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ʲ48&45&44ڞಉاըηογϣϯʳ
 ૊ࠐΈʹ࢖͏ϓϩάϥϛϯάݴޠʹ͍ͭͯޠΖ͏ʂ &MJYJS ΤϦΫαʔ ฤ ๺۝भࢢཱେֶɹࢁ࡚ਐ 1 ˜4VTVNV:BNB[BLJ

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ࣗݾ঺հ w ๺۝भࢢཱେֶࠃࡍ؀ڥ޻ֶ෦
 ।ڭत w New!φοδࣾձ࣮૷ݚڀηϯλʔ
 ηϯλʔ௕ w New!ֶੜɾब৬ࢧԉ୲౰ w 1FSTPOBM7JTJPO$P$SFBUPS w ,,4)J'5 w &MJYJSਪ͠GVLVPLBFY)BTUFHB ;&". w ٕज़૬ஊɼڞಉݚڀґཔɼਐ࿏૬ஊɼ
 ద৬਍அͳͲɼਵ࣌ड෇·͢ ˜4VTVNV:BNB[BLJ

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͓͜ͱΘΓ w ࢲ͸ϓϩάϥϛϯάݴޠॲཧܥͷݚڀɾ։ൃऀͰ͢ w ͳͷͰɼࠓճ͸&MJYJSͰʮ࣮ࡍʹͰ͖͍ͯΔ͜ͱʯ
 ͚ͩͰͳ͘ʮ͜Ε͔Β࣮ݱͤ͞Δ͜ͱʯʹ͍ͭͯ΋
 ͓࿩͍ͨ͠͠ͱࢥ͍·͢ w ݫີʹ͸ϑΣΞͰ͸ͳ͍ͷ͸͍֮ࣗͯ͠·͢ w *`EMJLFUPTIPXOPUPOMZl8IBUJTSFBMJ[FE OPXzCVU BMTPl8IBUXFXJMMSFBMJ[Fz 3 ˜4VTVNV:BNB[BLJ

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എܠ৘ใྔരൃ 4 ˜4VTVNV:BNB[BLJ

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৘ใྔരൃ ೥ʹσʔλͷ૯ྔ͕θλόΠτ ೥ʹθλόΠτʹୡ͢ΔݟࠐΈ 5 ˜4VTVNV:BNB[BLJ

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৘ใྔരൃ ೥ʹຖ݄ΤΫαόΠτ૿Ճ ೥ʹຖ݄ΤΫαόΠτ૿ՃݟࠐΈ ৘ใͷ૿Ճྔ͕Ճ଎ 6 ˜4VTVNV:BNB[BLJ

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എܠ൒ಋମτϨϯυ 7 ˜4VTVNV:BNB[BLJ

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ܭࢉೳྗ͕௥͍͔ͭͳ͍ )FOOFTZ1BUUFSTPO
 ೥ʹ$16ΫϩοΫप೾਺͸಄ଧͪʹ 8 ˜4VTVNV:BNB[BLJ

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ͳͥΫϩοΫप೾਺Λ৳͹ͤͳ͍͔ʁ w ΫϩοΫप೾਺ͷ૿େ͸ফඅిྗͱൃ೤ྔͷ૿େΛট͘ w ిݯڙڅྔͱ೤఻ಋ཰͓Αͼྫྷ٫ೳྗ͕௥͍͔ͭͳ͍ w *UDBVTFTUPPNVDIFMFDUSJDBMQPXFSBOEIFBUFE w ʙ()[ఔ౓ͰৗԹͰ҆ఆಈ࡞͢ΔݶքΛܴ͍͑ͯΔ w ڝٕ༻ΦʔόʔΫϩοΫͰ͸ӷମ஠ૉ౳ʹਁ͚Δ౳ʹΑΓ ()[Ҏ্Ͱಈ࡞͍ͤͯ͞Δ w ௨ৗͷ1$΍αʔόʔͰ͸ৗԹՔಇͰ͖Δ͜ͱ͕ཁ݅ 9 ˜4VTVNV:BNB[BLJ

