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{PR Message - Write freely, remove this bracket if unnecessary}

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πŸ–₯️ OS: Win/Mac/Linux   
βœ… Checklist      
 - [ ] **Template**: Tutorials follows the required template. 
 - [ ] **Table of Contents(TOC) Links**: All Table of Contents links work. ((Yes/No)
 - [ ] **Image**: Image filenames follow guidelines.
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If no one reviews your PR within a few days, please @-mention one of teddylee777, musangk, BAEM1N

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@pupba @XaviereKU @sohyunwriter
κ΄‘μ›λ‹˜, μ’…ν˜Έλ‹˜, μ†Œν˜„λ‹˜

μ•ˆλ…•ν•˜μ„Έμš”
μ œκ°€ μ‹€μˆ˜λ‘œ #271 을 λ‹«μ•„ λ²„λ €μ„œ λ‹€μ‹œ PR을 μ—΄μ—ˆμŠ΅λ‹ˆλ‹€. πŸ™‡πŸ»β€β™‚οΈ

리뷰해주신 λ‚΄μš©λ„ λ‚΄μΌκΉŒμ§€ λ°˜μ˜ν•˜μ—¬ μ˜¬λ¦¬κ² μŠ΅λ‹ˆλ‹€~!

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πŸ–₯️ OS: Win
βœ… Checklist

  • [] Template: Tutorials follows the required template.
  • Table of Contents(TOC) Links: All Table of Contents links work. ((Yes/No)
  • [] Image: Image filenames follow guidelines.
  • *Imports: All import statements use the latest versions. Ensure "langchain-teddynote" is not used.
  • Code Execution: Code runs without errors.
  • Comments:
    • Environmental setup μͺ½μ— ---둜 쀄을 κ·ΈμœΌμ…¨λŠ”λ° 이게 ν…œν”Œλ¦Ώμ— λΆ€ν•©ν•˜λŠ”μ§€ 확인이 ν•„μš”ν•  것 κ°™μŠ΅λ‹ˆλ‹€. κ·Έ 외에 backtick(`) μ—­μ‹œ μ˜¬λ°”λ₯΄κ²Œ μ‚¬μš©λλŠ”μ§€ 확인이 ν•„μš”ν•  것 κ°™μŠ΅λ‹ˆλ‹€.
    • κ°•μ‘°ν‘œμ‹œκ°€ λ°±ν‹±( ) 으둜 λ“€μ–΄κ°„κ²Œ μžˆλŠ” 것 κ°™μŠ΅λ‹ˆλ‹€. 확인 λΆ€νƒλ“œλ¦½λ‹ˆλ‹€. ex) Upsert μ„Ήμ…˜μ˜ Let's perform an upsert operation fora single document.`
    • ### μ•„λž˜ μ„€λͺ…이 λ“€μ–΄κ°€μ•Ό ν•˜λŠ” κ²ƒμœΌλ‘œ μ•Œκ³  μžˆμŠ΅λ‹ˆλ‹€. ν•΄λ‹Ή cellμ—μ„œ μ–΄λ–€ λ‚΄μš©μ„ λ‹€λ£°μ§€ κ°„λ‹¨ν•˜κ²ŒλΌλ„ μ μ–΄μ£Όμ‹œλ©΄ 쒋을 것 κ°™μŠ΅λ‹ˆλ‹€.
    • PyTorch device auto selection μ½”λ“œκ°€ μ œκ³΅λ˜μ–΄ μ’‹μŠ΅λ‹ˆλ‹€.
    • set_env에 LANGCHAIN_API_KEYκ°€ λΉ μ Έμ„œ μΆ”κ°€ν•˜κ³  ν…ŒμŠ€νŠΈ ν–ˆμŠ΅λ‹ˆλ‹€. μΌλΆ€λŸ¬ λΉΌμ…¨λ‹€λ©΄ μ½”λ©˜νŠΈ λΆ€νƒλ“œλ¦½λ‹ˆλ‹€.
    • 이건 κ·Έλƒ₯ κΆκΈˆν•œκ±΄λ° μΌλΆ€λŸ¬ OpenAIEmbedding을 μ•ˆμ“°μ‹ κ±΄μ§€ κΆκΈˆν•©λ‹ˆλ‹€.

μˆ˜κ³ ν•˜μ…¨μŠ΅λ‹ˆλ‹€. κ°μ‚¬ν•©λ‹ˆλ‹€!

