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EVGENIY
May 23, 2017
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今日からDL4J
JJUG CCC 2017 Spring m4
EVGENIY
May 23, 2017
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Transcript
ࠓ͔Β%-+ DDD@N &7(&/*: ∁ڮྑو !LJOLFEPVEJE
DDD@N ରऀ %FFQ-FBSOJOH%-+ʹڵຯ͕͋Δਓ
DDD@N ରऀ͡Όͳ͍ํʑ +BWBେ͖ʂʂʂ
DDD@N ରऀ͡Όͳ͍ํʑ +BWBେ͖ʂʂʂ
DDD@N ͢͜ͱ ࣗݾհ %FFQ-FBSOJOHʹ͍ͭͯ %-+ʹ͍ͭͯ %-+FYBNQMFͷհ
DDD@N ͞ͳ͍͜ͱ ֤ख๏ͷৄࡉͱࣜ
DDD@N ˞ॖখ൛Ͱ͢ FYBNQMFͷશΫϥε શ൛Ͱհ͠·͢ UXJUUFS!LJOLFEPVEJE
DDD@N ࣗݾհ &7(&/*: ∁ڮྑو ઍࡀՊֶٕज़େֶେֶӃ म࢜Ұ Πϯλʔϯγοϓͷ͓༠͍͓ͪͯ͠·͢ +BWB%Pװࣄ
DDD@N ࣗݾհ %PͰ͠ΐ͏5γϟπணͯ·͢
DDD@N %PͰ͠ΐ͏5γϟπͱ%FFQ-FBSOJOH ࣮͜ͷ5γϟπΛணͯ %FFQ-FBSOJOHͷΛ͢Δͷ
DDD@N 1Z$PO ڈͷ݄ IUUQTXXXZPVUVCFDPNXBUDI W0:WD#2
DDD@N 1Z$POͰؾ͍ͨ͜ͱ 5FOTPS'MPXӫ͑ͯΔͳʙ ͚Ͳɺ͜Ε͔Β%-+͕དྷΔ +BWBͰͰ͖ΔͳΒ+BWB͕͍͍ͳ
DDD@N 1Z$POͰؾ͍ͨ͜ͱ 1ZUIPOքͷਓ༏͍͠
DDD@N %FFQ-FBSOJOHͷπʔϧ 5FOTPS'MPX $IBJOFS $B⒎F %-+ ɾ ɾ ɾ
DDD@N %-+ͱ͍͏બ αϯϓϧ͕ຖि૿͑Δ (JUUFS׆ൃ +BWBͷ%-+Λ࠾༻
DDD@N Ճ͢Δ૿Ճ (JU)VC͕ॆ࣮͍ͯ͘͠
DDD@N ຊ %FFQ-FBSOJOHʹ͍ͭͯ
DDD@N %FFQ-FBSOJOHʹ͍ͭͯ ਓೳ ػցֶश χϡʔϥϧωοτϫʔΫ %FFQ-FBSOJOH
DDD@N χϡʔϥϧωοτϫʔΫʹ͍ͭͯ Λਅࣅͯ࡞ͬͨωοτϫʔΫ
DDD@N %FFQ-FBSOJOH͍ͭͯ ਂ͍χϡʔϥϧωοτϫʔΫ IUUQXXXJNBHFOFUPSHDIBMMFOHFT-473$TMJEFT(PPH-F/FUQQUY
DDD@N %FFQ-FBSOJOH͍ͭͯ χϡʔϥϧωοτϫʔΫ͜Ε·Ͱ ೋͷౙΛӽ͑ͯਐาͨ͠ YPSͷରࡦ ޡࠩٯൖ๏֬తޯ߱Լ๏ʹΑΔରࡦ
DDD@N %FFQ-FBSOJOH͍ͭͯ χϡʔϥϧωοτϫʔΫ͜Ε·Ͱ ೋͷౙΛӽ͑ͯਐาͨ͠ ඇઢܗͷରԠ աֶशͷରԠ
DDD@N %FFQ-FBSOJOH͍ͭͯ ଟྔͷܭࢉʹ͑ΔϚγϯͷొ ωοτϫʔΫͷதͷωοτϫʔΫ