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͔ΘΓʹίΞ਺͕૿Ճ w ೥Ҏ߱ͷϓϩηοαͷਐԽ w ºΫϩοΫप೾਺ w ˓ίΞ਺ ˜4VTVNV:BNB[BLJ *OUFM$PSF
 &YUSFNF9 $MPDL ()[ PG$PSFT *OUFM$PSFJ
 9& $MPDL ()[ PG$PSFT

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ࠓޙͷ൒ಋମτϨϯυ w ϝϞϦͷߴ଎Խ͕ϓϩηοαͷߴ଎Խʹ௥͍͍͍ͭͯͳ͍
 1SPDFTTPSTQFFE.FNPSZ4QFFE w ίΞ਺͸ࠓޙ΋૿େ͠ଓ͚ͯɼ.*.%Ͱ਺ઍίΞ΋ݱ࣮ʹ
 /VNCFSPGDPSFTXJMMHSPXBOESFBDITPNFUIPVTBOET w ൒ಋମϓϩηεඍࡉԽ͸ݶքΛܴ͑ͭͭ͋Δ w ଞͷ֤छूੵٕज़ʹΑΓճ࿏ن໛͸౰෼૿େͷ༨஍͕͋Δ w ճ࿏௕͕ࠓ·ͰҎ্ʹ௕͘ͳΔ w ࠓ·ͰҎ্ʹϝϞϦΞΫηεͱޫ଎͕཯଎ʹͳΔ
 *HVFTTBMJNJUPGTQFFEXJMMCFNFNPSZBDDFTTBOEUIFTQFFEPGPGMJHIU w ڞ༗ϝϞϦিಥɼϑΥϯɾϊΠϚϯɾϘτϧωοΫ w ճ࿏શମͰΫϩοΫΛಉظͤ͞Δ͜ͱ͕ෆՄೳʹ w ڞ༗ܕΞʔΩςΫνϟΑΓ΋෼ࢄܕΞʔΩςΫνϟ༏Ґ
 $PNQVUFSBSDIJUFDUVSFXJMMCFSBUIFSEJTUSJCVUFEUIBOTIBSFE 11 ˜4VTVNV:BNB[BLJ

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,JMPDPSF w .*.%ํࣜίΞ DPSFT w ϝϞϦϞδϡʔϧ NFNPSZ NPEVMFT w ONϓϩηεϧʔϧ QSPDFTTSVMF w ࠷େ()[ 7 NBYJNVN w 7࣌()[N8
 Q+໋ྩ MPXFOFSHZ w *OUFMJ΍/7*%*"(16ͱൺ΂ɼ 7࣌εϧʔϓοτഒҎ্ɼ
 ΤωϧΪʔޮ཰ഒҎ্ ˜4VTVNV:BNB[BLJ B. Bohnenstiehl et al., "KiloCore: A 32-nm 1000-Processor Computational Array," in IEEE Journal of Solid-State Circuits, vol. 52, no. 4, pp. 891-902, April 2017.

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5IF$FSFCSBT8BGFS4DBMF&OHJOF 84& w ΢ΣϋʔαΠζͷνοϓ w ஹݸͷτϥϯδελ਺ w ล͕NN w (#ͷΦϯνοϓϝϞϦ POUJQNFNPSJFT w ສίΞ DPSFT w ফඅిྗL8 ˜4VTVNV:BNB[BLJ © 2019 Cerebras systems.

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എܠ ΑΓ
 ฒྻϓϩάϥϛϯά͕ඞཁ 8FOFFEQBSBMMFMQSPHSBNNJOH 14 ˜4VTVNV:BNB[BLJ

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Ͱ΋$ݴޠͰ
 ฒྻϓϩάϥϛϯάͬͯ
 େมͰ͢ΑͶʁ *U`TUPPEJ⒏DVMU 15 ˜4VTVNV:BNB[BLJ

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ͦ͜Ͱ&MJYJS 16 ˜4VTVNV:BNB[BLJ

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4IBSFE%BUB $PSF #1 $PSF2 3.14 ैདྷͷݴޠͷ໰୊఺ w ෳ਺ͷίΞͰσʔλΛڞ༗͠ ͍ͯΔͱԾఆ͢Δ ˜4VTVNV:BNB[BLJ

