www.flow.packs.test-small.dl_junit_weather.flow Maven / Gradle / Ivy
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{
"version": "1.0.0",
"cells": [
{
"type": "cs",
"input": "importFiles [ \"../smalldata/junit/weather.csv\" ]"
},
{
"type": "cs",
"input": "setupParse paths: [ \"../smalldata/junit/weather.csv\" ]"
},
{
"type": "cs",
"input": "parseFiles\n paths: [\"../smalldata/junit/weather.csv\"]\n destination_frame: \"weather.hex\"\n parse_type: \"CSV\"\n separator: 44\n number_columns: 24\n single_quotes: false\n column_names: [\"Date\",\"EvapMM\",\"Sunshine\",\"MaxWindSpeed\",\"Temp9am\",\"RelHumid9am\",\"Cloud9am\",\"WindSpeed9am\",\"Pressure9am\",\"Temp3pm\",\"RelHumid3pm\",\"Cloud3pm\",\"WindSpeed3pm\",\"Pressure3pm\",\"ChangeTemp\",\"ChangeTempDir\",\"ChangeTempMag\",\"ChangeWindDirect\",\"MaxWindPeriod\",\"RainToday\",\"TempRange\",\"PressureChange\",\"RISK_MM\",\"RainTomorrow\"]\n column_types: [\"Time\",\"Numeric\",\"Numeric\",\"Numeric\",\"Numeric\",\"Numeric\",\"Numeric\",\"Numeric\",\"Numeric\",\"Numeric\",\"Numeric\",\"Numeric\",\"Numeric\",\"Numeric\",\"Numeric\",\"Enum\",\"Enum\",\"Enum\",\"Enum\",\"Numeric\",\"Numeric\",\"Enum\",\"Numeric\",\"Enum\"]\n delete_on_done: true\n check_header: 1\n chunk_size: 4194304"
},
{
"type": "cs",
"input": "getFrameSummary \"weather.hex\""
},
{
"type": "cs",
"input": "assist splitFrame, \"weather.hex\""
},
{
"type": "cs",
"input": "splitFrame \"weather.hex\", [0.2], [\"weather_test\",\"weather_train\"], 123456"
},
{
"type": "cs",
"input": "buildModel \"deeplearning\""
},
{
"type": "cs",
"input": "buildModel 'deeplearning', {\"model_id\":\"deeplearning-616e911f-44e5-4fd2-aef0-0d120cf5a184\",\"training_frame\":\"weather_train\",\"validation_frame\":\"weather_test\",\"ignore_const_cols\":true,\"response_column\":\"RainTomorrow\",\"activation\":\"RectifierWithDropout\",\"hidden\":[50,50],\"epochs\":\"5\",\"variable_importances\":false,\"balance_classes\":false,\"checkpoint\":\"\",\"use_all_factor_levels\":true,\"train_samples_per_iteration\":-2,\"adaptive_rate\":true,\"input_dropout_ratio\":\"0.2\",\"hidden_dropout_ratios\":[],\"l1\":\"1e-5\",\"l2\":0,\"loss\":\"Automatic\",\"score_interval\":5,\"score_training_samples\":10000,\"score_validation_samples\":0,\"score_duty_cycle\":0.1,\"autoencoder\":false,\"overwrite_with_best_model\":true,\"target_ratio_comm_to_comp\":0.02,\"seed\":\"12345\",\"rho\":0.99,\"epsilon\":1e-8,\"max_w2\":\"Infinity\",\"initial_weight_distribution\":\"UniformAdaptive\",\"classification_stop\":0,\"score_validation_sampling\":\"Uniform\",\"diagnostics\":true,\"fast_mode\":true,\"force_load_balance\":true,\"single_node_mode\":false,\"shuffle_training_data\":false,\"missing_values_handling\":\"MeanImputation\",\"quiet_mode\":false,\"sparse\":false,\"col_major\":false,\"average_activation\":0,\"sparsity_beta\":0,\"max_categorical_features\":2147483647,\"reproducible\":true,\"export_weights_and_biases\":false}"
},
{
"type": "cs",
"input": "getModel \"deeplearning-616e911f-44e5-4fd2-aef0-0d120cf5a184\""
},
{
"type": "cs",
"input": "predict model: \"deeplearning-616e911f-44e5-4fd2-aef0-0d120cf5a184\""
},
{
"type": "cs",
"input": "predict model: \"deeplearning-616e911f-44e5-4fd2-aef0-0d120cf5a184\", frame: \"weather_test\", predictions_frame: \"prediction-4a54dbc9-9e7e-4382-9b97-1e8697c73c88\""
}
]
}