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೔ຊΞΠɾϏʔɾΤϜגࣜձࣾ ςΫϊϩδʔࣄۀຊ෦ ΧελϚʔɾαΫηεࣄۀ෦ ϓϦϯγύϧɾϚωʔδϟʔ େ੢ জ "LJSB0OJTIJ!JCNDPN IUUQTMJOLFEJODPNJOPOJBL XBUTPOYBJ %PKP ੜ੒"*Λ࢖ͬͨΞϓϦ։ൃɺԠ༻ฤ

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ࣗݾ঺հ 1SPQFSUZ 7BMVF ࢯ໊ େ੢ জ Y-JOLFE*O POJBL *5ۀքྺ ೥໨ ௚ۙͷ৬ྺ Microsoft ೥ *#.೥໨🎉 )BTI5BH ͍͍Ͷ͐੩Ԭੜ׆RVBOUJD ࠲ӈͷ໏ ౿·Εͯ΋ͳ্ཱ͓͕ͪΔಓͷ૲ Α͘࢖͏ٕ ೴಺ม׵Ͱࣗ෼ΛϙδςΟϒʹ IUUQTXXXGBDFCPPLDPNBLJSBPOJTIJ 'BDFCPPLʮ͓ʹ͋͘ʯͰݕࡧ

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໨త 3"(Λ࣮ߦ͢ΔͨΊͷجຊࣄ߲Λ஌Δ ςΩετϑΝΠϧͷ಺༰Λద੾ͳେ͖͞ͷจॻʹ෼ׂ͢Δํ๏Λ஌Δ จॻΛϕΫτϧɾσʔλϕʔεʹ௥Ճ͢Δํ๏ɺݕࡧ͢Δํ๏Λ஌Δ -BOH$IBJOͷ࢓૊ΈΛ࢖ͬͯɺ3"(Λ࣮ߦ͠ɺ݁ՌΛಘΔํ๏Λ஌Δ ΰʔϧ ݴޠϞσϧʹͳ͍஌ࣝΛςΩετϑΝΠϧʹ·ͱΊ͓͖ͯɺ *#.XBUTPOYBJͱ-BOH$IBJOΛ࢖ͬͯɺ3"(ΛࢼͤΔΑ͏ʹͳΔ ˞΋࣌ؒ͠ͷ༨༟͕͋Ε͹ɺ%PDMJOHͷ঺հ΋ߦ͍·͢ ͜ͷηογϣϯʹ͍ͭͯ

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*#.XBUTPOYBJੜ੒"*ɺػցֶशɺ/PUFCPPLͰͷର࿩ॲཧͳͲ 4BB4Λ׆༻͢Ε͹ɺࠓ͙͢ʹখ࢝͘͞ΊΒΕ·͢ *#.XBUTPOYBJɺ"*ΞϓϦ༻ͷϓϥοτϑΥʔϜ νϟοτܗࣜͰͷར༻ ϓϩϯϓτ࡞੒πʔϧͱ ֎෦ΞϓϦ͔Βͷϓϩϯϓτ࣮ߦ IUUQTXXXJCNDPNKQKBQSPEVDUTXBUTPOYBJ จॻIUUQTKQUPLEBUBQMBUGPSNDMPVEJCNDPNEPDTDPOUFOUXTKHFUUJOHTUBSUFEXFMDPNFNBJOIUNM DPOUFYUXYBVEJFODFXEQ

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γϯϓϧͳϢʔεέʔεͰখ͘͞"*Λ׆༻͠ͳ͕Βɺ"*ΞϓϦΛ։ൃ͠ɺ ஈ֊తʹൃలͤ͞ɺۀ຿ͷσδλϧԽΛਐԽͤ͞Δ ϏδωεͷͨΊͷ"*ɺϢʔεέʔε จॻੜ੒ ࣭ٙԠ౴ ίʔυੜ੒ ෼ྨ ݴ༿ͷநग़ ཁ໿ ݕࡧʴཁ໿ 3"( ࣗಈԽ 3"(3FUSJFWBM"VHNFOUFE(FOFSBUJPOɺ"*Ϟσϧ͕஌Βͳ͍৘ใΛݕࡧ͠ɺͦͷ݁ՌΛ࢖ͬͯ"*ϞσϧͰςΩετΛੜ੒͢Δ ςΩετ ੜ੒ ຋༁ ϋϯζΦϯ಺༰

