Upgrade to Pro — share decks privately, control downloads, hide ads and more …
Sign up for free

8-bit Quantization of Transformer Model

Sponsored · Your Podcast. Everywhere. Effortlessly. Share. Educate. Inspire. Entertain. You do you. We'll handle the rest. →
Avatar for Scatter Lab Inc. Scatter Lab Inc.
April 29, 2020
Research
2.4k
0

8-bit Quantization of Transformer Model

Avatar for Scatter Lab Inc.

Scatter Lab Inc.

April 29, 2020

More Decks by Scatter Lab Inc.

See All by Scatter Lab Inc.
zeta introduction
Avatar for Scatter Lab Inc. scatterlab
0
2.1k
SimCLR: A Simple Framework for Contrastive Learning of Visual Representations
Avatar for Scatter Lab Inc. scatterlab
0
4.6k
Adversarial Filters of Dataset Biases
Avatar for Scatter Lab Inc. scatterlab
0
2.3k
Sparse, Dense, and Attentional Representations for Text Retrieval
Avatar for Scatter Lab Inc. scatterlab
0
2.4k
Weight Poisoning Attacks on Pre-trained Models
Avatar for Scatter Lab Inc. scatterlab
0
2.2k
Approximate Nearest Neighbor Negative Contrastive Learning for Dense Text Retrieval
Avatar for Scatter Lab Inc. scatterlab
0
2.6k
Beyond Accuracy: Behavioral Testing of NLP Models with CheckList
Avatar for Scatter Lab Inc. scatterlab
0
2.4k
Open-Retrieval Conversational Question Answering
Avatar for Scatter Lab Inc. scatterlab
0
2.4k
What Can Neural Networks Reason About?
Avatar for Scatter Lab Inc. scatterlab
0
2.3k

Other Decks in Research

See All in Research
横浜市長（山中氏）の言動にかかる第三者による調査報告書
Avatar for Sayaka Ishizuka y150saya
0
380
Research Engineerという仕事 / Research Engineering: Bridging Research and Business
Avatar for chck chck
1
350
論文紹介: Understanding Epistemic Language with a Language-augmented Bayesian Theory of Mind
Avatar for Hisao Katsumi hisaokatsumi
0
170
CVPR2026論文紹介_VLMにとって​良いvision encoderとは何か？​Rethinking Model Selection in VLM Through the Lens of Gromov-Wasserstein Distance​
Avatar for 小林優斗 kobayashi31
1
220
COMETAを用いたデータ民主化運動の歴史
Avatar for Kazuya Mori sazimai
0
250
[CV勉強会＠関東 CVPR2026] PSDesigner: Automated Graphic Design with a Human-Like Creative Workflow / kantocv 67th CVPR 2026
Avatar for Shunsuke KITADA shunk031
0
340
ros2-perf-multihost: Automated Coordination Framework for Objective Architecture Evaluation in Distributed Systems
Avatar for takasehideki takasehideki
0
110
Cross-Media Human-Information Interaction
Avatar for Beat Signer signer
PRO
0
240
JICA QUEST 共創×革新プログラム Impact Report（海ノ向こうコーヒー）
Avatar for 坂ノ途中 ontheslope
0
630
超効率化への挑戦：1bit LLMの現状と展望
Avatar for Yuma Ichikawa yumaichikawa
0
730
2026年版中小企業白書・小規模企業白書の概要
Avatar for Takashi Ozeki ozekinote
0
220
2026年 オープンキャンパス 研究室紹介
Avatar for Jun Kurihara junkurihara
0
210

Featured

See All Featured
Discover your Explorer Soul
Avatar for Emna emna__ayadi
2
1.3k
Claude Code のすすめ
Avatar for schroneko schroneko
67
230k
Darren the Foodie - Storyboard
Avatar for Kevinho.art khoart
PRO
4
3.9k
Java REST API Framework Comparison - PWX 2021
Avatar for Matt Raible mraible
34
9.7k
Prompt Engineering for Job Search
Avatar for Mfonobong Umondia mfonobong
0
450
Being A Developer After 40
Avatar for Adrian Kosmaczewski akosma
91
590k
SEO Brein meetup: CTRL+C is not how to scale international SEO
Avatar for Linda Hogenes lindahogenes
2
2.9k
[SF Ruby Conf 2025] Rails X
Avatar for Vladimir Dementyev palkan
3
1.4k
How to build a perfect <img>
Avatar for Jono Alderson jonoalderson
1
6k
The Spectacular Lies of Maps
Avatar for Per Axbom axbom
PRO
1
1k
Intergalactic Javascript Robots from Outer Space
Avatar for Vicent Martí tanoku
273
27k
JavaScript: Past, Present, and Future - NDC Porto 2020
Avatar for David Neal reverentgeek
52
6.1k