DDD@N %FFQ-FBSOJOH͍ͭͯ ଟྔͷܭࢉʹ͑ΔϚγϯͷొ (16ʹΑΔܭࢉ
DDD@N %FFQ-FBSOJOH͍ͭͯ ڭࢣ͋Γֶश ਖ਼ղΛڭֶ͑ͯशͤ͞Δ ڭࢣͳֶ͠श ༩͑ͨσʔλͷΈͰֶशͤ͞Δ ωοτϫʔΫͷதͷωοτϫʔΫ
DDD@N %FFQ-FBSOJOH͍ͭͯ ڭࢣ͋Γֶश ਖ਼ղΛڭֶ͑ͯशͤ͞Δ ྫɿΞΠυϧͷإΛֶशͤͯ͞ผ͢Δ
DDD@N %FFQ-FBSOJOH͍ͭͯ ڭࢣͳֶ͠श ༩͑ͨσʔλͷΈͰֶशͤ͞Δ IUUQTUBUJDHPPHMFVTFSDPOUFOUDPNNFEJBSFTFBSDIHPPHMFDPNFOBSDIJWF VOTVQFSWJTFE@JDNMQEG
DDD@N %FFQ-FBSOJOHͷछྨ 3#. %#. "& 4"& 4%"& $// 3//
-45. ɾ ɾ ɾ
DDD@N %FFQ-FBSOJOHͷछྨ ੍͖ϘϧπϚϯϚγϯ 3FTUSJDUFE#PMU[NBO.BDIJOF ೖྗσʔλΛڭࢣ৴߸ͱͯ͠ѻ͏͜ͱΛՄೳʹͨ͠ 3#.ΛෳΈ߹Θͤͨ %FFQ#FMJFG/FUXPSL͕ ଟʹͯ͠ਫ਼͕མͪͳ͍ωοτϫʔΫʹͳͬͨ %FFQ-FBSOJOHͷੜͱݴΘΕ͍ͯΔ
DDD@N %FFQ-FBSOJOHͷੜ %FFQ-FBSOJOHʹΑͬͯಛྔͷநग़Λ खಈͰߦΘͣʹࡁΜͩ
DDD@N %FFQ-FBSOJOHͷੜ 4"& %#/ͷҰޙʹ"VUP&ODPEFS͕ੜ
DDD@N %FFQ-FBSOJOHͷੜ 4"& "&ΛΈ߹Θͤͨͷ͕4"& ϊΠζΛೖΕͨͷ͕%"& ϊΠζΛೖΕͯΈ߹Θͤͨͷ͕%4"&
DDD@N %FFQ-FBSOJOHͷԠ༻ $POWPMVUJPO/FVSBM/FUXPSL ͬͱ༗໊ IUUQZBOOMFDVODPNFYECQVCMJTQEGMFDVOBQEG
DDD@N %FFQ-FBSOJOHͷԠ༻ 3FDVSSFOU/FVSBM/FUXPSL ࣗવݴޠॲཧԻೝࣝ
DDD@N %FFQ-FBSOJOHͷԠ༻ 7"&ɺ%2/ɺɺɺ
DDD@N IUUQXXXBTJNPWJOTUJUVUFPSHOFVSBMOFUXPSL[PP χϡʔϥϧωοτϫʔΫҰཡ
DDD@N %FFQ-FBSOJOHͷϑϨʔϜϫʔΫ +BWBͰ།Ұͷ%FFQ-FBSOJOHϑϨʔϜϫʔΫʁ
DDD@N %--ʹ͍ͭͯ +BWBͱ4DBMB༻ͷ%FFQ-FBSOJOHϑϨʔϜϫʔΫ 4LZNJOE͕ࣾӡӦ
DDD@N %--ʹ͍ͭͯ ߦྻܭࢉΛͬͯ͘ΕΔ ༻͢Δ%FFQ-FBSOJOHख๏ͷ ͷछྨɾֶशճΛهड़͢Δ͚ͩͰྑ͍
DDD@N %--ʹ͍ͭͯ ઃఆ͢Δͷ ֶशճ ֶशൣғ ೖྗͷ ೖྗͷը૾αΠζ ग़ྗͷը૾αΠζ ɾ
ɾ ɾ
DDD@N %--ʹ͍ͭͯ ग़ྗ݁Ռ "DDVSBDZ 1SFDJTJPO 3FDBMM '4DPSF
DDD@N %--ʹ͍ͭͯ ਫ਼ʹ͍ͭͯ IUUQTEFFQMFBSOJOHKPSHHMPTTBSZ
DDD@N %--ʹ͍ͭͯ ਫ਼ʹ͍ͭͯ IUUQTEFFQMFBSOJOHKPSHHMPTTBSZ