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 %FNPΛݟͯײ͡·͠ΐ͏ εϥΠυ͚ͩͷߨԋͰ͸ͳ͘ɺ%FNPΛަ͑ͨηογϣϯΛఏڙ͠·͢  श͏ΑΓ׳Ε·͠ΐ͏ ٕज़Λମݧ͢ΔͨΊͷԋशΛ௨ͯ͡ɺٕज़ΛֶͿ͖͔͚ͬΛ࡞Γ·͢  ࣭໰େ׻ܴɺηογϣϯΛҰॹʹ࡞Γ·͠ΐ͏ ߨࢣࣗ਎΋ֶͼͳ͕ΒηογϣϯΛ࣮ࢪ͍ͯ͠·͢ օ͞Μ͔Β΋ؾ෇͖΍ϑΟʔυόοΫΛͲΜͲΜڞ༗͍ͯͩ͘͠͞  ػցֶशϞσϧ΍"*ϞσϧɺXBUTPOYBJΛ༑ୡʹ͠Α͏ ࠷ऴ໨ඪ͸ɺօ͞Μ͕طଘͷϞσϧΛ࢖ͬͯɺ"*ΞϓϦΛ։ൃ͠ɺར༻ ͢Δ͜ͱͰ͢  ୭΋͕࣮ߦͰ͖ͳ͍ɾ೉қ౓͕ߴ͍ςʔϚʹ͸৮Ε·ͤΜ ػցֶशϞσϧ΍"*ϞσϧΛθϩ͔Β։ൃ͢Δੈք͸औΓ্͛·ͤΜ XBUTPOYBJ%PKPͷάϥϯυɾϧʔϧ

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XBUTPOYBJ%PKPୈճͱୈճ ճ λΠτϧ ࣮ࢪ೔  ੜ੒"*ͱ޲͖߹͏ͨΊͷ४උฤ  ਫ *#.XBUTPOYBJΛ׆༻͢Δʹ͋ͨΓɺੜ੒"*ͱ ޲͖߹͏ͨΊʹ஌͓ͬͯ͘ͱྑ͍ٕज़ʹ͍ͭͯɺ ޿͘ઙֶ͘ͼ·͢ɻಛʹલఏ஌ࣝ͸ෆཁͰ͕͢ɺ 1ZUIPOݴޠΛ஌͓ͬͯ͘ͱɺཧղ͕ਂ·Γ·͢ɻ Φʔϓϯιʔε΍طଘͷϥΠϒϥϦΛ࢖ͬͯੜ੒ "*Λಈ࡞ͤ͞ΔͨΊͷ؀ڥͷશମ૾Λ஌Δ͜ͱͰɺ "*ϓϥοτϑΥʔϜͰ͋Δ*#. XBUTPOYBJͷओ ཁͳٕज़ཁૉΛֶΜͰ͍͖·͠ΐ͏ɻ  ੜ੒"*Λ࢖ͬͨΞϓϦ։ൃɺೖ໳ฤ  ਫ *#.XBUTPOYBJͷϓϩϯϓτϥϘΛ࢖ͬͯେن໛ ݴޠϞσϧΛૢ࡞͢Δํ๏ɺग़དྷ্͕ͬͨϓϩϯ ϓτΛΞϓϦ͔Βݺͼग़͢ํ๏Λֶͼ·͢ɻ *#. XBUTPOYBJʹ಺ଂ͞Ε͍ͯΔେن໛ݴޠϞσ ϧΛ஌Γɺ͍ΖΜͳϞσϧΛ࣮ࡍʹࢼ͍͖ͯ͠· ͠ΐ͏ɻ

