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What if...? 처음부터 다시 LLM 어플리케이션을 개발한다면
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Hoon Heo
July 25, 2024
Technology
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What if...? 처음부터 다시 LLM 어플리케이션을 개발한다면
Liner LLM 어플리케이션 개발 배움: Orchestration, Cost Operation, Fine-tuning
Hoon Heo
July 25, 2024
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Transcript
,BSUFS)FP!-JOFS What if…? ࠗఠ द LLM যܻா࣌ਸ ѐߊೠݶ : դ
1֙ р ߓ ӒܻҊ ࢿࣼ೧оח ী ѐߊ ࢤక҅
ݾର 0SDIFTUSBUJPO $PTU0QFSBUJPO 'JOFUVOJOH
Orchestration
Orchestration ݽ؛ࢶఖदੌ߈ੋҊ۰ࢎ೦ ↟$POUFYU-FOHUI ↟1FSGPSNBODF ↟-BUFODZ ↟$PTU ↟3BUFMJNJU ↟4BGFUZ'JMUFS
Orchestration ࢎਊীѱݽ؛ࢶఖӂਸઁҕ೧ঠೡࣻ
Orchestration নೞѱߊࢤೡࣻח࠙ӝ߂'BMMCBDL۽ ↟աѱӟਃٜয৳ਸٸ ܳযڌѱܻೡѪੋо ↟۱ݽ؛3BUFMJNJUীѦܻѱغਸٸ ܳযڌѱܻೡѪੋо ↟ࢿמࠁࣘبա࠺ਊਃೠ҃ ܳযڌѱܻೡѪੋо
↟ࢎਊоਗೞחݽ؛ਸࢶఖೠ҃ ܳযڌѱܻೡѪੋо ↟ਗঋח࢚ടীࢲఠ݂Ѧܽ҃ ܳযڌѱܻೡѪੋо ↟j
Orchestration .PEFM'BNJMZ߹۽߸ࢤࢿ۽ਸ߹ѐҳഅ೧যঠೣ
Orchestration ਬחݽفةੋ4%,ܳഝਊೞҊӝٸޙ 0QFO"*4%, (PPHMF(FNJOJ4%,
Orchestration ೞա4%,ীࢲࢲ۽ܲী۞ীೠ'BMMCBDLਸೠٲೠٲҳഅ೧ঠೣ $POUFYU-FOHUI 4BGFUZ 3BUF-JNJU
Orchestration ীѐߊਸҳਗ೧-JUF--.
Orchestration ాੌػੋఠಕझ۽ࢲ۽ܲݽ؛ഝਊҗ'BMMCBDLоמ
Orchestration ాੌػੋఠಕझ۽ࢲ۽ܲݽ؛ഝਊҗ'BMMCBDLоמ
Orchestration ాੌػੋఠಕझ۽ࢲ۽ܲݽ؛ഝਊҗ'BMMCBDLоמ
Orchestration ઑӘ؊बਸղࠄݶ3PVUF--.ѐ֛өਊ
Orchestration নೞѱߊࢤೡࣻח࠙ӝ߂'BMMCBDL۽ ↟աѱӟਃٜয৳ਸٸ ܳযڌѱܻೡѪੋо ↟۱ݽ؛3BUFMJNJUীѦܻѱغਸٸ ܳযڌѱܻೡѪੋо ↟ࢿמࠁࣘبա࠺ਊਃೠ҃ ܳযڌѱܻೡѪੋо
↟ࢎਊоਗೞחݽ؛ਸࢶఖೠ҃ ܳযڌѱܻೡѪੋо ↟ਗঋח࢚ടীࢲఠ݂Ѧܽ҃ ܳযڌѱܻೡѪੋо ↟j
Orchestration 3PVUF--.औѱ݈೧௪ܻܳۄఠীకਕೠݽ؛۽ࠁղחѐ֛
Orchestration 3PVUF--.ѐ֛ਊਸా೧ࣘب৬࠺ਊ୭ചоמ
Cost Operation
Cost Operation ݆ӝস--.࠺ਊҙܻীয۰ਸѻҊ
Cost Operation ܻӝসѾҴઁಿਸా೧ਮਸٜ݅যյࣻযঠೣ
Cost Operation ࠺ऴоѺഋࢿਵ۽߸ز࠺ࢿѺীоӰѱ࠙ܨغח--.࠺ਊ
