RIPPER Algorithm ์ด๋?

์๊ณ ๋ฆฌ์ฆ ๊ณต๋ถ๋ ์์ํด์ผ ํ ๋ฏ ํฉ๋๋ค.. ์๊ณ ์๋ ๋๋ ๋ชจ๋ฅด๋ ์๊ณ ๋ฆฌ์ฆ์ด ๋ง๋ค์. ์ฐจ๊ทผ์ฐจ๊ทผ ์ ๋ฆฌํด๋ณด๊ฒ ์ต๋๋ค!

์๊ณ ๋ฆฌ์ฆ ๊ณต๋ถ๋ ์์ํด์ผ ํ ๋ฏ ํฉ๋๋ค.. ์๊ณ ์๋ ๋๋ ๋ชจ๋ฅด๋ ์๊ณ ๋ฆฌ์ฆ์ด ๋ง๋ค์. ์ฐจ๊ทผ์ฐจ๊ทผ ์ ๋ฆฌํด๋ณด๊ฒ ์ต๋๋ค!

์ฒซ ๋ฐํ์ ํฐ ๊ด์ฌ์ ๊ฐ์ ธ์์ง๋ง ์ง๊ธ์ ์ข ๋จ๋จ ๋ฏธ์ง๊ทผํ Mojo. ํ์ง๋ง ์ถ์ํ๋ค๋ฉด ๋๋๋๋ ์๋ํ ๊ธฐ๋๋๋ AI ๋ฅผ ์ํ ๊ฐ๋ ฅํ language!!! ์ด๋ฒ์ ํ๋ฒ ์ฒดํํด ๋ณด์!!!
Added September 2026: This post was written in 2023 and reflects the tools and library versions available at that time. Installation steps, APIs, and version numbers may have changed since.

KoAlpaca ํ๊ตญ์ด LLM์ ์์์ !
Added September 2026: This post was written in 2023 and reflects the tools and library versions available at that time. Installation steps, APIs, and version numbers may have changed since.

KoAlpaca ํ๊ตญ์ด LLM์ ์์์ !
Added September 2026: This post was written in 2023 and reflects the tools and library versions available at that time. Installation steps, APIs, and version numbers may have changed since.

LLM ํ์ธํ๋ ๋ฐ์ดํฐ๋ฅผ ๋ง๋ค๋ ค๊ณ ์ง PDF โ JSON ๋ณํ ์ฝ๋. 2026๋ ์ ๋ค์ ๋๋ ค๋ณด๊ณ ๋ฒ๊ทธ 3๊ฐ(NameError, ์ด๋ฏธ ์ง์ด PDF๋ฅผ ๋ค์ ์ฌ๋ ๋ฌธ์ , PDF๊ฐ ์๋ ํ์ผ)๋ฅผ ๊ณ ์น ๋ฒ์ ํฌํจ.
Corrected October 2026: The code was re-run on pdfminer.six 20260107 and KoNLPy 0.6.0. Three bugs were fixed: an undefined
pdf_dirin the first snippet,symmetric_differencetrying to open PDFs that only exist as old JSON files, andglob('*')picking up non-PDF files. Two claims were also wrong: LangChainโs PDF loader works offline, and KoNLPy is not based on soynlp. A fixed version is at the end.

โ์ฝ๋๊ฐ 92% ๋นจ๋ผ์ง๋คโ๋ ํ์ด์ฌ ์๋ ํ 7๊ฐ ์ค 5๊ฐ๋ฅผ ์ง์ ์ฌ๋ดค๋ค. 2026๋ ์ Python 3.14๋ก ๋ค์ ์ฌ๋ณด๋ set ๋ฉค๋ฒ์ญ์ 2,000๋ฐฐ ๋๊ฒ, sum()์ 4๋ฐฐ์ฏค ๋นจ๋๊ณ ๋๋จธ์ง๋ ๊ฑฐ์ ์ฐจ์ด๊ฐ ์์๋ค.
Corrected September 2026: Two conclusions in the original post were wrong. Tip 5โs โ13ร fasterโ came from timing five items once with
time.time(); measured properly withtimeit, the โoptimizedโ version is about 2ร slower. Tip 4 tested iteration, not membership;x in setis thousands of times faster thanx in list. All five tests were re-run on Python 3.14.2 and 3.12.13 (results at the end).

์กฐ๊ธ๋ ์ฝ๊ธฐ ์ฝ๊ณ ์์ด๋ณด์ด๊ฒ Python ์ฝ๋๋ฅผ ์ ๊ทธ๋ ์ด๋ ์์ผ๋ณด์.

ํ์ด์ฌ ๋ฌธ๋ฒ์ ๋ฎ์ AI์ฉ ์ธ์ด Mojo. 2026๋ ํ์ฌ ์คํ์์ค์ด๊ณ uv pip install mojo๋ก ์ค์น๋๋ค. ํ์ด์ฌ๊ณผ ์ง์ ์๋๋ฅผ ๋น๊ตํ๊ณ , 64๋นํธ ์ ์ ์ค๋ฒํ๋ก ๊ฐ์ ํจ์ ๋ ์ ๋ฆฌํ๋ค.
Updated September 2026: The first section below was added on 2026-09-29 and tested with Mojo 1.1.0. The rest of the post is the original 2023 write-up; outdated statements are marked.

Ubuntu ์๋ ์ ๋ฐ์ดํธ๋ฅผ ๋๋ ์ค์ ํ์ผ๊ณผ, ๋ณด์ ์ ๋ฐ์ดํธ๋ ์ด๋ฆฌ๊ณ ๊ทธ๋ํฝ ๋๋ผ์ด๋ฒ ๊ฐ์ ํน์ ํจํค์ง๋ง ๊ณ ์ ํ๋ ๋ฐฉ๋ฒ(apt-mark hold, Package-Blacklist)์ ์ ๋ฆฌํ๋ค.
Updated September 2026: Added a safer option that keeps security updates on and only holds specific packages, based on the current Ubuntu Server documentation (24.04 LTS). The commands in the new sections were checked against the official docs but not re-run on an Ubuntu machine for this update.

๊ฐ๋์ด์ง๋ง ๊ผญ ํ๋ฒ์ ํ์ํ Linux ํ๊ฒฝ์ ๋ณด ํ์ธ!