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"MMSJHIUTSFTFSWFE
   

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2. ˜-FBQ.JOE *OD"MMSJHIUTSFTFSWFE
   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
   

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3. LEAPMINDʹ͍ͭͯ
   

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4. ˜-FBQ.JOE *OD"MMSJHIUTSFTFSWFE
   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
   

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5. ˜-FBQ.JOE *OD"MMSJHIUTSFTFSWFE
   -FBQ.JOEͷԊֵ
   ౦ژ౎໨ࠇ۠ʹͯ
   -FBQ.JOEגࣜձࣾ૑ۀ
   ೥݄
   ೥݄ ,%%*ແݶϥϘʹͯ/FX-JGFTUZMF৆
   Λड৆
   ೥݄
   "SDIFUZQF7FOUVSFT*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
   ͍ͨ͠·ͨ͠
   

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6. ˜-FBQ.JOE *OD"MMSJHIUTSFTFSWFE
   νʔϜ
   

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7. ˜-FBQ.JOE *OD"MMSJHIUTSFTFSWFE
   ૊৫తಛ௃
   ਓ Χࠃ
   
   ΠϯλʔϯγοϓΛ
   ؚΊͨਓһ
   ΤϯδχΞ΍ݚڀऀ
   ͷൺ཰
   ग़਎ࠃ਺
   

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8. ˜-FBQ.JOE *OD"MMSJHIUTSFTFSWFE
   %FFQ-FBSOJOHͱ͸ɾɾɾ
   

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9. ˜-FBQ.JOE *OD"MMSJHIUTSFTFSWFE
   %FFQ-FBSOJOHͱ͸ɾɾɾ
   ը૾΍Ի੠ ݴޠͳͲͷෳࡶͳ৘ใΛղੳͰ͖Δٕज़
   

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10. ˜-FBQ.JOE *OD"MMSJHIUTSFTFSWFE
    -&"1.*/%#"$,(306/%
    ʮΠϯλʔωοτʯͱಉ͘͡Β͍ॏཁͳੈلΛ୅ද͢Δٕज़ʮσΟʔϓϥʔχϯάʯ
    ͜ͷٕज़Λ͋ΒΏΔϞϊʹద༻͢Δ
    %P5 %FFQ-FBSOJOHPG5IJOHT
    ΛՃ଎ͤ͞·͢
    

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11. ˜-FBQ.JOE *OD"MMSJHIUTSFTFSWFE
    -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
    

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12. LEAPMINDʹ͓͚ΔϏδωε։ൃ
    

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13. ˜-FBQ.JOE *OD"MMSJHIUTSFTFSWFE
    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·͢
    

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14. ˜-FBQ.JOE *OD"MMSJHIUTSFTFSWFE
    03
    K 03
    KF ())(
    03
    a G
    1 2
    K S ))(
    P
    -&"1.*/%ͷࣄۀྖҬ
    

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15. ˜-FBQ.JOE *OD"MMSJHIUTSFTFSWFE
    03
    K 03
    KF ())(
    03
    a G
    1 2
    K S ))(
    P
    -&"1.*/%ͷࣄۀྖҬ
    

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16. ˜-FBQ.JOE *OD"MMSJHIUTSFTFSWFE
    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
    

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17. ˜-FBQ.JOE *OD"MMSJHIUTSFTFSWFE
    ا
    ը
    ࢧ
    ԉ
    اը
    ݕ౼
    ϓ
    Ϩ
    Ϧ
    α
    ồ
    ν
    ཁ
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    ఆ
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    Ϧαʔν
    ઃܭɾ࣮૷
    ֶशɾνϡʔχϯά
    ಋೖ ӡ༻
    ཁ݅ఆٛ
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    ࢧ
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    ݕূ༻ΠϯλϑΣʔε࡞੒
    ӡ༻ઃܭɾӡ༻ϚχϡΞϧ࡞੒
    %FFQ-FBSOJOHγεςϜ։ൃͷྲྀΕ
    