Transcript

  1. #JU2VBOUJ[BUJPOPG5SBOTGPSNFS.PEFM ੿਌੤ .BDIJOF-FBSOJOH4PGUXBSF&OHJOFFS 1JOHQPOH

  2. ݾର ݾର  &GGJDJFOU#JU2VBOUJ[BUJPOPG5SBOTGPSNFS/FVSBM.BDIJOF-BOHVBHF5SBOTMBUJPO.PEFM  "CTUSBDU  *OUSPEVDUJPO  .FUIPE

     3FTVMU

  3. &GGJDJFOU#JU2VBOUJ[BUJPOPG5SBOTGPSNFS /FVSBM.BDIJOF-BOHVBHF5SBOTMBUJPO.PEFM &GGJDJFOU#JU2VBOUJ[BUJPOPG5SBOTGPSNFS/FVSBM.BDIJOF-BOHVBHF5SBOTMBUJPO.PEFM

  4. "CTUSBDU &GGJDJFOU#JU2VBOUJ[BUJPOPG5SBOTGPSNFS/FVSBM.BDIJOF-BOHVBHF5SBOTMBUJPO.PEFM • *$.- *OUFM • ߓ੄ࣘب UISPVHIQVUೱ࢚ਸ঳ਵݶࢲ੿ب੄#-&6TDPSFBDDVSBDZ݅ڄয૗ • *OUFMDQVী୭੸ച

    • 5FOTPS'MPX • '1*OU 4

  5. *OUSPEVDUJPO &GGJDJFOU#JU2VBOUJ[BUJPOPG5SBOTGPSNFS/FVSBM.BDIJOF-BOHVBHF5SBOTMBUJPO.PEFM • ୭न੄*OUFM$16ٜ਷WFDUPSJ[FEOFVSBMOFUXPSLJOTUSVDUJPO 7//* ٜਸನೣ • ѐ੄CJUܳ'." 'VTFE.VMUJQMZBOE"EE 0QFSBUJPOਸجܻחѪਸ$ZDMF۽ࣻ೯

    • .BJO$POUSJCVUJPO • '1*/5RVBOUJ[BUJPOਸ޷݅੄405"#-&64DPSFೞۅ݅ਵ۽੉ܖযն • 1FSGPSNBODF0QUJNJ[BUJPO • .BU.VM • 2VBOUJ[FE.BU.VM(SBQI0QUJNJ[BUJPO • *OQVU1JQFMJOF0QUJNJ[BUJPO • 1BSBMMFM&YFDVUJPO 5

  6. .PEFM%FTDSJQUJPO &GGJDJFOU#JU2VBOUJ[BUJPOPG5SBOTGPSNFS/FVSBM.BDIJOF-BOHVBHF5SBOTMBUJPO.PEFM • ೨ब'1*/5۽QSFDJTJPOਸ൞ࢤೞ؊ۄب୽࠙൤ࢿמ੉ੜաৢஹನք౟ܳ2VBOUJ[F • 4PGUNBY -BZFS/PSNBMJ[BUJPOҗэ਷҃਋ח*/5۽աఋղӝী൨ٚч੉݆ই
 ֫਷BDD൞ࢤ੉৘࢚ؽ • .FBO

    7BSJBODF &YQ١੄҅࢑੉*/5۽աఋղӝী൨ٝ 6

  7. /BJWF2VBOUJ[BUJPO &GGJDJFOU#JU2VBOUJ[BUJPOPG5SBOTGPSNFS/FVSBM.BDIJOF-BOHVBHF5SBOTMBUJPO.PEFM • ӝઓ݆੉ॳ੉؍-JOFBS2VBOUJ[BUJPOߑधࢎਊ • .BY .JOਸ҅࢑೧ঠೞ޲۽-JOFBSTDBOਸ೙ਃ۽ೣ • 2VBOUJ[BUJPO0WFSIFBE0 /

     7

  8. /BJWF2VBOUJ[BUJPO &GGJDJFOU#JU2VBOUJ[BUJPOPG5SBOTGPSNFS/FVSBM.BDIJOF-BOHVBHF5SBOTMBUJPO.PEFM 8

  9. /BJWF2VBOUJ[BUJPO &GGJDJFOU#JU2VBOUJ[BUJPOPG5SBOTGPSNFS/FVSBM.BDIJOF-BOHVBHF5SBOTMBUJPO.PEFM 9 .JHBD[ 4CJUJOGFSFODFXJUIUFOTPSSU  63-IUUQPOEFNBOEHQVUFDIDPOGDPNHUDQSFTFOUBUJPOTCJUJOGFSFODFXJUIUFOTPSSUQEG

