170526_LeapMindイベント_三室

2017/05/26（金） 19:00〜
[LeapMind主催]FPGAを用いたディープラーニングのハードウェアアクセラレーションの前半partの資料です。

Transcript

1. )JHI
   -FWFM
   &NCFEEFE
   %FFQ-FBSOJOH
   -JCSBSZ -FBQ.JOEגࣜձࣾ౦ژ౎ौ୩۠ौ୩
   ౔԰Ϗϧ'5FM
   ˜
   
   -FBQ
   .JOE
   *OD
   "MM
   SJHIUT
   SFTFSWFE
2. ˜
   
   -FBQ
   .JOE
   *OD
   "MM
   SJHIUT
   SFTFSWFE ࡾࣨ
   ༎و
   
   :VLJ
   .JNVSP ʻܦྺʼ
   Ұڮେֶ঎ֶ෦ܦӦֶՊଔۀޙɺ೥݄ʹ૊৫ ਓࣄίϯαϧςΟϯάϑΝʔϜʹ৽ଔͰೖࣾ͠ɺ
   தখϕϯνϟʔاۀͷ
   ίϯαϧςΟϯάͱ౤ࢿΛ୲౰͢Δɻ
   -&"1.*/%Ͱ͸
   ࣄۀ։ൃɺ࠾༻ɺ૊৫։ൃɺ޿ใΛ୲౰͢Δɻ
   ࣗݾ঺հ
3. LEAPMINDʹ͍ͭͯ
4. ˜
   
   -FBQ
   .JOE
   *OD
   "MM
   SJHIUT
   SFTFSWFE ձ໊ࣾ LeapMindגࣜձࣾ ઃཱ 2012೥12݄25೔ ࢿຊۚ 206,984,639ԁ ୅ද দా૯Ұ ओཁגओ ҏ౻஧ςΫϊϩδʔϕϯνϟʔζɺVisionnaire Ventures(ถ)ɺArchetype* Ventures(೔) ैۀһ਺ 35ਓ ॴࡏ஍ ౦ژ౎ौ୩۠ौ୩3-15-3ɹ౔԰Ϗϧ3F ࣄۀ಺༰ σΟʔϓϥʔχϯάʹؔΘΔγεςϜߏங͓Αͼࢧԉ ձࣾ֓ཁ
5. ˜
   
   -FBQ
   .JOE
   *OD
   "MM
   SJHIUT
   SFTFSWFE -FBQ.JOEͷԊֵ ౦ژ౎໨ࠇ۠ʹͯ
   -FBQ.JOEגࣜձࣾ૑ۀ ೥݄ ೥݄ ,%%*ແݶϥϘʹͯ/FX
   -JGFTUZMF৆ Λड৆ ೥݄ "SDIFUZQF
   7FOUVSFT
   *ODΑΓ
   ສԁͷ$#ͰͷࢿۚௐୡΛ
   ͓͜ͳ͍·ͨ͠ ೥݄ ςϨϏ౦ژͷʮϫʔϧυϏδωεα ςϥΠτʯʹͯ঺հ͞Ε·ͨ͠ ೥݄ γϦʔζ"ϥ΢ϯυͰ૯ֹԯ ສԁͷୈࡾऀׂ౰૿ࢿΛൃද ೥݄ ʰ'PSCFT
   +BQBOʱ
   ೥݄߸ͷ ʮੈք͕஫໨ʂظ଴ͷελʔτΞο ϓ೔ຊͷࣾʯʹબग़͞Ε·ͨ͠ ೥݄ גࣜձࣾ/55σʔλͱ5XJUUFSࣾͷ
   શྔσʔλղੳʹ͓͍ͯۀ຿ఏܞ
   ͍ͨ͠·ͨ͠
6. ˜
   
   -FBQ
   .JOE
   *OD
   "MM
   SJHIUT
   SFTFSWFE νʔϜ
7. ˜
   
   -FBQ
   .JOE
   *OD
   "MM
   SJHIUT
   SFTFSWFE ૊৫తಛ௃ ਓ Χࠃ  ΠϯλʔϯγοϓΛ
   ؚΊͨਓһ ΤϯδχΞ΍ݚڀऀ
   ͷൺ཰ ग़਎ࠃ਺
8. ˜
   
