RでLangChainっぽいことをやってる話【画像生成(猫)編】

!TLVNF 3Ͱ-BOH$IBJOͬΆ͍͜ͱΛ ΍ͬͯΔ࿩ʲը૾ੜ੒ ೣ ฤʳ !5PLZP3 UI

ࣗݾ঺հ ٱถ ܛ࢚ ,VNF 4BUPTIJ !େࡕ৓ͷۙ͘ ઐ໳όΠΦΠϯϑΥ ੜ෺৘ใֶ ͱਓ޻஌ೳͬΆ͍͜ͱ ܦྺΞΧσϛΞݚڀऀ
๭3ݚڀॴ ೥ ɺେֶ ೥ /&%0ϓϩ ݱࡏ%/"γʔέϯαʔΛചͬͯΔ֎ࢿͷϝʔΧʔ ೥͘Β͍ ۙگ 3ͱ DIBU(15 --.Ͱ༡ΜͰָ͠ΜͰΔ ɾ 5PLZP3 ௌߨ ճ͘Β͍ɺॳൃද ೥݄Ҏ߱ ɾ $3"/#JPDPOEVDUPSύοέʔδ։ൃऀ ɾ #JPz1BDLzBUIPO όΠΦܥύοέʔδ։ൃऀձٞ ओ࠵ 3ྺ೥͘Β͍

<+BQBO3 -5>(PPHMF*NBHF"SSBZύοέʔδ Λ࡞ͬͨ࿩ IUUQTHJUIVCDPNLVNF4(PPHMF*NBHF"SSBZ IUUQTDSBOSQSPKFDUPSHXFCQBDLBHFT(PPHMF*NBHF"SSBZJOEFYIUNM IUUQTTQFBLFSEFDLDPNTLVNFKBQBOSW ը૾ͷऔಘʢΞϨΠʣ ը૾Λ࣍ݩΞϨΠςϯιϧͱͯ֨͠ೲ ը૾਺ ෯ϐΫηϧ਺
ߴ͞ϐΫηϧ਺ νϟωϧ਺ ՄࢹԽ දࣔ݁Ռ ˞YNMɺSWFTUɺ&#*NBHFɺS5FOTPSͱ͔Ͱ࣮૷

ࠓ೔ͷςʔϚ͸ʁʁ ɾ 3Ͱ-BOH$IBJOͬΆ͍͜ͱ ɾ αϒ (15Λ࢖ͬͨ3ؔ਺ͷՄࢹԽ ɾ 3Ͱը૾ੜ੒ UYUJNH ͨ͠࿩
ࠓ೔࿩͞ͳ͍͜ͱ ɾ ࡉ͔͍࣮૷ͷ࿩ ൃදޙɺεϥΠυڞ༗͠·͢ <ϒϩάهࣄ>3Ͱɺ0QFO"*"1*ͷ %"--u&ϞσϧΛ࢖ͬͯʰςΩετ ͔Βը૾ੜ੒ʢUYUJNHʣʱΛࢼͯ͠Έͨ݅ <(JU)VC>LVNF4DIBU"*3 Ϟνϕʔγϣϯ͸ʁʁ ɾ Ͱ͖Δ͚ͩɺ3 Ͱ׬͍݁ͨ͠ɻ

-BOH$IBJOͱ͸ʁ ɾ (15ͳͲͷେن໛ݴޠϞσϧ --. ͷػೳΛ֦ுͰ͖Δ1ZUIPOϥΠϒϥϦ IUUQTHJUIVCDPNIXDIBTFMBOHDIBJO ɾ $POUSJCVUPSTӽ͑ͷڊେϓϩδΣΫτ ։ൃίϯηϓτ͕͔ͳΓࢀߟʹͳΔ

-BOH$IBJOϓϩδΣΫτͷࣄྫ <ग़య>;FOOهࣄ ·͢Έ!ΤϯδχΞ αΫοͱ࢝ΊΔϓϩϯϓτΤϯδχΞϦϯάʲ-BOH$IBJO $IBU(15ʳ $IBQUFS-BOH$IBJOͷ֓ཁͱ࢖͍ํ IUUQT[FOOEFWVNJ@NPSJCPPLTQSPNQUFOHJOFFSWJFXFSMBOHDIBJO@PWFSWJFX

։ൃதͷ3ύοέʔδΛ࢖ͬͯը૾ੜ੒ͨ͠ <(JU)VC>LVNF4DIBU"*3 DIBU"*3$IBUCBTFE"SUJGJDJBM*OUFMMJHFODFGPS3 %FW൛Πϯετʔϧ ࠓճ࢖͏3ؔ਺ͷΈͷΠϯετʔϧ࣮ߦ͢ΔεΫϦϓτ TPVSDF IUUQTHJTUHJUIVCVTFSDPOUFOUDPNLVNF4CBBCBDDEDCBGECFSBXC EEGDCGEDGDBGFHFOFSBUF*NBHF@GPS@HJTU3