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πŸ–₯️ OS: Win
βœ… Checklist

  • Template: Tutorials follows the required template.
  • Table of Contents(TOC) Links: All Table of Contents links work. ((Yes/No)
  • Image: Image filenames follow guidelines.
  • *Imports: All import statements use the latest versions. Ensure "langchain-teddynote" is not used.
  • Code Execution: Code runs without errors.
  • Comments: {Write freely, ν•œκ΅­μ–΄ 기술 κ°€λŠ₯}
    μž‘μ„±ν•˜μ‹œλŠλΌ κ³ μƒν•˜μ…¨μŠ΅λ‹ˆλ‹€!!
    μ›Œλ‚™ μ•žμ— μˆ˜μ •ν•΄μ•Ό ν•  λΆ€λΆ„ 잘 λ§μ”€ν•΄μ£Όμ…”μ„œ μ•žμ— μ–ΈκΈ‰ν•œ λ‚΄μš©λ“€ μˆ˜μ •λ˜μ—ˆμœΌλ©΄ μ’‹κ² μŠ΅λ‹ˆλ‹€.
    μΆ”κ°€λ‘œ Macμ΄λ‚˜ Linuxμ—μ„œλŠ” 상관 μ—†μ§€λ§Œ Window ν™˜κ²½μ—μ„œ Python을 μ‚¬μš©ν•  λ•Œ
    with open ꡬ문을 μ‚¬μš© ν•  λ•Œ, open 의 λ§€κ°œλ³€μˆ˜λ‘œ encoding="utf-8" λ₯Ό μΆ”κ°€ν•΄μ£Όμ…”μ•Ό ν•©λ‹ˆλ‹€. WindowλŠ” encoding 방식이 cp1252 이기 λ•Œλ¬Έμž…λ‹ˆλ‹€.
    νŠœν† λ¦¬μ–Ό λ§Œλ“œμ‹œλŠλΌ κ³ μƒν•˜μ…¨μŠ΅λ‹ˆλ‹€. μˆ˜μ •ν•˜μ‹œκ³  λ‹€μ‹œ Review μš”μ²­ μ£Όμ„Έμš” :)

- Removed unnecessary "---" separator in Environmental setup section
- Adjusted usage of "backtick(`)" and replaced excessive backticks with "**" for emphasis
- Added descriptions under "###" headers for clarity
- Included missing LANGCHAIN_API_KEY in set_env and tested functionality
- Clarified usage of Hugging Face embedding over OpenAIEmbedding
- Updated Windows-specific file handling with `encoding="utf-8"` and added line break handling
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namyoungkim commented Jan 16, 2025

@XaviereKU
μƒμ„Έν•œ 리뷰 정말 κ°μ‚¬ν•©λ‹ˆλ‹€~!
리뷰 μ£Όμ‹  λ‚΄μš© λ°˜μ˜ν–ˆμŠ΅λ‹ˆλ‹€!πŸ™‡πŸ»β€β™‚οΈ

리뷰1) Environmental setup μͺ½μ— ---둜 쀄을 κ·ΈμœΌμ…¨λŠ”λ° 이게 ν…œν”Œλ¦Ώμ— λΆ€ν•©ν•˜λŠ”μ§€ 확인이 ν•„μš”ν•  것 κ°™μŠ΅λ‹ˆλ‹€.

  • λ‹΅λ³€) 첫 번째 νŒŒμΌμ„ λ§Œλ“€κ³  κ²€μˆ˜ 받을 λ•Œ μ΄μŠˆκ°€ λ˜μ§€ μ•Šμ•„μ„œ λ™μΌν•œ 포맷을 μ‚¬μš©ν–ˆμŠ΅λ‹ˆλ‹€. λ‹€λ§Œ, 의견 μ£Όμ‹  κ²ƒμ²˜λŸΌ "---"을 그을 ν•„μš”κ°€ μ—†μ–΄μ„œ μ œμ™Έν–ˆμŠ΅λ‹ˆλ‹€!

리뷰2) κ·Έ 외에 backtick(`) μ—­μ‹œ μ˜¬λ°”λ₯΄κ²Œ μ‚¬μš©λλŠ”μ§€ 확인이 ν•„μš”ν•  것 κ°™μŠ΅λ‹ˆλ‹€.

  • κ°•μ‘°ν‘œμ‹œκ°€ λ°±ν‹±( ) 으둜 λ“€μ–΄κ°„κ²Œ μžˆλŠ” 것 κ°™μŠ΅λ‹ˆλ‹€.
  • 확인 λΆ€νƒλ“œλ¦½λ‹ˆλ‹€. ex) Upsert μ„Ήμ…˜μ˜ Let's perform an upsert operation fora single document.`
    • λ‹΅λ³€) "backtick(`)", "**" μ‚¬μš© ν›„μ—λŠ” 곡백 1칸을 μ μš©ν•˜μ—¬ μž‘μ„±ν–ˆμŠ΅λ‹ˆλ‹€.
    • λ‹€λ§Œ, "backtick(`)"을 많이 μ‚¬μš©ν•œ 것 κ°™μ•„μ„œ, λ¬Έμž₯ 전체 κ°•μ‘° 등은 "**"둜 μˆ˜μ •ν–ˆμŠ΅λ‹ˆλ‹€.