Cost Operation ѾҴ--.যܻா࣌--.࠺ਊ୭ചীٮۄӝসਮীೱਸѱؽ
Cost Operation दҙীࢲஹನքױਤ࠺ਊ࠺ীೠхਸղച೧ঠೣ
Cost Operation xyz ࡺ݅ইפۄੌ߹۽যځೠন࢚ਸࠁח ౠহח١بҙஏ
Cost Operation Ѣदҙীࢲੌр࠺ਊࠛযڌѱഋࢿغחبزചా೧ҙஏ
Cost Operation ب۞ೠࣻחযڌѱࢸೞѱغחѦө
Cost Operation ೠݺࢎਊীѱ݃ܳߥযٜੌࣻח҅
Cost Operation ೠݺࢎਊীѱੌрदр࠙рಣӐ݃ܳైೡࣻח҅
Cost Operation ైоמࣻܳઁಿীਊ
Cost Operation ୭Ӕ--.оѺ࠺Үبҳب݆աয়Ҋ
Cost Operation ↟࠺ਊীয--.ীైоמೠࣻળীೠхਸפҊযঠೣ ↟ীӝ߈ೞৈ#VEHFUJOH 3PVUJOH 5ISFTIPME١ਊ ↟ࣘਵ۽ઑղ࠺ਊхпਸ൧ࣻب۾ݽפఠ݂ दпചъച ↟--.ਸೞחઑࢿמ ࠺ਊ
ࣘبࣁਃੋী೧ࢻࣁೞѱӔ ↟ࣁਃੋबਵ۽ઑݾܳࢸೞҊ ୭ചܳਤೠز۱ਸٜ݅যঠೣ
Fine-tuning
Fine-tuning: ࣁ ױ҅۽ ա־য ࠁח LLM যܻா࣌ ߊ ӝ 1IBTF
0QFO"* "OUISPQJD (FNJOJ١ 1SPWJEFSഝਊ೧যܻா࣌ҳഅ 1&'5
Fine-tuning: ࣁ ױ҅۽ ա־য ࠁח LLM যܻா࣌ ߊ ӝ 1IBTF
1IBTF 0QFO"* "OUISPQJD (FNJOJ١ 1SPWJEFSഝਊ೧যܻா࣌ҳഅ 'JSFXPSLT"* 5PHFUIFS"*١ ݽ؛ण߂ࢲࡂۖಬഝਊ 1&'5 1&'5
Fine-tuning: ࣁ ױ҅۽ ա־য ࠁח LLM যܻா࣌ ߊ ӝ 1IBTF
1IBTF 1IBTF 0QFO"* "OUISPQJD (FNJOJ١ 1SPWJEFSഝਊ೧যܻா࣌ҳഅ 'JSFXPSLT"* 5PHFUIFS"*١ ݽ؛ण߂ࢲࡂۖಬഝਊ (16۞झఠഛࠁ೧ ݽ؛ण߂ࢲࡂ୭ച 1&'5 1&'5 1&'5 'VMMQBSBNFUFSUVOJOH 1PTUUSBJOJOH
Fine-tuning: ࣁ ױ҅۽ ա־য ࠁח LLM যܻா࣌ ߊ ӝ 1IBTF
1IBTF 1IBTF 0QFO"* "OUISPQJD (FNJOJ١ 1SPWJEFSഝਊ೧যܻா࣌ҳഅ 'JSFXPSLT"* 5PHFUIFS"*١ ݽ؛ण߂ࢲࡂۖಬഝਊ (16۞झఠഛࠁ೧ ݽ؛ण߂ࢲࡂ୭ച 1&'5 1&'5 1&'5 'VMMQBSBNFUFSUVOJOH 1PTUUSBJOJOH -JOFSחױ҅ীਤ ֙ਘ
Fine-tuning 'JOFUVOJOHਵ۽ֈযоӝ'JOFUVOJOHਸ೧ঠ݅ೞחਬী೧ܳݏ୶যঠೣ
Fine-tuning 'JOFUVOJOHਸా೧--.࠺ਊ୭ചܳܖযյࣻਸ ۽ં࣌ਃ
Fine-tuning 'JOFUVOJOHਸా೧ఋࢎࠁڪযդஹನքٜܳ݅যյࣻਸ ࢿמૐݺਃ
Fine-tuning 'JOFUVOJOHਸా೧ۨߡܻೡࣻח1SPQSJFUBSZؘఠоח झझ۽ঌҊਸѪ
Fine-tuning খҗਸաݶಽҊೞחޙઁীೠоࣻ
Fine-tuning ޙઁо࢚ࣁ ػ۽غঋਵݶण়ڨೞѱൗ۞тࣻ
Fine-tuning റणҗীࢲஏೡࣻחݫܼীೠоਃ
Fine-tuning ాੋݫܼਊয۵ݶ--.BTB+VEHFܳഝਊ೧ࠅࣻ
Fine-tuning ػޙઁ৬ݫܼ ӒܻҊపझؘఠࣇীೠ"4*4ஏ
Fine-tuning णػݽ؛ࢿמҗ"4*4࠺Үೞݴࢿמ ࠺ਊ ࣘبୋب۽ߓನѾ
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