   -FBQ
   .JOE
   *OD
   "MM
   SJHIUT
   SFTFSWFE %FFQ
   -FBSOJOHͱ͸ɾɾɾ
9. ˜
   
   -FBQ
   .JOE
   *OD
   "MM
   SJHIUT
   SFTFSWFE %FFQ
   -FBSOJOHͱ͸ɾɾɾ
   ը૾΍Ի੠ ݴޠͳͲͷෳࡶͳ৘ใΛղੳͰ͖Δٕज़
10. ˜
    
    -FBQ
    .JOE
    *OD
    "MM
    SJHIUT
    SFTFSWFE -&"1.*/%
    #"$,
    (306/% ʮΠϯλʔωοτʯͱಉ͘͡Β͍ॏཁͳੈلΛ୅ද͢Δٕज़ʮσΟʔϓϥʔχϯάʯ
    ͜ͷٕज़Λ͋ΒΏΔϞϊʹద༻͢Δ
    %P5 %FFQ-FBSOJOH
    PG
    5IJOHT ΛՃ଎ͤ͞·͢
11. ˜
    
    -FBQ
    .JOE
    *OD
    "MM
    SJHIUT
    SFTFSWFE -FBQ.JOEͷಛ௃ ϋʔυ΢ΣΞݚڀ লిྗߴޮ཰Λ໨ࢦͨ͠ ճ࿏ઃܭ χϡʔϥϧωοτϫʔΫΛճ࿏ଆͰ෺ ཧతʹ༻ҙ͢Δ͜ͱͰখ͍͞νοϓͰ ΋σΟʔϓϥʔχϯάͷܭࢉ͕ग़དྷΔ ಠࣗΞʔΩςΫνϟΛݚڀ ιϑτ΢ΣΞݚڀ σΟʔϓϥʔχϯάͷϞσϧ ਫ਼౓ͷ޲্ܭࢉྔѹॖ Ϟσϧࣗମͷਫ਼౓޲্ͱಉ࣌ʹɺܭࢉ ྔΛѹॖ͠খ͞ͳܭࢉ؀ڥͰ΋σΟʔ ϓϥʔχϯάͷҖྗΛ࠷େݶൃشͤ͞ ΔಠࣗΞϧΰϦζϜͷݚڀ
12. LEAPMINDʹ͓͚ΔϏδωε։ൃ
13. ˜
    
    -FBQ
    .JOE
    *OD
    "MM
    SJHIUT
    SFTFSWFE ಠٕࣗज़Λ࣠ʹ
    ػց͕࣮ੈքೝࣝ Ұൠৄࡉ෺ମೝࣝ ࣮ੈքͷ෺ମʹରͯ͠ɺػց͕
    ͦΕ͕Կ͔ೝࣝ͢Δ͜ͱ͕Ͱ͖Δ Α͏ʹͳΓ·͢ ෺ମݕग़ ೋ஋Խχϡʔϥϧωοτ ڧԽֶश ࣌ܥྻσʔλղੳ Ϟσϧѹॖ ಠࣗͷίάχςΟϒٕज़ ͋Δγʔϯͷத͔ΒɺԿ͕Ͳ͜ʹ ͋Δͷ͔Λػց͕೺Ѳ͢Δ͜ͱ͕ Ͱ͖ΔΑ͏ʹͳΓ·͢ ܭࢉΛѹॖ͠ܭࢉࣜΛܰྔԽ͠ɺ ඇৗʹখ͞ͳϝϞϦফඅͰσΟʔ ϓϥʔχϯάΛಈ͔͠·͢ χϡʔϥϧωοτϫʔΫΛͱ ͷΈͰදݱ͠௚͠ɺߴ଎Խͱলϝ ϞϦԽΛ࣮ݱ͠·͢ ࣌ؒ࣠Λߟྀͨ͠χϡʔϥϧωο τͰߴਫ਼౓ͷ෼ੳΛߦ͍·͢ ػց͕ঢ়گΛཧղ͠ͳ͕Βɺ࠷ద ͳղ౴ΛࣗΒݟ͚͍ͭͯ͘͜ͱ͕ Ͱ͖ΔΑ͏ʹͳΓ·͢
14. ˜
    
