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sk82

GPU vs CPU

Nov 15th, 2022 (edited)
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  1. #### Results with GPU
  2. [Time Report] Load Model 6.170165126000029s
  3. [Time Report] Run model on inputs 20.20896512699983s
  4. [Time Report] Build Image Pyramids 0.004773798999849532s
  5. [Time Report] Build Feature Pyramids 0.12961929399989458s
  6. === Interpolation 0.1 ===
  7. [Time Report] Backward Flow Calculations 0.1790704829995775s
  8. [Time Report] Concatenate feature and image Pyramids 0.0008574650000809925s
  9. [Time Report] Forward / backward warped pyramids 0.41189043100030176s
  10. [Time Report] Create Fuse Module 0.012406229000134772s
  11. [Time Report] Fusion Operation 0.34544419499979995s
  12. === Interpolation 0.25 ===
  13. [Time Report] Backward Flow Calculations 0.0010541500000726955s
  14. [Time Report] Concatenate feature and image Pyramids 0.0004773900000145659s
  15. [Time Report] Forward / backward warped pyramids 0.1840452470000855s
  16. [Time Report] Fusion Operation 0.34614466699986224s
  17. === Interpolation 0.5 ===
  18. [Time Report] Backward Flow Calculations 0.0011996690000160015s
  19. [Time Report] Concatenate feature and image Pyramids 0.000548011000319093s
  20. [Time Report] Forward / backward warped pyramids 0.1800508709998212s
  21. [Time Report] Fusion Operation 0.3443458379997537s
  22. === Interpolation 0.75 ===
  23. [Time Report] Backward Flow Calculations 0.0012225629998283694s
  24. [Time Report] Concatenate feature and image Pyramids 0.0006163269999888144s
  25. [Time Report] Forward / backward warped pyramids 0.1856190480002624s
  26. [Time Report] Fusion Operation 0.34436180200009403s
  27. === Interpolation 0.8 ===
  28. [Time Report] Backward Flow Calculations 0.001048181999976805s
  29. [Time Report] Concatenate feature and image Pyramids 0.00044659800005319994s
  30. [Time Report] Forward / backward warped pyramids 0.18153253599984964s
  31. [Time Report] Fusion Operation 0.3435580939999454s
  32. === Interpolation 0.9 ===
  33. [Time Report] Backward Flow Calculations 0.0011896039995917818s
  34. [Time Report] Concatenate feature and image Pyramids 0.0004357979996711947s
  35. [Time Report] Forward / backward warped pyramids 0.1811571369999001s
  36. [Time Report] Fusion Operation 0.34267014499982906s
  37.  
  38. #### Results without GPU
  39. [Time Report] Load Model 7.9324584220000105s
  40. [Time Report] Run model on inputs 68.31430314499998s
  41. [Time Report] Build Image Pyramids 0.06669566700000473s
  42. [Time Report] Build Feature Pyramids 13.830195848999978s
  43. === Interpolation 0.1 ===
  44. [Time Report] Backward Flow Calculations 0.01577018899999416s
  45. [Time Report] Concatenate feature and image Pyramids 0.4383328069999948s
  46. [Time Report] Forward / backward warped pyramids 3.615950362999996s
  47. [Time Report] Create Fuse Module 0.015420327000015277s
  48. [Time Report] Fusion Operation 22.531026626s
  49. === Interpolation 0.25 ===
  50. [Time Report] Backward Flow Calculations 0.009487974999984772s
  51. [Time Report] Concatenate feature and image Pyramids 0.29289842300002533s
  52. [Time Report] Forward / backward warped pyramids 3.0751540560000024s
  53. [Time Report] Fusion Operation 24.488064516999998s
  54. === Interpolation 0.5 ===
  55. [Time Report] Backward Flow Calculations 0.008007065000015245s
  56. [Time Report] Concatenate feature and image Pyramids 0.28552689200000714s
  57. [Time Report] Forward / backward warped pyramids 3.10239992999999s
  58. [Time Report] Fusion Operation 22.45919941599999s
  59. === Interpolation 0.75 ===
  60. [Time Report] Backward Flow Calculations 0.00839889500002755s
  61. [Time Report] Concatenate feature and image Pyramids 0.2767404150000061s
  62. [Time Report] Forward / backward warped pyramids 3.0581121750000193s
  63. [Time Report] Fusion Operation 26.702937563999967s
  64. === Interpolation 0.8 ===
  65. [Time Report] Backward Flow Calculations 0.0061632069999859596s
  66. [Time Report] Concatenate feature and image Pyramids 0.27513388500000246s
  67. [Time Report] Forward / backward warped pyramids 3.0469304220000026s
  68. [Time Report] Fusion Operation 22.455831348000004s
  69. === Interpolation 0.9 ===
  70. [Time Report] Backward Flow Calculations 0.006736812999974973s
  71. [Time Report] Concatenate feature and image Pyramids 0.29312236900000244s
  72. [Time Report] Forward / backward warped pyramids 3.0347757279999996s
  73. [Time Report] Fusion Operation 24.53554513100005s
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