CPU Tasks
LoadModel       7.95251 seconds
RunComplete     109.423 seconds
Run     109.351 seconds
Callbacks       12.7226 milliseconds, 44 calls, 289.15 microseconds average
Spectrogram     270.286 milliseconds, 41 calls, 6.59235 milliseconds average
Sample  69.0965 milliseconds, 527 calls, 131.113 microseconds average
Encode  35.943 seconds, 9 calls, 3.99366 seconds average
Decode  73.3946 seconds, 9 calls, 8.15496 seconds average
DecodeStep      73.3251 seconds, 527 calls, 139.137 milliseconds average
    GPU Tasks
LoadModel       7.55659 seconds
Run     109.16 seconds
Encode  36.3141 seconds, 9 calls, 4.0349 seconds average
EncodeLayer     29.8405 seconds, 288 calls, 103.613 milliseconds average
Decode  72.8459 seconds, 9 calls, 8.09398 seconds average
DecodeStep      72.8458 seconds, 527 calls, 138.227 milliseconds average
DecodeLayer     69.0153 seconds, 16864 calls, 4.09247 milliseconds average
    Compute Shaders
mulMatTiled     36.8159 seconds, 6345 calls, 5.80234 milliseconds average
mulMatByRowTiled        28.0431 seconds, 199430 calls, 140.616 microseconds average
copyTranspose   8.11917 seconds, 34304 calls, 236.683 microseconds average
fmaRepeat1      7.85961 seconds, 51704 calls, 152.012 microseconds average
addRepeatScale  4.11915 seconds, 33728 calls, 122.129 microseconds average
softMaxFixed    3.22072 seconds, 17152 calls, 187.775 microseconds average
copyConvert     2.8333 seconds, 34880 calls, 81.2298 microseconds average
addRepeatEx     2.78075 seconds, 51168 calls, 54.3455 microseconds average
norm    2.76591 seconds, 51704 calls, 53.495 microseconds average
addRepeatGelu   2.35162 seconds, 17170 calls, 136.961 microseconds average
softMaxLong     2.24788 seconds, 527 calls, 4.26543 milliseconds average
softMax 2.21477 seconds, 16864 calls, 131.331 microseconds average
convolutionMain2Fixed   1.38064 seconds, 9 calls, 153.405 milliseconds average
addRepeat       1.30665 seconds, 17728 calls, 73.7057 microseconds average
scaleInPlace    1.10329 seconds, 17152 calls, 64.3245 microseconds average
diagMaskInf     937.457 milliseconds, 16864 calls, 55.5892 microseconds average
convolutionMain 374.967 milliseconds, 9 calls, 41.663 milliseconds average
convolutionPrep1        119.171 milliseconds, 18 calls, 6.62059 milliseconds average
convolutionPrep2        27.8894 milliseconds, 18 calls, 1.54941 milliseconds average
addRows 5.2536 milliseconds, 527 calls, 9.96888 microseconds average
add     2.8285 milliseconds, 9 calls, 314.278 microseconds average
    Memory Usage
Model   892.591 KB RAM, 2.8815 GB VRAM
Context 92.2612 MB RAM, 1.14026 GB VRAM
Total   93.1329 MB RAM, 4.02176 GB VRAM