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XBUTPOYBJ%PKPୈճͱୈճ ճ λΠτϧ ࣮ࢪ೔  ϓϩϯϓτΤϯδχΞϦϯάೖ໳  ਫ େن໛ݴޠϞσϧΛૢ࡞͢ΔͨΊͷϓϩϯϓτΛ ࡞੒͢Δ্Ͱɺิॿతͳ৘ใΛՃ࣭͑ͯ໰ͷҙਤ Λ໌֬ʹ͢Δํ๏ɺྫࣔʹΑΓճ౴ͷਫ਼౓ΛߴΊ Δํ๏ͳͲʹֶ͍ͭͯͼ·͢ɻେن໛ݴޠϞσϧ ʹվྑΛՃ͑ͣʹɺظ଴ͨ͠ճ౴ʹ͚ۙͮΔํ๏ Λࢼ͍͖ͯ͠·͠ΐ͏ɻ  ੜ੒"*Λ࢖ͬͨΞϓϦ։ൃɺԠ༻ ฤ  ਫ େن໛ݴޠϞσϧͷ੍໿ࣄ߲Λ৐Γӽ͑ΔͨΊʹɺ 3"(΍-BOH$IBJOΛ࢖ͬͨ"*ΞϓϦͷ։ൃʹͭ ֶ͍ͯͼ·͢ɻ͜Ε·ͰͷճΑΓ΋एׯ೉қ౓͕ ্͕Γ·͕͢ɺαϯϓϧίʔυΛݟͳ͕Βɺงғ ؾΛ௫Έɺօ͞Μ͕։ൃ͍ͨ͠"*ΞϓϦͷ׬੒ ౓ΛߴΊ͍͖ͯ·͠ΐ͏ɻ

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XBUTPOYBJ%PKPୈճͱୈճ ճ λΠτϧ ࣮ࢪ೔  ϑΝΠϯνϡʔχϯάͱ *OTUSVDU-BC  ਫ ࣭໰ͱ౴͑Λ༻ҙ͢Δ͜ͱͰɺେن໛ݴޠϞσ ϧʹ৽͍͠஌ࣝΛ௥Ճ͢ΔͨΊͷϑΝΠϯ νϡʔχϯάͷํ๏Λֶͼ·͢ɻ·ͨɺاۀಠ ࣗͷେن໛ݴޠϞσϧͷܧଓతͳվྑʹ࠷దͳ *OTUSVDU-BCʹֶ͍ͭͯͼ·͢ɻ  ܧଓతͳ"*ΞϓϦ։ൃͱల։  ਫ ͜Ε·Ͱֶश͖ͯͨ͜͠ͱΛ૊Έ߹Θͤͯɺେ ن໛ݴޠϞσϧΛར༻ͨ͠"*ΞϓϦͷܧଓతͳ ։ൃͱల։ͷํ๏Λֶͼ·͢ɻاۀಠࣗͷ"*Ξ ϓϦ͚ͩͰ͸ͳ͘ɺ"*Λ૊ΈࠐΜͩιϦϡʔ γϣϯͷܧଓతͳൃలɺύʔτφʔΤίγες Ϝ΁ͷൃలͳͲΛҰॹʹߟ͍͖͑ͯ·͢ɻ

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 ϋϯζΦϯ؀ڥ֬ೝ νϟοτʹΑΔճ౴Λ͓ئ͍͠·͢  ࠲ֶฒͼʹϋϯζΦϯͷ಺༰%FNP ΋͠؀ڥ͕੔͍ͬͯͳ͍ํ͸ɺ४උΛ͠ͳ͕Β͝ཡ͍ͩ͘͞ ຊ೔ɺͲ͏ͯ͠΋؀ڥΛ੔͑ΒΕͳ͍ํ͸ɺ%FNPΛ͝ཡʹͳΓɺ ޙ೔ɺ͓ࢼ͍ͩ͘͠͞  օ͞Μࣗ਎ͰͷϋϯζΦϯ ࠓճͷXBUTPOYBJ্ͷૢ࡞͸ϓϩδΣΫτͷ࡞੒ͱ1SPKFDU*%Λ औΓग़͢͜ͱͷΈͰ͢ɻ  ϋϯζΦϯͷத৺͸ɺ1ZUIPOίʔυͷ࣮ߦͰ͢ɻ ຊ೔ͷྲྀΕ

