Commit cedc58a3 authored by Max Kanter's avatar Max Kanter Committed by Sujen

Add SingleTableFeaturization

parent f5183213
{
"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"
]
}
created: '2019-06-01T03:32:11.598100Z'
digest: 1f74f876a9f1eafa0bd1475414674d779860f87c2841b44966984526d05358dd
id: 7765e91d-61aa-4d38-8c73-05dcbbbcc369
inputs:
- name: inputs
outputs:
- data: steps.6.produce
name: output predictions
schema: https://metadata.datadrivendiscovery.org/schemas/v0/pipeline.json
steps:
- arguments:
inputs:
data: inputs.0
type: CONTAINER
outputs:
- id: produce
primitive:
digest: b8251591d8f5f03e1c4d3ec740016c386ad6c20216cfd7d7dd9b8b2e3ab0595f
id: 4b42ce1e-9b98-4a25-b68e-fad13311eb65
name: Extract a DataFrame from a Dataset
python_path: d3m.primitives.data_transformation.dataset_to_dataframe.Common
version: 0.3.0
type: PRIMITIVE
- arguments:
inputs:
data: steps.0.produce
type: CONTAINER
outputs:
- id: produce
primitive:
digest: d268f582f5bf30206f1e43ef46f435576a30413132bc73279f3fca36937184eb
id: d510cb7a-1782-4f51-b44c-58f0236e47c7
name: Parses strings into their types
python_path: d3m.primitives.data_transformation.column_parser.DataFrameCommon
version: 0.5.0
type: PRIMITIVE
- arguments:
inputs:
data: steps.1.produce
type: CONTAINER
hyperparams:
semantic_types:
data:
- https://metadata.datadrivendiscovery.org/types/Attribute
type: VALUE
outputs:
- id: produce
primitive:
digest: a0d61e03605d9e487c29de5d88a1c7f32d9aef8e23a413b794dad2f4da8ee836
id: 4503a4c6-42f7-45a1-a1d4-ed69699cf5e1
name: Extracts columns by semantic type
python_path: d3m.primitives.data_transformation.extract_columns_by_semantic_types.DataFrameCommon
version: 0.2.0
type: PRIMITIVE
- arguments:
inputs:
data: steps.0.produce
type: CONTAINER
hyperparams:
semantic_types:
data:
- https://metadata.datadrivendiscovery.org/types/TrueTarget
type: VALUE
outputs:
- id: produce
primitive:
digest: a0d61e03605d9e487c29de5d88a1c7f32d9aef8e23a413b794dad2f4da8ee836
id: 4503a4c6-42f7-45a1-a1d4-ed69699cf5e1
name: Extracts columns by semantic type
python_path: d3m.primitives.data_transformation.extract_columns_by_semantic_types.DataFrameCommon
version: 0.2.0
type: PRIMITIVE
- arguments:
inputs:
data: steps.2.produce
type: CONTAINER
outputs:
- id: produce
primitive:
digest: 1d545bbb0400a8efc13f72b8b4afc8cd649d424e4b39de6eb81aa68658c11c61
id: 6c5dcfa3-1f87-4066-b16a-88c9c971f6e3
name: Single Table Deep Feature Synthesis
python_path: d3m.primitives.feature_construction.deep_feature_synthesis.SingleTableFeaturization
version: 0.4.0
type: PRIMITIVE
- arguments:
inputs:
data: steps.4.produce
type: CONTAINER
outputs:
- id: produce
primitive:
digest: 8c36c71cc0018d0566008dd256748672a4d686bf00174f2c17ae063238be7b29
id: d016df89-de62-3c53-87ed-c06bb6a23cde
name: sklearn.impute.SimpleImputer
python_path: d3m.primitives.data_cleaning.imputer.SKlearn
version: 2019.4.4
type: PRIMITIVE
- arguments:
inputs:
data: steps.5.produce
type: CONTAINER
outputs:
data: steps.3.produce
type: CONTAINER
outputs:
- id: produce
primitive:
digest: 8e21fe6143ccc4e9276ba6b7dea7104ff79a73955aed04f44dc79b21d6be39ae
id: f0fd7a62-09b5-3abc-93bb-f5f999f7cc80
name: sklearn.ensemble.forest.RandomForestRegressor
python_path: d3m.primitives.regression.random_forest.SKlearn
version: 2019.4.4
type: PRIMITIVE
Markdown is supported
0% or
You are about to add 0 people to the discussion. Proceed with caution.
Finish editing this message first!
Please register or to comment