What if...? 처음부터 다시 LLM 어플리케이션을 개발한다면

Liner LLM 어플리케이션 개발 배움: Orchestration, Cost Operation, Fine-tuning

Transcript

1. 
   ,BSUFS
   )FP
   !-JOFS What if…? ୊਺ࠗఠ ׮द LLM য೒ܻா੉࣌ਸ ѐߊೠ׮ݶ : ૑դ 1֙ р੄ ߓ਑ ӒܻҊ ࢿࣼ೧оח ী੉੹౟ ѐߊ ࢤక҅
2. ݾର 0SDIFTUSBUJPO
   $PTU
   0QFSBUJPO
   'JOFUVOJOH
3. Orchestration
4. Orchestration ݽ؛
   ࢶఖ
   द
   ੌ߈੸ੋ
   Ҋ۰
   ࢎ೦
   ↟$POUFYU
   -FOHUI
   ↟1FSGPSNBODF
   ↟-BUFODZ
   ↟$PTU
   ↟3BUF
   MJNJU
   ↟4BGFUZ
   'JMUFS
5. Orchestration ഑਷
   ࢎਊ੗ীѱ
   ݽ؛
   ࢶఖӂਸ
   ઁҕ೧ঠ
   ೡ
   ࣻ
   ੓਺
6. Orchestration ׮নೞѱ
   ߊࢤೡ
   ࣻ
   ੓ח
   ࠙ӝ
   ߂
   'BMMCBDL
   ۽૒
   ↟૑ա஖ѱ
   ӟ
   ਃ୒੉
   ٜয৳ਸ
   ٸ
   ੉ܳ
   যڌѱ
   ୊ܻೡ
   Ѫੋо
   ↟઱۱
   ݽ؛੉
   3BUF
   MJNJUী
   Ѧܻѱ
   غ঻ਸ
   ٸ
   ੉ܳ
   যڌѱ
   ୊ܻೡ
   Ѫੋо
   ↟ࢿמ
   ࠁ׮
   ࣘبա
   ࠺ਊ੉
   ઺ਃೠ
   ҃਋
   ੉ܳ
   যڌѱ
   ୊ܻೡ
   Ѫੋо
   ↟ࢎਊ੗о
   ਗೞח
   ݽ؛ਸ
   ૒੽
   ࢶఖೠ
   ҃਋
   ੉ܳ
   যڌѱ
   ୊ܻೡ
   Ѫੋо
   ↟ਗ஖
   ঋח
   ࢚ടীࢲ
   ೙ఠ݂੉
   Ѧܽ
   ҃਋
   ੉ܳ
   যڌѱ
   ୊ܻೡ
   Ѫੋо
   ↟j
7. Orchestration .PEFM
   'BNJMZ
   ߹۽
   ׹߸
   ࢤࢿ
   ۽૒ਸ
   ߹ѐ
   ҳഅ೧઱যঠ
   ೣ
8. Orchestration ੉ਬח
   ݽف
   ة੗੸ੋ
   4%,ܳ
   ഝਊೞҊ
   ੓ӝ
   ٸޙ 0QFO"*
   4%, (PPHMF
   (FNJOJ
   4%,
9. Orchestration ೞա੄
   4%,ীࢲ
   ࢲ۽
   ׮ܲ
   ী۞ী
   ؀ೠ
   'BMMCBDLਸ
   ೠٲ
   ೠٲ
   ҳഅ೧ঠ
   ೣ $POUFYU
   -FOHUI 4BGFUZ 3BUF
   -JNJU
10. Orchestration ী੉੹౟
    ѐߊਸ
    ҳਗ೧઴
    -JUF--.