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%PKPͷ഑෍ࢿྉΛࢀߟʹɺ1ZUIPOͷ؀ڥΛ੔͍͑ͯͩ͘͞ ˞ݱ࣌఺Ͱ*OTUSVDU-BC͕1ZUIPOʹରԠ͍ͯ͠ͳ͍͜ͱ͕ཧ༝Ͱ͢ ˞ࠓճͷ1ZUIPOΛ࢖ͬͨԋश͸1ZUIPOʹ͓͍ͯ΋ಈ࡞͢Δ͜ͱΛ֬ೝ͍ͯ͠·͢ 8JOEPXT؀ڥʹ͓͍ͯ͸ɺ8JOEPXT4VCTZTUFNGPS-JOVYͱ6CVOUVΛ࢖ͬͯ-JOVY؀ڥΛ੔͑ ͯɺͦͷ্ʹ1ZUIPOͷ࣮ߦ؀ڥΛ੔͍͑ͯͩ͘͞ ˞8JOEPXT .BDͰಉ͡$-*ૢ࡞ͰϋϯζΦϯΛਐΊΒΕΔΑ͏ʹ͢ΔͨΊ ࠓޙɺෳ਺ͷ1ZUIPOόʔδϣϯʹ੾Γସ͑ΒΕΔΑ͏ɺQZFOWʹΑΔԾ૝؀ڥͷߏஙΛਪ঑͠ ·͢ .BD؀ڥͰ1ZUIPOͷϏϧυʹࣦഊ͢Δ৔߹ɺ9DPEF$PNNBOE5PPMTΛ࠶Πϯετʔϧͯ͘͠ ͍ͩ͞YDPEFTFMFDUJOTUBMM XBUTPOYBJ%PKPʹࢀՃ͍ͯ͠ͳ͍ํ΁ͷ͓ئ͍

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४උͷͨΊͷࢀߟࢿྉ IUUQTTQFBLFSEFDLDPNPOJBLJCNXBUTPOYBJEPKPQSFSFR ϋϯζΦϯ؀ڥͷ४උ ؀ڥ ର৅ऀ *#.5FDIOPMPHZ;POF *#.άϧʔϓࣾһ *#.1BSUOFS1MVTʹొ࿥ࡁΈͷϏδωεɾύʔτφʔ༷ *#.XBUTPOYBJ೔ແྉධՁ൛ ҰൠͷࢀՃऀͰɺ*#.$MPVEͷΞΧ΢ϯτΛ͓࣋ͪͰͳ͍৔߹ ධՁ൛΁ͷΞΫηεʹ͸ΫϨδοτɾΧʔυ͸ෆཁ ೔ܦաޙ͸ɺΫϨδοτɾΧʔυΛొ࿥͢Δͱैྔ՝ۚΞΧ΢ϯτͱ ͯ͠ɺશͯͷ*#.$MPVEͷαʔϏε͕͝ར༻͍͚ͨͩ·͢ *#.$MPVE ҰൠͷࢀՃऀͰɺ*#.$MPVEͷΞΧ΢ϯτΛ͓࣋ͪͷ৔߹

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ࢿྉ63- IUUQTHJUIVCDPN*#.KBQBOUFDIOPMPHZCMPCNBJOXBUTPOYBJEPKPSFBENFNE ͸͡Ίʹ ୈճ΍ୈճʹࢀՃ͍ͯ͠ͳ͍ํ͸ɺඞͣ֬ೝ͍ͯͩ͘͠͞ XBUTPOYBJͷىಈ *#.$MPVEίϯιʔϧ XBUTPOYBJͷىಈ *#.XBUTPOYηοτΞοϓࡁΈͷ৔߹ ৽نϓϩδΣΫτͷ࡞੒ ϋϯζΦϯࢿྉ؀ڥ͕४උͰ͖ͨΒඞͣ֬ೝ

