node_net_train_file_dict = { ("2021_2031", "3d"):{ "train_file": "/df_lung/cls_train_data/train_csv_data/2021_2031_net_id_3d_train.csv", "val_file": "/df_lung/cls_train_data/train_csv_data/2021_2031_net_id_3d_val.csv", "test_file": "/df_lung/cls_train_data/train_csv_data/2021_2031_net_id_3d_test.csv", "batch_size": 100, }, ("2021_2031", "2d"):{ "train_file": "/df_lung/cls_train_data/train_csv_data/2021_2031_net_id_2d_train.csv", "val_file": "/df_lung/cls_train_data/train_csv_data/2021_2031_net_id_2d_val.csv", "test_file": "/df_lung/cls_train_data/train_csv_data/2021_2031_net_id_2d_test.csv", "batch_size": 100, }, ("2021_2031", "2d3d"):{ "2d_train_file": "/df_lung/cls_train_data/train_csv_data/2021_2031_net_id_2d3d_data_2d_train_error_data_epoch_1.csv", # "2d_train_file": "/df_lung/cls_train_data/train_csv_data/2021_2031_net_id_2d3d_data_2d_train.csv", "2d_val_file": "/df_lung/cls_train_data/train_csv_data/2021_2031_net_id_2d3d_data_2d_val.csv", "2d_test_file": "/df_lung/cls_train_data/train_csv_data/2021_2031_net_id_2d3d_data_2d_test.csv", "3d_train_file": "/df_lung/cls_train_data/train_csv_data/2021_2031_net_id_2d3d_data_3d_train_error_data_epoch_1.csv", # "3d_train_file": "/df_lung/cls_train_data/train_csv_data/2021_2031_net_id_2d3d_data_3d_train.csv", "3d_val_file": "/df_lung/cls_train_data/train_csv_data/2021_2031_net_id_2d3d_data_3d_val.csv", "3d_test_file": "/df_lung/cls_train_data/train_csv_data/2021_2031_net_id_2d3d_data_3d_test.csv", "batch_size": 100, }, ("2021_2031", "s3d"):{ "train_file": "/df_lung/cls_train_data/train_csv_data/2021_2031_net_id_s3d_train.csv", "val_file": "/df_lung/cls_train_data/train_csv_data/2021_2031_net_id_s3d_val.csv", "test_file": "/df_lung/cls_train_data/train_csv_data/2021_2031_net_id_s3d_test.csv", "batch_size": 100, }, ("2021_2031", "d2d"):{ "train_file": "/df_lung/cls_train_data/train_csv_data/2021_2031_net_id_d2d_train.csv", "val_file": "/df_lung/cls_train_data/train_csv_data/2021_2031_net_id_d2d_val.csv", "test_file": "/df_lung/cls_train_data/train_csv_data/2021_2031_net_id_d2d_test.csv", "batch_size": 100, }, ("2041_2031", "3d"):{ "train_file": "/df_lung/cls_train_data/train_csv_data/2041_2031_net_id_3d_train.csv", "val_file": "/df_lung/cls_train_data/train_csv_data/2041_2031_net_id_3d_val.csv", "test_file": "/df_lung/cls_train_data/train_csv_data/2041_2031_net_id_3d_test.csv", "batch_size": 100, }, ("2041_2031", "2d"):{ "train_file": "/df_lung/cls_train_data/train_csv_data/2041_2031_net_id_2d_train.csv", "val_file": "/df_lung/cls_train_data/train_csv_data/2041_2031_net_id_2d_val.csv", "test_file": "/df_lung/cls_train_data/train_csv_data/2041_2031_net_id_2d_test.csv", "batch_size": 100, }, ("2041_2031", "2d3d"):{ "2d_train_file": "/df_lung/cls_train_data/train_csv_data/2041_2031_net_id_2d3d_data_2d_train.csv", "2d_val_file": "/df_lung/cls_train_data/train_csv_data/2041_2031_net_id_2d3d_data_2d_val.csv", "2d_test_file": "/df_lung/cls_train_data/train_csv_data/2041_2031_net_id_2d3d_data_2d_test.csv", "3d_train_file": "/df_lung/cls_train_data/train_csv_data/2041_2031_net_id_2d3d_data_3d_train.csv", "3d_val_file": "/df_lung/cls_train_data/train_csv_data/2041_2031_net_id_2d3d_data_3d_val.csv", "3d_test_file": "/df_lung/cls_train_data/train_csv_data/2041_2031_net_id_2d3d_data_3d_test.csv", "batch_size": 100, }, ("2041_2031", "s3d"):{ "train_file": "/df_lung/cls_train_data/train_csv_data/2041_2031_net_id_s3d_train.csv", "val_file": "/df_lung/cls_train_data/train_csv_data/2041_2031_net_id_s3d_val.csv", "test_file": "/df_lung/cls_train_data/train_csv_data/2041_2031_net_id_s3d_test.csv", "batch_size": 100, }, ("2041_2031", "d2d"):{ "train_file": "/df_lung/cls_train_data/train_csv_data/2041_2031_net_id_d2d_train.csv", "val_file": "/df_lung/cls_train_data/train_csv_data/2041_2031_net_id_d2d_val.csv", "test_file": "/df_lung/cls_train_data/train_csv_data/2041_2031_net_id_d2d_test.csv", "batch_size": 100, }, ("1010_1020_2011_2021_2041_2031", "3d"):{ "train_file": "/df_lung/cls_train_data/train_csv_data/1010_1020_2011_2021_2041_2031_net_id_3d_train.csv", "val_file": "/df_lung/cls_train_data/train_csv_data/1010_1020_2011_2021_2041_2031_net_id_3d_val.csv", "test_file": "/df_lung/cls_train_data/train_csv_data/1010_1020_2011_2021_2041_2031_net_id_3d_test.csv", "batch_size": 100, }, ("1010_1020_2011_2021_2041_2031", "2d"):{ "train_file": "/df_lung/cls_train_data/train_csv_data/1010_1020_2011_2021_2041_2031_net_id_2d_train.csv", "val_file": "/df_lung/cls_train_data/train_csv_data/1010_1020_2011_2021_2041_2031_net_id_2d_val.csv", "test_file": "/df_lung/cls_train_data/train_csv_data/1010_1020_2011_2021_2041_2031_net_id_2d_test.csv", "batch_size": 100, }, ("1010_1020_2011_2021_2041_2031", "2d3d"):{ "2d_train_file": "/df_lung/cls_train_data/train_csv_data/1010_1020_2011_2021_2041_2031_net_id_2d3d_data_2d_train.csv", "2d_val_file": "/df_lung/cls_train_data/train_csv_data/1010_1020_2011_2021_2041_2031_net_id_2d3d_data_2d_val.csv", "2d_test_file": "/df_lung/cls_train_data/train_csv_data/1010_1020_2011_2021_2041_2031_net_id_2d3d_data_2d_test.csv", "3d_train_file": "/df_lung/cls_train_data/train_csv_data/1010_1020_2011_2021_2041_2031_net_id_2d3d_data_3d_train.csv", "3d_val_file": "/df_lung/cls_train_data/train_csv_data/1010_1020_2011_2021_2041_2031_net_id_2d3d_data_3d_val.csv", "3d_test_file": "/df_lung/cls_train_data/train_csv_data/1010_1020_2011_2021_2041_2031_net_id_2d3d_data_3d_test.csv", "batch_size": 100, }, ("1010_1020_2011_2021_2041_2031", "s3d"):{ "train_file": "/df_lung/cls_train_data/train_csv_data/1010_1020_2011_2021_2041_2031_net_id_s3d_train.csv", "val_file": "/df_lung/cls_train_data/train_csv_data/1010_1020_2011_2021_2041_2031_net_id_s3d_val.csv", "test_file": "/df_lung/cls_train_data/train_csv_data/1010_1020_2011_2021_2041_2031_net_id_s3d_test.csv", "batch_size": 