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೔ຊΞΠɾϏʔɾΤϜגࣜձࣾ ςΫϊϩδʔࣄۀຊ෦ ΧελϚʔɾαΫηεࣄۀ෦ ϓϦϯγύϧɾϚωʔδϟʔ େ੢ জ "LJSB0OJTIJ!JCNDPN IUUQTMJOLFEJODPNJOPOJBL XBUTPOYBJ %PKP ܧଓతͳ"*ΞϓϦ։ൃͱల։

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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 ࠷খݶͷίʔυͰXBUTPOYʹ઀ଓ͠ɺ"*ਪ࿦͢Δํ๏Λࢼ͢ 4USFBNMJU΍'BTU"1*Λ࢖ͬͯɺஈ֊తʹΞϓϦΛ։ൃ͢Δํ๏Λࢼ͢ ΞϓϦΛల։͠ɺܧଓͯ͠վྑ͢Δํ๏Λ஌Δ ΰʔϧ 4USFBNMJUͱXBUTPOYͰ؆୯ͳνϟοτϘοτΛ࡞੒͢Δ 'BTU"1*Ͱ؆୯ͳ"1*αʔόʔΛ࡞੒͢Δ ࡞ͬͨ"*ΞϓϦΛখ͘͞ల։͢Δ͖͔͚ͬΛ࡞Δ ͜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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ϋϯζΦϯ؀ڥ֬ೝ νϟοτʹΑΔճ౴Λ͓ئ͍͠·͢ ࠲ֶฒͼʹϋϯζΦϯͷ಺༰%FNP ΋͠؀ڥ͕੔͍ͬͯͳ͍ํ͸ɺ४උΛ͠ͳ͕Β͝ཡ͍ͩ͘͞ ຊ೔ɺͲ͏ͯ͠΋؀ڥΛ੔͑ΒΕͳ͍ํ͸ɺ%FNPΛ͝ཡʹͳΓɺ ޙ೔ɺ͓ࢼ͍ͩ͘͠͞ օ͞Μࣗ਎ͰͷϋϯζΦϯ 5VOJOH4UVEJPͷମݧ *OTUSVDU-BC$-*ͷΠϯετʔϧͱૢ࡞ͷ֬ೝ ຊ೔ͷྲྀΕ

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%PKPͷ഑෍ࢿྉΛࢀߟʹɺ1ZUIPOͷ؀ڥΛ੔͍͑ͯͩ͘͞ ˞ݱ࣌఺Ͱ*OTUSVDU-BC͕1ZUIPOʹରԠ͍ͯ͠ͳ͍͜ͱ͕ཧ༝Ͱ͢ 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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XBUTPOYBJΛϓϥοτϑΥʔϜͱͯ͠׆༻ B XBUTPOY"1*Λར༻ͨ͠ΞϓϦΛ࡞Γɺల։͢Δ C XBUTPOYBJ3VOUJNFʹ8FCαʔϏεΛల։͢Δ "*ΞϓϦͱͯ͠࢖͍΍͘͢͢Δ D XBUTPOYʹ઀ଓ͢Δ8FCͷϑϩϯτΞϓϦΛ࡞Γɺల։͢Δ E XBUTPOYʹ઀ଓ͢Δ8FC"1*Λ࡞Γɺల։͢Δ "*ΞϓϦͷల։ํ๏Λ੔ཧ͢Δ

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• 3&45ʹΑΓXBUTPOY"1*Λར༻͢Δ • XBUTPOYαʔϏεΛ࢖͍΍ͨ͘͢͠ΫϥΠΞϯτɾϥΠϒϥϦʔΛ࢖͏ B XBUTPOY"1*Λར༻ͨ͠ΞϓϦΛ࡞Γɺల։͢Δ "*ΞϓϦ XBUTPOYαʔϏε 63- "*ΞϓϦ 3&45 3&45 IUUQTHJUIVCDPN*#.KBQBOUFDIOPMPHZUSFFNBJOXBUTPOYBJEPKP1SPNQU-BC XBUTPOY1ZUIPO ϥΠϒϥϦ "1* IUUQTHJUIVCDPN*#.KBQBOUFDIOPMPHZCMPCNBJOXBUTPOYBJEPKPSBHMDRBQZ "1*Ωʔ͔Βੜ੒ͨ͠ΞΫηετʔΫϯ 1SPKFDU*% Ϟσϧͷࢦఆ ύϥϝʔλͷࢦఆ ϓϩϯϓτจࣈྻ