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ར༻͢ΔݴޠϞσϧ*#.HSBOJOUFC+BQBOFTF ୈճͷϑϦʔϑΥʔϜͰ࣮ߦͨ͠಺༰Λϕʔεʹ৽نʹ3"(൛ͷΞϓϦΛ࡞Γ·͢  *#.XBUTPOYBJ্Ͱ৽نϓϩδΣΫτΛ࡞੒͢Δ  *#.$MPVE͔Β"1*,FZΛऔΓग़͢  1ZUIPOίʔυ͔ΒɺXBUTPOYBJʹ઀ଓ͠ɺݴޠϞσϧʹΞΫηε͢Δ  ஌ࣝΛؚΜͩςΩετɾϑΝΠϧΛಡΈࠐΈɺద੾ͳจॻʹ෼ׂ͢Δ  $ISPNBσʔλϕʔεΛ࡞੒͠ɺจॻΛ௥Ճ͢ΔɺจॻΛݕࡧ͢Δ  ϓϩϯϓτɾςϯϓϨʔτΛ࡞੒͢Δ  ໰͍߹Θͤͷ಺༰ɺͦΕʹؔ࿈͢Δݕࡧ݁ՌɺϓϩϯϓτɾςϯϓϨʔτɺݴޠ ϞσϧɺͦΕͧΕΛͭͳ͗߹Θͤͯɺ-BOH$IBJOʹΑΔ3"(Λ࣮ߦ͢Δ ຊ೔ͷϋϯζΦϯ3"(Ͱ੩ԬݝͷັྗΛ఻͑ΔจষΛੜ੒͢Δ

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࣭໰ ੩ԬݝΛ஌Βͳ͍ਓʹ޲͚ͯɺ੩Ԭݝ΁ͷཱྀߦΛ͓קΊ͢ΔจষΛ࡞ͬͯ ͍ͩ͘͞ɻྫ͕͋Ε͹ͦͷྫΛࢀߟʹͯ͠ɺ࣍ͷʮݟग़͠Ұཡʯʹ͋Δ߲ ໨ΛؚΊͯॻ͍͍ͯͩ͘͞ɻจষͷ࠷ޙ͸ʮັྗ͋;ΕΔ੩Ԭݝʹ͓ӽ͠ ͍ͩ͘͞ʂʯͱ͍ͯͩ͘͠͞ɻಉ͡಺༰Λ܁Γฦ͞ͳ͍Ͱ͍ͩ͘͞ɻ ʮݟग़͠Ұཡʯ: - ੩Ԭݝʹ͋Δ؍ޫ໊ॴ3ϲॴ - ੩Ԭݝग़਎ͷ༗໊ਓɺܳೳਓ4ਓ - ੩ԬݝͰ༗໊ͳϨετϥϯ3ͭ - ੩Ԭݝ͕Ϟσϧͱͳ͍ͬͯΔΞχϝ࡞඼3ͭ ϋϯζΦϯͰࢼ͢͜ͱ

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3"(ͷجຊྫͱͳΔ৘ใΛ֎෦σʔλιʔε͔Βऔಘ͢Δ ϓϩϯϓτɾ ςϯϓϨʔτΛ࢖ͬͯ ϓϩϯϓτΛ࡞੒͢Δ ࣭໰ \RVFTUJPO^ σʔλιʔε͔Β \RVFTUJPO^Ͱݕࡧ͠ɺ ݁ՌΛ\DPOUFYU^ͱ͢Δ ࣭໰\RVFTUJPO^ ݕࡧ݁Ռ\DPOUFYU^ ϓϩϯϓτΛ࢖ͬͯ ݴޠϞσϧͰਪ࿦͢Δ ਪ࿦݁Ռ จ຺ͱ࣭໰͕ຒΊࠐ·Εͨϓϩϯϓτ σʔλιʔε \RVFTUJPO^ ݁Ռ ϓϩϯϓτɾ ςϯϓϨʔτ จ຺: {context} ### ೖྗ: {question} ### Ԡ౴:"

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3"(ͷ۩ମྫ-BOH$IBJOͱ$ISPNBσʔλϕʔεͷར༻ NZ1SPNQU5FNQMBUF ϓϩϯϓτΛ࡞੒ ࣭໰ \RVFTUJPO^ 3FUSJFWFS \RVFTUJPO^Ͱݕࡧ͠ɺ ݁ՌΛ\DPOUFYU^ͱ͢Δ ࣭໰\RVFTUJPO^ ݕࡧ݁Ռ\DPOUFYU^ DVTUPN@MMN ϓϩϯϓτΛ ར༻ͯ͠ਪ࿦͢Δ ਪ࿦݁Ռ จ຺ͱ࣭໰͕ຒΊࠐ·Εͨϓϩϯϓτ $ISPNB σʔλϕʔε \RVFTUJPO^ ݁Ռ ϓϩϯϓτɾ ςϯϓϨʔτ จ຺: {context} ### ೖྗ: {question} ### Ԡ౴:"