100, }, ("1010_1020_2011_2021_2041_2031", "d2d"):{ "train_file": "/df_lung/cls_train_data/train_csv_data/1010_1020_2011_2021_2041_2031_net_id_d2d_train.csv", "val_file": "/df_lung/cls_train_data/train_csv_data/1010_1020_2011_2021_2041_2031_net_id_d2d_val.csv", "test_file": "/df_lung/cls_train_data/train_csv_data/1010_1020_2011_2021_2041_2031_net_id_d2d_test.csv", "batch_size": 100, }, ("1010_1020_2011_2021_2031_2041", "3d"):{ "train_file": "/df_lung/cls_train_data/train_csv_data/1010_1020_2011_2021_2031_2041_net_id_3d_train.csv", "val_file": "/df_lung/cls_train_data/train_csv_data/1010_1020_2011_2021_2031_2041_net_id_3d_val.csv", "test_file": "/df_lung/cls_train_data/train_csv_data/1010_1020_2011_2021_2031_2041_net_id_3d_test.csv", "batch_size": 100, }, ("1010_1020_2011_2021_2031_2041", "2d"):{ "train_file": "/df_lung/cls_train_data/train_csv_data/1010_1020_2011_2021_2031_2041_net_id_2d_train.csv", "val_file": "/df_lung/cls_train_data/train_csv_data/1010_1020_2011_2021_2031_2041_net_id_2d_val.csv", "test_file": "/df_lung/cls_train_data/train_csv_data/1010_1020_2011_2021_2031_2041_net_id_2d_test.csv", "batch_size": 100, }, ("1010_1020_2011_2021_2031_2041", "2d3d"):{ "2d_train_file": "/df_lung/cls_train_data/train_csv_data/1010_1020_2011_2021_2031_2041_net_id_2d3d_data_2d_train.csv", "2d_val_file": "/df_lung/cls_train_data/train_csv_data/1010_1020_2011_2021_2031_2041_net_id_2d3d_data_2d_val.csv", "2d_test_file": "/df_lung/cls_train_data/train_csv_data/1010_1020_2011_2021_2031_2041_net_id_2d3d_data_2d_test.csv", "3d_train_file": "/df_lung/cls_train_data/train_csv_data/1010_1020_2011_2021_2031_2041_net_id_2d3d_data_3d_train.csv", "3d_val_file": "/df_lung/cls_train_data/train_csv_data/1010_1020_2011_2021_2031_2041_net_id_2d3d_data_3d_val.csv", "3d_test_file": "/df_lung/cls_train_data/train_csv_data/1010_1020_2011_2021_2031_2041_net_id_2d3d_data_3d_test.csv", "batch_size": 100, }, ("1010_1020_2011_2021_2031_2041", "s3d"):{ "train_file": "/df_lung/cls_train_data/train_csv_data/1010_1020_2011_2021_2031_2041_net_id_s3d_train.csv", "val_file": "/df_lung/cls_train_data/train_csv_data/1010_1020_2011_2021_2031_2041_net_id_s3d_val.csv", "test_file": "/df_lung/cls_train_data/train_csv_data/1010_1020_2011_2021_2031_2041_net_id_s3d_test.csv", "batch_size": 100, }, ("1010_1020_2011_2021_2031_2041", "d2d"):{ "train_file": "/df_lung/cls_train_data/train_csv_data/1010_1020_2011_2021_2031_2041_net_id_d2d_train.csv", "val_file": "/df_lung/cls_train_data/train_csv_data/1010_1020_2011_2021_2031_2041_net_id_d2d_val.csv", "test_file": "/df_lung/cls_train_data/train_csv_data/1010_1020_2011_2021_2031_2041_net_id_d2d_test.csv", "batch_size": 100, }, ("1020_2011_2021_2031", "3d"):{ "train_file": "/df_lung/cls_train_data/train_csv_data/1020_2011_2021_2031_net_id_3d_train.csv", "val_file": "/df_lung/cls_train_data/train_csv_data/1020_2011_2021_2031_net_id_3d_val.csv", "test_file": "/df_lung/cls_train_data/train_csv_data/1020_2011_2021_2031_net_id_3d_test.csv", "batch_size": 