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18. ˜-FBQ.JOE *OD"MMSJHIUTSFTFSWFE
    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
    ୳͠ग़͠ɺTBNQMFDPEFΛॻ͍ͯ
    ؆୯ͳ࣮ݧΛߦ͍ɺQSJPSJUZΛܾΊΔ
    ˙؀ڥ
    1ZUIPO9PS9
    EFQFOETPOQSPKFDU
    
    $TUBOEBSE FH
    5FOTPSqPXWFS
    ֶश͸෺ཧαʔόʔͱ"84 "[VSF
    ίʔυ؅ཧ͸(JU)VC
    ˙؀ڥ
    ɾόοΫΤϯυ
    ݴޠɿ1ZUIPOɺQIQͳͲ
    '8ɿqBTLɺMBSBWFMɺ$BLF1)1ͳͲ
    ɾϑϩϯτΤϯυ
    ݴޠɿ/PEF+4 3FBDU+4 )5.- $44
    04ɿ։ൃ࣌͸ࣗ༝ɺσϓϩΠઌ͸-JOVY
    %#ɿ.Z42-
    

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19. ࣮ݱ͍ͨ͜͠ͱ
    

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20. ˜-FBQ.JOE *OD"MMSJHIUTSFTFSWFE
    03
    K 03
    KF ())(
    03
    a G
    1 2
    K S ))(
    P
    -&"1.*/%ͷࣄۀྖҬ
    

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21. ˜-FBQ.JOE *OD"MMSJHIUTSFTFSWFE
    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-FBSOJOHPOFEHF
    

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22. ˜-FBQ.JOE *OD"MMSJHIUTSFTFSWFE
    ෺ཧతʹܭࢉ؀ڥΛ༻ҙ Ϋϥ΢υʹܭࢉ؀ڥΛ༻ҙ
    ΤοδͰܭࢉ͢Δୈ̏ͷ৽ࢢ৔Λ։୓͢Δ
    %FFQ-FBSOJOHPOFEHFͷૂ͍
    

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23. ˜-FBQ.JOE *OD"MMSJHIUTSFTFSWFE
    σΟʔϓϥʔχϯάͷ౷߹؀ڥΛͭ͘Δ
    ݱࡏͷσΟʔϓϥʔχϯάΛ͸ɺΞϓϦέʔγϣϯʢ໨తʣͱΠϯλʔϑΣʔεɺσΟʔϓ
    ϥʔχϯάͷϞσϧ͕શͯόϥόϥʹͳ͓ͬͯΓɺͦͷͨΊσʔλ΋όϥόϥʹͳ͍ͬͯΔ
    ༷ʑͳγεςϜʹσΟʔϓϥʔχϯά͕࢖͑Δ౷߹؀ڥΛ࡞Δ͜ͱͰීٴΛ໨ࢦ͠·͢
    

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24. ˜-FBQ.JOE *OD"MMSJHIUTSFTFSWFE
    ։ൃ؀ڥܥ౷ਤ
    ౷߹؀ڥ
    ϓϥοτϑΥʔϜ
    %BUB
    %BUB
    %BUB
    'SBNFXPSL
    %BUB
    ਺ֶతʹਖ਼͍͠ܗ
    ͰܭࢉํࣜΛখ͞
    ͘͢ΔϥΠϒϥϦ
    NJOJ
    TFHOFU
    ౷߹؀ڥ
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    $//
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    νοϓ
    υϩʔϯ༻
    νοϓ
    ϩϘοτ༻
    νοϓ
    4PGU
    -BZFS
    )BSE
    -BZFS
    

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25. ˜-FBQ.JOE *OD"MMSJHIUTSFTFSWFE
    νοϓͷϥΠηϯεఏڙ
    

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26. ˜-FBQ.JOE *OD"MMSJHIUTSFTFSWFE
    ϙέοτ"*ࢼ࡞ػ
    ༷ʑͳΠϯλʔϑΣΠεͷ֎෇͚ܭࢉػʹͳΔ
    

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27. ˜-FBQ.JOE *OD"MMSJHIUTSFTFSWFE
    UP$޲͚ʹ΋ϓϥοτϑΥʔϜΛ։์
    ༷ʑͳΞϓϦέʔγϣϯʹ઀ଓ͠ɺωοτϫʔΫϞσϧ͔Βνοϓͷճ࿏·Ͱ
    ΦϯϥΠϯܦ༝ͰμΠφϛοΫʹॻ͖׵͑Δ͜ͱͰ൚༻ੑΛ࣋ͨͤΔ͜ͱ͕Մೳʹ
    

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28. ˜-FBQ.JOE *OD"MMSJHIUTSFTFSWFE
    %FFQ-FBSOJOH͕޿·Δϓϩηε
    *O
    *#.
    1$ $IJQ 4PGU
    
    
    *O
    -.#MBDLTUBS
    *OUFSGBDF $IJQ 4PGU
    
    
    ΞϓϦέʔγϣϯɾϋʔυ΢ΣΞɾσΟʔϓϥʔχϯά
    શͯͷύʔπ͕όϥόϥͳͷͰɺ౷߹ͨ͠αʔϏε͕ඞཁʹͳΔ
    

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29. ࡏ੶͍ͯ͠ΔΤϯδχΞ
    

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30. ˜-FBQ.JOE *OD"MMSJHIUTSFTFSWFE
    ࢓ࣄ಺༰
    ɾΫϥΠΞϯτ͔Βड͚ͨ%FFQ-FBSOJOHʹؔ͢Δ։ൃҊ݅ͷऔ૊Έ
    ɾ%FFQ-FBSOJOH .BDIJOF-FBSOJOH΍$PNQVUFS7*TJPO
    ؔ܎ͷϥ
    ΠϒϥϦɾϑϨʔϜϫʔΫͷௐࠪɺ࣮૷ɺվྑ
    ඞਢεΩϧ
    ɾ1ZUIPOɺ$ͷߴ͍ϓϩάϥϛϯάεΩϧ
    ɾߦྻ΍ภඍ෼ͷ਺ֶత஌ࣝ
    ׻ܴεΩϧ
    ɾ৘ใ޻ֶܥͷֶҐͷอ༗
    ɾ"OESPJEJ04΍ɺ3BTQCFSSZ1JͳͲ૊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-FBSOJOHΤϯδχΞ
    

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31. ˜-FBQ.JOE *OD"MMSJHIUTSFTFSWFE
    8FCόοΫΤϯυΤϯδχΞ
    ࢓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
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    ٻΊΔਓ෺૾
    ɾ৽ͨͳαʔϏεʹର͢Δٕज़બఆ͕Ͱ͖Δ
    ɾଞऀΛר͖ࠐΈͳ͕Β࢓ࣄΛߦ͏͜ͱ͕Ͱ͖Δ
    ɾ࠷ઌ୺ͷٕज़ʹର͢ΔڧΈڵຯ͕͋Δʢ୳ڀ৺ʣ
    ɾ৽ͨͳٕज़ΛࣗΒ࣮ݧɾݕূ͠ɺࣗࣾαʔϏεʹ׆͔͢ྗ͕͋Δ
    ɾૉ௚Ͱ৽ֶ͘͠Ϳ͜ͱΛԀΘͳ͍
    

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32. ˜-FBQ.JOE *OD"MMSJHIUTSFTFSWFE
    8FCϑϩϯτΤϯυΤϯδχΞ
    ࢓ࣄ಺༰
    ɾσβΠϯɺاը͔ΒͷཁٻʹԠͨ͡)5.-$44+BWB4DSJQUQIQʹΑΔ΢Σ
    ϒϑϩϯτΤϯυͷ࣮૷
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33. ˜-FBQ.JOE *OD"MMSJHIUTSFTFSWFE
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34. ˜-FBQ.JOE *OD"MMSJHIUTSFTFSWFE
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35. ˜-FBQ.JOE *OD"MMSJHIUTSFTFSWFE
    

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