www.flow.packs.test-small.drf_junit_bestbuy_train_10k.flow Maven / Gradle / Ivy
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{
"version": "1.0.0",
"cells": [
{
"type": "cs",
"input": "importFiles [ \"../smalldata/junit/bestbuy_train_10k.csv.gz\" ]"
},
{
"type": "cs",
"input": "setupParse paths: [ \"../smalldata/junit/bestbuy_train_10k.csv.gz\" ]"
},
{
"type": "cs",
"input": "parseFiles\n paths: [\"../smalldata/junit/bestbuy_train_10k.csv.gz\"]\n destination_frame: \"bestbuy_train_10k4.hex\"\n parse_type: \"CSV\"\n separator: 44\n number_columns: 6\n single_quotes: false\n column_names: [\"user\",\"sku\",\"category\",\"query\",\"click_time\",\"query_time\"]\n column_types: [\"Enum\",\"Numeric\",\"Enum\",\"Enum\",\"Time\",\"Time\"]\n delete_on_done: true\n check_header: 1\n chunk_size: 65536"
},
{
"type": "cs",
"input": "getFrameSummary \"bestbuy_train_10k4.hex\""
},
{
"type": "cs",
"input": "assist splitFrame, \"bestbuy_train_10k4.hex\""
},
{
"type": "cs",
"input": "splitFrame \"bestbuy_train_10k4.hex\", [0.2], [\"bestbuy_train_10k_test.hex_0.20\",\"bestbuy_train_10k_train.hex_0.80\"], 123456"
},
{
"type": "cs",
"input": "buildModel \"drf\""
},
{
"type": "cs",
"input": "buildModel 'drf', {\"model_id\":\"drf-6aa98ec4-0464-43ce-911c-cc06af0f8c1e\",\"training_frame\":\"bestbuy_train_10k_train.hex_0.80\",\"validation_frame\":\"bestbuy_train_10k_test.hex_0.20\",\"ignored_columns\":[],\"ignore_const_cols\":true,\"response_column\":\"query_time\",\"ntrees\":50,\"max_depth\":20,\"min_rows\":1,\"nbins\":20,\"nbins_cats\":1024,\"seed\":-7254145782830094000,\"mtries\":-1,\"sample_rate\":0.632,\"score_each_iteration\":false,\"r2_stopping\":0.999999,\"build_tree_one_node\":false,\"binomial_double_trees\":true}"
},
{
"type": "cs",
"input": "getModel \"drf-6aa98ec4-0464-43ce-911c-cc06af0f8c1e\""
},
{
"type": "cs",
"input": "predict model: \"drf-6aa98ec4-0464-43ce-911c-cc06af0f8c1e\""
},
{
"type": "cs",
"input": "predict model: \"drf-6aa98ec4-0464-43ce-911c-cc06af0f8c1e\", frame: \"bestbuy_train_10k_test.hex_0.20\", predictions_frame: \"prediction-1ddb8db5-866f-4573-a4c4-581490c013a0\""
}
]
}