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

8-bit Quantization of Transformer Model

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
実例から見るLLMのマンガ理解：実務VQAタスクによる長期的文脈と視覚情報の定性評価
Avatar for kzmssk kzmssk
0
150
マーケットストリート 社会実験2024 in 秋葉原ジャンク通り 調査報告書
Avatar for 日本大学 都市計画研究室（泉山ゼミ） izumiyama_lab
1
160
MM-OVSeg: Multimodal Optical–SAR Fusion for Open-Vocabulary Segmentation in Remote Sensing
Avatar for SatAI.challenge satai
3
140
Google Cloud Next 2026 DM Recap Agentic Data Cloudを添えて / Google Cloud Next 2026 DM Recap
Avatar for nnaka2992 nnaka2992
0
140
ハードウェア研究で国際トップ会議を目指す！IROS 2027での論文採択を目指して
Avatar for 金田礼人 ayatokanada
7
3.9k
PGDM: Physically Guided Diffusion Model for L Downscaling
Avatar for SatAI.challenge satai
3
500
[WebDB2026]セレンディピティ指向推薦システム再考 ―セレンディピティの原義・類型・発生過程に基づく設計指針―
Avatar for RecSysLab recsyslab
PRO
0
170
某助成金プロジェクト採択に向けて企業研究所のアウトリーチ専任者がやったこと
Avatar for afroscript afroscript
0
190
データサイエンティストの就労意識～2015 → 2026 一般(個人)会員アンケートより
Avatar for The Japan DataScientist Society datascientistsociety
PRO
0
930
NLP colloquium: AI Safety Survey
Avatar for Masahiro Kaneko kanekomasahiro
2
1.1k
クラウド・AI 時代の研究開発 DX / R&D Digital Transformation
Avatar for Yoshitaka Haribara hariby
0
180
Visual SLAM未来予測 / Future Prediction in Visual SLAM
Avatar for koide3 koide3
1
1.1k

Featured

See All Featured
How to optimise 3,500 product descriptions for ecommerce in one day using ChatGPT
Avatar for Katarina Dahlin katarinadahlin
PRO
3
3.8k
Design of three-dimensional binary manipulators for pick-and-place task avoiding obstacles (IECON2024)
Avatar for konakalab konakalab
0
600
Large-scale JavaScript Application Architecture
Avatar for Addy Osmani addyosmani
515
110k
State of Search Keynote: SEO is Dead Long Live SEO
Avatar for Ryan Jones ryanjones
0
290
GraphQLとの向き合い方2022年版
Avatar for Yosuke Kurami quramy
50
15k
Reality Check: Gamification 10 Years Later
Avatar for Sebastian Deterding codingconduct
0
2.3k
Practical Tips for Bootstrapping Information Extraction Pipelines
Avatar for Matthew Honnibal honnibal
25
2.1k
Chasing Engaging Ingredients in Design
Avatar for Sebastian Deterding codingconduct
0
340
Leo the Paperboy
Avatar for Maya Tellez mayatellez
10
2.3k
Become a Pro
Avatar for Speaker Deck speakerdeck
PRO
31
6.3k
Have SEOs Ruined the Internet? - User Awareness of SEO in 2025
Avatar for Akash Hashmi akashhashmi
0
510
How to Think Like a Performance Engineer
Avatar for Harry Roberts csswizardry
28
2.8k

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