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XBUTPOYBJ3VOUJNFʹσϓϩΠͨ͠αʔϏεʹΞΫηε͢Δ • 3&45αʔϏεʹ௚઀ΞΫηε͢Δ • XBUTPOYαʔϏεΛ࢖͍΍ͨ͘͢͠ΫϥΠΞϯτɾϥΠϒϥϦʔΛ࢖͏ C XBUTPOYBJ3VOUJNFʹ8FCαʔϏεΛల։͢Δ "*ΞϓϦ σϓϩΠͨ͠αʔϏε 3&45 IUUQTHJUIVCDPN*#.KBQBOUFDIOPMPHZUSFFNBJOXBUTPOYBJEPKPJOWPLFXFCBQJ "*ΞϓϦ XBUTPOY1ZUIPO ϥΠϒϥϦ 3&45 "1*Ωʔ͔Βੜ੒ͨ͠ΞΫηετʔΫϯ 1SPKFDU*% 4QBDF*% %FQMPZNFOU*% αʔϏε΁ͷೖྗʢจࣈྻͳͲʣ

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"*ΞϓϦʹ8FC6*Λ௥Ճ͢Δ D XBUTPOYʹ઀ଓ͢Δ8FCͷϑϩϯτΛ࡞Γɺల։͢Δ XBUTPOY"* "*ΞϓϦ XBUTPOY1ZUIPO ϥΠϒϥϦ 3&45 8FC6* ϒϥ΢β

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"*ΞϓϦʹ8FC"1*Λ௥Ճ͢Δ D XBUTPOYʹ઀ଓ͢Δ8FC"1*Λ࡞Γɺల։͢Δ XBUTPOY"* "*ΞϓϦ XBUTPOY1ZUIPO ϥΠϒϥϦ 3&45 8FC"1* ΫϥΠΞϯτ ΞϓϦ

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

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from ibm_watsonx_ai import APIClient from ibm_watsonx_ai import Credentials from ibm_watsonx_ai.foundation_models import ModelInference credentials = Credentials( url = "https://jp-tok.ml.cloud.ibm.com", api_key = ”" ) client = APIClient(credentials) model = ModelInference( model_id="ibm/granite-3-8b-instruct", api_client=client, project_id=”<ϓϩδΣΫτID>", params = { "max_new_tokens": 500 } ) XBUTPOYBJݴޠϞσϧʹΑΔਪ࿦ॲཧͷ࠷খίʔυ prompt = ”C#Λ࢖ͬͯONNXϞσϧΛݺͼग़͢ίʔυΛ࡞੒͍ͯͩ͘͠͞ɻ" print(model.generate_text(prompt))

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ωοτϫʔΫܦ༝ͰΞϓϦʹΞΫηεͰ͖ΔΑ͏ʹ͢Δ ϢʔβʔɾΠϯλʔϑΣΠεΛ༻ҙͯ͠ɺϓϩϯϓτΛೖྗɺԠ౴͕දࣔ Ͱ͖ΔΑ͏ʹ͢Δ Ұൠతʹߟ͑Δͱɺ࣍ͷΑ͏ͳ஌͕ࣝඞཁ • 8FCαʔόʔ • )5.- $44 +BWB4DSJQU • ಈతͳ8FCΞϓϦ ·ͣ͸ɺ1ZUIPOͱ؆୯ͳωοτϫʔΫͷ஌ࣝͰͲ͏ʹ͔͢Δ ϒϥ΢βʔ͔ΒΞΫηεͰ͖Δ8FCΞϓϦͱͯ͠ల։͢Δ

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4USFBNMJU IUUQTTUSFBNMJUJP 1ZUIPOΛ࢖ͬͯɺૉૣ͘8FCΞϓϦΛ ࡞ΕΔΦʔϓϯιʔεͷϑϨʔϜϫʔΫ 1ZUIPOίʔυ͚ͩͰ࡞ΕΔͷͰɺ )5.- $44 +BWB4DSJQUͱ͍ͬͨ 8FCͷϑϩϯτΤϯυͷܦݧ͸ෆཁ ੜ੒"*ͱର࿩͢ΔνϟοτɾΞϓϦΛ ࡞Δͷʹ΋ศར

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6CVOUV·ͨ͸λʔϛφϧ͔Β DEdXYBJ TPVSDFWFOWCJOBDUJWBUF QJQJOTUBMMTUSFBNMJU TUSFBNMJUIFMMP ॳճͷΈFNBJMΞυϨεͷ ೖྗΛٻΊΒΕ·͕͢ɺೖྗ ͸೚ҙͰ͢ɻ 4USFBNMJUΛࢼͯ͠ΈΑ͏

