Text Generation
English
instruction-following
reasoning
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import torch

MODEL_CONFIG = {
    'VOCAB_SIZE': 50000,
    'D_MODEL': 1024,
    'N_HEADS': 32,
    'D_FF': 4096,
    'N_LAYERS': 32,
    'MAX_SEQ_LEN': 512,
    'BATCH_SIZE': 32,
    'LEARNING_RATE': 1e-4,
    'NUM_EPOCHS': 20,
    'DEVICE': 'cuda' if torch.cuda.is_available() else 'cpu',
    'WARMUP_STEPS': 4000,
    'ADAM_EPSILON': 1e-8,
    'WEIGHT_DECAY': 0.01,
    'GRADIENT_ACCUMULATION_STEPS': 2,
    'MAX_GRAD_NORM': 1.0,
    'DROPOUT': 0.1,
}

TRAINING_CONFIG = {
    'CHECKPOINT_SAVE_STEPS': 5000,
    'LOGGING_STEPS': 100,
    'EVAL_STEPS': 1000,
    'SAVE_TOTAL_LIMIT': 5
}