  10. &GGJDJFOU#JU2VBOUJ[BUJPOPG5SBOTGPSNFS/FVSBM.BDIJOF-BOHVBHF5SBOTMBUJPO.PEFM ,-%JWFSHFODFGPSPQUJNBMUISFTIPME • 2VBOUJ[BUJPO਷যରೖNBQQJOHਸযڌѱੜೞוջоޙઁ • '1UFOTPSEJTUSJCVUJPO_*/5UFOTPSEJTUSJCVUJPO • ߈ࠂ೧оݶࢲ*/5߸ജਸਤೠ0QUJNBM.JO .BYܳ଺ח׮ •

    0QUJNBM౸ױਸ,-%JWFSHFODF۽҅࢑ • 7BMJEBUJPO%BUBTFUѐ੄ޙ੢઺ѐ੿بSBOEPNTBNQMJOH • .JO .BY5ISFTIPMEفѐܳ੿೧ঠೞחؘ Ӓߑߨਸࣁо૑੿ب۽ա־যࠆ 10 4ZNNFUSJD $POKVHBUF Ӓրٮ۽҅࢑

  11. &GGJDJFOU#JU2VBOUJ[BUJPOPG5SBOTGPSNFS/FVSBM.BDIJOF-BOHVBHF5SBOTMBUJPO.PEFM ,-%JWFSHFODFGPSPQUJNBMUISFTIPME 11

  12. &GGJDJFOU#JU2VBOUJ[BUJPOPG5SBOTGPSNFS/FVSBM.BDIJOF-BOHVBHF5SBOTMBUJPO.PEFM ,-%JWFSHFODFGPSPQUJNBMUISFTIPME • /BJWF2VBOUJ[BUJPO਷45015PLFOਸյࣻহ঻ӝٸޙী/" • Ӕؘࣘب࢚0GGTFU੉;FSPоغחಞ੉޷ࣁೞѱࣘبо؊ࡅܰ׮ • Ӓېࢲ4ZNNFUSJDࢎਊೣ 12

  13. &GGJDJFOU#JU2VBOUJ[BUJPOPG5SBOTGPSNFS/FVSBM.BDIJOF-BOHVBHF5SBOTMBUJPO.PEFM ,-%JWFSHFODFGPSPQUJNBMUISFTIPME 13 .JHBD[ 4CJUJOGFSFODFXJUIUFOTPSSU  63-IUUQPOEFNBOEHQVUFDIDPOGDPNHUDQSFTFOUBUJPOTCJUJOGFSFODFXJUIUFOTPSSUQEG

  14. &GGJDJFOU#JU2VBOUJ[BUJPOPG5SBOTGPSNFS/FVSBM.BDIJOF-BOHVBHF5SBOTMBUJPO.PEFM 1FSGPSNBODF0QUJNJ[BUJPO • 7//**OTUSVDUJPOࢎਊ • 0QFSBUJPO୨іࣻ઴੉ӝ • 3FPSEFS0QFSBUJPO • .,-۽0QUJNJ[BUJPO૓೯

    • 1BSBMMFMJ[FCBUDIJOHFYFDVUJPO 14

  15. &GGJDJFOU#JU2VBOUJ[BUJPOPG5SBOTGPSNFS/FVSBM.BDIJOF-BOHVBHF5SBOTMBUJPO.PEFM 1FSGPSNBODF0QUJNJ[BUJPO2VBOUJ[FE.BU.VMT • "79 ࠺౟੄'."ো࢑$ZDMFীоמ • '1ѐ */5ѐ • $BTDBEF-BLF$16ࠗఠ*/57//*ܳ؊୭੸ച

    • 7//*ࢎਊೠ*/5.BU.VM਷"79ࢎਊೠ'1.BU.VMࠁ׮Yࡅܴ • 7//*ࢎਊೠ*/5.BU.VM਷"79ࢎਊೠ*/5.BU.VMࠁ׮Yࡅܴ 15

  16. &GGJDJFOU#JU2VBOUJ[BUJPOPG5SBOTGPSNFS/FVSBM.BDIJOF-BOHVBHF5SBOTMBUJPO.PEFM 1FSGPSNBODF0QUJNJ[BUJPO2VBOUJ[FE.BU.VMT 16

