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  1. Profile Statistics.
  2. Note that counter items are counter values and not time units.
  3. Device Storage
  4. =================
  5. Name Total Count Time (ms) Min Time (ms) Max Time (ms) Avg Time (ms)
  6. ---- ----------- --------- ------------- ------------- -------------
  7. Memory: cpu/0 132 0.0000 0.0000 401.6640 200.8320
  8. Memory: gpu/0 49 5443.5840 200.7040 6347.7759 3073.5359
  9.  
  10. MXNET_C_API
  11. =================
  12. Name Total Count Time (ms) Min Time (ms) Max Time (ms) Avg Time (ms)
  13. ---- ----------- --------- ------------- ------------- -------------
  14. MXNDArrayReshape64 1 0.0290 0.0290 0.0290 0.0290
  15. MXAutogradBackwardEx 1 0.7010 0.7010 0.7010 0.7010
  16. MXAutogradSetIsTraining 2 0.0020 0.0010 0.0010 0.0010
  17. MXAutogradSetIsRecording 2 0.0010 0.0000 0.0010 0.0005
  18. MXNDArraySyncCopyFromCPU 1 0.0410 0.0410 0.0410 0.0410
  19. MXNDArrayCreateEx 3 0.0080 0.0010 0.0050 0.0027
  20. MXNDArrayGetDType 3 0.0010 0.0000 0.0010 0.0003
  21. MXNDArrayFree 146 0.4990 0.0000 0.0260 0.0034
  22. MXNDArraySetGradState 8 0.0050 0.0000 0.0010 0.0006
  23. MXNDArrayGetGradState 8 0.0070 0.0000 0.0010 0.0009
  24. MXNDArrayGetContext 78 0.0440 0.0000 0.0010 0.0006
  25. MXNet C API Calls 474 0.4740 0.0010 0.4740 0.2365
  26. MXNet C API Concurrency 948 0.0000 0.0000 0.0010 0.0005
  27. MXNDArrayGetShape 69 0.0290 0.0000 0.0010 0.0004
  28. MXNDArrayAt 64 0.1030 0.0010 0.0030 0.0016
  29. MXImperativeInvokeEx 88 2.3040 0.0160 0.1300 0.0262
  30.  
  31. operator
  32. =================
  33. Name Total Count Time (ms) Min Time (ms) Max Time (ms) Avg Time (ms)
  34. ---- ----------- --------- ------------- ------------- -------------
  35. sgd_update 8 0.5530 0.0410 0.1330 0.0691
  36. _backward_Pooling 2 0.3090 0.1540 0.1550 0.1545
  37. _backward_copy 2 0.1600 0.0800 0.0800 0.0800
  38. _backward_mul_scalar 2 0.0970 0.0480 0.0490 0.0485
  39. SetValueOp 2 0.1460 0.0720 0.0740 0.0730
  40. Convolution 4 1.5370 0.3100 0.4580 0.3842
  41. stack 2 0.1220 0.0600 0.0620 0.0610
  42. _backward_Activation 4 0.1930 0.0410 0.0550 0.0483
  43. pick 2 0.0560 0.0270 0.0290 0.0280
  44. WaitForVar 2 0.0120 0.0050 0.0070 0.0060
  45. Activation 6 0.2890 0.0290 0.0800 0.0482
  46. mean 2 0.0830 0.0410 0.0420 0.0415
  47. _image_to_tensor 128 0.6190 0.0030 0.0170 0.0048
  48. _backward_pick 2 0.0850 0.0420 0.0430 0.0425
  49. Pooling 4 0.2300 0.0380 0.0770 0.0575
  50. _backward_FullyConnected 4 0.4690 0.1020 0.1320 0.1173
  51. DeleteVariable 176 0.3850 0.0010 0.0220 0.0022
  52. _mul_scalar 2 0.0490 0.0240 0.0250 0.0245
  53. CopyCPU2GPU 4 0.3500 0.0480 0.1260 0.0875
  54. FullyConnected 4 0.6890 0.1320 0.2130 0.1723
  55. log_softmax 2 0.0690 0.0340 0.0350 0.0345
  56. _backward_mean 2 0.0880 0.0430 0.0450 0.0440
  57. _backward_log_softmax 2 0.0580 0.0280 0.0300 0.0290
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