{ "net":{ "outputs": ["pool1/7x7/ets", "pool1/7x7/rf", "pool1/10x10/ets", "pool1/10x10/rf", "pool1/13x13/ets", "pool1/13x13/rf"], "layers":[ // win1/7x7 { "type":"FGWinLayer", "name":"win1/7x7", "bottoms": ["X","y"], "tops":["win1/7x7/ets", "win1/7x7/rf"], "n_classes": 10, "estimators": [ {"n_folds":3,"type":"ExtraTreesClassifier","n_estimators":20,"max_depth":10,"n_jobs":-1,"min_samples_leaf":10}, {"n_folds":3,"type":"RandomForestClassifier","n_estimators":20,"max_depth":10,"n_jobs":-1,"min_samples_leaf":10} ], "stride_x": 2, "stride_y": 2, "win_x":7, "win_y":7 }, // win1/10x10 { "type":"FGWinLayer", "name":"win1/10x10", "bottoms": ["X","y"], "tops":["win1/10x10/ets", "win1/10x10/rf"], "n_classes": 10, "estimators": [ {"n_folds":3,"type":"ExtraTreesClassifier","n_estimators":20,"max_depth":10,"n_jobs":-1,"min_samples_leaf":10}, {"n_folds":3,"type":"RandomForestClassifier","n_estimators":20,"max_depth":10,"n_jobs":-1,"min_samples_leaf":10} ], "stride_x": 2, "stride_y": 2, "win_x":10, "win_y":10 }, // win1/13x13 { "type":"FGWinLayer", "name":"win1/13x13", "bottoms": ["X","y"], "tops":["win1/13x13/ets", "win1/13x13/rf"], "n_classes": 10, "estimators": [ {"n_folds":3,"type":"ExtraTreesClassifier","n_estimators":20,"max_depth":10,"n_jobs":-1,"min_samples_leaf":10}, {"n_folds":3,"type":"RandomForestClassifier","n_estimators":20,"max_depth":10,"n_jobs":-1,"min_samples_leaf":10} ], "stride_x": 2, "stride_y": 2, "win_x":13, "win_y":13 }, // pool1 { "type":"FGPoolLayer", "name":"pool1", "bottoms": ["win1/7x7/ets", "win1/7x7/rf", "win1/10x10/ets", "win1/10x10/rf", "win1/13x13/ets", "win1/13x13/rf"], "tops": ["pool1/7x7/ets", "pool1/7x7/rf", "pool1/10x10/ets", "pool1/10x10/rf", "pool1/13x13/ets", "pool1/13x13/rf"], "pool_method": "avg", "win_x":2, "win_y":2 } ] }, "cascade": { "random_state": 0, "max_layers": 100, "early_stopping_rounds": 3, "look_indexs_cycle": [ [0, 1], [2, 3], [4, 5] ], "n_classes": 10, "estimators": [ {"n_folds":5,"type":"ExtraTreesClassifier","n_estimators":1000,"max_depth":null,"n_jobs":-1}, {"n_folds":5,"type":"RandomForestClassifier","n_estimators":1000,"max_depth":null,"n_jobs":-1} ] } }