基于模型的 GPU 性能估算及其在深度学习运算性能优化上的应用.pdf

1、Modelbased Cost Estimation onGPUand its application in deep learning operation optimizations金跃蚂蚁2020ANT#page#蚂蚁集团ANT GROUPWoodpecker-AutoSearchIntroductionIn this project instead of searching for insects， we develop aelq!ssod asesey Joy uleas o Mlomauely paseq-8ululeel aulueuprogram or hardware desi

2、gn， given a math operation and ahardware platform.Unliketraditionaltechnologies，Woodpecker-optimizingAutoSearch uses machine to write fast programs， instead oftedious hand optimizing by domain experts.The big question wed like to ask in this project is: can machinebeat human in coding？需要公开，请联系文档作者#p

3、age#蚂蚁集团ANT GROUPAlgorithmsfromvarious domainsDeep learningParameterized programEfficient programGraph computingWeldor hardwareHalideSpatialCUDAGraphitMath optimizationsData analysisHardwareCPUFeedbackGPUOptimization algorithmsMeasurementPerf modelFPGARLBayesiaGeneticProfilingProgramAIi-NPUMCMCSAHis

4、torical dataHardwareMobile/Embed请联系文档作者部交流使用好开#page#蚂蚁集团ANT GROUPAlgorithmsfromvarious domainsDeep learningParameterized programCost ModelGraph computingHalideWeldSpatialCUDAGraphitMath optimizationsData analysisEfficient programor hardware请联系文档作者部交流使用8开#page#蚂蚁集团ANT GROUPAlgorithmsfromvarious domai

5、nsDeep learningParameterized programGraph computingHalideWeldSpatialCUDAGraphitMath optimizationsData analysis请联系文档作者部交流使用8开#page#蚂蚁集团ANT GROUPHalideA Domain-Specific Language(DSL） and compiler for image processing pipelines.https:/ to use Separating algorithm and schedule opens the door for efficie

6、nt optimization.Algorithm: what you want to compute Schedule: how you want to compute it including choices about memorylocality，redundant computation and parallelism Blur functionAlgorithm:g（x,y）=x+y；f（x,y)=（g（x,y-1）+g（x,y)+g（x,y+1）/3需要公开，请联系文档作者3内部交术中用#page#蚂蚁集团Efficient Program for GPUANT GROUPgpu