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# Chromaσʔλϕʔε͔Β retrieverΛ࡞Δ # watsonx.ai Dojo #3Ͱ࢖ͬͨϓϩϯϓτɾςϯϓϨʔτΛ࠶ར༻͢Δ # langchain_ibm͔Βcustom_llm Λ༻ҙ͢Δ (granite-8b-japaneseʣ rag_chain = ( {"context": retriever, "question": RunnablePassthrough()} | myPromptTemplate | custom_llm # rag_chainʹ໰͍߹ΘͤΛ࣮ߦ͢Δ result = rag_chain.invoke(query_shizuoka) -BOH$IBJOͰͷදݱ question = query_shizuoka

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from langchain.prompts import PromptTemplate prompt_template = """ҎԼ͸ɺλεΫΛઆ໌͢Δࢦࣔͱɺจ຺ͷ͋Δೖྗͷ ૊Έ߹ΘͤͰ͢ɻཁٻΛద੾ʹຬͨ͢Ԡ౴Λॻ͖ͳ͍͞ɻ ### ࢦࣔ: ༩͑ΒΕ࣭ͨ໰ʹରͯ͠ɺจ຺͕͋Δ৔߹͸ͦΕ΋ར༻͠ɺճ౴͍ͯͩ͘͠͞ɻ จ຺: {context} ### ೖྗ: {question} ### Ԡ౴:""" myPromptTemplate = PromptTemplate.from_template(prompt_template) ϓϩϯϓτɾςϯϓϨʔτ

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શମ૾DVTUPN@MMN͸XBUTPOYBJͷݴޠϞσϧ΁ΞΫηε 1ZUIPO 6CVOUVNBD04 MDRBQZ ίϯϐϡʔλʔ ϧʔλʔ ϧʔλʔ ϩʔΧϧ؀ڥ *#.XBUTPOYBTB4FSWJDF ෳ਺ͷ ίϯϐϡʔλʔ (16 3FE)BU0QFO4IJGULT XBUTPOY8BUTPO4UVEJP 8BUTPO.BDIJOF-FBSOJOH XBUTPOY "1* 8FC ΞϓϦ ΞΫηε τʔΫϯ from langchain_ibm import WatsonxLLM custom_llm = WatsonxLLM( model_id= "ibm/granite-8b-japanese", url=credentials.url, apikey=credentials.api_key, Params=generate_params, project_id=MY_PROJECT_ID) 0CKFDU 4UPSBHF $ISPNB ϝϞϦ্ $VTUPN@MMN

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XBUTPOYBJͷΑ͏ͳ"*ϓϥοτϑΥʔϜ͕ඞཁͳཧ༝ ΞϓϦʢ8FCϢʔβʔΠϯλʔϑΣΠεʣ ΞϓϦɾϓϥοτϑΥʔϜ "*ΞϓϦ Ϗδωεɾ ϩδοΫ "*Ϟσϧ ϥΠϒϥϦ"1* "*ΞϓϦɾϓϥοτϑΥʔϜ ໰͍߹Θͤ ੜ੒݁Ռ ཤྺ σʔλ ࢖༻ྔ σʔλ "*ͷ࣮ݧ͸ΦʔϓϯιʔεͰ΋Մೳ ҰํɺاۀϨϕϧ΁ͷల։͸՝୊͕ଟ͍ 4BB4൛ͷXBUTPOYBJΛ࢖͑͹ɺ ΞϓϦ։ൃɺల։ɺӡ༻ʹूதͰ͖Δ

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ࢀߟEPDMJOH IUUQTHJUIVCDPN%44%EPDMJOH 1ZUIPOΛ࢖ͬͯɺΑ͘࢖ΘΕΔจॻͷ ϑΝΠϧΛ+40/ܗࣜɺ͋Δ͍͸ .BSLEPXOܗࣜʹม׵͢ΔϥΠϒϥϦʔ 1%' %0$9 1159 *NBHFT )5.-  "TDJJ%PD .BSLEPXO Πϯετʔϧํ๏ pip install docling from docling.document_converter import DocumentConverter # PDF path or URL source = "https://arxiv.org/pdf/2408.09869" converter = DocumentConverter() result = converter.convert(source) # output: "### Docling Technical Report[...]" print(result.document.export_to_markdown())

