tfjs_系统开发案例-程序员客栈

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TesorFlow.js

TesorFlow.jsisaope-sourcehardware-acceleratedJavaScriptlibraryfortraiigaddeployigmachielearigmodels.

DevelopMLitheBrowserUseflexibleadituitiveAPIstobuildmodelsfromscratchusigthelow-levelJavaScriptliearalgebralibraryorthehigh-levellayersAPI.

DevelopMLiNode.jsExecuteativeTesorFlowwiththesameTesorFlow.jsAPIudertheNode.jsrutime.

RuExistigmodelsUseTesorFlow.jsmodelcoverterstorupre-existigTesorFlowmodelsrightithebrowser.

RetraiExistigmodelsRetraipre-existigMLmodelsusigsesordatacoectedtothebrowserorothercliet-sidedata.

Aboutthisrepo

Thisrepositorycotaisthelogicadscriptsthatcombieseveralpackages.

APIs:

TesorFlow.jsCore,aflexiblelow-levelAPIforeuraletworksadumericalcomputatio.TesorFlow.jsLayers,ahigh-levelAPIwhichimplemetsfuctioalitysimilartoKeras.TesorFlow.jsData,asimpleAPItoloadadpreparedataaalogoustotf.data.TesorFlow.jsCoverter,toolstoimportaTesorFlowSavedModeltoTesorFlow.jsTesorFlow.jsVis,i-browservisualizatioforTesorFlow.jsmodelsTesorFlow.jsAutoML,SetofAPIstoloadadrumodelsproducedbyAutoMLEdge.

Backeds/Platforms:

TesorFlow.jsCPUBacked,pure-JSbackedforNode.jsadthebrowser.TesorFlow.jsWebGLBacked,WebGLbackedforthebrowser.TesorFlow.jsWASMBacked,WebAssemblybackedforthebrowser.TesorFlow.jsWebGPU,WebGPUbackedforthebrowser.TesorFlow.jsNode,Node.jsplatformviaTesorFlowC++adapter.TesorFlow.jsReactNative,ReactNativeplatformviaexpo-gladapter.

Ifyoucareaboutbudlesize,youcaimportthosepackagesidividually.

IfyouarelookigforNode.jssupport,checkouttheTesorFlow.jsNodedirectory.

Examples

Checkoutourexamplesrepositoryadourtutorials.

Gallery

BesuretocheckoutthegalleryofallprojectsrelatedtoTesorFlow.js.

Pre-traiedmodels

Besuretoalsocheckoutourmodelsrepositorywherewehostpre-traiedmodelsoNPM.

BechmarksLocalbechmarktool.Usethiswebpagetooltocollecttheperformacerelatedmetrics(speed,memory,etc)ofTesorFlow.jsmodelsadkerelsoyourlocaldevicewithCPU,WebGLorWASMbackeds.Youcabechmarkcustommodelsbyfollowigthisguide.Multi-devicebechmarktool.Usethistooltocollectthesameperformacerelatedmetricsoacollectioofremotedevices.Gettigstarted

TherearetwomaiwaystogetTesorFlow.jsiyourJavaScriptproject:viascripttagsorbyistalligitfromNPMadusigabuildtoollikeParcel,WebPack,orRollup.

viaScriptTag

AddthefollowigcodetoaHTMLfile:

TensorFlow.js TensorFlow.js is an open-source hardware-accelerated JavaScript library for trainin...

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