리뷰3) "###" μ•„λž˜ μ„€λͺ…이 λ“€μ–΄κ°€μ•Ό ν•˜λŠ” κ²ƒμœΌλ‘œ μ•Œκ³  μžˆμŠ΅λ‹ˆλ‹€. ν•΄λ‹Ή cellμ—μ„œ μ–΄λ–€ λ‚΄μš©μ„ λ‹€λ£°μ§€ κ°„λ‹¨ν•˜κ²ŒλΌλ„ μ μ–΄μ£Όμ‹œλ©΄ 쒋을 것 κ°™μŠ΅λ‹ˆλ‹€.

  • λ‹΅λ³€) λ„΅, μž‘μ„±ν•˜μ˜€μŠ΅λ‹ˆλ‹€~!

리뷰4) PyTorch device auto selection μ½”λ“œκ°€ μ œκ³΅λ˜μ–΄ μ’‹μŠ΅λ‹ˆλ‹€.

  • λ‹΅λ³€) κ°μ‚¬ν•©λ‹ˆλ‹€~!

리뷰5) set_env에 LANGCHAIN_API_KEYκ°€ λΉ μ Έμ„œ μΆ”κ°€ν•˜κ³  ν…ŒμŠ€νŠΈ ν–ˆμŠ΅λ‹ˆλ‹€. μΌλΆ€λŸ¬ λΉΌμ…¨λ‹€λ©΄ μ½”λ©˜νŠΈ λΆ€νƒλ“œλ¦½λ‹ˆλ‹€.

  • λ‹΅λ³€) μ‹€μˆ˜λ‘œ 빠트린게 λ§žμŠ΅λ‹ˆλ‹€! μΆ”κ°€ν–ˆμŠ΅λ‹ˆλ‹€. κ°μ‚¬ν•©λ‹ˆλ‹€.

리뷰6) 이건 κ·Έλƒ₯ κΆκΈˆν•œκ±΄λ° μΌλΆ€λŸ¬ OpenAIEmbedding을 μ•ˆμ“°μ‹ κ±΄μ§€ κΆκΈˆν•©λ‹ˆλ‹€.

  • λ‹΅λ³€) λ„€, ν—ˆκΉ…νŽ˜μ΄μŠ€ μž„λ² λ”©μœΌλ‘œλ„ νŠœν† λ¦¬μ–Όμ„ λ§Œλ“€μ–΄λ‘κ³  μ‹Άμ–΄μ„œ OpenAIEmbedding을 μ‚¬μš©ν•˜μ§€ μ•Šμ•˜μŠ΅λ‹ˆλ‹€.

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namyoungkim commented Jan 16, 2025

@pupba
λ¦¬λ·°ν•΄μ£Όμ…”μ„œ κ°μ‚¬ν•©λ‹ˆλ‹€!
의견 μ£Όμ‹  λΆ€λΆ„ μˆ˜μ •ν–ˆμŠ΅λ‹ˆλ‹€. ν™•μΈλΆ€νƒλ“œλ €μš”~~!

리뷰7) μΆ”κ°€λ‘œ Macμ΄λ‚˜ Linuxμ—μ„œλŠ” 상관 μ—†μ§€λ§Œ Window ν™˜κ²½μ—μ„œ Python을 μ‚¬μš©ν•  λ•Œ, with open ꡬ문을 μ‚¬μš© ν•  λ•Œ, open 의 λ§€κ°œλ³€μˆ˜λ‘œ encoding="utf-8" λ₯Ό μΆ”κ°€ν•΄μ£Όμ…”μ•Ό ν•©λ‹ˆλ‹€. WindowλŠ” encoding 방식이 cp1252 이기 λ•Œλ¬Έμž…λ‹ˆλ‹€.

  • λ‹΅λ³€) 쒋을 리뷰 κ°μ‚¬ν•©λ‹ˆλ‹€. windowλ₯Ό κ³ λ €ν•˜μ§€ μ•Šμ•˜λ„€μš”.
  • 말씀주신 λ‚΄μš© λ°˜μ˜ν–ˆμŠ΅λ‹ˆλ‹€. μΆ”κ°€λ‘œ μ€„λ°”κΏˆ κ΄€λ ¨ μ½”λ“œλ„ μš΄μ˜μ²΄μ œλ§ˆλ‹€ λ‹€λ₯Ό κ²ƒκ°™μ•„μ„œ 이뢀뢄도 μΆ”κ°€ν–ˆμŠ΅λ‹ˆλ‹€~! κ°μ‚¬ν•©λ‹ˆλ‹€!!