DDD@N %--ʹ͍ͭͯ ਫ਼ʹ͍ͭͯ 1SFDJTJPOɿ߹ͬͯΔͱਪͨ͠͏ͪ߹͍ͬͯΔ 3FDBMMɿ͍ͨͬͯΔ '4DPSFɿ QSFDJTJPO SFDBMM
QSFDJTJPO SFDBMM
DDD@N EMKFYBNQMFʹ͍ͭͯ FYBNQMF ύοέʔδશΫϥε
DDD@N EMKFYBNQMFʹ͍ͭͯ ύοέʔδ DPOWPMVUJPOɿΈࠐΈ// EBUBFYBNQMFTɿσʔλ༻ํ๏ GFFEGPSXBSEɿॱܕ// NJTDɿͦͷଞ OMQɿࣗવݴޠॲཧ SFDVSSFOUɿ࠶ؼ
UJDUBDUPFɿϚϧόπήʔϜ USBOTGFSMFBSOJOHWHHɿసҠֶश 7((༻ VOTVQFSWJTFEɿ์ஔ VTFS*OUFSGBDFɿ6* VUJMJUJFTɿϢʔςΟϦςΟ
DDD@N ൃදฤͰҰ෦ͷઆ໌͚ͩͰ͢ ൃදฤʹ͍ͭͯ
DDD@N EMKFYBNQMFʹ͍ͭͯ DPOWPMVUJPOɿΈࠐΈ// $POWPMVUJPO/FVSBM/FUXPSL ΈࠐΈͱϓʔϦϯά͕ಛ IUUQTEFFQMFBSOJOHKPSHDPOWPMVUJPOBMOFUTIUNM
DDD@N $//ʹ͍ͭͯ ΈࠐΈ IUUQTEFFQMFBSOJOHKPSHDPOWPMVUJPOBMOFUTIUNM
DDD@N $//ʹ͍ͭͯ ϓʔϦϯά IUUQTEFFQMFBSOJOHKPSHDPOWPMVUJPOBMOFUTIUNM
DDD@N EMKFYBNQMFʹ͍ͭͯ DPOWPMVUJPOɿΈࠐΈχϡʔϥϧωοτϫʔΫ DPOWPMVUJPO ᵓᵣTFOUFODFDMBTTJpDBUJPO cᵋ$OO4FOUFODF$MBTTJpDBUJPO&YBNQMF KBWB ᵓ"OJNBMT$MBTTJpDBUJPOKBWB ᵋ-FOFU.OJTU&YBNQMFKBWB
DDD@N EMKFYBNQMFʹ͍ͭͯ $OO4FOUFODF$MBTTJpDBUJPO&YBNQMFKBWB (PPHMFͷχϡʔεΛྨ͢Δ&YBNQMF ˞ߴεϖοΫͳϚγϯ͔ ϚϧνεϨουԽ͠ͳ͍ͱಈ͖·ͤΜ
DDD@N EMKFYBNQMFʹ͍ͭͯ "OJNBMT$MBTTJpDBUJPOKBWB ΫϚɺΧϞɺγΧɺΧϝͷը૾Λֶशͯ͠ ༩͑ΒΕͨը૾Λྨ͚͢Δ ˞ਫ਼΄Ͳ
DDD@N EMKFYBNQMFʹ͍ͭͯ -FOFU.OJTU&YBNQMFKBWB -FOFUͱݺΕΔख๏Ͱखॻ͖จࣈΛֶशͯࣝ͠ผ͢Δ IUUQTEFFQMFBSOJOHKPSHNOJTUGPSCFHJOOFST
DDD@N EMKFYBNQMFʹ͍ͭͯ EBUBFYBNQMFTɿσʔλ༻ํ๏ #BTJD$47$MBTTJpFS $47&YBNQMF $47&YBNQMF&WBMVBUJPO.FUB%BUB $471MPUUFS *NBHF%SBXFS *NBHF1JQFMJOF&YBNQMF
.OJTU*NBHF1JQFMJOF&YBNQMF .OJTU*NBHF1JQFMJOF&YBNQMF"EE/FVSBM/FU .OJTU*NBHF1JQFMJOF&YBNQMF-PBE .OJTU*NBHF1JQFMJOF&YBNQMF4BWF .OJTU*NBHF1JQFMJOF-PBE$IPPTFS 1SFQSPDFTT/PSNBMJ[FS&YBNQMF
