CPU Tasks
LoadModel       3.22847 seconds
RunComplete     14.2729 seconds
Run     14.186 seconds
Callbacks       674.7 microseconds, 4 calls, 168.675 microseconds average
Spectrogram     29.6112 milliseconds, 3 calls, 9.8704 milliseconds average
Sample  7.7473 milliseconds, 27 calls, 286.937 microseconds average
Encode  11.8931 seconds
Decode  2.29185 seconds
DecodeStep      2.28406 seconds, 27 calls, 84.5949 milliseconds average
    GPU Tasks
LoadModel       1.9083 seconds
Run     14.0698 seconds
Encode  11.9404 seconds
EncodeLayer     10.2786 seconds, 32 calls, 321.205 milliseconds average
Decode  2.12941 seconds
DecodeStep      2.12938 seconds, 27 calls, 78.8661 milliseconds average
DecodeLayer     1.98655 seconds, 864 calls, 2.29924 milliseconds average
    Compute Shaders
mulMatTiledEx   8.49883 seconds, 320 calls, 26.5589 milliseconds average
mulMatTiled     2.04655 seconds, 385 calls, 5.31573 milliseconds average
mulMatByRowTiled        982.48 milliseconds, 8346 calls, 117.719 microseconds average
mulMatByRowTiledEx      481.123 milliseconds, 1664 calls, 289.137 microseconds average
convolutionMain2Fixed   415.244 milliseconds
softMaxFixed    404.223 milliseconds, 896 calls, 451.142 microseconds average
matReshapePanels        210.915 milliseconds, 193 calls, 1.09282 milliseconds average
norm    154.589 milliseconds, 2684 calls, 57.5965 microseconds average
convolutionMain 126.883 milliseconds
addRepeatGelu   112.131 milliseconds, 898 calls, 124.867 microseconds average
copyConvert     100.589 milliseconds, 1856 calls, 54.1968 microseconds average
scaleInPlace    91.3539 milliseconds, 896 calls, 101.957 microseconds average
fmaRepeat1      86.7731 milliseconds, 2684 calls, 32.3298 microseconds average
copyTranspose   77.5852 milliseconds, 1792 calls, 43.2953 microseconds average
addRepeat       76.3677 milliseconds, 960 calls, 79.5497 microseconds average
addRepeatEx     70.8699 milliseconds, 2656 calls, 26.6829 microseconds average
softMaxLong     39.4035 milliseconds, 27 calls, 1.45939 milliseconds average
addRepeatScale  25.0842 milliseconds, 1728 calls, 14.5163 microseconds average
softMax 14.0555 milliseconds, 864 calls, 16.2679 microseconds average
convolutionPrep1        13.9331 milliseconds, 2 calls, 6.96655 milliseconds average
diagMaskInf     8.1717 milliseconds, 864 calls, 9.45799 microseconds average
convolutionPrep2        5.2098 milliseconds, 2 calls, 2.6049 milliseconds average
add     2.9724 milliseconds
addRows 91.2 microseconds, 27 calls, 3.37778 microseconds average
    Memory Usage
Model   892.591 KB RAM, 2.8815 GB VRAM
Context 1.98376 MB RAM, 1.13447 GB VRAM
Total   2.85543 MB RAM, 4.01597 GB VRAM