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
Model Predictive Control for Uncertain Systems: Robust & Data-Driven Designs
Avatar for Johannes Köhler kohlerjohannes
0
120
Language and AI
Avatar for Ayana Niwa ayaniwa
0
320
論文読み会 SNLP2026 Tau2-Bench: Evaluating Conversational Agents in a Dual-Control Environment
Avatar for S s_mizuki_nlp
0
300
SAM3を用いたコマ・吹き出しの 領域検出と分割構造からの読み順推定
Avatar for kzmssk kzmssk
0
170
第64回CV・PRML勉強会　論文紹介：Linguistic Priors for Visual Decoupling: Towards Symmetric Vision-Brain Alignment
Avatar for Soki Katayama sokikatayama
0
240
【ローカルAIに向き合う展示会vol.2】液体時間定数型モジュールを用いた オリジナルの双方向エンコーダーモデルNexteraBERT 推論速度向上検討並びにダウンストリーム評価
Avatar for Rikka Botan rikkabotan7
0
230
OWASP AISVS - C7
Avatar for shieLL shiell
2
820
[SNLP2026] Scaling up Test-Time Compute with Latent Reasoning: A Recurrent Depth Approach
Avatar for 池田航 wataruuuuu
0
330
2026年 オープンキャンパス 研究室紹介
Avatar for Jun Kurihara junkurihara
0
230
L’albédo:levier d’atténuation du changement climatique dans les systèmes fourragers
Avatar for Idele institutdelelevage
PRO
0
120
Anthropic が提案する LLM の内部状態を自然言語で説明可能にした Natural Language Autoencoders / Natural Language Autoencoders Produce Unsupervised Explanations of LLM Activations
Avatar for Shunsuke KITADA shunk031
0
330
論文紹介：Doc-to-LoRA: Learning to Instantly Internalize Contexts
Avatar for Yukako Nakano yukako_nakano
0
190

Featured

See All Featured
Avoiding the “Bad Training, Faster” Trap in the Age of AI
Avatar for Mike Taylor tmiket
0
260
Sharpening the Axe: The Primacy of Toolmaking
Avatar for Bryan Cantrill bcantrill
46
3k
Primal Persuasion: How to Engage the Brain for Learning That Lasts
Avatar for Mike Taylor tmiket
0
490
What’s in a name? Adding method to the madness
Avatar for The Alliance productmarketing
PRO
24
4.2k
Impact Scores and Hybrid Strategies: The future of link building
Avatar for Tamara Novitovic tamaranovitovic
0
450
Agile Leadership in an Agile Organization
Avatar for Dr. Kim W Petersen kimpetersen
PRO
0
280
AI in Enterprises - Java and Open Source to the Rescue
Avatar for ivargrimstad ivargrimstad
0
1.5k
Redefining SEO in the New Era of Traffic Generation
Avatar for Szymon Słowik szymonslowik
1
460
Why Mistakes Are the Best Teachers: Turning Failure into a Pathway for Growth
Avatar for Umar Saidu Auna auna
0
320
SEO for Brand Visibility & Recognition
Avatar for Aleyda Solis aleyda
0
4.8k
Groundhog Day: Seeking Process in Gaming for Health
Avatar for Sebastian Deterding codingconduct
0
390
Learning to Love Humans: Emotional Interface Design
Avatar for Aarron Walter aarron
275
41k

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