"1*LFZͷઃఆ͸๨Εͣʹ <(JU)VC>LVNF4DIBU"*3 "1*LFZͷઃఆ

(15 4,3*7&ϓϥάΠϯͰ ؔ਺ͷ࣮ߦϓϩηεΛՄࢹԽ <ϒϩάهࣄ>3Ͱɺ0QFO"*"1*ͷ %"--u&ϞσϧΛ࢖ͬͯʰςΩετ͔ Βը૾ੜ੒ʢUYUJNHʣʱΛࢼͯ͠Έͨ݅ HFOFSBUF*NBHF3ؔ਺ %JTQMBZؔ਺ %"--u& μϦ
πʔ ͷ 8FC"1*Λ࢖༻ ˞QYը૾ੜ੒ຕ͋ͨΓ ໿ԁ ͔͔Γ·͢

ը૾ੜ੒ͷ࣮ࢪྫ ࣗ࡞ϓϩϯϓτXIJUFDBUJTMBOETFBPDFBOKVMZ IPLLBJEP CFBSIBQQZ ೔ຊޠ༁നೣͷౡ ւ ւ ݄ ๺ւಓ
۽ ޾ͤ ࢄาͯͨ͠Β͍ͦ͏ͳೣ ΛεϚϗͯࡱӨ <ϒϩάهࣄ>3Ͱɺ0QFO"*"1*ͷ %"--u&ϞσϧΛ࢖ͬͯʰςΩετ͔ Βը૾ੜ੒ʢUYUJNHʣʱΛࢼͯ͠Έͨ݅

ը૾ੜ੒ͷ࣮ࢪྫ ϓϩϯϓτlXIJUFDBUJTMBOETFBPDFBOKVMZ IPLLBJEP CFBSIBQQZzΛೖྗ ςΩετʹͯ͠ɺ(15͕࡞੒ͨ͠ϓϩϯϓτ ·͔͞ͷೣ͕ઓ͍ग़͢ɻɻɻظ଴஋͕ߴ͔͚ͬͨͩʹɺ(15͘Μ͸ ૝૾Λ௒͍͖͑ͯ·͢Ͷɻ <ϒϩάهࣄ>3Ͱɺ0QFO"*"1*ͷ %"--u&ϞσϧΛ࢖ͬͯʰς
Ωετ͔Βը૾ੜ੒ʢUYUJNHʣʱΛࢼͯ͠Έͨ݅

ը૾ੜ੒ͷ࣮ࢪྫ ϓϩϯϓτlXIJUFDBUJTMBOETFBPDFBOKVMZ IPLLBJEP CFBSIBQQZzΛೖྗʹɺ QIPUPSFBMJTUJDϓϥάΠϯ Ͱϓϩϯϓτੜ੒ͯ͠(15Ͱ࠷దԽͨ͠ϓϩϯϓτ <ϒϩάهࣄ>3Ͱɺ0QFO"*"1*ͷ %"--u&ϞσϧΛ࢖ͬͯʰς Ωετ͔Βը૾ੜ੒ʢUYUJNHʣʱΛࢼͯ͠Έͨ݅
.JEKPVSOFZ༻ 1IPUPSFBMJTUJDը૾ ͷϓϩϯϓτ࡞੒ࢧԉπʔϧ ΍΍ը࣭ѱͰ͕͢ɺࣸਅՈͬΆ͍ը૾ੜ੒ʹ੒ޭ͠·ͨ͠

&OKPZ3

RでLangChainっぽいことをやってる話【画像生成(猫)編】

RでLangChainっぽいことをやってる話【画像生成(猫)編】

skume

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!TLVNF 3Ͱ-BOH$IBJOͬΆ͍͜ͱΛ ΍ͬͯΔ࿩ʲը૾ੜ੒ ೣ ฤʳ !5PLZP3 UI

ࣗݾ঺հ ٱถ ܛ࢚ ,VNF 4BUPTIJ !େࡕ৓ͷۙ͘ ઐ໳όΠΦΠϯϑΥ ੜ෺৘ใֶ ͱਓ޻஌ೳͬΆ͍͜ͱ ܦྺΞΧσϛΞݚڀऀ

<+BQBO3 -5>(PPHMFNBHF"SSBZύοέʔδ Λ࡞ͬͨ࿩ IUUQTHJUIVCDPNLVNF4(PPHMFNBHF"SSBZ IUUQTDSBOSQSPKFDUPSHXFCQBDLBHFT(PPHMF*NBHF"SSBZJOEFYIUNM IUUQTTQFBLFSEFDLDPNTLVNFKBQBOSW ը૾ͷऔಘʢΞϨΠʣ ը૾Λ࣍ݩΞϨΠςϯιϧͱͯ֨͠ೲ ը૾਺ ෯ϐΫηϧ਺