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4IBSFE%BUB $PSF #1 $PSF2 3.14 →1.5 ഁյతߋ৽͕ϘτϧωοΫ w ͋ΔίΞ͕ڞ༗σʔλΛ
 ഁյతߋ৽ͨ͠৔߹ w ଞͷίΞʹ௨஌ͯ͠
 ॲཧΛࢭΊΔඞཁ͕͋Δ w ଎౓௿Լʹͭͳ͕Δ w ίΞ਺͕૿͑Ε͹૿͑Δ΄Ͳ
 ਂࠁͳӨڹΛ΋ͨΒ͢ ˜4VTVNV:BNB[BLJ 6QEBUF /PUJGZ 4UPQ1SPDFTTJOH

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4IBSFE%BUB $PSF #1 $PSF2 3.14 &MJYJS͸શ͕ͯΠϛϡʔλϒϧͰ͋Δ w &MJYJSͰ͸σʔλͷഁյతߋ৽ ͕ൃੜ͢Δ͜ͱ͸ͳ͍ w ଞͷίΞͷॲཧΛࢭΊͳͯ͘ ྑ͍ w ίΞ਺͕૿͑ͯ΋ॲཧೳྗΛ ҡ࣋Ͱ͖Δ ‎ฒྻੑʹ༏ΕΔ ˜4VTVNV:BNB[BLJ %PO`U
 6QEBUF %PO`UOFFEUP
 TUPQQSPDFTTJOH

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ഁյతߋ৽͕ͳ͍ ˣ ϝϞϦഁյόά͕ੜ͡ͳ͍
 /PNFNPSZEFTUSVDUJPO
 CFDBVTFPGOPEFTUSVDUJWFVQEBUF 20 ˜4VTVNV:BNB[BLJ

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Πϛϡʔλϒϧͳͷʹ
 Ͳ͏ϓϩάϥϛϯά͢Δͷʁ
 )PXEPXFQSPHSBNJUXPVQEBUF 21 ˜4VTVNV:BNB[BLJ

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&MJYJSϓϩάϥϛϯά ͷؾ࣋ͪྑ͞ 22 ˜4VTVNV:BNB[BLJ

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˜4VTVNV:BNB[BLJ

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The Elixir Zen Style • Zen is the essential beauty.
 ષ͸ຊ࣭ඒͰ͋Δ • The essential of programming is data transformation
 ϓϩάϥϛϯάͷຊ࣭͸σʔλม׵Ͱ͋Δ • The Elixir Zen style is a programming style that pursues data-transformation-based programming.
 Elixir Zen ελΠϧ͸σʔλม׵ϓϩάϥϛϯάΛ௥ٻ͢ΔελΠϧͰ͋Δ list = 1..1_000_000 |> Enum.to_list list 
 |> Enum.map(&foo(&1))
 |> Enum.map(&bar(&1))

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&MJYJS;FOελΠϧ&OVNNBQʴύΠϓϥΠϯ ˜4VTVNV:BNB[BLJ @@ c&OVNNBQ .GPP 
 c&OVNNBQ .CBS 
 
 EFGNPEVMF.EP EFGGPP O EPO EFGCBS O EPO FOE w ӈͷίʔυྫ w ͔Β ·ͰͷϦετʹ w ֤ཁૉʹGPPΛద༻ Y w ֤ཁૉʹCBSΛద༻ w ͨ݁͠ՌΛಘΔ w ഁյతߋ৽ͳ͠Ͱ
 σʔλΛ্͔Βॱʹม׵͍ͯ͘͠
 ʮσʔλม׵ʯύϥμΠϜ
 %BUBUSBOTGPSNBUJPOQBSBEJHN w ֤ΠςϨʔγϣϯ͸ґଘؔ܎͕ͳ͍
 ˠ࠷େ ฒྻͰ࣮ߦͰ͖Δ
 *UDBOCFFYFDVUFEJO QBSBMMFMJTNT