100, }, ("1020_2011_2021_2031", "2d"):{ "train_file": "/df_lung/cls_train_data/train_csv_data/1020_2011_2021_2031_net_id_2d_train.csv", "val_file": "/df_lung/cls_train_data/train_csv_data/1020_2011_2021_2031_net_id_2d_val.csv", "test_file": "/df_lung/cls_train_data/train_csv_data/1020_2011_2021_2031_net_id_2d_test.csv", "batch_size": 100, }, ("1020_2011_2021_2031", "2d3d"):{ "2d_train_file": "/df_lung/cls_train_data/train_csv_data/1020_2011_2021_2031_net_id_2d3d_data_2d_train.csv", "2d_val_file": "/df_lung/cls_train_data/train_csv_data/1020_2011_2021_2031_net_id_2d3d_data_2d_val.csv", "2d_test_file": "/df_lung/cls_train_data/train_csv_data/1020_2011_2021_2031_net_id_2d3d_data_2d_test.csv", "3d_train_file": "/df_lung/cls_train_data/train_csv_data/1020_2011_2021_2031_net_id_2d3d_data_3d_train.csv", "3d_val_file": "/df_lung/cls_train_data/train_csv_data/1020_2011_2021_2031_net_id_2d3d_data_3d_val.csv", "3d_test_file": "/df_lung/cls_train_data/train_csv_data/1020_2011_2021_2031_net_id_2d3d_data_3d_test.csv", "batch_size": 100, }, ("1020_2011_2021_2031", "s3d"):{ "train_file": "/df_lung/cls_train_data/train_csv_data/1020_2011_2021_2031_net_id_s3d_train.csv", "val_file": "/df_lung/cls_train_data/train_csv_data/1020_2011_2021_2031_net_id_s3d_val.csv", "test_file": "/df_lung/cls_train_data/train_csv_data/1020_2011_2021_2031_net_id_s3d_test.csv", "batch_size": 100, }, ("1020_2011_2021_2031", "d2d"):{ "train_file": "/df_lung/cls_train_data/train_csv_data/1020_2011_2021_2031_net_id_d2d_train.csv", "val_file": "/df_lung/cls_train_data/train_csv_data/1020_2011_2021_2031_net_id_d2d_val.csv", "test_file": "/df_lung/cls_train_data/train_csv_data/1020_2011_2021_2031_net_id_d2d_test.csv", "batch_size": 100, }, ("2046_2047_2048_2060_2061_2062_3001_4001_5001_6001_2031_2021_2041", "3d"):{ "train_file": "/df_lung/cls_train_data/train_csv_data/2046_2047_2048_2060_2061_2062_3001_4001_5001_6001_2021_2031_2041_net_id_3d_train.csv", "val_file": "/df_lung/cls_train_data/train_csv_data/2046_2047_2048_2060_2061_2062_3001_4001_5001_6001_2021_2031_2041_net_id_3d_val.csv", "test_file": "/df_lung/cls_train_data/train_csv_data/2046_2047_2048_2060_2061_2062_3001_4001_5001_6001_2021_2031_2041_net_id_3d_test.csv", "batch_size": 100, }, ("2046_2047_2048_2060_2061_2062_3001_4001_5001_6001_2031_2021_2041", "2d"):{ "train_file": "/df_lung/cls_train_data/train_csv_data/2046_2047_2048_2060_2061_2062_3001_4001_5001_6001_2021_2031_2041_net_id_2d_train.csv", "val_file": "/df_lung/cls_train_data/train_csv_data/2046_2047_2048_2060_2061_2062_3001_4001_5001_6001_2021_2031_2041_net_id_2d_val.csv", "test_file": "/df_lung/cls_train_data/train_csv_data/2046_2047_2048_2060_2061_2062_3001_4001_5001_6001_2021_2031_2041_net_id_2d_test.csv", "batch_size": 100, }, ("2046_2047_2048_2060_2061_2062_3001_4001_5001_6001_2031_2021_2041", "2d3d"):{ "2d_train_file": "/df_lung/cls_train_data/train_csv_data/2046_2047_2048_2060_2061_2062_3001_4001_5001_6001_2021_2031_2041_net_id_2d3d_data_2d_train.csv", "2d_val_file": "/df_lung/cls_train_data/train_csv_data/2046_2047_2048_2060_2061_2062_3001_4001_5001_6001_2021_2031_2041_net_id_2d3d_data_2d_val.csv", "2d_test_file": "/df_lung/cls_train_data/train_csv_data/2046_2047_2048_2060_2061_2062_3001_4001_5001_6001_2021_2031_2041_net_id_2d3d_data_2d_test.csv", "3d_train_file": "/df_lung/cls_train_data/train_csv_data/2046_2047_2048_2060_2061_2062_3001_4001_5001_6001_2021_2031_2041_net_id_2d3d_data_3d_train.csv", "3d_val_file": "/df_lung/cls_train_data/train_csv_data/2046_2047_2048_2060_2061_2062_3001_4001_5001_6001_2021_2031_2041_net_id_2d3d_data_3d_val.csv", "3d_test_file": "/df_lung/cls_train_data/train_csv_data/2046_2047_2048_2060_2061_2062_3001_4001_5001_6001_2021_2031_2041_net_id_2d3d_data_3d_test.csv", "batch_size": 100, }, ("2046_2047_2048_2060_2061_2062_3001_4001_5001_6001_2031_2021_2041", "s3d"):{ "train_file": "/df_lung/cls_train_data/train_csv_data/2046_2047_2048_2060_2061_2062_3001_4001_5001_6001_2021_2031_2041_net_id_s3d_train.csv", "val_file": "/df_lung/cls_train_data/train_csv_data/2046_2047_2048_2060_2061_2062_3001_4001_5001_6001_2021_2031_2041_net_id_s3d_val.csv", "test_file": "/df_lung/cls_train_data/train_csv_data/2046_2047_2048_2060_2061_2062_3001_4001_5001_6001_2021_2031_2041_net_id_s3d_test.csv", "batch_size": 100, }, ("2046_2047_2048_2060_2061_2062_3001_4001_5001_6001_2031_2021_2041", "d2d"):{ "train_file": "/df_lung/cls_train_data/train_csv_data/2046_2047_2048_2060_2061_2062_3001_4001_5001_6001_2021_2031_2041_net_id_d2d_train.csv", "val_file": "/df_lung/cls_train_data/train_csv_data/2046_2047_2048_2060_2061_2062_3001_4001_5001_6001_2021_2031_2041_net_id_d2d_val.csv", "test_file": "/df_lung/cls_train_data/train_csv_data/2046_2047_2048_2060_2061_2062_3001_4001_5001_6001_2021_2031_2041_net_id_d2d_test.csv", "batch_size": 100, }, ("2011_2021_2031_2041_1010_1020_1016", "3d"):{ "train_file": "/df_lung/cls_train_data/train_csv_data/2011_2021_2031_2041_1010_1020_1016_net_id_3d_train.csv", "val_file": "/df_lung/cls_train_data/train_csv_data/2011_2021_2031_2041_1010_1020_1016_net_id_3d_val.csv", "test_file": "/df_lung/cls_train_data/train_csv_data/2011_2021_2031_2041_1010_1020_1016_net_id_3d_test.csv", "batch_size": 100, }, ("2011_2021_2031_2041_1010_1020_1016", "2d"):{ "train_file": "/df_lung/cls_train_data/train_csv_data/2011_2021_2031_2041_1010_1020_1016_net_id_2d_train.csv", "val_file": "/df_lung/cls_train_data/train_csv_data/2011_2021_2031_2041_1010_1020_1016_net_id_2d_val.csv", "test_file": "/df_lung/cls_train_data/train_csv_data/2011_2021_2031_2041_1010_1020_1016_net_id_2d_test.csv", "batch_size": 100, }, ("2011_2021_2031_2041_1010_1020_1016", "2d3d"):{ 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