
},
"outputs": [
{
"id": "produce"
}
]
},
{
"type": "PRIMITIVE",
"primitive": {
"id": "4503a4c6-42f7-45a1-a1d4-ed69699cf5e1",
"version": "0.2.0",
"python_path": "d3m.primitives.data_transformation.extract_columns_by_semantic_types.DataFrameCommon",
"name": "Extracts columns by semantic type"
},
"arguments": {
"inputs": {
"type": "CONTAINER",
"data": "steps.1.produce"
}
},
"outputs": [
{
"id": "produce"
}
],
"hyperparams": {
"semantic_types": {
"type": "VALUE",
"data": [
"https://metadata.datadrivendiscovery.org/types/Attribute"
]
}
}
},
{
"type": "PRIMITIVE",
"primitive": {
"id": "4503a4c6-42f7-45a1-a1d4-ed69699cf5e1",
"version": "0.2.0",
"python_path": "d3m.primitives.data_transformation.extract_columns_by_semantic_types.DataFrameCommon",
"name": "Extracts columns by semantic type"
},
"arguments": {
"inputs": {
"type": "CONTAINER",
"data": "steps.1.produce"
}
},
"outputs": [
{
"id": "produce"
}
],
"hyperparams": {
"semantic_types": {
"type": "VALUE",
"data": [
"https://metadata.datadrivendiscovery.org/types/TrueTarget"
]
}
}
},
{
"type": "PRIMITIVE",
"primitive": {
"id": "ebfeb6f0-e366-4082-b1a7-602fd50acc96",
"version": "0.1.4",
"python_path": "d3m.primitives.data_preprocessing.random_sampling_imputer.BYU",
"name": "Random Sampling Imputer",
"digest": "5588dc61d64ae0442b07f51dbe6504bb340aeabe1e8d06b0e85bb95eaf71c041"
},
"arguments": {
"inputs": {
"type": "CONTAINER",
"data": "steps.2.produce"
}
},
"outputs": [
{
"id": "produce"
}
]
},
{
"type": "PRIMITIVE",
"primitive": {
"id": "1dd82833-5692-39cb-84fb-2455683075f3",
"version": "2019.4.4",
"python_path": "d3m.primitives.classification.random_forest.SKlearn",
"name": "sklearn.ensemble.forest.RandomForestClassifier"
},
"arguments": {
"inputs": {
"type": "CONTAINER",
"data": "steps.4.produce"
},
"outputs": {
"type": "CONTAINER",
"data": "steps.3.produce"
}
},
"outputs": [
{
"id": "produce"
}
],
"hyperparams": {
"use_semantic_types": {
"type": "VALUE",
"data": true
}
}
},
{
"type": "PRIMITIVE",
"primitive": {
"id": "8d38b340-f83f-4877-baaa-162f8e551736",
"version": "0.3.0",
"python_path": "d3m.primitives.data_transformation.construct_predictions.DataFrameCommon",
"name": "Construct pipeline predictions output"
},
"arguments": {
"inputs": {
"type": "CONTAINER",
"data": "steps.5.produce"
},
"reference": {
"type": "CONTAINER",
"data": "steps.0.produce"
}
},
"outputs": [
{
"id": "produce"
}
]
}
]
}
\ No newline at end of file
{
"problem": "185_baseball_problem",
"full_inputs": [
"185_baseball_dataset"
],
"train_inputs": [
"185_baseball_dataset_TRAIN"
],
"test_inputs": [
"185_baseball_dataset_TEST"
],
"score_inputs": [
"185_baseball_dataset_SCORE"
]
}
\ No newline at end of file
{
"id": "3013ad40-7c51-4991-b0fb-dbec65607979",
"schema": "https://metadata.datadrivendiscovery.org/schemas/v0/pipeline.json",
"created": "2019-05-31T22:13:47.499466Z",
"inputs": [
{
"name": "inputs"
}
],
"outputs": [
{
"data": "steps.7.produce",
"name": "predictions"
}
],
"steps": [
{
"type": "PRIMITIVE",
"primitive": {
"id": "4b42ce1e-9b98-4a25-b68e-fad13311eb65",
"version": "0.3.0",
"python_path": "d3m.primitives.data_transformation.dataset_to_dataframe.Common",
"name": "Extract a DataFrame from a Dataset"
},