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3"(Λ࣮ߦ͢ΔͨΊͷجຊࣄ߲Λ஌Δ ςΩετϑΝΠϧͷ಺༰Λద੾ͳେ͖͞ͷจॻʹ෼ׂ͢Δํ๏Λ஌Δ จॻΛϕΫτϧɾσʔλϕʔεʹ௥Ճ͢Δํ๏ɺݕࡧ͢Δํ๏Λ஌Δ -BOH$IBJOͷ࢓૊ΈΛ࢖ͬͯɺ3"(Λ࣮ߦ͠ɺ݁ՌΛಘΔํ๏Λ஌Δ $BMMUPBDUJPO ϋϯζΦϯͰ࢖ͬͨςΩετϑΝΠϧʹ৽ͨͳ஌ࣝΛ௥Ճͯ͠ɺΞϓϦΛվ଄͢Δ %PDMJOHΛ࢖ͬͯɺΑ͘࢖͏จॻϑΝΠϧ͔ΒςΩετϑΝΠϧΛ࡞ΓɺϋϯζΦϯ Ͱ࢖ͬͨςΩετϑΝΠϧʹ஌ࣝΛ௥Ճ͢Δ ·ͱΊ

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ϫʔΫγϣοϓɺηογϣϯɺ͓Αͼࢿྉ͸ɺ*#.·ͨ͸ηογϣϯൃදऀʹΑͬͯ४උ͞ΕɺͦΕͧΕಠࣗͷݟղΛ൓өͨ͠΋ͷͰ͢ɻͦΕΒ͸৘ใ ఏڙͷ໨తͷΈͰఏڙ͞Ε͓ͯΓɺ͍͔ͳΔࢀՃऀʹରͯ͠΋๏཯త·ͨ͸ͦͷଞͷࢦಋ΍ॿݴΛҙਤͨ͠΋ͷͰ͸ͳ͘ɺ·ͨ*#.੡඼΍αʔϏε͕͓ ٬༷ʹద༻͋Δಛఆͷ๏ྩʹద߹͢Δ͜ͱΛอূ͢Δ΋ͷͰ΋͋Γ·ͤΜɻຊߨԋࢿྉʹؚ·Ε͍ͯΔ৘ใʹ͍ͭͯ͸ɺ׬શੑͱਖ਼֬ੑΛظ͢ΔΑ͏౒ Ί͓ͯΓ·͕͢ɺʮݱঢ়ͷ··ʯఏڙ͞Εɺ໌ࣔ·ͨ͸໧ࣔʹ͔͔ΘΒͣɺ঎ۀੑɺಛఆͷ໨త΁ͷద߹ੑɺඇ৵֐ੑΛؚΊɺ͍͔ͳΔอূ΋൐Θͳ͍ ΋ͷͱ͠·͢ɻຊߨԋࢿྉ·ͨ͸ͦͷଞͷࢿྉͷ࢖༻ʹΑͬͯɺ͋Δ͍͸ͦͷଞͷؔ࿈ʹΑͬͯɺ͍͔ͳΔଛ֐͕ੜͨ͡৔߹΋ɺ*#.͸੹೚ΛෛΘͳ͍ ΋ͷͱ͠·͢ɻ ຊߨԋࢿྉͰݴٴ͞ΕΔ*#.੡඼ɺϓϩάϥϜɺ·ͨ͸αʔϏε͸ɺ*#.͕ϏδωεΛߦ͍ͬͯΔ͢΂ͯͷࠃɾ஍ҬͰ͝ఏڙՄೳͳΘ͚ Ͱ͸͋Γ·ͤΜɻຊߨԋࢿྉͰݴٴ͞ΕΔকདྷͷల๬ʢ੡඼ϦϦʔε೔෇΍੡඼ػೳΛؚΉʣ͸ɺࢢ৔ػձ·ͨ͸ͦͷଞͷཁҼʹج͍ͮͯ*#.