ࠓ೔ͷςʔϚ͸ʁʁ ɾ 3Ͱ-BOH$IBJOͬΆ͍͜ͱ ɾ αϒ (15Λ࢖ͬͨ3ؔ਺ͷՄࢹԽ ɾ 3Ͱը૾ੜ੒ UYUJNH ͨ͠࿩

-BOH$IBJOͱ͸ʁ ɾ (15ͳͲͷେن໛ݴޠϞσϧ --. ͷػೳΛ֦ுͰ͖Δ1ZUIPOϥΠϒϥϦ IUUQTHJUIVCDPNIXDIBTFMBOHDIBJO ɾ $POUSJCVUPSTӽ͑ͷڊେϓϩδΣΫτ ։ൃίϯηϓτ͕͔ͳΓࢀߟʹͳΔ

-BOH$IBJOϓϩδΣΫτͷࣄྫ <ग़య>;FOOهࣄ ·͢Έ!ΤϯδχΞ αΫοͱ࢝ΊΔϓϩϯϓτΤϯδχΞϦϯάʲ-BOH$IBJO $IBU(15ʳ $IBQUFS-BOH$IBJOͷ֓ཁͱ࢖͍ํ IUUQT[FOOEFWVNJ@NPSJCPPLTQSPNQUFOHJOFFSWJFXFSMBOHDIBJO@PWFSWJFX

։ൃதͷ3ύοέʔδΛ࢖ͬͯը૾ੜ੒ͨ͠ <(JU)VC>LVNF4DIBU"3 DIBU"3$IBUCBTFE"SUJGJDJBMOUFMMJHFODFGPS3 %FW൛Πϯετʔϧ ࠓճ࢖͏3ؔ਺ͷΈͷΠϯετʔϧ࣮ߦ͢ΔεΫϦϓτ TPVSDF IUUQTHJTUHJUIVCVTFSDPOUFOUDPNLVNF4CBBCBDDEDCBGECFSBXC EEGDCGEDGDBGFHFOFSBUFNBHF@GPS@HJTU3

"1LFZͷઃఆ͸๨Εͣʹ <(JU)VC>LVNF4DIBU"3 "1*LFZͷઃఆ

(15 4,37&ϓϥάΠϯͰ ؔ਺ͷ࣮ߦϓϩηεΛՄࢹԽ <ϒϩάهࣄ>3Ͱɺ0QFO""1ͷ %"--u&ϞσϧΛ࢖ͬͯʰςΩετ͔ Βը૾ੜ੒ʢUYUJNHʣʱΛࢼͯ͠Έͨ݅ HFOFSBUFNBHF3ؔ਺ %JTQMBZؔ਺ %"--u& μϦ

ը૾ੜ੒ͷ࣮ࢪྫ ࣗ࡞ϓϩϯϓτXIJUFDBUJTMBOETFBPDFBOKVMZ IPLLBJEP CFBSIBQQZ ೔ຊޠ༁നೣͷౡ ւ ւ ݄ ๺ւಓ

ը૾ੜ੒ͷ࣮ࢪྫ ϓϩϯϓτlXIJUFDBUJTMBOETFBPDFBOKVMZ IPLLBJEP CFBSIBQQZzΛೖྗ ςΩετʹͯ͠ɺ(15͕࡞੒ͨ͠ϓϩϯϓτ ·͔͞ͷೣ͕ઓ͍ग़͢ɻɻɻظ଴஋͕ߴ͔͚ͬͨͩʹɺ(15͘Μ͸ ૝૾Λ௒͍͖͑ͯ·͢Ͷɻ <ϒϩάهࣄ>3Ͱɺ0QFO""1ͷ %"--u&ϞσϧΛ࢖ͬͯʰς

ը૾ੜ੒ͷ࣮ࢪྫ ϓϩϯϓτlXIJUFDBUJTMBOETFBPDFBOKVMZ IPLLBJEP CFBSIBQQZzΛೖྗʹɺ QIPUPSFBMJTUJDϓϥάΠϯ Ͱϓϩϯϓτੜ੒ͯ͠(15Ͱ࠷దԽͨ͠ϓϩϯϓτ <ϒϩάهࣄ>3Ͱɺ0QFO""1ͷ %"--u&ϞσϧΛ࢖ͬͯʰς Ωετ͔Βը૾ੜ੒ʢUYUJNHʣʱΛࢼͯ͠Έͨ݅

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RでLangChainっぽいことを やってる話【画像生成(猫)編】

RでLangChainっぽいことを やってる話【画像生成(猫)編】

More Decks by skume

Other Decks in Programming

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Transcript

RでLangChainっぽいことをやってる話【画像生成(猫)編】

RでLangChainっぽいことをやってる話【画像生成(猫)編】