    -FBQ
    .JOE
    *OD
    "MM
    SJHIUT
    SFTFSWFE 03 K 03 KF ())( 03 a G 1 2 K S ))( P -&"1.*/%ͷࣄۀྖҬ
15. ˜
    
    -FBQ
    .JOE
    *OD
    "MM
    SJHIUT
    SFTFSWFE 03 K 03 KF ())( 03 a G 1 2 K S ))( P -&"1.*/%ͷࣄۀྖҬ
16. ˜
    
    -FBQ
    .JOE
    *OD
    "MM
    SJHIUT
    SFTFSWFE ιϦϡʔγϣϯ׆༻ࣄྫ *OEVTUSZ $POTVN FS 8FC ɾࣗಈӡసϓϩδΣΫτ
    ɾנ᛽ఫڈϩϘοτ
    ɾൃిॴҟৗݕ஌
    ɾ৯඼ҟ෺ݕ஌
    ɾυϩʔϯΛ࢖ͬͨݐ෺఺ݕ ɾ"*Ոి
    ɾ"*ϗʔϜ
    ɾ৯ࣄ؅ཧఏҊ
    ɾ೶ۀ ɾ4/4ͷτϨϯυղੳ
    ɾߪങσʔλղੳ
    ɾҩྍσʔλղੳ
17. ˜
    
    -FBQ.JOE
    *OD
    "MM
    SJHIUT
    SFTFSWFE ا ը ࢧ ԉ اը ݕ౼ ϓ Ϩ Ϧ α ồ ν ཁ ݅ ఆ ٛ Ϧαʔν ઃܭɾ࣮૷ ֶशɾνϡʔχϯά ಋೖ ӡ༻ ཁ݅ఆٛ Ϧ α ồ ν ֶ श σ ồ λ ࡞ ੒ Ϟ σ ϧ ઃ ܭ Ϟ σ ϧ ࣮ ૷ Ϟ σ ϧ ֶ श Ϟ σ ϧ ݕ ূ ύ ϥ ϝ ồ λ ồ ν ϡ ồ χ ϯ ά ಋ ೖ ࢧ ԉ ӡ ༻ ࢧ ԉ Ϟ σ ϧ ͷ ࠶ ֶ श ݕূ༻ΠϯλϑΣʔε࡞੒ ӡ༻ઃܭɾӡ༻ϚχϡΞϧ࡞੒ %FFQ
    -FBSOJOH
    γεςϜ։ൃͷྲྀΕ
18. ˜
    
    -FBQ.JOE
    *OD
    "MM
    SJHIUT
    SFTFSWFE 45&1͝ͱʹߦ͏͜ͱ ಺༰ Ϧαʔν Ϟσϧߏங ݕূγεςϜӡ༻ ໨త ࣮ݱ͢ΔͨΊͷΞϓϩʔνΛ໛ࡧ ֩ͱͳΔ//ϞσϧΛߏங ࣮γεςϜӡ༻Ͱ͖Δମ੍Λߏங ϝϯόʔ 3FTFBSDIFS %FFQ
    -FBSOJOH
    &OHJOFFS
    3FTFBSDIFS %FFQ
    -FBSOJOH
    &OHJOFFS
    8FC
    &OHJOFFS ํ๏ ࿦จͳͲ͔Βద੾ͳΞϓϩʔνΛ
    ୳͠ग़͠ɺTBNQMF
    DPEFΛॻ͍ͯ
    ؆୯ͳ࣮ݧΛߦ͍ɺQSJPSJUZΛܾΊΔ ˙؀ڥ
    1ZUIPO
    9
    PS
    9
    
    
    EFQFOET
    PO
    QSPKFDU
    
    $
    TUBOEBSE
    FH
    
    5FOTPS
    qPX
    WFS
    
    ֶश͸෺ཧαʔόʔͱ"84 "[VSF
    ίʔυ؅ཧ͸(JU)VC ˙؀ڥ
    ɾόοΫΤϯυ
    ݴޠɿ1ZUIPOɺQIQͳͲ
    '8ɿqBTLɺMBSBWFMɺ$BLF1)1ͳͲ
    ɾϑϩϯτΤϯυ
    ݴޠɿ/PEF
    +4
    3FBDU
    +4
    )5.-
    $44
    04ɿ։ൃ࣌͸ࣗ༝ɺσϓϩΠઌ͸-JOVY
    %#ɿ.Z42-
19. ࣮ݱ͍ͨ͜͠ͱ
20. ˜
    