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ଞʹΠϛϡʔλϒϧͷར఺͋Δʁ *TUIFSFPUIFSBEWBOUBHFTPG JNNVUBCMFOFTT 26 ˜4VTVNV:BNB[BLJ

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Πϛϡʔλϒϧͷར఺ w ಺෦తʹίϐʔΛ࡞ͬͯ΋໰୊ͳ͍ɹɹ/PQSPCMFNUPEVQMJDBUFPCKFDUT ‎ίΞؒͰഉଞ੍ޚΛऔΒͳ͍͍ͯ͘ɹ/POFFEUPTZODISPOJ[FUIFN w ॥؀ࢀরΛ໌ࣔతʹ࡞Εͳ͍ɹ/PDJSDVMBUFESFGFSFODFT ‎ΨʔϕδίϨΫγϣϯ ($ Λແ͘͠ɼϝϞϦ؅ཧΛ୯७Խߴ଎ԽͰ͖Δ
 ʮ͜Ε͔Β࣮ݱͤ͞Δ͜ͱʯ 
 8FXJMMCFBCMFUPSFBMJ[FTJNQMFF⒏DJFOUNFNPSZNBOBHFNFOUXP($ w 3VTUͰ͸ϛϡʔλϒϧͱࠞࡏ͍ͯ͠Δ
 ˠॴ༗ݖҠৡͷΑ͏ͳෳࡶͳϓϩάϥϛϯά͕ඞཁ w &MJYJSͰ͸͖ͬͱ΋ͬͱ୯७ԽͰ͖Δʂ
 ʮ͜Ε͔Β࣮ݱͤ͞Δ͜ͱʯ 
 .BZCFTJNQMFSUIBO3VTU 27 ˜4VTVNV:BNB[BLJ

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॥؀ࢀরͳ͠Ͱ
 Ͳ͏άϥϑߏ଄Λද͢ͷʁ
 )PXUPEFTDSJCFHSBQIEBUB TUSVDUVSFTXPDJSDVMBSSFGFSFODFT 28 ˜4VTVNV:BNB[BLJ

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A B D E F C G H &MJYJSͰάϥϑߏ଄Λද͢ํ๏ w &MJYJSͰάϥϑߏ଄͸NBQσʔλ ߏ଄Ͱද͢
 ϋογϡදɼ࿈૝഑ྻͷΑ͏ͳ جຊσʔλߏ଄ 
 *O&MJYJS HSBQIEBUB TUSVDUVSFTDBOCFEFTDSJCFE VTJOHNBQ w -*41ͷΑ͏ͳશͯDPOTηϧͰ ද͢Α͏ͳ୯७͞Λࣺͯͯɼ࣮ རΛͱΔํ਑
 *U`TCBTFEPONPSFQSBDUJDBM QPMJDZUIBO-*41 ˜4VTVNV:BNB[BLJ %{ a: #MapSet<[:b, :d]>, b: #MapSet<[:a, :c, :d]>, c: #MapSet<[:b, :e]>, d: #MapSet<[:a, :b, :e, :f, :g]>, e: #MapSet<[:c, :d, :f, :h]>, f: #MapSet<[:d, :e, :g]>, g: #MapSet<[:d, :f, :h]>, h: #MapSet<[:e, :g]> }

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όΠφϦͷѻ͍͸ʁ
 )PXUPEFTDSJCFCJOBSJFT 30 ˜4VTVNV:BNB[BLJ

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&MJYJS;FOελΠϧόΠφϦʴύλʔϯϚον w όΠφϦσίʔμΛ࡞Δ৔߹ w $16ΤϛϡϨʔλ w όΠτίʔυΠϯλϓϦλ w &-'όΠφϦͷμϯϓ w .*%*γʔέϯαͳͲ w ͋ΔϏοτྻʹ߹க͢Δ͔Ͳ͏͔Ͱ ৚݅෼ذ͢Δϓϩάϥϛϯά w &MJYJSͰ͸όΠφϦʴύλʔϯϚο νͰඒ͘͠ॻ͚Δʂ ˜4VTVNV:BNB[BLJ defmodule Midi do def decode(<<>>), do: [] def decode(<< 8::size(4), channel::bitstring-size(4), velocity::bitstring-size(8), rest::bitstring() >>) do [{:note_off, channel, velocity}] ++ decode(rest) end def decode(<< 9::size(4), channel::bitstring-size(4), velocity::bitstring-size(8), rest::bitstring() >>) do [{:note_on, channel, velocity}] ++ decode(rest) end … end