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πŸ–₯️ OS: Win/Mac/Linux
βœ… Checklist

  • Template: Tutorials follows the required template.

  • Table of Contents(TOC) Links: All Table of Contents links work. ((Yes/No)

  • Image: Image filenames follow guidelines.

  • *Imports: All import statements use the latest versions. Ensure "langchain-teddynote" is not used.

  • Code Execution: Code runs without errors.

  • Comments:

  • Advanced search에 μžˆλŠ” 각 bulletpoints에 λŒ€ν•΄ μ–΄λ–€ μ‹μ˜ 검색인지 μ„€λͺ…이 있으면 쒋을 κ±° κ°™μŠ΅λ‹ˆλ‹€.

  • Hybrid search의 경우 LangChain Elasticsearch μ„€λͺ…을 보면 strategyλ₯Ό hybrid둜 μ£ΌλŠ” 것 κ°™μŠ΅λ‹ˆλ‹€. ν˜„μž¬ ν•˜μ‹  방법은 hybrid라기보단 dense retrieval μ•žμ— filterλ₯Ό λ‘λŠ” 것 같은데 확인 λΆ€νƒλ“œλ¦½λ‹ˆλ‹€.

pupba
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πŸ–₯️ OS: Win
βœ… Checklist

  • Template: Tutorials follows the required template.
  • Table of Contents(TOC) Links: All Table of Contents links work. ((Yes/No)
  • Image: Image filenames follow guidelines.
  • *Imports: All import statements use the latest versions. Ensure "langchain-teddynote" is not used.
  • Code Execution: Code runs without errors.
  • Comments: {Write freely, ν•œκ΅­μ–΄ 기술 κ°€λŠ₯}
    μˆ˜μ •ν•˜μ‹œλŠλΌ κ³ μƒν•˜μ…¨μŠ΅λ‹ˆλ‹€!!
    일단 μ œκ°€ 건의 λ“œλ¦°κ±΄ μ •μƒμ μœΌλ‘œ μˆ˜μ •ν•΄ μ£Όμ…¨κ΅°μš”! μ €λŠ” 일단 Approve λ“œλ¦¬κ² μŠ΅λ‹ˆλ‹€.
    λ‹€λ₯Έ reviewerλ‹˜μ΄ μ˜¬λ €μ£Όμ‹  μΆ”κ°€ μˆ˜μ •μ•ˆλ„ ν™•μΈν•˜μ‹œκ³  μˆ˜μ •ν•΄μ£Όμ„Έμš”! κ³ μƒν•˜μ…¨μŠ΅λ‹ˆλ‹€.

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namyoungkim commented Jan 16, 2025

@XaviereKU
μ’…ν˜Έλ‹˜, λ¦¬λ·°λ‚΄μš© λ°˜μ˜ν–ˆμŠ΅λ‹ˆλ‹€.

  • (리뷰) Advanced search에 μžˆλŠ” 각 bulletpoints에 λŒ€ν•΄ μ–΄λ–€ μ‹μ˜ 검색인지 μ„€λͺ…이 있으면 쒋을 κ±° κ°™μŠ΅λ‹ˆλ‹€.

    • (λ‹΅λ³€) λ„€, 각 search 별 κ°„λ‹¨ν•œ μ„€λͺ…을 μΆ”κ°€ν–ˆμŠ΅λ‹ˆλ‹€.
  • (리뷰) Hybrid search의 경우 LangChain Elasticsearch μ„€λͺ…을 보면 strategyλ₯Ό hybrid둜 μ£ΌλŠ” 것 κ°™μŠ΅λ‹ˆλ‹€. ν˜„μž¬ ν•˜μ‹  방법은 hybrid라기보단 dense retrieval μ•žμ— filterλ₯Ό λ‘λŠ” 것 같은데 확인 λΆ€νƒλ“œλ¦½λ‹ˆλ‹€.