    -FBQ
    .JOE
    *OD
    "MM
    SJHIUT
    SFTFSWFE 03 K 03 KF ())( 03 a G 1 2 K S ))( P -&"1.*/%ͷࣄۀྖҬ
21. ˜
    
    -FBQ
    .JOE
    *OD
    "MM
    SJHIUT
    SFTFSWFE Labeled data ML algorithm Input data Trained network prediction Training Prediction Training is usually off-line Needs a lot of time and power Usually requires big GPU. (some new ASIC chips are expected soon) Has to be on-line Time and power constraint Usually less computation than training. Currently GPU based. FPGA use expected in the future cloud edge %FFQ
    -FBSOJOH
    PO
    FEHF
22. ˜
    
    -FBQ
    .JOE
    *OD
    "MM
    SJHIUT
    SFTFSWFE ෺ཧతʹܭࢉ؀ڥΛ༻ҙ Ϋϥ΢υʹܭࢉ؀ڥΛ༻ҙ ΤοδͰܭࢉ͢Δୈ̏ͷ৽ࢢ৔Λ։୓͢Δ %FFQ
    -FBSOJOH
    PO
    FEHFͷૂ͍
23. ˜
    
    -FBQ
    .JOE
    *OD
    "MM
    SJHIUT
    SFTFSWFE σΟʔϓϥʔχϯάͷ౷߹؀ڥΛͭ͘Δ ݱࡏͷσΟʔϓϥʔχϯάΛ͸ɺΞϓϦέʔγϣϯʢ໨తʣͱΠϯλʔϑΣʔεɺσΟʔϓ ϥʔχϯάͷϞσϧ͕શͯόϥόϥʹͳ͓ͬͯΓɺͦͷͨΊσʔλ΋όϥόϥʹͳ͍ͬͯΔ
    ༷ʑͳγεςϜʹσΟʔϓϥʔχϯά͕࢖͑Δ౷߹؀ڥΛ࡞Δ͜ͱͰීٴΛ໨ࢦ͠·͢
24. ˜
    
    -FBQ.JOE
    *OD
    "MM
    SJHIUT
    SFTFSWFE ։ൃ؀ڥܥ౷ਤ ౷߹؀ڥ
    ϓϥοτϑΥʔϜ %BUB %BUB %BUB 'SBNFXPSL %BUB ਺ֶతʹਖ਼͍͠ܗ
    ͰܭࢉํࣜΛখ͞ ͘͢ΔϥΠϒϥϦ NJOJ
    TFHOFU ౷߹؀ڥ
    ϓϥοτϑΥʔϜ νοϓʹ
    χϡʔϥϧωοτ
    Λߏங͢Δ NJOJ
    $// NJOJ
    3$// NJOJ
    "MFYOFU NJOJ
    7((OFU NJOJ
    3FTOFU Ոి༻
    νοϓ ޻৔༻
    νοϓ ࣗಈं༻
    νοϓ υϩʔϯ༻
    νοϓ ϩϘοτ༻
    νοϓ 4PGU
    -BZFS )BSE
    -BZFS
25. ˜
    
    -FBQ
    .JOE
    *OD
    "MM
    SJHIUT
    SFTFSWFE νοϓͷϥΠηϯεఏڙ
26. ˜
    
    -FBQ.JOE
    *OD
    "MM
    SJHIUT
    SFTFSWFE ϙέοτ"*ࢼ࡞ػ ༷ʑͳΠϯλʔϑΣΠεͷ֎෇͚ܭࢉػʹͳΔ
27. ˜
    
