240807 Bio"Pack"athon 2024 #8 Replicate API とその使い方

240807 Bio"Pack"athon 2024 #8
Replicate API とその使い方
~ replicate cli によるマルチAIモデルの実行 ~

Transcript

1. !TLVNF 3FQMJDBUF
   "1*
   ͱͦͷ࢖͍ํ ʙ SFQMJDBUF
   DMJ
   ʹΑΔϚϧν"*Ϟσϧͷ࣮ߦ ʙ  #JP1BDLBUIPO 
   
2. ࠓ೔ͷςʔϚ͸ʁ •3FQMJDBUF
   ʹ͍ͭͯ֓ཁ •3FQMJDBUF
   ͷ࢖͍ํ  ΢Σϒ൛ •3FQMJDBUF
   "1*ͷઃఆํ๏ •3FQMJDBUF
   DMJ
   Ͱͷ࣮ߦํ๏
3. 3FQMJDBUF
   ͱ͸ʁ τϨʔχϯά͞Εͨ"*Ϟσϧ Λ؆୯ʹσϓϩΠ͠ɺ8FC
   "1*ͱͯ͠ఏڙɾڞ༗Ͱ͖Δ ϓϥοτϑΥʔϜ IUUQTSFQMJDBUFDPN ଟ͘ͷΦʔϓϯιʔε"*ϞσϧΛूΊ͓ͯΓɺ ؆୯ʹ"1*ܦ༝Ͱ࣮ߦͰ͖ΔαʔϏε΋ఏڙ ొ࿥Ϟσϧ਺͸਺ઍҎ্ͱ΋ɻ
4. --.ɾ%-
   NPEFMΛ"1*࣮ߦ͢Δ ϝϦοτɾσϝϦοτ ʢϝϦοτʣ • ϩʔΧϧͷܭࢉϦιʔεʹґଘ͠ͳ͍ʢϩʔΧϧ؀ڥΛ࠷খԽɾ εέʔϧΞοϓ͕༰қʣɻ • ಉ࣌ʹෳ਺ͷϞσϧʹ΋ΞΫηεɾ࣮ߦ͕Ͱ͖Δɻ • ϚϧνϓϥοτϑΥʔϜ͔Βͷར༻Մೳɻ ʢσϝϦοτʣ • ֎෦ϦιʔεɾଞऀͷϥΠϑαΠΫϧʹґଘɻ • ϕʔεϞσϧͷҧ͍ʹΑͬͯɺฦΓ஋͕ҟͳΔՄೳੑ༗Γɻ • ϓϩϯϓτ΍Πϯϓοτσʔλ͕֎෦αʔόʔʹग़Δɻ • ༗ྉɾ՝੍ۚʢ<3FQMJDBUF
   1MBZHSPVOE>
   ແྉͷܭࢉ࣌ؒ͸෼ʣ
5. ࠓ೔ͷςʔϚ͸ʁ •3FQMJDBUF
   ʹ͍ͭͯ֓ཁ •3FQMJDBUF
   ͷ࢖͍ํ  ΢Σϒ൛ •3FQMJDBUF
   "1*ͷઃఆํ๏ •3FQMJDBUF
   DMJ
   Ͱͷ࣮ߦํ๏
6. IUUQTSFQMJDBUFDPNNFUBNFUBMMBNBCJOTUSVDU 3FQMJDBUFͷϞσϧϖʔδ ʢྫ
   NFUBMMBNBCJOTUSVDU
   ʣ 1MBZHSPVOEͷλϒͰ͸ɺ 'PSN
   JOQVU
   Ͱ࣮ߦՄೳ "1*ͷλϒͰ͸ɺ /PEFKT
   1ZUIPO
   )551
   $VSM Ͱͷ࣮ߦྫΛ֬ೝՄೳ
7. 3FQMJDBUF
   1MBZHSPVOEͷσϞ IUUQTXXXZP VUVCFDPNXBU DI WB3 X"C@#O
8. ࠓ೔ͷςʔϚ͸ʁ •3FQMJDBUF
   ʹ͍ͭͯ֓ཁ •3FQMJDBUF
   ͷ࢖͍ํ  ΢Σϒ൛ •3FQMJDBUF
   "1*ͷઃఆํ๏ •3FQMJDBUF
   DMJ
   Ͱͷ࣮ߦํ๏
9. 3FQMJDBUF
   ͷΞΧ΢ϯτొ࿥  
   4JHO
   JO
   ΛΫϦοΫ 
   (JU)VCͱͷ࿈ܞ˞ ˞(JU)VCΞΧ΢ϯτ͸ඞਢ 
   ϝΞυొ࿥ͱ2"Λ͜ͳ͢D 
   "DDPVOU
   TFUUJOHʹೖΔ
10. 3FQMJDBUF
    ͷΞΧ΢ϯτొ࿥  
    &NBJM
    BEESFTTͷొ࿥ɾ֬ೝ 
    "1*Ωʔ ͷઃఆ 
    #JMMJOHͷઃఆ 
    ઃఆ׬ྃ
11. ࠓ೔ͷςʔϚ͸ʁ •3FQMJDBUF
    ʹ͍ͭͯ֓ཁ •3FQMJDBUF
    ͷ࢖͍ํ  ΢Σϒ൛ •3FQMJDBUF
    "1*ͷઃఆํ๏ •3FQMJDBUF
    DMJ
    Ͱͷ࣮ߦํ๏
12. SFQMJDBUF
    DMJ
    ʹ͍ͭͯ IUUQTHJUIVCDPNSFQMJDBUFDMJ ࠓճ͸ɺ3FQMJDBUFެࣜͷDMJΛ࢖༻͠·͢ɻ
13. ΋͠1ZUIPO-BOH$IBJOͰ࢖͏৔߹ ʹ͸ IUUQTQZUIPOMBOHDIBJODPNWEPDTJOUFHSBUJPOTMMNTSFQMJDBUF
14. SFQMJDBUF
    DMJ
    ͷΠϯετʔϧ .BD
    049ͰͷΠϯετʔϧํ๏ ࣄલʹ)PNFCSFX
    ઃఆ͍ͯͩ͘͠͞ɻ 
    CSFX
    UBQ
    SFQMJDBUFUBQ 
    CSFX
    JOTUBMM
    SFQMJDBUF <0UIFS>
    ιʔεϑΝΠϧ͔ΒͷϏϧυͷ৔߹ (JU)VC͔Βμ΢ϯϩʔυޙʹ (P
    