DDD@N EMKFYBNQMFʹ͍ͭͯ #BTJD$47$MBTTJpFS DTWϑΝΠϧΛֶशͯ͠ਓɺݘɺೣΛྨ͢Δ
DDD@N EMKFYBNQMFʹ͍ͭͯ $47&YBNQMF *SJTͷσʔληοτΛֶशͯ͠ྨ͢Δ
DDD@N EMKFYBNQMFʹ͍ͭͯ $47&YBNQMF&WBMVBUJPO.FUB%BUB $47&YBNQMFͱ΄΅ಉ͕ͩ͡ɺ ؒҧ͑ͨྨΛͨ͠σʔλͷৄࡉΛݟΒΕΔ
DDD@N EMKFYBNQMFʹ͍ͭͯ $47ϑΝΠϧΛಡΈࠐΜͰϓϩοτ͠ઢΛҾ͘ $471MPUUFS
DDD@N EMKFYBNQMFʹ͍ͭͯ *NBHF%SBXFS ը૾ΛಡΈࠐΈֶशͯ͠ඳ͘
DDD@N EMKFYBNQMFʹ͍ͭͯ GFFEGPSXBSEɿॱܕ// BOPNBMZEFUFDUJPO DMBTTJpDBUJPO NOJTU SFHSFTTJPO YPS
DDD@N EMKFYBNQMFʹ͍ͭͯ GFFEGPSXBSEɿॱܕ// BOPNBMZEFUFDUJPO ᵓ./*45"OPNBMZ&YBNQMF ᵋ7FB./*45"OPNBMZ
DDD@N EMKFYBNQMFʹ͍ͭͯ ./*45"OPNBMZ&YBNQMF ϓϨτϨʔχϯάͳ͠ͷγϯϓϧͳΦʔτΤϯίʔμʔΛ༻ ͨ͠./*45ͷҟৗݕग़͢Δ
DDD@N EMKFYBNQMFʹ͍ͭͯ 7FB./*45"OPNBMZ ܇࿅ࡁΈͷΦʔτΤϯίʔμΛ༻ͯ͠ҟৗݕग़
DDD@N EMKFYBNQMFʹ͍ͭͯ GFFEGPSXBSEɿॱܕ// DMBTTJpDBUJPO ᵓᵇEFUFDUHFOEFS cᵓ(FOEFS3FDPSE3FBEFS cᵓ1SFEJDU(FOEFS5FTU cᵋ1SFEJDU(FOEFS5SBJO ᵓ.-1$MBTTJpFS-JOFBS
ᵓ.-1$MBTTJpFS.PPO ᵓ.-1$MBTTJpFS4BUVSO ᵋ1MJU6OJU
DDD@N EMKFYBNQMFʹ͍ͭͯ .-1$MBTTJpFS-JOFBS ઢܗσʔλྨͷྫ
DDD@N EMKFYBNQMFʹ͍ͭͯ .-1$MBTTJpFS.PPO ݄σʔλྨͷྫ
DDD@N EMKFYBNQMFʹ͍ͭͯ .-1$MBTTJpFS4BUVSO σʔλྨͷྫ
DDD@N EMKFYBNQMFʹ͍ͭͯ 1MJU6OJU ϓϩοτ༻֤छϝιου͕͋ΔΫϥε
DDD@N EMKFYBNQMFʹ͍ͭͯ GFFEGPSXBSEɿॱܕ// NOJTU ᵓ.-1.OJTU4JOHMF-BZFS&YBNQMF ᵋ.-1.OJTU5XP-BZFS&YBNQMF
DDD@N EMKFYBNQMFʹ͍ͭͯ GFFEGPSXBSEɿॱܕ// YPS ᵋ9PS&YBNQMF
DDD@N EMKFYBNQMFʹ͍ͭͯ 9PS&YBNQMF σʔληοτΛखಈͰ࡞ֶ͠शͤ͞Δ YPSͷϧʔϧͰྨ͢Δ ίϝϯτ͕ଟ͍