    -FBQ
    .JOE
    *OD
    "MM
    SJHIUT
    SFTFSWFE UP
    $޲͚ʹ΋ϓϥοτϑΥʔϜΛ։์ ༷ʑͳΞϓϦέʔγϣϯʹ઀ଓ͠ɺωοτϫʔΫϞσϧ͔Βνοϓͷճ࿏·Ͱ
    ΦϯϥΠϯܦ༝ͰμΠφϛοΫʹॻ͖׵͑Δ͜ͱͰ൚༻ੑΛ࣋ͨͤΔ͜ͱ͕Մೳʹ
28. ˜
    
    -FBQ
    .JOE
    *OD
    "MM
    SJHIUT
    SFTFSWFE %FFQ
    -FBSOJOH͕޿·Δϓϩηε *O
    
    *#.
     1$ $IJQ 4PGU  *O
    
    -.
    #MBDLTUBS *OUFSGBDF $IJQ 4PGU  ΞϓϦέʔγϣϯɾϋʔυ΢ΣΞɾσΟʔϓϥʔχϯά
    શͯͷύʔπ͕όϥόϥͳͷͰɺ౷߹ͨ͠αʔϏε͕ඞཁʹͳΔ
29. ࡏ੶͍ͯ͠ΔΤϯδχΞ
30. ˜
    
    -FBQ
    .JOE
    *OD
    "MM
    SJHIUT
    SFTFSWFE ࢓ࣄ಺༰ ɾΫϥΠΞϯτ͔Βड͚ͨ%FFQ-FBSOJOHʹؔ͢Δ։ൃҊ݅ͷऔ૊Έ
    ɾ%FFQ-FBSOJOH .BDIJOF
    -FBSOJOH΍$PNQVUFS
    7*TJPO ؔ܎ͷϥ ΠϒϥϦɾϑϨʔϜϫʔΫͷௐࠪɺ࣮૷ɺվྑ
    ඞਢεΩϧ ɾ1ZUIPOɺ$ ͷߴ͍ϓϩάϥϛϯάεΩϧ
    ɾߦྻ΍ภඍ෼ͷ਺ֶత஌ࣝ ׻ܴεΩϧ ɾ৘ใ޻ֶܥͷֶҐͷอ༗
    ɾ"OESPJEJ04΍ɺ3BTQCFSSZ
    1JͳͲ૊ΈࠐΈػث΁ͷϓϩάϥϜ ࣮૷ͷܦݧ ٻΊΔਓ෺૾ ɾϓϩάϥϛϯά͢Δ͜ͱʹ೤தͰ͖Δ
    ɾࣗ෼ࣗ਎ͷϓϩάϥϛϯάྗ޲্ͨΊʹɺϑΟʔυόοΫΛड͚ೖ ΕΔ͜ͱ͕Ͱ͖Δ
    ɾ࠷ઌ୺ͷٕज़ʹର͢ΔڧΈڵຯ͕͋Δʢ୳ڀ৺ʣ
    ɾ੒Ռ૑ग़ʹ޲͚ͯɺνʔϜͱͯ͠ઓ͏͜ͱʹތΓΛ͍࣋ͬͯΔ
    ɾৗʹ৽͍͠खஈʹ໨Λ͚ͭɺ࣮ݧݕূ͢Δ͜ͱ͕Ͱ͖Δ ։ൃ؀ڥ $B⒎F΍5FOTPS'MPXΛओʹ࢖༻
    ίʔυن໿ʹ৐ͬऔ͍ͬͯΕ͹ΤσΟλͳͲ͸ࣗ༝ %FFQ
    -FBSOJOH
    ΤϯδχΞ
31. ˜
    
    -FBQ
    .JOE
    *OD
    "MM
    SJHIUT
    SFTFSWFE 8FC
    όοΫΤϯυΤϯδχΞ ࢓ࣄ಺༰ ɾࣗࣾαʔϏεϓϩμΫτͷ։ൃ
    
    ɾ৽نٕज़ͷௐ͓ࠪΑͼݚڀ։ൃͱͦͷڞ༗
    ɾαʔϏεʹ߹Θͤͯɺ্ཱ͔͛Βӡ༻·Ͱશͯͷ؀ڥ΍ίʔυΛߏங ඞਢεΩϧ ɾ8FCΞϓϦέʔγϣϯͷ։ൃɾӡ༻ܦݧ
    