    PS
    MBUFS 
    NBLF 
    TVEP NBLF
    JOTUBMM
15. SFQMJDBUF
    DMJ
    ্Ͱͷ"1*Ωʔͷઃఆ 
    FYQPSU
    3&1-*$"5&@"1*@50,&/ZPVS
    UPLFO
    IFSF 
    "DDPVOUͰ"1*
    Ωʔͱൃߦͯ͠ίϐʔɻ 
    "1*
    ΩʔΛZPVS
    UPLFO
    IFSFͷͱ͜Ζʹϖʔετ 
    λʔϛφϧͰ FYQPSUίϚϯυΛ࣮ߦ
16. SFQMJDBUF
    DMJͷ6TBHF ͜ͷ͋ͨΓͷҾ਺ Λ࢖͍·͢ɻ
17. Ϟσϧ໊ͷίϐʔ ʢྫʣ 
    SFQMJDBUF
    SVO
    NFUBNFUBMMBNBCJOTUSVDU TUSFBN
    = QSPNQUϑϥϯεͷट౎͸ʁͦͷಛ৭͸ʁ DMJ࣮ߦྫ  
    --B." 
    "1*Ͱ ετϦʔϛϯάग़ྗ
18. DMJ࣮ߦྫ  
    --B." 
    "1*Ͱ ετϦʔϛϯάग़ྗ IUUQTXXXZPVUVCFDPN XBUDI W&F.613-W[$L
19. DMJ࣮ߦྫ   TUBCJMJUZBJTEYM "1*Ͱը૾ੜ੒ ྫ SFQMJDBUF
    SVO
    TUBCJMJUZBJTEYM = QSPNQU"O
    BTUSPOBVU
    SJEJOH
    B
    SBJOCPX
    VOJDPSO
    DJOFNBUJD
    ESBNBUJD IUUQTSFQMJDBUFDPNTUBCJMJUZBJTEYM
20. DMJ࣮ߦྫ   TUBCJMJUZBJTEYM "1*Ͱը૾ੜ੒ IUUQTZPVUVCFO( 2)J[[P)X
21. ࠓ೔ͷςʔϚ •3FQMJDBUF
    ʹ͍ͭͯ֓ཁ •3FQMJDBUF
    ͷ࢖͍ํ  ΢Σϒ൛ •3FQMJDBUF
    "1*ͷઃఆํ๏ •3FQMJDBUF
    DMJ
    Ͱͷ࣮ߦํ๏
22. &OKPZ
    "*