├── .gitignore ├── CODE_OF_CONDUCT.md ├── CONTRIBUTING.md ├── LICENSE ├── README.md ├── gen-py ├── __init__.py ├── block_config │ ├── __init__.py │ ├── __pycache__ │ │ ├── __init__.cpython-36.pyc │ │ └── ttypes.cpython-36.pyc │ ├── constants.py │ └── ttypes.py └── config │ ├── __init__.py │ ├── __pycache__ │ ├── __init__.cpython-36.pyc │ └── ttypes.cpython-36.pyc │ ├── constants.py │ └── ttypes.py ├── if ├── .DS_Store ├── block_config.thrift └── config.thrift ├── models ├── .DS_Store ├── __init__.py ├── __pycache__ │ ├── __init__.cpython-36.pyc │ ├── base_net.cpython-36.pyc │ ├── builder.cpython-36.pyc │ ├── nas_modules.cpython-36.pyc │ └── utils.cpython-36.pyc ├── base_net.py ├── builder.py ├── nas_modules.py └── utils.py ├── nasrec ├── .DS_Store ├── __init__.py ├── __pycache__ │ ├── __init__.cpython-36.pyc │ ├── base_searcher.cpython-36.pyc │ ├── blocks.cpython-36.pyc │ ├── builder.cpython-36.pyc │ ├── evolutionary_controller.cpython-36.pyc │ ├── mcts_controller.cpython-36.pyc │ ├── random_controller.cpython-36.pyc │ ├── rl_controller.cpython-36.pyc │ └── utils.cpython-36.pyc ├── base_searcher.py ├── blocks.py ├── builder.py ├── evolutionary_controller.py ├── random_controller.py └── utils.py ├── notebook ├── graph.ipynb └── plot.ipynb ├── requirements.txt ├── results ├── evo │ └── criteo │ │ └── 20200925-173209 │ │ ├── Best_Model.json │ │ ├── Best_Model_M_100_S_99.json │ │ ├── M_0_S_0.json │ │ ├── M_100_S_99.json │ │ ├── M_10_S_5.json │ │ ├── M_11_S_6.json │ │ ├── M_12_S_7.json │ │ ├── M_13_S_8.json │ │ ├── M_14_S_9.json │ │ ├── M_15_S_10.json │ │ ├── M_16_S_11.json │ │ ├── M_17_S_12.json │ │ ├── M_18_S_13.json │ │ ├── M_19_S_14.json │ │ ├── M_1_S_0.json │ │ ├── M_21_S_20.json │ │ ├── M_22_S_21.json │ │ ├── M_23_S_22.json │ │ ├── M_24_S_23.json │ │ ├── M_25_S_24.json │ │ ├── M_26_S_25.json │ │ ├── M_27_S_26.json │ │ ├── M_28_S_27.json │ │ ├── M_29_S_28.json │ │ ├── M_2_S_0.json │ │ ├── M_30_S_29.json │ │ ├── M_31_S_30.json │ │ ├── M_32_S_31.json │ │ ├── M_33_S_32.json │ │ ├── M_34_S_33.json │ │ ├── M_35_S_34.json │ │ ├── M_36_S_35.json │ │ ├── M_37_S_36.json │ │ ├── M_38_S_37.json │ │ ├── M_39_S_38.json │ │ ├── M_3_S_0.json │ │ ├── M_40_S_39.json │ │ ├── M_41_S_40.json │ │ ├── M_42_S_41.json │ │ ├── M_43_S_42.json │ │ ├── M_44_S_43.json │ │ ├── M_45_S_44.json │ │ ├── M_46_S_45.json │ │ ├── M_47_S_46.json │ │ ├── M_48_S_47.json │ │ ├── M_49_S_48.json │ │ ├── M_4_S_0.json │ │ ├── M_50_S_49.json │ │ ├── M_51_S_50.json │ │ ├── M_52_S_51.json │ │ ├── M_53_S_52.json │ │ ├── M_54_S_53.json │ │ ├── M_55_S_54.json │ │ ├── M_56_S_55.json │ │ ├── M_57_S_56.json │ │ ├── M_58_S_57.json │ │ ├── M_59_S_58.json │ │ ├── M_5_S_0.json │ │ ├── M_60_S_59.json │ │ ├── M_61_S_60.json │ │ ├── M_62_S_61.json │ │ ├── M_63_S_62.json │ │ ├── M_64_S_63.json │ │ ├── M_65_S_64.json │ │ ├── M_66_S_65.json │ │ ├── M_67_S_66.json │ │ ├── M_68_S_67.json │ │ ├── M_69_S_68.json │ │ ├── M_6_S_1.json │ │ ├── M_70_S_69.json │ │ ├── M_71_S_70.json │ │ ├── M_72_S_71.json │ │ ├── M_73_S_72.json │ │ ├── M_74_S_73.json │ │ ├── M_75_S_74.json │ │ ├── M_76_S_75.json │ │ ├── M_77_S_76.json │ │ ├── M_78_S_77.json │ │ ├── M_79_S_78.json │ │ ├── M_7_S_2.json │ │ ├── M_80_S_79.json │ │ ├── M_81_S_80.json │ │ ├── M_82_S_81.json │ │ ├── M_83_S_82.json │ │ ├── M_84_S_83.json │ │ ├── M_85_S_84.json │ │ ├── M_86_S_85.json │ │ ├── M_87_S_86.json │ │ ├── M_88_S_87.json │ │ ├── M_89_S_88.json │ │ ├── M_8_S_3.json │ │ ├── M_90_S_89.json │ │ ├── M_91_S_90.json │ │ ├── M_92_S_91.json │ │ ├── M_93_S_92.json │ │ ├── M_94_S_93.json │ │ ├── M_95_S_94.json │ │ ├── M_96_S_95.json │ │ ├── M_97_S_96.json │ │ ├── M_98_S_97.json │ │ ├── M_99_S_98.json │ │ ├── M_9_S_4.json │ │ ├── all_actions.npy │ │ ├── all_arc_vecs.npy │ │ ├── all_flops.npy │ │ ├── all_params.npy │ │ ├── all_roc_aucs.npy │ │ ├── best_model_id.txt │ │ ├── fbl_meta.npy │ │ ├── finished_model.npy │ │ ├── is_initial.npy │ │ ├── meta.txt │ │ ├── rewards.npy │ │ └── searcher.ckp └── random │ └── criteo │ └── 20200925-100520 │ ├── Best_Model.json │ ├── Best_Model_M_99_S_94.json │ ├── M_0_S_0.json │ ├── M_10_S_5.json │ ├── M_11_S_6.json │ ├── M_12_S_7.json │ ├── M_13_S_8.json │ ├── M_14_S_9.json │ ├── M_15_S_10.json │ ├── M_16_S_11.json │ ├── M_17_S_12.json │ ├── M_18_S_13.json │ ├── M_19_S_14.json │ ├── M_1_S_0.json │ ├── M_20_S_15.json │ ├── M_21_S_16.json │ ├── M_22_S_17.json │ ├── M_23_S_18.json │ ├── M_24_S_19.json │ ├── M_25_S_20.json │ ├── M_26_S_21.json │ ├── M_27_S_22.json │ ├── M_28_S_23.json │ ├── M_29_S_24.json │ ├── M_2_S_0.json │ ├── M_30_S_25.json │ ├── M_31_S_26.json │ ├── M_32_S_27.json │ ├── M_33_S_28.json │ ├── M_34_S_29.json │ ├── M_35_S_30.json │ ├── M_36_S_31.json │ ├── M_37_S_32.json │ ├── M_38_S_33.json │ ├── M_39_S_34.json │ ├── M_3_S_0.json │ ├── M_40_S_35.json │ ├── M_41_S_36.json │ ├── M_42_S_37.json │ ├── M_43_S_38.json │ ├── M_44_S_39.json │ ├── M_45_S_40.json │ ├── M_46_S_41.json │ ├── M_47_S_42.json │ ├── M_48_S_43.json │ ├── M_49_S_44.json │ ├── M_4_S_0.json │ ├── M_50_S_45.json │ ├── M_51_S_46.json │ ├── M_52_S_47.json │ ├── M_53_S_48.json │ ├── M_54_S_49.json │ ├── M_55_S_50.json │ ├── M_56_S_51.json │ ├── M_57_S_52.json │ ├── M_58_S_53.json │ ├── M_59_S_54.json │ ├── M_5_S_0.json │ ├── M_60_S_55.json │ ├── M_61_S_56.json │ ├── M_62_S_57.json │ ├── M_63_S_58.json │ ├── M_64_S_59.json │ ├── M_65_S_60.json │ ├── M_66_S_61.json │ ├── M_67_S_62.json │ ├── M_68_S_63.json │ ├── M_69_S_64.json │ ├── M_6_S_1.json │ ├── M_70_S_65.json │ ├── M_71_S_66.json │ ├── M_72_S_67.json │ ├── M_73_S_68.json │ ├── M_74_S_69.json │ ├── M_75_S_70.json │ ├── M_76_S_71.json │ ├── M_77_S_72.json │ ├── M_78_S_73.json │ ├── M_79_S_74.json │ ├── M_7_S_2.json │ ├── M_80_S_75.json │ ├── M_81_S_76.json │ ├── M_82_S_77.json │ ├── M_83_S_78.json │ ├── M_84_S_79.json │ ├── M_85_S_80.json │ ├── M_86_S_81.json │ ├── M_87_S_82.json │ ├── M_88_S_83.json │ ├── M_89_S_84.json │ ├── M_8_S_3.json │ ├── M_90_S_85.json │ ├── M_91_S_86.json │ ├── M_92_S_87.json │ ├── M_93_S_88.json │ ├── M_94_S_89.json │ ├── M_95_S_90.json │ ├── M_96_S_91.json │ ├── M_97_S_92.json │ ├── M_98_S_93.json │ ├── M_99_S_94.json │ ├── M_9_S_4.json │ ├── all_actions.npy │ ├── all_arc_vecs.npy │ ├── all_flops.npy │ ├── all_params.npy │ ├── all_roc_aucs.npy │ ├── best_model_id.txt │ ├── fbl_meta.npy │ ├── finished_model.npy │ ├── meta.txt │ ├── rewards.npy │ └── searcher.ckp ├── scripts ├── .DS_Store ├── README.md ├── __init__.py ├── __pycache__ │ ├── __init__.cpython-36.pyc │ └── test_final.cpython-36-pytest-5.2.0.pyc ├── final_fit.py ├── preprocess.py └── search.py ├── shell-scripts ├── evo_search_criteo.sh ├── evo_search_criteo_warm_start.sh ├── evo_warm_final_fit_criteo.sh ├── preprocess_criteo.sh ├── random_final_fit_criteo.sh ├── random_search_criteo.sh └── subsample_criteo.sh ├── trainers ├── .DS_Store ├── __init__.py ├── __pycache__ │ ├── __init__.cpython-36.pyc │ ├── loss.cpython-36.pyc │ ├── simple.cpython-36.pyc │ ├── simple_final.cpython-36.pyc │ └── utils.cpython-36.pyc ├── loss.py 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