11. Orchestration ాੌػ
    ੋఠಕ੉झ۽
    ࢲ۽
    ׮ܲ
    ݽ؛
    ഝਊҗ
    'BMMCBDL
    ؀਽੉
    оמ
12. Orchestration ాੌػ
    ੋఠಕ੉झ۽
    ࢲ۽
    ׮ܲ
    ݽ؛
    ഝਊҗ
    'BMMCBDL
    ؀਽੉
    оמ
13. Orchestration ాੌػ
    ੋఠಕ੉झ۽
    ࢲ۽
    ׮ܲ
    ݽ؛
    ഝਊҗ
    'BMMCBDL
    ؀਽੉
    оמ
14. Orchestration ઑӘ
    ؊
    ਄बਸ
    ղࠄ׮ݶ
    3PVUF--.
    ѐ֛ө૑
    ੸ਊ
15. Orchestration ׮নೞѱ
    ߊࢤೡ
    ࣻ
    ੓ח
    ࠙ӝ
    ߂
    'BMMCBDL
    ۽૒
    ↟૑ա஖ѱ
    ӟ
    ਃ୒੉
    ٜয৳ਸ
    ٸ
    ੉ܳ
    যڌѱ
    ୊ܻೡ
    Ѫੋо
    ↟઱۱
    ݽ؛੉
    3BUF
    MJNJUী
    Ѧܻѱ
    غ঻ਸ
    ٸ
    ੉ܳ
    যڌѱ
    ୊ܻೡ
    Ѫੋо
    ↟ࢿמ
    ࠁ׮
    ࣘبա
    ࠺ਊ੉
    ઺ਃೠ
    ҃਋
    ੉ܳ
    যڌѱ
    ୊ܻೡ
    Ѫੋо
    ↟ࢎਊ੗о
    ਗೞח
    ݽ؛ਸ
    ૒੽
    ࢶఖೠ
    ҃਋
    ੉ܳ
    যڌѱ
    ୊ܻೡ
    Ѫੋо
    ↟ਗ஖
    ঋח
    ࢚ടীࢲ
    ೙ఠ݂੉
    Ѧܽ
    ҃਋
    ੉ܳ
    যڌѱ
    ୊ܻೡ
    Ѫੋо
    ↟j
16. Orchestration 3PVUF--.਷
    औѱ
    ݈೧
    ௪ܻܳ
    ۄ਋ఠী
    కਕ
    ੸׼ೠ
    ݽ؛۽
    ࠁղח
    ѐ֛
17. Orchestration 3PVUF--.
    ѐ֛੄
    ੸ਊਸ
    ా೧
    ࣘب৬
    ࠺ਊ
    ୭੸ച
    оמ
18. Cost Operation
19. Cost Operation ݆਷
    ӝস੉
    --.
    ࠺ਊ
    ҙܻী
    য۰਑ਸ
    ѻҊ
    ੓਺
20. Cost Operation ৔ܻ
    ӝস਷
    ѾҴ
    ઁಿਸ
    ా೧
    ੉ਮਸ
    ٜ݅য
    յ
    ࣻ
    ੓যঠ
    ೣ
21. Cost Operation ࠺ऴ
    оѺ
    ഋࢿਵ۽
    ߸ز࠺
    ࢿѺী
    оӰѱ
    ࠙ܨغח
    --.
    ࠺ਊ
22. Cost Operation ѾҴ
    --.
    য೒ܻா੉࣌਷
    --.
