diff --git a/benchmarks/roman_pots/Snakefile b/benchmarks/roman_pots/Snakefile
index d6609471..29b914ef 100644
--- a/benchmarks/roman_pots/Snakefile
+++ b/benchmarks/roman_pots/Snakefile
@@ -2,9 +2,9 @@ from itertools import product
 import hashlib
 
 DETECTOR_PATH = os.environ["DETECTOR_PATH"]
+DETECTOR_VERSION = os.environ["DETECTOR_VERSION"]
 SUBSYSTEM = "roman_pots"
 BENCHMARK = "dense_neural_network"
-DETECTOR_VERSION = ["23.11.0","23.12.0"]
 DETECTOR_CONFIG = ["epic_craterlake", "epic_brycecanyon"]
 NUM_TRAINING_INPUTS = [100,10]
 NUM_EPOCHS_PZ = [10, 100, 1000]
@@ -41,37 +41,53 @@ MODEL_VERSION = [
         NUM_EPOCHS_PX, LEARNING_RATE_PX, SIZE_INPUT_PX, SIZE_OUTPUT_PX, N_LAYERS_PX, SIZE_FIRST_HIDDEN_LAYER_PX, MULTIPLIER_PX, LEAK_RATE_PX
     )
 ]
+INPUT_STEERING_FILE = "steering_file.py"
+NFILES = range(1,3)
+NEVENTS_PER_FILE = 10
 
 rule all:
   input:
-    expand("results/{detector_version}/{detector_config}/detector_benchmarks/"+str(SUBSYSTEM)+"/"+str(BENCHMARK)+"/metadata/{detector_version}_{detector_config}_"+str(SUBSYSTEM)+"_"+str(BENCHMARK)+"_{model_version}.txt",
-           detector_version=DETECTOR_VERSION,  
+    expand("results/"+str(DETECTOR_VERSION)+"/{detector_config}/detector_benchmarks/"+str(SUBSYSTEM)+"/"+str(BENCHMARK)+"/raw_data/"+str(DETECTOR_VERSION)+"_{detector_config}_{index}.edm4hep.root",
            detector_config=DETECTOR_CONFIG,
-           model_version=MODEL_VERSION)        
+           index=NFILES),
+    expand("results/"+str(DETECTOR_VERSION)+"/{detector_config}/detector_benchmarks/"+str(SUBSYSTEM)+"/"+str(BENCHMARK)+"/metadata/"+str(DETECTOR_VERSION)+"_{detector_config}_"+str(SUBSYSTEM)+"_"+str(BENCHMARK)+"_{model_version}.txt",
+           detector_config=DETECTOR_CONFIG,
+           model_version=MODEL_VERSION)
+
+
+rule roman_pots_generate_events:
+  input:
+  output:
+    expand("results/"+str(DETECTOR_VERSION)+"/{detector_config}/detector_benchmarks/"+str(SUBSYSTEM)+"/"+str(BENCHMARK)+"/raw_data/"+str(DETECTOR_VERSION)+"_{detector_config}_{index}.edm4hep.root",
+           detector_config=DETECTOR_CONFIG,
+           index=NFILES)
+  run:
+    for detector_config, index in product(DETECTOR_CONFIG, NFILES):
+      os.system("npsim --steeringFile "+str(INPUT_STEERING_FILE)+" --compactFile "+str(DETECTOR_PATH)+"/"+str(detector_config)+".xml --outputFile results/"+str(DETECTOR_VERSION)+"/"+str(detector_config)+"/detector_benchmarks/"+str(SUBSYSTEM)+"/"+str(BENCHMARK)+"/raw_data/"+str(DETECTOR_VERSION)+"_"+str(detector_config)+"_"+str(index)+".edm4hep.root -N "+str(NEVENTS_PER_FILE))
+    
 