ಠࣗͷܾ ఆݖΛ΋͍ͬͯͭͰ΋มߋͰ͖Δ΋ͷͱ͠ɺকདྷͷ੡඼·ͨ͸ػೳ͕࢖༻ՄೳʹͳΔ͜ͱɺ΋͘͠͸ಛఆͷ݁ՌΛ֬໿͢Δ͜ͱΛҙਤ͢Δ΋ͷͰ͸͋Γ ·ͤΜɻຊߨԋࢿྉ͸ɺݴٴ͞ΕΔ *#.੡඼·ͨ͸αʔϏεʹద༻͋Δܖ໿৚݅Λมߋ͢Δ΋ͷͰ΋ɺ௥Ճͷද໌·ͨ͸อূΛҙਤ͢Δ΋ͷͰ΋͋Γ· ͤΜɻ ຊߨԋࢿྉʹؚ·Ε͍ͯΔ಺༰͸ɺࢀՃऀͷ׆ಈʹΑͬͯಛఆͷ݁Ռ͕ੜ͡Δͱड़΂Δɺ·ͨ͸҉ࣔ͢Δ͜ͱΛҙਤͨ͠΋ͷͰ΋ɺ·ͨͦͷΑ͏ͳ݁Ռ ΛੜΉ΋ͷͰ΋͋Γ·ͤΜɻ ύϑΥʔϚϯε͸ɺ؅ཧ͞Εͨ؀ڥʹ͓͍ͯඪ४తͳ*#.ϕϯνϚʔΫΛ࢖༻ͨ͠ଌఆͱ༧ଌʹج͍͍ͮͯ·͢ɻϢʔβʔ ͕ܦݧ͢Δ࣮ࡍͷεϧʔϓοτ΍ύϑΥʔϚϯε͸ɺϢʔβʔͷδϣϒɾετϦʔϜʹ͓͚ΔϚϧνϓϩάϥϛϯάͷྔɺೖग़ྗߏ੒ɺετϨʔδߏ੒ɺ ͓Αͼॲཧ͞ΕΔϫʔΫϩʔυͳͲͷߟྀࣄ߲ΛؚΉɺ਺ଟ͘ͷཁҼʹԠͯ͡มԽ͠·͢ɻ͕ͨͬͯ͠ɺݸʑͷϢʔβʔ͕͜͜Ͱड़΂ΒΕ͍ͯΔ΋ͷͱ ಉ༷ͷ݁ՌΛಘΒΕΔͱ֬໿͢Δ΋ͷͰ͸͋Γ·ͤΜɻهड़͞Ε͍ͯΔ͢΂ͯͷ͓٬༷ࣄྫ͸ɺͦΕΒͷ͓٬༷͕ͲͷΑ͏ʹ*#.੡඼Λ࢖༻͔ͨ͠ɺ· ͨͦΕΒͷ͓٬༷͕ୡ੒ͨ݁͠Ռͷ࣮ྫͱͯࣔ͠͞Εͨ΋ͷͰ͢ɻ࣮ࡍͷ؀ڥίετ͓ΑͼύϑΥʔϚϯεಛੑ͸ɺ͓٬༷͝ͱʹҟͳΔ৔߹͕͋Γ·͢ɻ • *#.ɺ*#.ϩΰɺJCNDPNɺ%C *#.XBUTPOY *#.$MPVE͸ɺ ੈքͷଟ͘ͷࠃͰొ࿥͞Εͨ*OUFSOBUJPOBM#VTJOFTT.BDIJOFT$PSQPSBUJPOͷ঎ඪͰ͢ɻଞͷ੡඼ ໊͓ΑͼαʔϏε໊౳͸ɺͦΕͧΕ*#.·ͨ͸֤ࣾͷ঎ඪͰ͋Δ৔߹͕͋Γ·͢ɻݱ࣌఺Ͱͷ *#.ͷ঎ඪϦετʹ͍ͭͯ͸ɺXXXJCNDPNMFHBMDPQZUSBEFTIUNM Λ͝ཡ͍ͩ͘͞ɻ • %PDMJOH͸"QBDIFϥΠηϯεͰެ։͞Ε͍ͯΔΦʔϓϯιʔεͷϥΠϒϥϦʔͰ͢ɻ

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