  17. &GGJDJFOU#JU2VBOUJ[BUJPOPG5SBOTGPSNFS/FVSBM.BDIJOF-BOHVBHF5SBOTMBUJPO.PEFM 1FSGPSNBODF0QUJNJ[BUJPO2VBOUJ[FE.BU.VMT • ೞ૑݅5FOTPS'MPXחJOUFHFS.BU.VMਊਵ۽(&..-081ۄחPQFOTPVSDFܳࢎਊೣ • (&..-081ח*/57//*ܳࢎਊೞ૑ঋҊ */5ো࢑द߸ജҗ੿ژೠ೙ਃೣ • Ӓېࢲ.,-#-"4ೣٜࣻ۽૒੽2VBOUJ[BUJPO4UFQ੘ࢿ •

    /PO;FSP0GGTFUبহছ 17

  18. &GGJDJFOU#JU2VBOUJ[BUJPOPG5SBOTGPSNFS/FVSBM.BDIJOF-BOHVBHF5SBOTMBUJPO.PEFM 1FSGPSNBODF0QUJNJ[BUJPO2VBOUJ[FE.BU.VMT 18 • HPPHMFHFNNMPXQ • UFOTPSGMPXUFOTPSGMPXীࢲחই૒ࢎਊೞחѪਸഛੋ • UFOTPSGMPXDPSFLFSOFMTRVBOUJ[FE@NBUNVM@PQTDD •

    UFOTPSGMPXMJUFLFSFOFMTDQV@CBDLFOE@HFNN@HFNNMPXQI

  19. &GGJDJFOU#JU2VBOUJ[BUJPOPG5SBOTGPSNFS/FVSBM.BDIJOF-BOHVBHF5SBOTMBUJPO.PEFM 19 UFOTPSGMPXDPSFLFSOFMTRVBOUJ[FE@NBUNVM@PQTDD

  20. &GGJDJFOU#JU2VBOUJ[BUJPOPG5SBOTGPSNFS/FVSBM.BDIJOF-BOHVBHF5SBOTMBUJPO.PEFM 20 UFOTPSGMPXDPSFLFSOFMTRVBOUJ[FE@NBUNVM@PQTDD

  21. &GGJDJFOU#JU2VBOUJ[BUJPOPG5SBOTGPSNFS/FVSBM.BDIJOF-BOHVBHF5SBOTMBUJPO.PEFM 21 UFOTPSGMPXDPSFLFSOFMTEFRVBOUJ[F@PQDD

  22. &GGJDJFOU#JU2VBOUJ[BUJPOPG5SBOTGPSNFS/FVSBM.BDIJOF-BOHVBHF5SBOTMBUJPO.PEFM 22 UFOTPSGMPXDPSFLFSOFMTEFRVBOUJ[F@PQDD

  23. &GGJDJFOU#JU2VBOUJ[BUJPOPG5SBOTGPSNFS/FVSBM.BDIJOF-BOHVBHF5SBOTMBUJPO.PEFM 1FSGPSNBODF0QUJNJ[BUJPO2VBOUJ[FE.BU.VMT 23 • /PO;FSP0GGTFUੌ҃਋HFNN@TVT੄ো࢑

  24. &GGJDJFOU#JU2VBOUJ[BUJPOPG5SBOTGPSNFS/FVSBM.BDIJOF-BOHVBHF5SBOTMBUJPO.PEFM 1FSGPSNBODF0QUJNJ[BUJPO(BUIFS/% 24 • (BUIFS/%חݫݽܻ*0о઺ਃೠো࢑ੋ݅ఀ */5۽઴੉؊ۄبো࢑ࣘبীח੉ٙ੉হ਺ • ೞ૑݅'1ࠁ׮*/5੉EBUBTJ[Fоߓ पઁ۽חY ੘ਵ޲۽*0੄ೱ࢚ਸӝ؀ೡࣻ੓਺

    • (FOFSBUJPO-PPQীࢲ੹ױ҅੄Ѿҗীࢲ%FRVBOUJ[FEܳউೞҊ(BUIFS/%ܳ߄۽ࣻ೯ೡ ࣻ੓ਵ޲۽Y੄ࢿמೱ࢚੉੓঻਺

  25. &GGJDJFOU#JU2VBOUJ[BUJPOPG5SBOTGPSNFS/FVSBM.BDIJOF-BOHVBHF5SBOTMBUJPO.PEFM 1FSGPSNBODF0QUJNJ[BUJPO*OQVU1JQFMJOF 25 • 1BE5PLFO੉ҭ੢൤௾0WFSIFBE੉ӝٸޙী೧׼ష௾ਸহগࠁ۰חदب • 5PSDI੄1BDLFE4FRVFODFܳࢤп೮חؘ ӒѤইצ٠ • ੉֤ޙীࢲחৈ۞ߓ஖ܳTPSUJOH೧ࢲQBEUPLFO੉୭ࣗ۽ٜযоب۾ೣ