    ɾ-JOVY6OJYʹؔ͢Δ஌ࣝɾܦݧ
    
    ɾ1ZUIPO 1)1ͳͲͷϓϩάϥϛϯάܦݧ ׻ܴεΩϧ ɾΞϧΰϦζϜʹؔ͢Δ஌ࣝ
    ɾϑϨʔϜϫʔΫʹؔ͢Δ஌ࣝɾܦݧ
    ɾσʔλϕʔεʹؔ͢Δ஌ࣝɾܦݧ ٻΊΔਓ෺૾ ɾ৽ͨͳαʔϏεʹର͢Δٕज़બఆ͕Ͱ͖Δ
    ɾଞऀΛר͖ࠐΈͳ͕Β࢓ࣄΛߦ͏͜ͱ͕Ͱ͖Δ
    ɾ࠷ઌ୺ͷٕज़ʹର͢ΔڧΈڵຯ͕͋Δʢ୳ڀ৺ʣ
    ɾ৽ͨͳٕज़ΛࣗΒ࣮ݧɾݕূ͠ɺࣗࣾαʔϏεʹ׆͔͢ྗ͕͋Δ
    ɾૉ௚Ͱ৽ֶ͘͠Ϳ͜ͱΛԀΘͳ͍
32. ˜
    
    -FBQ
    .JOE
    *OD
    "MM
    SJHIUT
    SFTFSWFE 8FC
    ϑϩϯτΤϯυΤϯδχΞ ࢓ࣄ಺༰ ɾ
    σβΠϯɺاը͔ΒͷཁٻʹԠͨ͡)5.-$44+BWB4DSJQUQIQʹΑΔ΢Σ ϒϑϩϯτΤϯυͷ࣮૷
    
    ɾ
    ϞοΫΞοϓ΍ϓϩτλΠϓͷ࡞੒ͱ࣮ূ
    
    ɾ
    69Λߟྀͨ͠6*ͷఏҊ͓Αͼઃܭ
    
    ɾ
    ৽نٕज़ͷௐ͓ࠪΑͼݚڀ։ൃͱͦͷڞ༗
    
    ɾ
    ύϑΥʔϚϯεվળ΍඼࣭ҡ࣋ͷͨΊͷࢪࡦ࣮ࢪ
    
    ɾ
    6*ίϯϙʔωϯτ΍ϥΠϒϥϦͷ੍࡞ ඞਢεΩϧ ɾ
    )5.-$44+BWB4DSJQU΁ͷઐ໳తͳਂ͍஌ࣝ
    
    ɾ
    1$΍εϚʔτϑΥϯͷ΢ΣϒΞϓϦέʔγϣϯͷ։ൃܦݧ
    
    ɾ
    ΞΫηγϏϦςΟɾϢʔβϏϦςΟʹؔ͢Δ஌ࣝ
    ׻ܴεΩϧ ɾ
    $44ϓϦϓϩηοαʹؔ͢Δ஌ࣝ
    ɾ
    J04ɺ"OESPJE
    ͳͲͷ
    ωΠςΟϒΞϓϦέʔγϣϯͷ։ൃܦݧ
    
    ɾ
    1ZUIPO ɺ+BWBͳͲͷαʔόʔαΠυݴޠͰͷ։ൃܦݧ ٻΊΔਓ෺૾ ɾ৽ͨͳαʔϏεʹର͢Δٕज़બఆ͕Ͱ͖Δ
    ɾ69Λߟ্͑ͨͰXFCσβΠϯΛ࡞੒Ͱ͖Δ
    ɾ࠷ઌ୺ͷٕज़ʹର͢ΔڧΈڵຯ͕͋Δʢ୳ڀ৺ʣ
    ɾ৽ͨͳٕज़ΛࣗΒ࣮ݧɾݕূ͠ɺࣗࣾαʔϏεʹ׆͔͢ྗ͕͋Δ
    ɾૉ௚Ͱ৽ֶ͘͠Ϳ͜ͱΛԀΘͳ͍
33. ˜
    
