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README.md
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---
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license: mit
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language:
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- en
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tags:
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- reinforcement-learning
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- compiler-optimization
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- transfer-learning
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- meta-learning
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- llvm
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---
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# ๐ง AI Compiler Optimizer
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RL ๊ธฐ๋ฐ C ์ฝ๋ ์๋ ์ต์ ํ ๋ชจ๋ธ. `-O1` ๋๋น ํ๊ท **+51.9%** ์๋ ํฅ์.
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## ์ฑ๋ฅ ์์ฝ
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| ๋ฐฉ๋ฒ | ์คํ
| ํ๊ท speedup |
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|---|---|---|
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| x86 PPO ํ์ต | 20,000 | +51.9% |
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| ARM64 ์ ์ดํ์ต | 2,000 | +47.2% |
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| ARM64 ๋ฉํํ์ต | 100 | +45.0% |
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## ๋น ๋ฅธ ์์
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### ์ค์น
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```bash
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pip install stable-baselines3 gymnasium
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sudo apt install clang llvm qemu-user-static
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```
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### ์ ์ํคํ
์ฒ์ 100์คํ
์ ์
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```bash
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git clone https://huggingface.co/sosonsong/machineai-compiler-optimizer
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cd machineai-compiler-optimizer
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python3 meta_agent.py \
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--meta-base models/meta_init.zip \
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--arch aarch64-linux-gnu \
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--adapt-steps 100 \
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--out-path models/my_adapted.zip
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```
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### ์ฑ๋ฅ ์ธก์
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```bash
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python3 benchmark.py --model models/my_adapted.zip
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```
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## ๋ชจ๋ธ ํ์ผ
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- `models/x86v2_base.zip` : x86 ๋ฒ ์ด์ค ๋ชจ๋ธ (20,000์คํ
ํ์ต)
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- `models/meta_init.zip` : Reptile ๋ฉํ ์ด๊ธฐํ ๋ชจ๋ธ (๋น ๋ฅธ ์ ์์ฉ)
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- `models/arm64_transfer.zip` : ARM64 ์ ์ด ๋ชจ๋ธ
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## ์ง์ ์ํคํ
์ฒ
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- `x86_64` (๋ค์ดํฐ๋ธ)
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- `aarch64-linux-gnu` (QEMU ๋๋ ๋ค์ดํฐ๋ธ ARM64)
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- ๊ธฐํ clang ์ง์ ์ํคํ
์ฒ (์ ์ดํ์ต์ผ๋ก ์ ์ ๊ฐ๋ฅ)
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## ํ์ต ํ๊ฒฝ
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- clang 18.1.3 / LLVM
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- stable-baselines3 PPO
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- Python 3.12
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