 
 rule roman_pots_generate_neural_network_configs:
   input:   
   output:
-    expand("results/{detector_version}/{detector_config}/detector_benchmarks/"+str(SUBSYSTEM)+"/"+str(BENCHMARK)+"/metadata/{detector_version}_{detector_config}_"+str(SUBSYSTEM)+"_"+str(BENCHMARK)+"_{model_version}.txt",
-           detector_version=DETECTOR_VERSION,
+    expand("results/"+str(DETECTOR_VERSION)+"/{detector_config}/detector_benchmarks/"+str(SUBSYSTEM)+"/"+str(BENCHMARK)+"/metadata/"+str(DETECTOR_VERSION)+"_{detector_config}_"+str(SUBSYSTEM)+"_"+str(BENCHMARK)+"_{model_version}.txt",
            detector_config=DETECTOR_CONFIG,
            model_version=MODEL_VERSION)        
   run:
-    for detector_version, detector_config, num_training_inputs, \
+    for detector_config, num_training_inputs, \
     num_epochs_pz, learning_rate_pz, size_input_pz, size_output_pz, n_layers_pz, size_first_hidden_layer_pz, multiplier_pz, leak_rate_pz, \ 
     num_epochs_py, learning_rate_py, size_input_py, size_output_py, n_layers_py, size_first_hidden_layer_py, multiplier_py, leak_rate_py, \
     num_epochs_px, learning_rate_px, size_input_px, size_output_px, n_layers_px, size_first_hidden_layer_px, multiplier_px, leak_rate_px in \
-    product(DETECTOR_VERSION, DETECTOR_CONFIG, NUM_TRAINING_INPUTS,
+    product(DETECTOR_CONFIG, NUM_TRAINING_INPUTS,
     NUM_EPOCHS_PZ, LEARNING_RATE_PZ, SIZE_INPUT_PZ, SIZE_OUTPUT_PZ, N_LAYERS_PZ, SIZE_FIRST_HIDDEN_LAYER_PZ, MULTIPLIER_PZ, LEAK_RATE_PZ,
     NUM_EPOCHS_PY, LEARNING_RATE_PY, SIZE_INPUT_PY, SIZE_OUTPUT_PY, N_LAYERS_PY, SIZE_FIRST_HIDDEN_LAYER_PY, MULTIPLIER_PY, LEAK_RATE_PY,
     NUM_EPOCHS_PX, LEARNING_RATE_PX, SIZE_INPUT_PX, SIZE_OUTPUT_PX, N_LAYERS_PX, SIZE_FIRST_HIDDEN_LAYER_PX, MULTIPLIER_PX, LEAK_RATE_PX): 
-      output_dir = "results/"+str(detector_version)+"/"+str(detector_config)+"/detector_benchmarks/"+str(SUBSYSTEM)+"/"+str(BENCHMARK)+"/metadata"  
+      output_dir = "results/"+str(DETECTOR_VERSION)+"/"+str(detector_config)+"/detector_benchmarks/"+str(SUBSYSTEM)+"/"+str(BENCHMARK)+"/metadata"  
       output_file = str(num_training_inputs)+"_"+\
                     str(num_epochs_pz)+"_"+str(learning_rate_pz)+"_"+str(size_input_pz)+"_"+str(size_output_pz)+"_"+str(n_layers_pz)+"_"+str(size_first_hidden_layer_pz)+"_"+str(multiplier_pz)+"_"+str(leak_rate_pz)+"_"+\
                     str(num_epochs_py)+"_"+str(learning_rate_py)+"_"+str(size_input_py)+"_"+str(size_output_py)+"_"+str(n_layers_py)+"_"+str(size_first_hidden_layer_py)+"_"+str(multiplier_py)+"_"+str(leak_rate_py)+"_"+\
                     str(num_epochs_px)+"_"+str(learning_rate_px)+"_"+str(size_input_px)+"_"+str(size_output_px)+"_"+str(n_layers_px)+"_"+str(size_first_hidden_layer_px)+"_"+str(multiplier_px)+"_"+str(leak_rate_px)
-      output_file_location = open(str(output_dir)+"/"+str(detector_version)+"_"+str(detector_config)+"_"+str(SUBSYSTEM)+"_"+str(BENCHMARK)+"_"+str(hashlib.sha512(output_file.encode()).hexdigest()[:MAX_HASH])+".txt","w")
+      output_file_location = open(str(output_dir)+"/"+str(DETECTOR_VERSION)+"_"+str(detector_config)+"_"+str(SUBSYSTEM)+"_"+str(BENCHMARK)+"_"+str(hashlib.sha512(output_file.encode()).hexdigest()[:MAX_HASH])+".txt","w")
       output_file_location.write(output_file)
       print(output_file_location)
       output_file_location.close()