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Delete compile_model.py
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compile_model.py
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# compile_model.py
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"""
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With transformers, model downloading and caching is automatic.
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This script just performs a warmup to:
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1. Download model during Docker build
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2. Compile CUDA kernels
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3. Verify installation
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"""
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import os
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import logging
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from datetime import datetime
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logging.basicConfig(level=logging.INFO)
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logger = logging.getLogger(__name__)
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# Import shared model manager
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from shared_models import get_shared_llama
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HF_TOKEN = os.getenv("HF_TOKEN") or os.getenv("HUGGINGFACEHUB_API_TOKEN")
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def warmup_model():
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"""
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Warmup Llama-3.2-3B model:
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- Downloads from HuggingFace Hub
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- Loads with 4-bit quantization
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- Runs test inference
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"""
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logger.info("="*60)
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logger.info("LLAMA-3.2-3B WARMUP")
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logger.info("="*60)
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try:
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# Get shared model instance
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llama = get_shared_llama()
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# This triggers model download and loading
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logger.info("Running warmup inference...")
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test_response = llama.generate(
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system_prompt="You are a helpful educational assistant.",
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user_message="Hello, this is a test warmup message.",
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max_tokens=20,
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temperature=0.7,
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)
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logger.info(f"✅ Warmup successful")
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logger.info(f" Response preview: {test_response[:80]}...")
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# Get model info
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info = llama.get_model_info()
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logger.info("="*60)
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logger.info("MODEL INFO")
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logger.info("="*60)
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for key, value in info.items():
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logger.info(f" {key}: {value}")
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logger.info("="*60)
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logger.info("✅ MODEL READY FOR PRODUCTION")
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logger.info("="*60)
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return True
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except Exception as e:
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logger.error(f"❌ Warmup failed: {e}")
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import traceback
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traceback.print_exc()
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return False
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if __name__ == "__main__":
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success = warmup_model()
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if not success:
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exit(1)
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