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from experiment import setup_experiment
from data_utils import load_chatbot_data, load_personas
def main():
print("Starting main function...")
# Load and prepare data
print("Loading chatbot data...")
train_data, val_data, train_labels, val_labels = load_chatbot_data("/home/ath/AI/lmsys_chatbot_arena_human/kaggle/input/lmsys-chatbot-arena/train.csv", sample_frac=0.05)
print(f"Loaded {len(train_data)} training samples and {len(val_data)} validation samples.")
print("Loading personas...")
personas = load_personas()
print(f"Loaded {len(personas)} personas.")
# Setup experiment
print("Setting up experiment...")
experiment, train_loader = setup_experiment(train_data, train_labels, batch_size=4, max_length=64)
# Try to load previous state
if experiment.load_state():
print("Resuming experiment from saved state.")
else:
print("No saved state found. Starting new experiment.")
# Run experiment
print("Running experiment...")
experiment.run_experiment(train_loader, num_iterations=500)
print("Main function completed.")
if __name__ == "__main__":
main()
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