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Posted to commits@mxnet.apache.org by GitBox <gi...@apache.org> on 2018/04/25 17:17:38 UTC

[GitHub] haojin2 commented on issue #10550: [MXNET-320] Support elemwise_add/sub between dense and csr tensors

haojin2 commented on issue #10550: [MXNET-320] Support elemwise_add/sub between dense and csr tensors
URL: https://github.com/apache/incubator-mxnet/pull/10550#issuecomment-384365246
 
 
   Benchmark Results:
   (density% speedup of write inplace)
   (                   speedup of write to)
   
   CPU without fallback:
   
   1.00 % 1.0767915242539374
   
                  1.1958458321710883
   
   0.50 % 1.178302561340414
   
                  1.2715399728818728
   
   0.10 % 1.2402637938538756
   
                  1.3357630055060874
   
   0.05 % 1.249269826739499
   
                  1.343468536307236
   
   0.01 % 1.2591359839935201
   
                  1.354284981177978
   
   CPU with fallback:
   
   1.00 % 1.784697556254137
   
                  1.758551761110845
   
   0.50 % 1.7813005572998932
   
                  1.7746289041067393
   
   0.10 % 1.8295572820870358
   
                  1.8128880777345968
   
   0.05 % 1.8357412219912699
   
                  1.8188250848209608
   
   0.01 % 1.84457367724946
   
                  1.8272217031444054
   
   GPU without fallback:
   
   1.00 % 1.1133807433946643
   
                  1.1127745540337441
   
   0.50 % 1.2989243065699914
   
                  1.2954892083078022
   
   0.10 % 1.4716730306016637
   
                  1.4621131161544634
   
   0.05 % 1.4950209892594164
   
                  1.494533324414405
   
   0.01 % 1.5066270652228635
   
                  1.4932449464071242
   
   GPU with fallback:
   
   1.00 % 1.6910080636518563
   
                  1.6719915368444962
   
   0.50 % 1.7776470049230662
   
                  1.7838406738481993
   
   0.10 % 1.9299283929934783
   
                  1.9162025882298779
   
   0.05 % 1.9474877995622968
   
                  1.946506752577363
   
   0.01 % 1.9538475169307499
   
                  1.934327727508224
   

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