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*0ͷѻ͍͸ʁ
 )PXUPEFTDSJCF*0 32 ˜4VTVNV:BNB[BLJ

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&MJYJS;FOελΠϧσόΠευϥΠόϓϩηε w ैདྷͩͱ*0ૢ࡞ʹ͸ಉظɾഉଞ੍ޚ͕ඞཁ͕ͩ൥ࡶ w &MJYJSͰ͸͋ΔσόΠεͷ*0Λૢ࡞͢ΔϓϩηεΛͭʹू໿
 ݴΘ͹σόΠευϥΠό w ଞͷϓϩηε͔Β*0Λૢ࡞͍ͨ࣌͠ʹ͸ϓϩηεؒ௨৴ͰϝοηʔδΛૹΔ w ϝοηʔδ͸σόΠευϥΠόʹೖΔલʹ௚ྻԽ͞ΕΔͷͰɼσόΠευϥ ΠόͷதͰಉظɾഉଞ੍ޚΛ͠ͳ͍͍ͯ͘ʂ w ͜ͷ࢓૊ΈΛந৅Խͨ͠Ϟσϧ͕ΞΫλʔϞσϧ "DUPSNPEFM w ΞΫλʔϞσϧʹΑΓ*0ʹର͢Δഉଞ੍ޚΛେ෯ʹ؆ུԽͰ͖Δ
 5IFBDUPSNPEFMDBOTJNQMJGZTZODISPOJ[BUJPOPG*0 33 ˜4VTVNV:BNB[BLJ

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&MJYJSͰͷ*0ͷѻ͍ w ݱঢ়Ͱ͸*0Λ௚઀ૢ࡞͢ΔϓϩάϥϜ͸ɼ/*' /BUJWF* 'VODUJPO Ͱ֎෦$ݴޠϓϩάϥϜΛݺͼग़͢͜ͱͰ࣮ݱ
 $VSSFOUMZ QSPHSBNUPPQFSBUF*0TIPVMEEFTDSJCFEJO /*'T w &MJYJSʹΠϯϥΠϯΞηϯϒϦίʔυΛهड़Ͱ͖Δ࢓૊ΈΛݚڀத
 8F`SFSFTFBSDIJOHBOEEFWFMPQJOHOPXBNFDIBOJTNUPEFTDSJCF JOMJOFBTTFNCMZDPEFJO&MJYJS
 ʮ͜Ε͔Β࣮ݱͤ͞Δ͜ͱʯ w ͜ΕʹΑΓɼίϯύΠϥ͕কདྷඋ͑Δߴ౓ͳ࠷దԽͷԸܙΛड͚ΒΕΔ
 5IVT JUXJMMCFBCMFUPCFPQUJNJ[FEXFMM
 ʮ͜Ε͔Β࣮ݱͤ͞Δ͜ͱʯ 34 ˜4VTVNV:BNB[BLJ

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ϝϞϦอޢ͸ʁ
 )PXJTNFNPSZ QSPUFDUJPO 35 ˜4VTVNV:BNB[BLJ