DDD@N EMKFYBNQMFʹ͍ͭͯ DFOUFSMPTT ᵋ$FOUFS-PTT-FOFU.OJTU&YBNQMF NJTD
DDD@N EMKFYBNQMFʹ͍ͭͯ $FOUFS-PTT-FOFU.OJTU&YBNQMF l"%JTDSJNJOBUJWF'FBUVSF-FBSOJOH"QQSPBDI GPS%FFQ'BDF3FDPHOJUJPOzͰఏҊ͞Εͨத৺ଛࣦͱݺΕ ΔɺೖྗͷಛΛಉ࣌ʹֶशͦ͠ΕͧΕΛڑͱͯ͠දݱ͢Δ IUUQZEXFOHJUIVCJPQBQFST8FO&$$7QEG
DDD@N EMKFYBNQMFʹ͍ͭͯ FBMZTUPQQJOH ᵋ&BMZTUPQQJOH./*45 NJTD
DDD@N EMKFYBNQMFʹ͍ͭͯ &BMZTUPQQJOH./*45 ૣظఀࢭΛ࣮ԋ͢Δ ˞Θ͟ͱΤϥʔΛى͜͢˞
DDD@N EMKFYBNQMFʹ͍ͭͯ SFDVSSFOUɿ࠶ؼ SFHSFTTJPO ᵓ.VMUJ5JNFTUFQ3FHSFTTJPO&YBNQMF ᵋ4JOHMF5JNFTUFQ3FHSFTTJPO&YBNQMF
DDD@N EMKFYBNQMFʹ͍ͭͯ .VMUJ5JNFTUFQ3FHSFTTJPO&YBNQMF -45.Λ༻ͨ͠ෳճͷεςοϓճؼΛࣔ͢
DDD@N EMKFYBNQMFʹ͍ͭͯ 4JOHMF5JNFTUFQ3FHSFTTJPO&YBNQMF -45.Λ༻ͨ͠୯ҰλΠϜεςοϓճؼΛࣔ͢
DDD@N EMKFYBNQMFʹ͍ͭͯ SFDVSSFOUɿ࠶ؼ TFRTFR ᵓ"EEJUJPOBM3// ᵓ$VTUPN4FRVFODF*UFSBUPS ᵋ4FR4FR1SF%JDUFS
DDD@N EMKFYBNQMFʹ͍ͭͯ "EEJUJPOBM3// $PNQVUBUJPO(SBQIܭࢉάϥϑͷྫ
DDD@N EMKFYBNQMFʹ͍ͭͯ 8PSE7FD4FOUJNFOU3// 8PSE7FDϞσϧͱ3//ΛΈ߹Θͤͯಈըʹ ؚ·ΕΔ୯ޠ͕ಈըʹ͕ؔ͋Δ͔Λग़ྗ͢Δ ˞ߴεϖοΫ1$Ͱͳ͍ͱಈ͔ͳ͍
DDD@N EMKFYBNQMFʹ͍ͭͯ USBOTGFSMFBSOJOHWHHɿసҠֶश DIBSBDUFS ᵓᵇEBUB)FMQFST cᵓ'FBUVSJ[FE1SF4BWF cᵓ'MPXFS%BUB4FU*UFSBUPS cᵋ'MPXFS%BUB4FU*UFSBUPS'FBUVSJ[FE ᵓ&EJU"U#PUUMFOFDL0UIFST'SP[FO
ᵓ&EJU-BTU-BZFS0UIFST'SP[FO ᵓ'JOF5VOF'SPN#MPDL'PVS ᵋ'JU'SPN'FBUVSJ[FE
DDD@N EMKFYBNQMFʹ͍ͭͯ 'FBUVSJ[FE1SF4BWF σʔληοτΛϑΟʔνϟϥΠζͯ͠อଘ͢Δ ˞ߴεϖοΫ1$Ͱͳ͍ͱಈ͔ͳ͍
DDD@N EMKFYBNQMFʹ͍ͭͯ 'MPXFS%BUB4FU*UFSBUPS σʔληοτΛࣗಈͰμϯϩʔυ͢Δ
DDD@N EMKFYBNQMFʹ͍ͭͯ 'MPXFS%BUB4FU*UFSBUPS'FBUVSJ[FE ϑΟʔνϟϥΠζσʔλ༻ΠςϨʔλ
DDD@N EMKFYBNQMFʹ͍ͭͯ &EJU"U#PUUMFOFDL0UIFST'SP[FO సҠֶश"1*Λ༻͍ͯ৽͍͠ϞσϧΛߏங͢Δ
DDD@N EMKFYBNQMFʹ͍ͭͯ &EJU-BTU-BZFS0UIFST'SP[FO సҠֶश"1*Λ༻͍ͯ৽͍͠ϞσϧΛߏங͢Δ ˞ߴεϖοΫ1$Ͱͳ͍ͱಈ͔ͳ͍
DDD@N EMKFYBNQMFʹ͍ͭͯ 'JOF5VOF'SPN#MPDL'PVS ˞ߴεϖοΫ1$Ͱͳ͍ͱಈ͔ͳ͍ ඍௐΛߦ͏
DDD@N EMKFYBNQMFʹ͍ͭͯ VOTVQFSWJTFEɿ์ஔ EFFQCFMJFG WBSJBUJPOBM
DDD@N EMKFYBNQMFʹ͍ͭͯ VOTVQFSWJTFEɿ์ஔ WBSJBUJPOBM ᵓᵇQMPU cᵋ1MPU6UJM ᵋ7BSJBUJPOBM"VUP&ODPEFS&YBNQMF
DDD@N EMKFYBNQMFʹ͍ͭͯ 1MPU6UJM 7BSJBUJPOBM"VUP&ODPEFSαϯϓϧͷϓϩοτํ๏
DDD@N EMKFYBNQMFʹ͍ͭͯ 7BSJBUJPOBM"VUP&ODPEFS&YBNQMF ΦʔτΤϯίʔμͰ./*45Λֶश͢Δ
DDD@N EMKFYBNQMFʹ͍ͭͯ VTFS*OUFSGBDFɿ6* VUJM "DUJWBUJPOT-JTUFOFS&YBNQMF (SBEJFOUT"OE1BSBNT-JTUFOFS&YBNQMF 3FNPUF6*&YBNQMF 6*&YBNQMF 6*4UPSBHF&YBNQMF
6*4UPSBHF&YBNQMF@+BWB
DDD@N EMKFYBNQMFʹ͍ͭͯ VTFS*OUFSGBDFɿ6* VUJM ᵓ"DUJWBUJPOT-JTUFOFS ᵓ"DUJWBUJPOT7JFXFS ᵓ%JTUSJCVUJPO&NQFSJDBM ᵓ(SBEJFOUT"OE1BSBNT-JTUFOFS ᵓ(SBEJFOUT"OE1BSBNT7JFXFS
ᵋ6*&YBNQMF6UJMT
DDD@N EMKFYBNQMFʹ͍ͭͯ "DUJWBUJPOT-JTUFOFS +BWB'9Λ༻ͯ͠ωοτϫʔΫΞΫςΟϕʔγϣϯΛ ࢹ֮Խ͢Δ
DDD@N EMKFYBNQMFʹ͍ͭͯ "DUJWBUJPOT-JTUFOFS&YBNQMF %FFQMFBSOJOHKͷτϨʔχϯά6*ΛωοτϫʔΫʹଓ͠ ΞΫςΟϕʔγϣϯΛදࣔ͢Δํ๏ͷྫ
DDD@N EMKFYBNQMFʹ͍ͭͯ (SBEJFOUT"OE1BSBNT-JTUFOFS&YBNQMF χϡʔϩϯͷαϯϓϧͷύϥϝʔλͱޯΛදࣔ͢Δํ๏ͷྫ
DDD@N EMKFYBNQMFʹ͍ͭͯ 3FNPUF6*&YBNQMF ผͷ+7.Ͱ6*Λϗετ͢Δํ๏Λࣔ͢
DDD@N EMKFYBNQMFʹ͍ͭͯ 6*&YBNQMF %FFQMFBSOJOHKͷτϨʔχϯά6*ΛωοτϫʔΫʹଓ͢Δ
DDD@N EMKFYBNQMFʹ͍ͭͯ 6*4UPSBHF&YBNQMF ϑΝΠϧʹωοτϫʔΫτϨʔχϯάσʔλΛ อଘ͢Δํ๏Λࣔ͢