added Dropout in DL1 model

examples/DL1r-PFlow-Training-config.yaml

@@ -7,37 +7,25 @@ preprocess_config: examples/PFlow-Preprocessing.yaml
 model_file:
 
 # Add training file
-train_file: /work/ws/nemo/fr_af1100-Training-Simulations-0/preprocessed/PFlow-hybrid-preprocessed_shuffled.h5
+train_file: /eos/user/b/bdong/DUQ/UmamiTrain/preprocessed/PFlow-hybrid-preprocessed_shuffled.h5
 
 # Add validation files
 # ttbar val
-validation_file: /work/ws/nemo/fr_af1100-Training-Simulations-0/hybrids/MC16d_hybrid_odd_100_PFlow-no_pTcuts-file_0.h5
+validation_file: /eos/user/b/bdong/DUQ/UmamiTrain/hybrids/MC16d_hybrid_odd_100_PFlow-no_pTcuts-file_0.h5
 
 # zprime val
-add_validation_file: /work/ws/nemo/fr_af1100-Training-Simulations-0/hybrids/MC16d_hybrid-ext_odd_0_PFlow-no_pTcuts-file_0.h5
+add_validation_file: /eos/user/b/bdong/DUQ/UmamiTrain/hybrids/MC16d_hybrid-ext_odd_0_PFlow-no_pTcuts-file_0.h5
 
 ttbar_test_files:
     ttbar_r21:
-        Path: /work/ws/nemo/fr_af1100-Training-Simulations-0/hybrids/MC16d_hybrid_odd_100_PFlow-no_pTcuts-file_1.h5
+        Path: /eos/user/b/bdong/DUQ/UmamiTrain/hybrids/MC16d_hybrid_odd_100_PFlow-no_pTcuts-file_1.h5
         data_set_name: "ttbar"
 
-    ttbar_r22:
-        Path: /work/ws/nemo/fr_af1100-Training-Simulations-0/hybrids_r22/MC16d_hybrid-r22_odd_100_PFlow-no_pTcuts-file_1.h5
-        data_set_name: "ttbar_comparison"
-
 zpext_test_files:
     zpext_r21:
-        Path: /work/ws/nemo/fr_af1100-Training-Simulations-0/hybrids/MC16d_hybrid-ext_odd_0_PFlow-no_pTcuts-file_1.h5
+        Path: /eos/user/b/bdong/DUQ/UmamiTrain//hybrids/MC16d_hybrid-ext_odd_0_PFlow-no_pTcuts-file_1.h5
         data_set_name: "zpext"
 
-    zpext_r22:
-        Path: /work/ws/nemo/fr_af1100-Training-Simulations-0/hybrids_r22/MC16d_hybrid-r22-ext_odd_0_PFlow-no_pTcuts-file_1.h5
-        data_set_name: "zpext_comparison"
-
-    zpext_r22_no_QSP:
-        Path: /work/ws/nemo/fr_af1100-Training-Simulations-0/hybrids_r22/MC16d_hybrid-r22-ext_odd_0_PFlow-no_pTcuts_No_QSPI-file_1.h5
-        data_set_name: "zpext_comparison_no_QSP"
-
 # Path to Variable dict used in preprocessing
 var_dict: umami/configs/DL1r_Variables.yaml
 
@@ -46,10 +34,11 @@ bool_use_taus: False
 exclude: []
 
 NN_structure:
-    lr: 0.01
+    lr: 0.005
     batch_size: 15000
     activations: ["relu", "relu", "relu", "relu", "relu", "relu", "relu", "relu"]
     units: [256, 128, 60, 48, 36, 24, 12, 6]
+    dropout_rate: [0.1, 0.2, 0.2, 0.2, 0.2, 0.2, 0.2, 0.2]
 
 # Eval parameters for validation evaluation while training
 Eval_parameters_validation: