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＝＝＝＝＝＝＝＝＝＝＝＝＝＝＝＝＝＝＝＝＝＝＝＝＝＝＝＝＝＝＝＝＝＝＝＝＝＝＝＝＝＝＝＝＝＝＝＝＝＝＝＝＝＝＝＝＝＝＝＝＝＝＝＝＝＝＝＝＝＝＝＝＝＝＝＝＝＝＝＝＝＝＝＝＝＝＝＝＝＝＝＝＝＝＝＝＝＝＝＝＝＝＝＝＝＝＝＝＝＝
► 每個『組合實例』(t1 fused vs. t2 separate)
[1] Add │ MatMul_49
t1 fused : 0.023425 ms
t2 separate : 0.025217 ms (Δ 0.001792 ms, speed-up 1.08×)
── t2 breakdown ──
normal : 0.022913 ms
Add : 0.002304 ms
[2] Add │ MatMul_51
t1 fused : 0.023424 ms
t2 separate : 0.025217 ms (Δ 0.001793 ms, speed-up 1.08×)
── t2 breakdown ──
normal : 0.022849 ms
Add : 0.002368 ms
[3] Add │ MatMul_53
t1 fused : 0.023360 ms
t2 separate : 0.025216 ms (Δ 0.001856 ms, speed-up 1.08×)
── t2 breakdown ──
normal : 0.022976 ms
Add : 0.002240 ms
[4] div+add │ MatMul_88
t1 fused : 0.005568 ms
t2 separate : 0.007009 ms (Δ 0.001441 ms, speed-up 1.26×)
── t2 breakdown ──
normal : 0.004545 ms
Div : 0.002464 ms
[5] double_add │ MatMul_105
t1 fused : 0.023713 ms
t2 separate : 0.026656 ms (Δ 0.002943 ms, speed-up 1.12×)
── t2 breakdown ──
normal : 0.022976 ms
Add : 0.002464 ms
Add : 0.001216 ms
[6] roberta_fusion│ MatMul_119
t1 fused : 0.034913 ms
t2 separate : 0.041185 ms (Δ 0.006272 ms, speed-up 1.18×)
── t2 breakdown ──
normal : 0.023872 ms
Add : 0.003905 ms
Div : 0.003808 ms
Erf : 0.002080 ms
Add : 0.002848 ms
Mul : 0.001856 ms
Mul : 0.002816 ms
[7] double_add │ MatMul_129
t1 fused : 0.083426 ms
t2 separate : 0.086275 ms (Δ 0.002849 ms, speed-up 1.03×)
── t2 breakdown ──
normal : 0.082562 ms
Add : 0.002497 ms
Add : 0.001216 ms
[8] Add │ MatMul_143
t1 fused : 0.023361 ms
t2 separate : 0.025248 ms (Δ 0.001887 ms, speed-up 1.08×)
── t2 breakdown ──
normal : 0.022880 ms
Add : 0.002368 ms
[9] Add │ MatMul_145
t1 fused : 0.023328 ms
t2 separate : 0.025217 ms (Δ 0.001889 ms, speed-up 1.08×)
── t2 breakdown ──
normal : 0.022912 ms
Add : 0.002305 ms
[10] Add │ MatMul_147
t1 fused : 0.023328 ms
t2 separate : 0.025344 ms (Δ 0.002016 ms, speed-up 1.09×)
── t2 breakdown ──
normal : 0.023072 ms
Add : 0.002272 ms
[11] div+add │ MatMul_182
t1 fused : 0.005536 ms
t2 separate : 0.007040 ms (Δ 0.001504 ms, speed-up 1.27×)
── t2 breakdown ──
normal : 0.004544 ms
Div : 0.002496 ms
[12] double_add │ MatMul_199
t1 fused : 0.023745 ms
t2 separate : 0.026625 ms (Δ 0.002880 ms, speed-up 1.12×)
── t2 breakdown ──
normal : 0.022913 ms
Add : 0.002528 ms
Add : 0.001184 ms
[13] roberta_fusion│ MatMul_213
t1 fused : 0.035009 ms
t2 separate : 0.041248 ms (Δ 0.006239 ms, speed-up 1.18×)
── t2 breakdown ──
normal : 0.023936 ms
Add : 0.003936 ms
Div : 0.003808 ms
Erf : 0.002080 ms
Add : 0.002848 ms
Mul : 0.001792 ms
Mul : 0.002848 ms
[14] double_add │ MatMul_223
t1 fused : 0.083490 ms
t2 separate : 0.086209 ms (Δ 0.002719 ms, speed-up 1.03×)
── t2 breakdown ──
normal : 0.082754 ms
Add : 0.002240 ms
Add : 0.001215 ms
[15] Add │ MatMul_237
t1 fused : 0.023456 ms
t2 separate : 0.025120 ms (Δ 0.001664 ms, speed-up 1.07×)
── t2 breakdown ──
normal : 0.022880 ms
Add : 0.002240 ms
[16] Add │ MatMul_239
t1 fused : 0.023360 ms
t2 separate : 0.025377 ms (Δ 0.002017 ms, speed-up 1.09×)
── t2 breakdown ──
normal : 0.023041 ms
Add : 0.002336 ms
[17] Add │ MatMul_241
t1 fused : 0.023393 ms
t2 separate : 0.025248 ms (Δ 0.001855 ms, speed-up 1.08×)
── t2 breakdown ──
normal : 0.022880 ms
Add : 0.002368 ms
[18] div+add │ MatMul_276
t1 fused : 0.005537 ms
t2 separate : 0.007104 ms (Δ 0.001567 ms, speed-up 1.28×)
── t2 breakdown ──
normal : 0.004608 ms
Div : 0.002496 ms
[19] double_add │ MatMul_293
t1 fused : 0.023744 ms
t2 separate : 0.026496 ms (Δ 0.002752 ms, speed-up 1.12×)
── t2 breakdown ──
normal : 0.022912 ms
Add : 0.002336 ms
Add : 0.001248 ms
[20] roberta_fusion│ MatMul_307
t1 fused : 0.034977 ms
t2 separate : 0.041697 ms (Δ 0.006720 ms, speed-up 1.19×)
── t2 breakdown ──
normal : 0.024321 ms
Add : 0.003872 ms
Div : 0.003872 ms
Erf : 0.002080 ms
Add : 0.002848 ms
Mul : 0.001856 ms
Mul : 0.002848 ms
[21] double_add │ MatMul_317
t1 fused : 0.083394 ms
t2 separate : 0.086147 ms (Δ 0.002753 ms, speed-up 1.03×)
── t2 breakdown ──
normal : 0.082658 ms
Add : 0.002272 ms
Add : 0.001217 ms
[22] Add │ MatMul_331
t1 fused : 0.023392 ms
t2 separate : 0.025153 ms (Δ 0.001761 ms, speed-up 1.08×)
── t2 breakdown ──
normal : 0.022849 ms
Add : 0.002304 ms
[23] Add │ MatMul_333
t1 fused : 0.023617 ms
t2 separate : 0.025409 ms (Δ 0.001792 ms, speed-up 1.08×)
── t2 breakdown ──
normal : 0.022881 ms
Add : 0.002528 ms
[24] Add │ MatMul_335
t1 fused : 0.023457 ms
t2 separate : 0.025121 ms (Δ 0.001664 ms, speed-up 1.07×)
── t2 breakdown ──
normal : 0.022881 ms
Add : 0.002240 ms
[25] div+add │ MatMul_370
t1 fused : 0.005600 ms
t2 separate : 0.007073 ms (Δ 0.001473 ms, speed-up 1.26×)
── t2 breakdown ──
normal : 0.004545 ms
Div : 0.002528 ms
[26] double_add │ MatMul_387
t1 fused : 0.023680 ms
t2 separate : 0.026625 ms (Δ 0.002945 ms, speed-up 1.12×)
── t2 breakdown ──
normal : 0.022944 ms
Add : 0.002465 ms
Add : 0.001216 ms
[27] roberta_fusion│ MatMul_401
t1 fused : 0.035008 ms
t2 separate : 0.040993 ms (Δ 0.005985 ms, speed-up 1.17×)
── t2 breakdown ──
normal : 0.023969 ms
Add : 0.003648 ms
Div : 0.003808 ms
Erf : 0.002048 ms
Add : 0.002848 ms
Mul : 0.001856 ms
Mul : 0.002816 ms
[28] double_add │ MatMul_411
t1 fused : 0.083489 ms
t2 separate : 0.086146 ms (Δ 0.002657 ms, speed-up 1.03×)
── t2 breakdown ──
normal : 0.082626 ms
Add : 0.002304 ms
Add : 0.001216 ms
[29] Add │ MatMul_425
t1 fused : 0.023361 ms
t2 separate : 0.025152 ms (Δ 0.001791 ms, speed-up 1.08×)
── t2 breakdown ──
normal : 0.022880 ms
Add : 0.002272 ms
[30] Add │ MatMul_427
t1 fused : 0.023456 ms
t2 separate : 0.025216 ms (Δ 0.001760 ms, speed-up 1.08×)
── t2 breakdown ──
normal : 0.022880 ms
Add : 0.002336 ms
[31] Add │ MatMul_429
t1 fused : 0.023424 ms
t2 separate : 0.025153 ms (Δ 0.001729 ms, speed-up 1.07×)
── t2 breakdown ──
normal : 0.022881 ms
Add : 0.002272 ms
[32] div+add │ MatMul_464
t1 fused : 0.005568 ms
t2 separate : 0.007072 ms (Δ 0.001504 ms, speed-up 1.27×)
── t2 breakdown ──
normal : 0.004576 ms
Div : 0.002496 ms
[33] double_add │ MatMul_481
t1 fused : 0.023713 ms
t2 separate : 0.026656 ms (Δ 0.002943 ms, speed-up 1.12×)
── t2 breakdown ──
normal : 0.023072 ms
Add : 0.002336 ms
Add : 0.001248 ms
[34] roberta_fusion│ MatMul_495
t1 fused : 0.034977 ms
t2 separate : 0.041186 ms (Δ 0.006209 ms, speed-up 1.18×)
── t2 breakdown ──
normal : 0.023808 ms
Add : 0.003936 ms
Div : 0.003808 ms
Erf : 0.002081 ms
Add : 0.002848 ms
Mul : 0.001856 ms
Mul : 0.002849 ms
[35] double_add │ MatMul_505
t1 fused : 0.083490 ms
t2 separate : 0.086051 ms (Δ 0.002561 ms, speed-up 1.03×)
── t2 breakdown ──
normal : 0.082594 ms
Add : 0.002240 ms
Add : 0.001217 ms
[36] Add │ MatMul_519
t1 fused : 0.023392 ms
t2 separate : 0.025152 ms (Δ 0.001760 ms, speed-up 1.08×)
── t2 breakdown ──
normal : 0.022880 ms
Add : 0.002272 ms
[37] Add │ MatMul_521
t1 fused : 0.023360 ms
t2 separate : 0.025313 ms (Δ 0.001953 ms, speed-up 1.08×)
── t2 breakdown ──
normal : 0.022881 ms
Add : 0.002432 ms
[38] Add │ MatMul_523
t1 fused : 0.023328 ms
t2 separate : 0.025217 ms (Δ 0.001889 ms, speed-up 1.08×)
── t2 breakdown ──
normal : 0.022881 ms
Add : 0.002336 ms
[39] div+add │ MatMul_558
t1 fused : 0.005601 ms
t2 separate : 0.007040 ms (Δ 0.001439 ms, speed-up 1.26×)
── t2 breakdown ──
normal : 0.004512 ms
Div : 0.002528 ms
[40] double_add │ MatMul_575
t1 fused : 0.023681 ms
t2 separate : 0.026496 ms (Δ 0.002815 ms, speed-up 1.12×)
── t2 breakdown ──
normal : 0.022913 ms
Add : 0.002368 ms
Add : 0.001215 ms
[41] roberta_fusion│ MatMul_589
t1 fused : 0.034656 ms
t2 separate : 0.041089 ms (Δ 0.006433 ms, speed-up 1.19×)
── t2 breakdown ──
normal : 0.024097 ms
Add : 0.003712 ms
Div : 0.003776 ms
Erf : 0.002080 ms
Add : 0.002816 ms
Mul : 0.001824 ms
Mul : 0.002784 ms
[42] double_add │ MatMul_599
t1 fused : 0.083457 ms
t2 separate : 0.086211 ms (Δ 0.002754 ms, speed-up 1.03×)
── t2 breakdown ──
normal : 0.082722 ms
Add : 0.002273 ms
Add : 0.001216 ms
[43] Add │ MatMul_613
t1 fused : 0.023392 ms
t2 separate : 0.025185 ms (Δ 0.001793 ms, speed-up 1.08×)
── t2 breakdown ──
normal : 0.022881 ms
Add : 0.002304 ms
[44] Add │ MatMul_615
t1 fused : 0.023424 ms
t2 separate : 0.025184 ms (Δ 0.001760 ms, speed-up 1.08×)
── t2 breakdown ──
normal : 0.022880 ms
Add : 0.002304 ms
[45] Add │ MatMul_617
t1 fused : 0.023424 ms
t2 separate : 0.025185 ms (Δ 0.001761 ms, speed-up 1.08×)
── t2 breakdown ──
normal : 0.022881 ms
Add : 0.002304 ms
[46] div+add │ MatMul_652
t1 fused : 0.005600 ms
t2 separate : 0.006976 ms (Δ 0.001376 ms, speed-up 1.25×)
── t2 breakdown ──
normal : 0.004512 ms
Div : 0.002464 ms
[47] double_add │ MatMul_669
t1 fused : 0.023713 ms
t2 separate : 0.026464 ms (Δ 0.002751 ms, speed-up 1.12×)
── t2 breakdown ──
normal : 0.022912 ms
Add : 0.002336 ms
Add : 0.001216 ms
[48] roberta_fusion│ MatMul_683
t1 fused : 0.034945 ms
t2 separate : 0.040991 ms (Δ 0.006046 ms, speed-up 1.17×)
── t2 breakdown ──
normal : 0.024064 ms
Add : 0.003615 ms
Div : 0.003776 ms
Erf : 0.002048 ms
Add : 0.002816 ms
Mul : 0.001856 ms
Mul : 0.002816 ms
[49] double_add │ MatMul_693
t1 fused : 0.083394 ms
t2 separate : 0.086274 ms (Δ 0.002880 ms, speed-up 1.03×)
── t2 breakdown ──
normal : 0.082658 ms
Add : 0.002368 ms
Add : 0.001248 ms
[50] Add │ MatMul_707
t1 fused : 0.023424 ms
t2 separate : 0.025280 ms (Δ 0.001856 ms, speed-up 1.08×)
── t2 breakdown ──
normal : 0.023008 ms
Add : 0.002272 ms
[51] Add │ MatMul_709
t1 fused : 0.023360 ms
t2 separate : 0.025153 ms (Δ 0.001793 ms, speed-up 1.08×)
── t2 breakdown ──
normal : 0.022849 ms
Add : 0.002304 ms
[52] Add │ MatMul_711
t1 fused : 0.023360 ms
t2 separate : 0.025377 ms (Δ 0.002017 ms, speed-up 1.09×)
── t2 breakdown ──
normal : 0.023105 ms
Add : 0.002272 ms
[53] div+add │ MatMul_746
t1 fused : 0.005568 ms
t2 separate : 0.007072 ms (Δ 0.001504 ms, speed-up 1.27×)
── t2 breakdown ──
normal : 0.004576 ms
Div : 0.002496 ms
[54] double_add │ MatMul_763
t1 fused : 0.023808 ms
t2 separate : 0.026464 ms (Δ 0.002656 ms, speed-up 1.11×)
── t2 breakdown ──
normal : 0.022880 ms
Add : 0.002336 ms
Add : 0.001248 ms
[55] roberta_fusion│ MatMul_777
t1 fused : 0.034753 ms
t2 separate : 0.040961 ms (Δ 0.006208 ms, speed-up 1.18×)
── t2 breakdown ──
normal : 0.023936 ms
Add : 0.003617 ms
Div : 0.003808 ms
Erf : 0.002048 ms
Add : 0.002848 ms
Mul : 0.001856 ms
Mul : 0.002848 ms
[56] double_add │ MatMul_787
t1 fused : 0.083617 ms
t2 separate : 0.086339 ms (Δ 0.002722 ms, speed-up 1.03×)
── t2 breakdown ──
normal : 0.082754 ms
Add : 0.002336 ms
Add : 0.001249 ms
[57] Add │ MatMul_801
t1 fused : 0.023329 ms
t2 separate : 0.025345 ms (Δ 0.002016 ms, speed-up 1.09×)
── t2 breakdown ──
normal : 0.022977 ms
Add : 0.002368 ms
[58] Add │ MatMul_803
t1 fused : 0.023361 ms
t2 separate : 0.025217 ms (Δ 0.001856 ms, speed-up 1.08×)
── t2 breakdown ──
normal : 0.022913 ms
Add : 0.002304 ms
[59] Add │ MatMul_805
t1 fused : 0.023393 ms
t2 separate : 0.025280 ms (Δ 0.001887 ms, speed-up 1.08×)
── t2 breakdown ──
normal : 0.022912 ms
Add : 0.002368 ms
[60] div+add │ MatMul_840
t1 fused : 0.005568 ms
t2 separate : 0.007040 ms (Δ 0.001472 ms, speed-up 1.26×)
── t2 breakdown ──
normal : 0.004544 ms
Div : 0.002496 ms
[61] double_add │ MatMul_857
t1 fused : 0.023681 ms
t2 separate : 0.026465 ms (Δ 0.002784 ms, speed-up 1.12×)
── t2 breakdown ──
normal : 0.022913 ms
Add : 0.002304 ms
Add : 0.001248 ms
[62] roberta_fusion│ MatMul_871
t1 fused : 0.034657 ms
t2 separate : 0.041087 ms (Δ 0.006430 ms, speed-up 1.19×)
── t2 breakdown ──
normal : 0.023840 ms
Add : 0.003904 ms
Div : 0.003776 ms
Erf : 0.002080 ms
Add : 0.002848 ms
Mul : 0.001824 ms
Mul : 0.002815 ms
[63] double_add │ MatMul_881
t1 fused : 0.083522 ms
t2 separate : 0.086082 ms (Δ 0.002560 ms, speed-up 1.03×)
── t2 breakdown ──
normal : 0.082594 ms
Add : 0.002240 ms
Add : 0.001248 ms
[64] Add │ MatMul_895
t1 fused : 0.023360 ms
t2 separate : 0.025249 ms (Δ 0.001889 ms, speed-up 1.08×)
── t2 breakdown ──
normal : 0.022913 ms
Add : 0.002336 ms
[65] Add │ MatMul_897
t1 fused : 0.023584 ms
t2 separate : 0.025056 ms (Δ 0.001472 ms, speed-up 1.06×)
── t2 breakdown ──
normal : 0.022848 ms
Add : 0.002208 ms
[66] Add │ MatMul_899
t1 fused : 0.023424 ms
t2 separate : 0.025312 ms (Δ 0.001888 ms, speed-up 1.08×)
── t2 breakdown ──
normal : 0.022944 ms
Add : 0.002368 ms
[67] div+add │ MatMul_934
t1 fused : 0.005568 ms
t2 separate : 0.007072 ms (Δ 0.001504 ms, speed-up 1.27×)
── t2 breakdown ──
normal : 0.004544 ms
Div : 0.002528 ms
[68] double_add │ MatMul_951
t1 fused : 0.023745 ms
t2 separate : 0.026528 ms (Δ 0.002783 ms, speed-up 1.12×)
── t2 breakdown ──
normal : 0.022880 ms
Add : 0.002400 ms
Add : 0.001248 ms
[69] roberta_fusion│ MatMul_965
t1 fused : 0.035041 ms
t2 separate : 0.041569 ms (Δ 0.006528 ms, speed-up 1.19×)
── t2 breakdown ──
normal : 0.024321 ms
Add : 0.003904 ms
Div : 0.003776 ms
Erf : 0.002048 ms
Add : 0.002848 ms
Mul : 0.001824 ms
Mul : 0.002848 ms
[70] double_add │ MatMul_975
t1 fused : 0.083490 ms
t2 separate : 0.086082 ms (Δ 0.002592 ms, speed-up 1.03×)
── t2 breakdown ──
normal : 0.082594 ms
Add : 0.002272 ms
Add : 0.001216 ms
[71] Add │ MatMul_989
t1 fused : 0.023457 ms
t2 separate : 0.025440 ms (Δ 0.001983 ms, speed-up 1.08×)
── t2 breakdown ──
normal : 0.023040 ms
Add : 0.002400 ms
[72] Add │ MatMul_991
t1 fused : 0.023425 ms
t2 separate : 0.025153 ms (Δ 0.001728 ms, speed-up 1.07×)
── t2 breakdown ──
normal : 0.022881 ms
Add : 0.002272 ms
[73] Add │ MatMul_993
t1 fused : 0.023393 ms
t2 separate : 0.025217 ms (Δ 0.001824 ms, speed-up 1.08×)
── t2 breakdown ──
normal : 0.022913 ms
Add : 0.002304 ms
[74] div+add │ MatMul_1028
t1 fused : 0.005600 ms
t2 separate : 0.007008 ms (Δ 0.001408 ms, speed-up 1.25×)
── t2 breakdown ──
normal : 0.004512 ms
Div : 0.002496 ms
[75] double_add │ MatMul_1045
t1 fused : 0.023776 ms
t2 separate : 0.026528 ms (Δ 0.002752 ms, speed-up 1.12×)
── t2 breakdown ──
normal : 0.022913 ms
Add : 0.002431 ms
Add : 0.001184 ms
[76] roberta_fusion│ MatMul_1059
t1 fused : 0.034849 ms
t2 separate : 0.041026 ms (Δ 0.006177 ms, speed-up 1.18×)
── t2 breakdown ──
normal : 0.023840 ms
Add : 0.003712 ms
Div : 0.003840 ms
Erf : 0.002048 ms
Add : 0.002817 ms
Mul : 0.001824 ms
Mul : 0.002945 ms
[77] double_add │ MatMul_1069
t1 fused : 0.083426 ms
t2 separate : 0.086146 ms (Δ 0.002720 ms, speed-up 1.03×)
── t2 breakdown ──
normal : 0.082626 ms
Add : 0.002304 ms
Add : 0.001216 ms
[78] Add │ MatMul_1083
t1 fused : 0.023361 ms
t2 separate : 0.025184 ms (Δ 0.001823 ms, speed-up 1.08×)
── t2 breakdown ──
normal : 0.022880 ms
Add : 0.002304 ms
[79] Add │ MatMul_1085
t1 fused : 0.023584 ms
t2 separate : 0.025121 ms (Δ 0.001537 ms, speed-up 1.07×)
── t2 breakdown ──
normal : 0.022849 ms
Add : 0.002272 ms
[80] Add │ MatMul_1087
t1 fused : 0.023360 ms
t2 separate : 0.025088 ms (Δ 0.001728 ms, speed-up 1.07×)
── t2 breakdown ──
normal : 0.022848 ms
Add : 0.002240 ms
[81] div+add │ MatMul_1122
t1 fused : 0.005600 ms
t2 separate : 0.006976 ms (Δ 0.001376 ms, speed-up 1.25×)
── t2 breakdown ──
normal : 0.004480 ms
Div : 0.002496 ms
[82] double_add │ MatMul_1139
t1 fused : 0.023808 ms
t2 separate : 0.026624 ms (Δ 0.002816 ms, speed-up 1.12×)
── t2 breakdown ──
normal : 0.022880 ms
Add : 0.002528 ms
Add : 0.001216 ms
[83] roberta_fusion│ MatMul_1153
t1 fused : 0.034880 ms
t2 separate : 0.041440 ms (Δ 0.006560 ms, speed-up 1.19×)
── t2 breakdown ──
normal : 0.024160 ms
Add : 0.003936 ms
Div : 0.003808 ms
Erf : 0.002048 ms
Add : 0.002848 ms
Mul : 0.001824 ms
Mul : 0.002816 ms
[84] double_add │ MatMul_1163
t1 fused : 0.083490 ms
t2 separate : 0.086241 ms (Δ 0.002751 ms, speed-up 1.03×)
── t2 breakdown ──
normal : 0.082721 ms
Add : 0.002304 ms
Add : 0.001216 ms
＝＝＝＝＝＝＝＝＝＝＝＝＝＝＝＝＝＝＝＝＝＝＝＝＝＝＝＝＝＝＝＝＝＝＝＝＝＝＝＝＝＝＝＝＝＝＝＝＝＝＝＝＝＝＝＝＝＝＝＝＝＝＝＝＝＝＝＝＝＝＝＝＝＝＝＝＝＝＝＝＝＝＝＝＝＝＝＝＝＝＝＝＝＝＝＝＝＝＝＝＝＝＝＝＝＝＝＝＝＝
► 每個『組合類型』總和
Add : fused 0.842637 ms sep 0.908116 ms Δ 0.065479 ms speed-up 1.08×
div+add : fused 0.066914 ms sep 0.084482 ms Δ 0.017568 ms speed-up 1.26×
double_add : fused 1.286492 ms sep 1.352830 ms Δ 0.066338 ms speed-up 1.05×
roberta_fusion: fused 0.418665 ms sep 0.494472 ms Δ 0.075807 ms speed-up 1.18×
＝＝＝＝＝＝＝＝＝＝＝＝＝＝＝＝＝＝＝＝＝＝＝＝＝＝＝＝＝＝＝＝＝＝＝＝＝＝＝＝＝＝＝＝＝＝＝＝＝＝＝＝＝＝＝＝＝＝＝＝＝＝＝＝＝＝＝＝＝＝＝＝＝＝＝＝＝＝＝＝＝＝＝＝＝＝＝＝＝＝＝＝＝＝＝＝＝＝＝＝＝＝＝＝＝＝＝＝＝＝
► 四組合累計 Σ
Σ fused : 2.614708 ms
Σ separate : 2.839900 ms
Δ (sep-fuse): 0.225192 ms speed-up 1.09×
＝＝＝＝＝＝＝＝＝＝＝＝＝＝＝＝＝＝＝＝＝＝＝＝＝＝＝＝＝＝＝＝＝＝＝＝＝＝＝＝＝＝＝＝＝＝＝＝＝＝＝＝＝＝＝＝＝＝＝＝＝＝＝＝＝＝＝＝＝＝＝＝＝＝＝＝＝＝＝＝＝＝＝＝＝＝＝＝＝＝＝＝＝＝＝＝＝＝＝＝＝＝＝＝＝＝＝＝＝＝
► 其餘 Run_with_type 彙總 (未納入組合)
Add : t1 0.091556 ms │ t2 0.133474 ms │ Δ 0.041918 ms
Cast : t1 0.001248 ms │ t2 0.001248 ms │ Δ 0.000000 ms
Concat : t1 0.726835 ms │ t2 0.727441 ms │ Δ 0.000606 ms
CumSum : t1 0.021504 ms │ t2 0.021441 ms │ Δ -0.000063 ms
Div : t1 0.061023 ms │ t2 0.059298 ms │ Δ -0.001725 ms
Equal : t1 0.001376 ms │ t2 0.001376 ms │ Δ 0.000000 ms
Gather : t1 1.236570 ms │ t2 1.165435 ms │ Δ -0.071135 ms
Gemm : t1 0.052865 ms │ t2 0.031521 ms │ Δ -0.021344 ms
Mul : t1 0.061124 ms │ t2 0.061184 ms │ Δ 0.000060 ms
Not : t1 0.000960 ms │ t2 0.000928 ms │ Δ -0.000032 ms
Pow : t1 0.035649 ms │ t2 0.035548 ms │ Δ -0.000101 ms
ReduceMean : t1 0.139874 ms │ t2 0.136323 ms │ Δ -0.003551 ms
Shape : t1 0.015360 ms │ t2 0.015361 ms │ Δ 0.000001 ms
Softmax : t1 0.031298 ms │ t2 0.033025 ms │ Δ 0.001727 ms
Sqrt : t1 0.022780 ms │ t2 0.022783 ms │ Δ 0.000003 ms
Sub : t1 0.052162 ms │ t2 0.050335 ms │ Δ -0.001827 ms
Tanh : t1 0.000991 ms │ t2 0.000960 ms │ Δ -0.000031 ms
Transpose : t1 0.099648 ms │ t2 0.100450 ms │ Δ 0.000802 ms
＝＝＝＝＝＝＝＝＝＝＝＝＝＝＝＝＝＝＝＝＝＝＝＝＝＝＝＝＝＝＝＝＝＝＝＝＝＝＝＝＝＝＝＝＝＝＝＝＝＝＝＝＝＝＝＝＝＝＝＝＝＝＝＝＝＝＝＝＝＝＝＝＝＝＝＝＝＝＝＝＝＝＝＝＝＝＝＝＝＝＝＝＝＝＝＝＝＝＝＝＝＝＝＝＝＝＝＝＝＝
► 子-op (含 normal) 跨全部組合累積時間
normal : 2.434452 ms
Add : 0.248934 ms
Div : 0.075648 ms
Mul : 0.056097 ms
Erf : 0.024769 ms
＝＝＝＝＝＝＝＝＝＝＝＝＝＝＝＝＝＝＝＝＝＝＝＝＝＝＝＝＝＝＝＝＝＝＝＝＝＝＝＝＝＝＝＝＝＝＝＝＝＝＝＝＝＝＝＝＝＝＝＝＝＝＝＝＝＝＝＝＝＝＝＝＝＝＝＝＝＝＝＝＝＝＝＝＝＝＝＝＝＝＝＝＝＝＝＝＝＝＝＝＝＝＝＝＝＝＝＝＝＝
► 整體檔案總執行時間
t1 total : 5.340941 ms
t2 total : 5.511313 ms
Δ : 0.170372 ms speed-up 1.03×
► CPU
t1:
Unsqueeze 99.0 0.316840 0.003200
Reshape 48.0 0.253456 0.005280
ConstantOfShape 2.0 0.031961 0.015981
0.602257
t2:
Unsqueeze 99.0 0.312523 0.003157
Reshape 48.0 0.247475 0.005156
ConstantOfShape 2.0 0.038691 0.019346
0.598689
► 整體檔案總執行時間 + CPU
t1 total : 5.943198 ms
t2 total : 6.110002 ms
Δ : 0.166804 ms speed-up 1.03×Editor is loading...
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