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·ͣ͸4USFBNMJUͰ&DIPػೳΛ࡞ͬͯΈΔ IUUQTEPDTTUSFBNMJUJPEFWFMPQUVUPSJBMTMMNTCVJMEDPOWFSTBUJPOBMBQQTCVJMEBCPUUIBUNJSSPSTZPVSJOQVU ೖྗ ग़ྗ

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4USFBNMJUͱXBUTPOYਪ࿦Λ૊Έ߹ΘͤΔ ϓϩϯϓτͷೖྗ ݁Ռͷग़ྗ ϚʔΫμ΢ϯܗࣜ΁ͷରԠ

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/HJOYΛϦόʔεɾϓϩΩγͱͯ͠ɺ"*ΞϓϦʹ઀ଓ ϒϥ΢β 4USFBNMJUΞϓϦͷల։ྫ ϦόʔεɾϓϩΩγ OHJOY NZEPNBJOBQQ "*ΞϓϦ BQQ QSPYZ@QBTT TUSFBNMJUSVOBQQQZTFSWFSBEESFTTTFSWFSQPSUTFSWFSCBTF6SM1BUIBQQTFSWFSFOBCMF$034GBMTF # /etc/nginx/conf.d/default.conf location /app1/ { proxy_pass http://127.0.0.1:8501/app1/; proxy_redirect http:// https://; proxy_http_version 1.1; proxy_set_header X-Forwarded-For $proxy_add_x_forwarded_for; proxy_set_header Host $host; proxy_set_header Upgrade $http_upgrade; proxy_set_header Connection "upgrade"; } /HJOYͱ"*ΞϓϦ͕ಉ͡ίϯϐϡʔλʔ্ʹ͋Δ৔߹ IUUQTEPDTTUSFBNMJUJPLOPXMFEHFCBTFEFQMPZSFNPUFTUBSU

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ίϯςφԽͯ͠ɺ3FE)BU0QFO4IJGU্Ͱ࣮ߦ ϒϥ΢β 4USFBNMJUΞϓϦͷల։ྫ ϧʔτ BQQNZEPNBJO αʔϏε BQQ 3FE)BU0QFO4IJGU$POUBJOFS1MBUGPSN αʔϏεϙʔτ 1PE "*ΞϓϦຊମ ϙʔτ 1PEϙʔτ

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'BTU"1*ͷΠϯετʔϧQJQJOTUBMMGBTUBQJ 'BTU"1*Λ࢖ͬͨ"1*αʔόʔͷ࡞੒ IUUQTGBTUBQJUJBOHPMPDPNKB ։ൃ؀ڥͰͷ࣮ߦྫ VWJDPSOTJNQMFBQJBQQSFMPBE TJNQMFBQJQZ಺ͷBQQΛ࣮ߦ ίʔυ͸࣍ϖʔδ "1*ݺͼग़͠ྫ IUUQQSPNQU R$&"0//9& "&&"#&&#$& #&#"&&#&#$& &&#%$&&& "&'&"&&&

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from ibm_watsonx_ai import APIClient from ibm_watsonx_ai import Credentials from ibm_watsonx_ai.foundation_models import ModelInference import time import logging API_KEY="" PROJECT_ID="" credentials = Credentials( url = "https://jp-tok.ml.cloud.ibm.com", api_key = API_KEY ) logger = logging.getLogger('uvicorn') def connect_watsonx(): start = time.perf_counter() cli = APIClient(credentials) end = time.perf_counter() logger.info("watsonx΁ͷ௨৴ཱ֬:"+str(end-start)) return cli TJNQMFBQJQZ def load_model(): start = time.perf_counter() m = ModelInference( model_id="ibm/granite-3-8b-instruct", api_client=connect_watsonx(), project_id=PROJECT_ID, params = { "max_new_tokens": 600 } ) end = time.perf_counter() logger.info("LLMͷઃఆ׬ྃ:"+str(end-start)) return m from fastapi import FastAPI app = FastAPI() model = load_model() @app.get("/prompt/") def read_item(q: str = None): start = time.perf_counter() generated_string = model.generate_text(q) end = time.perf_counter() logger.info("ਪ࿦࣌ؒ:"+str(end-start)) return {"generated_text": generated_string}

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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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"*ΞϓϦͷల։ʹ͍ͭͯ 4USFBNMJUମݧ 'BTU"1*ମݧ $BMMUPBDUJPO 4USFBNMJUΛ࢖ͬͯɺಠࣗͷ"*νϟοτϘοτΛ࡞ͬͯΈΔ 'BTU"1*Λ࢖ͬͯɺಠࣗͷ"*"1*αʔόʔΛ࡞ͬͯΈΔ ·ͱΊ

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