Cov txheej txheem:
Video: Kuv yuav optimize tus qauv TensorFlow li cas?
2024 Tus sau: Lynn Donovan | [email protected]. Kawg hloov kho: 2023-12-15 23:47
Cov txheej txheem optimization
- Txo cov parameter suav nrog pruning thiab qauv pruning.
- Txo tus sawv cev precision nrog quantization.
- Hloov kho qhov qub qauv topology mus rau ib tug ntau npaum li cas nrog txo tsis tau los yog ua kom sai. Piv txwv li, tensor decomposition txoj kev thiab distillation.
Hauv qhov no, tus qauv optimization yog dab tsi?
optimization qauv . hom lej qauv uas sim ua kom zoo (maximize lossis minimize) lub hom phiaj ua haujlwm yam tsis ua txhaum cov kev txwv; tseem hu ua lej programming. Optimization qauv suav nrog Linear Programming (LP).
Tsis tas li ntawd, tus qauv TensorFlow yog dab tsi? Taw qhia. TensorFlow Kev pabcuam yog qhov hloov pauv tau, ua haujlwm tau zoo rau kev kawm tshuab qauv , tsim rau kev tsim khoom ib puag ncig. TensorFlow Kev pabcuam ua rau nws yooj yim rau kev siv cov algorithms tshiab thiab kev sim, thaum khaws tib lub server architecture thiab APIs.
Dhau li ntawm no, dab tsi yog optimization hauv tshuab kev kawm?
Kev ua kom zoo yog cov khoom tseem ceeb tshaj plaws nyob rau hauv daim ntawv qhia ntawm tshuab kev kawm algorithms. Nws pib nrog kev txhais qee yam kev poob haujlwm / nqi ua haujlwm thiab xaus nrog kev txo qis nws siv ib lossis lwm qhov kev ua kom zoo niaj hnub.
Puas yog TensorFlow qhib qhov chaw?
TensorFlow yog ib qhib qhov chaw software tsev qiv ntawv rau kev suav lej siv cov ntaub ntawv-khiav graphs. TensorFlow yog cross-platform. Nws khiav ntawm yuav luag txhua yam: GPUs thiab CPUs-xws li mobile thiab embedded platforms-thiab txawm tias tensor processing units (TPUs), uas yog tshwj xeeb kho vajtse los ua tensor lej ntawm.
Pom zoo:
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