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&MJYJSͷϝϞϦอޢ w &MJYJS͸ϓϩάϥϛϯάݴޠͷϨϕϧͰ࣮ݱ͞ΕͨΠϛϡʔλϒϧੑʹΑΓɼϝϞϦഁյΛى͜͞ͳ ͍Α͏ʹ͍ͯ͠Δ
 *NNVUBCMFJOUIFQSPHSBNNJOHMBOHVBHFMFWFM w ͨͩ͠ݱঢ়Ͱ͸ɼ͋͘·ͰϓϩάϥϛϯάݴޠϨϕϧͳͷͰɼ/*'Λ༻͍ΔͱϝϞϦഁյ͠Α͏ͱࢥ ͑͹Ͱ͖ͯ͠·͏
 )PXFWFS /*'TDBOWJPMBUFNFNPSZDPOTJTUFODZ OPX w ͦ͜ͰɼݚڀதͷΠϯϥΠϯΞηϯϒϦίʔυهड़ػߏͰ͸ɼܕݕࠪʹΑΓϝϞϦഁյ͠ͳ͍͜ͱ Λอূ͢Δ࢓૊ΈΛಋೖ͢Δ
 5IVT XF`SFSFTFBSDIJOHBOEEFWFMPQJOHUZQFDIFDLJOHJOUIFJOMJOFBTTFNCMZNFDIBOJTNUP QSPIJCJUTVDIBWJPMBUJPO
 ʮ͜Ε͔Β࣮ݱͤ͞Δ͜ͱʯ w ͞Βʹɼϓϩηοαͷ..6 ϝϞϦ؅ཧϢχοτ ΍.16 ϝϞϦอޢϢχοτ Λ༻͍ͯɼΠϛϡʔ λϒϧੑΛอূ͢Δ࢓૊ΈΛಋೖ͢Δ
 'VSUIFSNPSF XF`SFBMTPEPJOHTPUPFOTVSFJNNVUBCMFOFTTVTJOH..6PS.16JO$16
 ʮ͜Ε͔Β࣮ݱͤ͞Δ͜ͱʯ 36 ˜4VTVNV:BNB[BLJ

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ϦΞϧλΠϜੑͬͯ
 Ͳ͏ͳ͍ͬͯΔͷʁ
 )PXBCPVUSFBMUJNF 37 ˜4VTVNV:BNB[BLJ

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&MJYJSͷϦΞϧλΠϜੑ w ݱঢ়Ͱ͸ϛϦඵ୯ҐҎ্ͷιϑτϦΞϧλΠϜΛ࣮ݱͰ͖Δ͔Ͳ͏͔
 $VSSFOUMZ TPGUSFBMUJNFJONJMMJTFDPSEFSNBZCFBCMFUPSFBMJ[FE w ϓϩηεʹஈ֊ NBY IJHI OPSNBM MPX ͷ༏ઌॱҐΛఆٛͰ͖Δ
 ઈର༏ઌॱҐ NBY IJHI ͱ૬ର༏ઌॱҐ OPSNBM MPX ͷࠞࡏ
 Χʔωϧϓϩηεͷ༏ઌॱҐͱ͸ผ
 1SPDFTTFTDBOCFQSJPSJUJ[FE w ͔͠͠ɼϝοηʔδʹ͍ͭͯ͸༏ઌॱҐ͕͍͍ͭͯͳ͍ ͓ͦΒ͘༏ઌ౓ٯస໰୊͕ى͜Δ 
 )PXFWFS NFTTBHFTJTO`UQSJPSJUJ[FE w ϝοηʔδΛؚΊɼϚΠΫϩඵ୯ҐͰɼҰ෦ϋʔυϦΞϧλΠϜɼશମͱͯ͠ιϑτϦΞϧλΠϜΛ࣮ݱ͍ͨ͠
 8F`SFSFTFBSDIJOHBOEEFWFMPQJOHIBSEBOEPSTPGUSFBMUJNFJONJDSPTFDPSEFSJODMVEJOHNFTTBHFT
 ʮ͜Ε͔Β࣮ݱͤ͞Δ͜ͱʯ w ͦͷݚڀͰ&MJYJSϕʔεͷϦΞϧλΠϜΧʔωϧ΋ߏங͢Δ༧ఆ
 'VSUIFSNPSF XF`SFBMTPEPJOHTPUPCVJMESFBMUJNFLFSOFMJO&MJYJS
 ʮ͜Ε͔Β࣮ݱͤ͞Δ͜ͱʯ 38 ˜4VTVNV:BNB[BLJ

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Ͳͷఔ౓࣮ߦޮ཰ͱ҆શੑΛߟྀͨ͠ ίʔυΛੜ੒͢Δʁ
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·ͱΊ 43 ˜4VTVNV:BNB[BLJ

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