    • ੿ب੄ࢿמೱ࢚ਸ঳਺ • ੉ࠗ࠙਷5PSDI੄1BDLFE4FRVFODFэ਷ো࢑җэ਷ѐ֛ਸҳഅ೧ࢲॳݶ੿۳ೡ೙ਃبহ ੉഻ঁࡅܳѪэ׮

  26. &GGJDJFOU#JU2VBOUJ[BUJPOPG5SBOTGPSNFS/FVSBM.BDIJOF-BOHVBHF5SBOTMBUJPO.PEFM 1FSGPSNBODF0QUJNJ[BUJPO(SBQI0QUJNJ[BUJPO 26 • ੉੹ীࢲࣿ೮٠,-%JWFSHFODFܳ੉ਊ೧ UISFTEIPMETܳ଺חߑध਷NJO NBYܳো࢑ೞח दрਸহগળ׮$POTU0QFSBUJPOਵ۽߄Պ • 3FRVBOUJ[F৬3FRVBOUJ[BUJPO3BOHF

    0QFSBUJPOਸ(SBQIীࢲহঞҊ */5ীࢲ '-0"5۽߄۽߄Բب۾ো࢑ਸ߸҃೮׮ ӝઓ ো࢑਷*/5*/5'-0"5 

  27. &GGJDJFOU#JU2VBOUJ[BUJPOPG5SBOTGPSNFS/FVSBM.BDIJOF-BOHVBHF5SBOTMBUJPO.PEFM 1FSGPSNBODF0QUJNJ[BUJPO(SBQI0QUJNJ[BUJPO 27

  28. &GGJDJFOU#JU2VBOUJ[BUJPOPG5SBOTGPSNFS/FVSBM.BDIJOF-BOHVBHF5SBOTMBUJPO.PEFM 1FSGPSNBODF0QUJNJ[BUJPO1BSBMMFM#BUDIJOH 28 • &YFDVUJPOUJNF਷CBUDIউ੄TFOUFODFMFOHUIী੄ઓ੸੉׮ • -POHFSTFOUFODFח$16഻ܳঁബਯ੸ਵ۽ॳחѪਸҙ଴ೡࣻ੓঻Ҋ  • 4FSJBMFYFDVUJPOदীח഻ঁ࠺ബਯ੸ਵ۽ॳחѪਸࠅࣻ੓঻׮

    • ੉ѦQBSBMMFMFYFDVUJPOೞݶYࢿמೱ࢚੉ઓ੤ೣ • *NQMFNFOUBUJPO • '*'02VFVFܳҙܻೞח1BSFOU5FOTPS'MPX4FTTJPO੘ࢿ • ౠ੿$16௏য৬MPDBMNFNPSZীBGGJOJUJ[FEػ /6." DIJMEQSPDFTTGPSL • $IJMEQSPDFTTח2VFVFীࢲ"TZODISPOPVTೞѱো࢑૓೯

  29. &GGJDJFOU#JU2VBOUJ[BUJPOPG5SBOTGPSNFS/FVSBM.BDIJOF-BOHVBHF5SBOTMBUJPO.PEFM 1FSGPSNBODF0QUJNJ[BUJPO1BSBMMFM#BUDIJOH 29

  30. &GGJDJFOU#JU2VBOUJ[BUJPOPG5SBOTGPSNFS/FVSBM.BDIJOF-BOHVBHF5SBOTMBUJPO.PEFM 1FSGPSNBODF0QUJNJ[BUJPO$PODMVTJPO 30

  31. &GGJDJFOU#JU2VBOUJ[BUJPOPG5SBOTGPSNFS/FVSBM.BDIJOF-BOHVBHF5SBOTMBUJPO.PEFM 1FSGPSNBODF0QUJNJ[BUJPO$PODMVTJPO 31

  32. &GGJDJFOU#JU2VBOUJ[BUJPOPG5SBOTGPSNFS/FVSBM.BDIJOF-BOHVBHF5SBOTMBUJPO.PEFM 1FSGPSNBODF0QUJNJ[BUJPO$PODMVTJPO 32

  33. хࢎ೤פ׮✌ ୶о૕ޙژחҾӘೠ੼੉੓׮ݶ঱ઁٚইېোۅ୊۽োۅ઱ࣁਃ ੿਌੤ .BDIJOF-FBSOJOH4PGUXBSF&OHJOFFS 1JOHQPOH  &NBJMVLKBF!TDBUUFSMBCDPLS 'BDFCPPL!KFPOHVLKBF -JOLFEJO!KFPOHVLKBF