"arguments": {
"inputs": {
"type": "CONTAINER",
"data": "inputs.0"
}
},
"outputs": [
{
"id": "produce"
}
]
},
{
"type": "PRIMITIVE",
"primitive": {
"id": "d510cb7a-1782-4f51-b44c-58f0236e47c7",
"version": "0.5.0",
"python_path": "d3m.primitives.data_transformation.column_parser.DataFrameCommon",
"name": "Parses strings into their types"
},
"arguments": {
"inputs": {
"type": "CONTAINER",
"data": "steps.0.produce"
}
},
"outputs": [
{
"id": "produce"
}
]
},
{
"type": "PRIMITIVE",
"primitive": {
"id": "28d12214-8cb0-4ac0-8946-d31fcbcd4142",
"version": "0.4.4",
"python_path": "d3m.primitives.metalearning.metafeature_extractor.BYU",
"name": "Dataset Metafeature Extraction",
"digest": "0c36cd6f0ac9413969535bb0347487df6634e2e954f58cdb24f62785da9fc091"
},
"arguments": {
"inputs": {
"type": "CONTAINER",
"data": "steps.1.produce"
}
},
"outputs": [
{
"id": "produce"
}
]
},
{
"type": "PRIMITIVE",
"primitive": {
"id": "4503a4c6-42f7-45a1-a1d4-ed69699cf5e1",
"version": "0.2.0",
"python_path": "d3m.primitives.data_transformation.extract_columns_by_semantic_types.DataFrameCommon",
"name": "Extracts columns by semantic type"
},
"arguments": {
"inputs": {
"type": "CONTAINER",
"data": "steps.1.produce"
}
},
"outputs": [
{
"id": "produce"
}
],
"hyperparams": {
"semantic_types": {
"type": "VALUE",
"data": [
"https://metadata.datadrivendiscovery.org/types/Attribute"
]
}
}
},
{
"type": "PRIMITIVE",
"primitive": {
"id": "4503a4c6-42f7-45a1-a1d4-ed69699cf5e1",
"version": "0.2.0",
"python_path": "d3m.primitives.data_transformation.extract_columns_by_semantic_types.DataFrameCommon",
"name": "Extracts columns by semantic type"
},
"arguments": {
"inputs": {
"type": "CONTAINER",
"data": "steps.1.produce"
}
},
"outputs": [
{
"id": "produce"
}
],
"hyperparams": {
"semantic_types": {
"type": "VALUE",
"data": [
"https://metadata.datadrivendiscovery.org/types/TrueTarget"
]
}
}
},
{
"type": "PRIMITIVE",
"primitive": {
"id": "d016df89-de62-3c53-87ed-c06bb6a23cde",
"version": "2019.4.4",
"python_path": "d3m.primitives.data_cleaning.imputer.SKlearn",
"name": "sklearn.impute.SimpleImputer"
},
"arguments": {
"inputs": {
"type": "CONTAINER",
"data": "steps.3.produce"
}
},
"outputs": [
{
"id": "produce"
}
],
"hyperparams": {
"use_semantic_types": {
"type": "VALUE",
"data": true
}
}
},
{
"type": "PRIMITIVE",
"primitive": {
"id": "f0fd7a62-09b5-3abc-93bb-f5f999f7cc80",
"version": "2019.4.4",
"python_path": "d3m.primitives.regression.random_forest.SKlearn",
"name": "sklearn.ensemble.forest.RandomForestRegressor"
},
"arguments": {
"inputs": {
"type": "CONTAINER",
"data": "steps.5.produce"
},
"outputs": {
"type": "CONTAINER",
"data": "steps.4.produce"
}
},
"outputs": [
{
"id": "produce"
}
],
"hyperparams": {
"use_semantic_types": {
"type": "VALUE",
"data": true
}
}
},
{
"type": "PRIMITIVE",
"primitive": {
"id": "8d38b340-f83f-4877-baaa-162f8e551736",
"version": "0.3.0",
"python_path": "d3m.primitives.data_transformation.construct_predictions.DataFrameCommon",
"name": "Construct pipeline predictions output"
},
"arguments": {
"inputs": {
"type": "CONTAINER",
"data": "steps.6.produce"
},
"reference": {
"type": "CONTAINER",
"data": "steps.0.produce"
}
},
"outputs": [
{
"id": "produce"
}
]
}