CPU Tasks LoadModel 1.99675 seconds RunComplete 81.256 seconds Run 81.1666 seconds Callbacks 17.8976 milliseconds, 37 calls, 483.719 microseconds average Spectrogram 483.273 milliseconds, 42 calls, 11.5065 milliseconds average Sample 140.511 milliseconds, 511 calls, 274.972 microseconds average Encode 50.3768 seconds, 10 calls, 5.03768 seconds average Decode 30.7646 seconds, 10 calls, 3.07646 seconds average DecodeStep 30.6234 seconds, 511 calls, 59.9284 milliseconds average GPU Tasks LoadModel 976.318 milliseconds Run 80.8284 seconds Encode 51.1656 seconds, 10 calls, 5.11656 seconds average EncodeLayer 43.8924 seconds, 240 calls, 182.885 milliseconds average Decode 29.6502 seconds, 10 calls, 2.96502 seconds average DecodeStep 29.6441 seconds, 511 calls, 58.012 milliseconds average DecodeLayer 26.9439 seconds, 12264 calls, 2.19699 milliseconds average Compute Shaders mulMatTiledEx 37.1919 seconds, 2400 calls, 15.4966 milliseconds average mulMatTiled 13.9953 seconds, 2890 calls, 4.84268 milliseconds average mulMatByRowTiled 11.8792 seconds, 120741 calls, 98.3858 microseconds average mulMatByRowTiledEx 4.47094 seconds, 24048 calls, 185.917 microseconds average softMaxFixed 2.44162 seconds, 12504 calls, 195.267 microseconds average convolutionMain2Fixed 1.51096 seconds, 10 calls, 151.096 milliseconds average matReshapePanels 1.38964 seconds, 1450 calls, 958.371 microseconds average addRepeatGelu 963.292 milliseconds, 12524 calls, 76.9157 microseconds average normFixed 925.912 milliseconds, 37793 calls, 24.4996 microseconds average copyConvert 875.162 milliseconds, 25488 calls, 34.3362 microseconds average scaleInPlace 770.121 milliseconds, 12504 calls, 61.59 microseconds average fmaRepeat1 696.227 milliseconds, 37793 calls, 18.4221 microseconds average copyTranspose 657.921 milliseconds, 25008 calls, 26.3084 microseconds average addRepeatEx 630.019 milliseconds, 37272 calls, 16.9033 microseconds average softMaxLong 623.51 milliseconds, 511 calls, 1.22018 milliseconds average convolutionMain 471.348 milliseconds, 10 calls, 47.1348 milliseconds average addRepeatScale 379.836 milliseconds, 24528 calls, 15.4858 microseconds average addRepeat 354.984 milliseconds, 12984 calls, 27.3401 microseconds average softMax 197.387 milliseconds, 12264 calls, 16.0948 microseconds average diagMaskInf 131.012 milliseconds, 12264 calls, 10.6827 microseconds average convolutionPrep2 49.7619 milliseconds, 20 calls, 2.48809 milliseconds average convolutionPrep1 42.2907 milliseconds, 20 calls, 2.11454 milliseconds average add 10.5473 milliseconds, 10 calls, 1.05473 milliseconds average addRows 2.1075 milliseconds, 511 calls, 4.12427 microseconds average Memory Usage Model 877.966 KB RAM, 1.42785 GB VRAM Context 91.0716 MB RAM, 833.407 MB VRAM Total 91.929 MB RAM, 2.24172 GB VRAM