# ApexCode-7B-Intel: Intel x86_64 AVX2 / CPU High-Performance Coding Model
# Tuned for Intel Core i9 / Xeon CPUs with low memory footprint & high token throughput

FROM qwen2.5-coder:7b

# Memory & Batch Constraints optimized for CPU L3 cache & DDR4 memory bus
PARAMETER num_ctx 8192
PARAMETER num_batch 128
PARAMETER num_thread 8
PARAMETER temperature 0.0
PARAMETER top_p 0.95
PARAMETER repeat_penalty 1.05

# System Directives
SYSTEM """You are ApexCode-Intel, an ultra-fast, high-precision competitive programming and systems software engineer.
Output minimal, production-grade, syntactically optimal Python 3 code inside a ```python block.
Avoid conversational filler, introductions, or trailing explanations."""