    -FBQ
    .JOE
    *OD
    "MM
    SJHIUT
    SFTFSWFE ݚڀऀϦαʔνϟʔ ࢓ࣄ಺༰ ɾ௕ظతͳࢹ఺Ͱɺٕज़ͷϩʔυϚοϓΛͱΒ͑ɺݚڀΛߦ͍ࣗࣾಠ ࣗͷٕज़ΛੜΈग़͢
    ɾੜΈग़ͨ͠ಠࣗͷٕज़ΛɺࠃࡍతͳֶձͳͲͰൃද͠ɺٕज़Λੈ ͷதʹؐݩ͢Δ ඞਢεΩϧ ɾػցֶशҨ఻తΞϧΰϦζϜίϯϐϡʔλʔϏδϣϯ౳ͷ෼໺Ͱ म࢜ Ϛελʔ Ҏ্ͷֶҐΛ༗͍ͯ͠Δ͜ͱ
    ׻ܴεΩϧ ɾࠃࡍֶձ΁ͷ࿦จܝࡌ࣮੷
    
    ɾຽؒݚڀػؔ౳Ͱͷ࣮຿ܦݧ ٻΊΔਓ෺૾ ɾ৽͍ٕ͠ज़Λ௥ٻ͢Δ͜ͱ͕ͱ͜ͱΜ޷͖
    ɾ࿦จΛग़͢ͳͲɺੈͷதʹର͢ΔΠϯύΫτΛॏࢹ͢Δ
    ɾࣗ෼ࣗ਎ͱͯ͠ͷݚڀςʔϚΛ͍࣋ͬͯΔ
    ɾ৽͍ٕ͠ज़ʹର͢ΔΞϯςφ͕Ӷཱ͍ͬͯ͘Δ
    ɾ࠷େ੒ՌΛग़ͨ͢Ίʹɺ஌ࣝͷڞ༗ΛνʔϜͰߦ͏͜ͱ͕Ͱ͖Δ ։ൃ؀ڥ $B⒎F΍5FOTPS'MPXΛओʹ࢖༻
    ίʔυن໿ʹ৐ͬऔ͍ͬͯΕ͹ΤσΟλͳͲ͸ࣗ༝
34. ˜
    
    -FBQ
    .JOE
    *OD
    "MM
    SJHIUT
    SFTFSWFE '1("ΤϯδχΞ ࢓ࣄ಺༰ ɾ%FFQ-FBSOJOH ਂ૚ֶश Λߴ଎͔ͭলిྗͰఏڙ͢Δج൫ͷઃܭ ฐࣾϓϩμΫτ
    #MBDL
    4UBS ඞਢεΩϧ ɾߴҐ߹੒ )-4 ʹؔ͢Δઐ໳తͳ஌ࣝ
    ɾ%FFQ-FBSOJOHʹؔ͢Δجૅతͳ஌ࣝ
    ɾ7FSJMPH
    )%-·ͨ͸7)%-ΛؚΉ35-։ൃͷ஌ࣝ
    ׻ܴεΩϧ ɾ-JOVYͷ஌ࣝ
    ɾ$ݴޠͷϓϩάϥϛϯάεΩϧ
    
    ɾ૊ΈࠐΈϚΠίϯपลճ࿏ઃܭͷ஌ࣝ
    ɾϚΠίϯɺ'1(" $1-% Λ࢖ͬͨࣗ࡞ϋʔυ΢ΣΞͷ੡࡞ܦݧ
    ٻΊΔਓ෺૾ ɾੈքతͳτϨϯυΛৗʹଊ͑ͭͭɺࣗࣾʹ࠷దͳٕज़ΛಋೖͰ͖Δ
    ɾ'1("ʹݶΒͣɺϋʔυ΢ΣΞશൠʹର͢Δ஌ࣝΛ͍࣋ͬͯΔ
    ɾϋʔυ͚ͩͰ͸ͳ͘ɺιϑτʹؔ͢Δ஌ࣝ΋͍࣋ͬͯΔ
    ɾଞ෦໳ͱͷ࿈ܞͷͨΊʹɺԁ׈ͳίϛϡχέʔγϣϯΛऔΔ ։ൃ؀ڥ ɾ7JWBEP  ɺ7JWBEP
    )-4 
    ɾ%FHJMFOUࣾͷ;ZCPɺ5SFO[ࣾͷϘʔυ
35. ˜
    
    -FBQ
    .JOE
    *OD
    "MM
    SJHIUT
    SFTFSWFE