    • (λ‹΅λ³€) ν•˜μ΄λΈŒλ¦¬λ“œ μ„œμΉ˜λ₯Ό λ‹€μ–‘ν•˜κ²Œ μ •μ˜ 및 κ΅¬ν˜„ν•΄μ„œ μ‚¬μš©ν•˜λŠ” κ²ƒμœΌλ‘œ μ•Œκ³  μžˆλŠ”λ°μš”.
    • κ°„λ‹¨ν•œ μ‚¬μš© μ‚¬λ‘€μ •λ„λ§Œ μΆ”κ°€ν•˜λ €κ³ , ν…μŠ€νŠΈ 기반의 ν‚€μ›Œλ“œ 검색과 벑터 기반의 λ¬Έλ§₯적 μœ μ‚¬μ„± 검색을 κ²°ν•©ν•œ ν•˜μ΄λΈŒλ¦¬λ“œ μ„œμΉ˜λ₯Ό νŠœν† λ¦¬μ–Όλ‘œ ν¬ν•¨ν–ˆμŠ΅λ‹ˆλ‹€.
    • μ—˜λΌμŠ€ν‹±μ„œμΉ˜λŠ” 기본적으둜 ν‚€μ›Œλ“œ 검색을 지원해주기 λ•Œλ¬Έμ— λ°”λ‘œ κ²°ν•©ν•΄μ„œ μ‚¬μš©ν–ˆμŠ΅λ‹ˆλ‹€.

ν™•μΈλΆ€νƒλ“œλ¦½λ‹ˆλ‹€~!! πŸ™‡πŸ»β€β™‚οΈ

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πŸ–₯️ OS: Win
βœ… Checklist

  • Template: Tutorials follows the required template.
  • Table of Contents(TOC) Links: All Table of Contents links work. ((Yes/No)
  • [] Image: Image filenames follow guidelines.
  • *Imports: All import statements use the latest versions. Ensure "langchain-teddynote" is not used.
  • Code Execution: Code runs without errors.
  • Comments: μˆ˜μ • 사항 확인 ν–ˆμŠ΅λ‹ˆλ‹€. κ³ μƒν•˜μ…¨μŠ΅λ‹ˆλ‹€!

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@XaviereKU μ’…ν˜Έλ‹˜, μƒμ„Έν•œ 리뷰 κ°μ‚¬ν•©λ‹ˆλ‹€! πŸ™‡πŸ»β€β™‚οΈ

@pupba κ΄‘μ›λ‹˜, approve λΆ€νƒλ“œλ¦¬κ² μŠ΅λ‹ˆλ‹€~!! πŸ™‡πŸ»β€β™‚οΈ

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pupba previously approved these changes Jan 18, 2025
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πŸ–₯️ OS: Win
βœ… Checklist

  • Template: Tutorials follows the required template.
  • Table of Contents(TOC) Links: All Table of Contents links work. ((Yes/No)
  • Image: Image filenames follow guidelines.
  • *Imports: All import statements use the latest versions. Ensure "langchain-teddynote" is not used.
  • Code Execution: Code runs without errors.
  • Comments: μˆ˜μ •ν•˜μ‹œλŠλΌ κ³ μƒν•˜μ…¨μŠ΅λ‹ˆλ‹€! μ΄μƒμ—†μŠ΅λ‹ˆλ‹€!

- Reduced text output for better readability
- Added timeout configuration to prevent timeout errors
@namyoungkim namyoungkim dismissed stale reviews from pupba and XaviereKU via 602617d January 18, 2025 13:13
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@XaviereKU @pupba @sohyunwriter
좜λ ₯λ¬Έ μˆ˜μ •ν•˜μ˜€μŠ΅λ‹ˆλ‹€.
approve ν•œλ²ˆ 만 더 λΆ€νƒλ“œλ¦¬κ² μŠ΅λ‹ˆλ‹€!! πŸ™‡πŸ»β€β™‚οΈ

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πŸ–₯️ OS: Win
βœ… Checklist

  • Template: Tutorials follows the required template.
  • Table of Contents(TOC) Links: All Table of Contents links work. ((Yes/No)
  • Image: Image filenames follow guidelines.
  • *Imports: All import statements use the latest versions. Ensure "langchain-teddynote" is not used.
  • Code Execution: Code runs without errors.
  • Comments: ν™•μΈν–ˆμŠ΅λ‹ˆλ‹€!

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πŸ–₯️ OS: Win
βœ… Checklist

  • Template: Tutorials follows the required template.
  • Table of Contents(TOC) Links: All Table of Contents links work. ((Yes/No)
  • Image: Image filenames follow guidelines.
  • *Imports: All import statements use the latest versions. Ensure "langchain-teddynote" is not used.
  • Code Execution: Code runs without errors.
  • Comments:

ν™•μΈν–ˆμŠ΅λ‹ˆλ‹€. μˆ˜κ³ ν•˜μ…¨μŠ΅λ‹ˆλ‹€!

@teddylee777 teddylee777 merged commit dbd7947 into LangChain-OpenTutorial:main Jan 18, 2025
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