    ࠺ਊ
    ୭੸ചী
    ٮۄ
    ӝস
    ੉ਮী
    ৔ೱਸ
    ઱ѱ
    ؽ
23. Cost Operation ޷द੸
    ҙ੼ীࢲ
    ஹನք౟
    ױਤ
    ࠺ਊ
    ࠺઺ী
    ؀ೠ
    хਸ
    ղ੤ച
    ೧ঠ
    ೣ
24. Cost Operation xyz ࡺ݅
    ইפۄ
    ੌ੗߹۽
    যځೠ
    ন࢚ਸ
    ࠁ੉ח૑
    ౠ੉੼਷
    হ঻ח૑
    ١ب
    ҙஏ
25. Cost Operation Ѣद੸
    ҙ੼ীࢲ
    ੌр
    ࠺ਊ
    ૑ࠛ੉
    যڌѱ
    ഋࢿغח૑ب
    ੗زച
    ా೧
    ҙஏ
26. Cost Operation ب؀୓
    ੉۞ೠ
    ࣻ஖ח
    যڌѱ
    ࢸ੿ೞѱ
    غחѦө
27. Cost Operation ೠ
    ݺ੄
    ࢎਊ੗ীѱ
    ঴݃ܳ
    ߥয
    ٜੌ
    ࣻ
    ੓ח૑
    ҅࢑
28. Cost Operation ೠ
    ݺ੄
    ࢎਊ੗ীѱ
    ੌрदр࠙р
    ಣӐ
    ঴݃ܳ
    ై੗ೡ
    ࣻ
    ੓ח૑
    ҅࢑
29. Cost Operation ੸੿
    ై੗
    оמ
    ࣻ஖ܳ
    ઁಿী
    ੸ਊ
30. Cost Operation ୭Ӕ
    --.
    оѺ
    ࠺Ү
    بҳب
    ݆੉
    աয়Ҋ
    ੓਺
31. Cost Operation ↟࠺ਊী
    ੓য
    --.ী
    ై੗
    оמೠ
    ࣻળী
    ؀ೠ
    хਸ
    ૑פҊ
    ੓যঠ
    ೣ
    ↟੉ী
    ӝ߈ೞৈ
    #VEHFUJOH
    3PVUJOH
    5ISFTIPME
    ١
    ੸ਊ
    ↟૑ࣘ੸ਵ۽
    ઑ૒
    ղ
    ࠺ਊ
    хпਸ
    ੊൧
    ࣻ
    ੓ب۾
    ݽפఠ݂
    दпച
    ъച
    ↟--.ਸ
    ׸׼ೞח
    ઑ૒਷
    ࢿמ
    ࠺ਊ
    ࣘب
    ࣁ
    ਃੋী
    ؀೧
    ࢻࣁೞѱ
    ੽Ӕ
    ↟ࣁ
    ਃੋ
    ઺बਵ۽
    ઑ૒
    ݾ಴ܳ
    ࢸ੿ೞҊ
    ୭੸ചܳ
    ਤೠ
    ز۱ਸ
    ٜ݅যঠ
    ೣ
32. Fine-tuning
33. Fine-tuning: ࣁ ױ҅۽ ա־য ࠁח LLM য೒ܻா੉࣌ ߊ੹ ઱ӝ 1IBTF
     0QFO"*
    "OUISPQJD
    (FNJOJ
    ١
    1SPWJEFS
    ഝਊ೧
    য೒ܻா੉࣌
    ҳഅ 1&'5
34. Fine-tuning: ࣁ ױ҅۽ ա־য ࠁח LLM য೒ܻா੉࣌ ߊ੹ ઱ӝ 1IBTF
     1IBTF
     0QFO"*
    "OUISPQJD
    (FNJOJ
    ١
    1SPWJEFS
    ഝਊ೧
    য೒ܻா੉࣌
    ҳഅ 'JSFXPSLT
    "*
    5PHFUIFS
    "*
    ١
    ݽ؛
    ೟ण
    ߂
    ࢲࡂ
    ೒ۖಬ
    ഝਊ 1&'5 1&'5
35. Fine-tuning: ࣁ ױ҅۽ ա־য ࠁח LLM য೒ܻா੉࣌ ߊ੹ ઱ӝ 1IBTF
     1IBTF
     1IBTF
     0QFO"*
    "OUISPQJD
    (FNJOJ
    ١
    1SPWJEFS
    ഝਊ೧
    য೒ܻா੉࣌
    ҳഅ 'JSFXPSLT
    "*
    5PHFUIFS
    "*
    ١
    ݽ؛
    ೟ण
    ߂
    ࢲࡂ
    ೒ۖಬ
    ഝਊ (16
    ௿۞झఠ
    ഛࠁ೧
    ૒੽
    ݽ؛
    ೟ण
    ߂
    ࢲࡂ
    ୭੸ച 1&'5 1&'5 1&'5
    'VMMQBSBNFUFS
    UVOJOH
    1PTUUSBJOJOH
36. Fine-tuning: ࣁ ױ҅۽ ա־য ࠁח LLM য೒ܻா੉࣌ ߊ੹ ઱ӝ 1IBTF
     1IBTF
     1IBTF
     0QFO"*
    "OUISPQJD
    (FNJOJ
    ١
    1SPWJEFS
    ഝਊ೧
    য೒ܻா੉࣌
    ҳഅ 'JSFXPSLT
    "*
    5PHFUIFS
    "*
    ١
    ݽ؛
    ೟ण
    ߂
    ࢲࡂ
    ೒ۖಬ
    ഝਊ (16
    ௿۞झఠ
    ഛࠁ೧
    ૒੽
    ݽ؛
    ೟ण
    ߂
    ࢲࡂ
    ୭੸ച 1&'5 1&'5 1&'5
    'VMMQBSBNFUFS
    UVOJOH
    1PTUUSBJOJOH -JOFSח
    ੉
    ױ҅ী
    ਤ஖
    ֙
    ਘ
37. Fine-tuning 'JOFUVOJOHਵ۽
    ֈযоӝ
    ੹
    'JOFUVOJOHਸ
    ೧ঠ݅
    ೞח
    ੉ਬী
    ؀೧
    ೤੄ܳ
    ݏ୶যঠ
    ೣ
38. Fine-tuning 'JOFUVOJOHਸ
    ా೧
    --.
    ࠺ਊ
    ୭੸ചܳ
    ੉ܖয
    յ
    ࣻ
    ੓ਸ૑
    ೐۽ં࣌
    ೙ਃ
39. Fine-tuning 'JOFUVOJOHਸ
    ా೧
    ఋࢎࠁ׮
    ڪযդ
    ஹನք౟ܳ
    ٜ݅য
    յ
    ࣻ
    ੓ਸ૑
    ࢿמ
    ૐݺ
    ೙ਃ
40. Fine-tuning 'JOFUVOJOHਸ
    ా೧
    ۨߡܻ૑
    ೡ
    ࣻ
    ੓ח
    1SPQSJFUBSZ
    ؘ੉ఠо
    ੓ח૑
    झझ۽
    ঌҊ
    ੓ਸ
    Ѫ
41. Fine-tuning খ੄
    җ੿ਸ
    ૑աݶ
    ಽҊ੗
    ೞח
    ޙઁী
    ؀ೠ
    ੿੄о
    ೙ࣻ੸
42. Fine-tuning ޙઁ
    ੿੄о
    ࢚ࣁ൤
    ೤੄ػ
    ଻۽
    غ૑
    ঋਵݶ
    ೟ण੉
    ়ڨೞѱ
    ൗ۞т
    ࣻ
    ੓਺
43. Fine-tuning ੉റ
    ೟ण
    җ੿ীࢲ
    ஏ੿ೡ
    ࣻ
    ੓ח
    ݫ౟ܼী
    ؀ೠ
    ੿੄о
    ೙ਃ
44. Fine-tuning ੹ా੸ੋ
    ݫ౟ܼ੄
    ੸ਊ੉
    য۵׮ݶ
    --.BTB+VEHFܳ
    ഝਊ೧ࠅ
    ࣻ
    ੓਺
45. Fine-tuning ੿੄ػ
    ޙઁ৬
    ݫ౟ܼ
    ӒܻҊ
    పझ౟
    ؘ੉ఠࣇী
    ؀ೠ
    "4
    *4
    ஏ੿
46. Fine-tuning ೟णػ
    ݽ؛੄
    ࢿמҗ
    "4
    *4
    ࠺Үೞݴ
    ࢿמ
    ࠺ਊ
    ࣘب
    ୋب۽
    ߓನ
    Ѿ੿
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    UP
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    ,BJ
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