create layer decoupled #5258
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create layer decoupled #5258
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Member
nihui
commented
Jan 3, 2024
•
nihui
commented
- vulkan layer lightmode
- net decouple layer creation
- binary size / memory usage
| libncnn.a binarysize (with vulkan) | baseline | pr5258 | diff (avg = -13.89%) |
|---|---|---|---|
| x86-64 | 21944262 | 18745200 | -14.58% |
| android arm64 | 11724106 | 10175458 | -13.21% |
| cpu rss(kb) | baseline | pr5258 | diff (avg = -3.53%) |
|---|---|---|---|
| squeezenet | 34992.00 | 34416.00 | -1.65% |
| squeezenet_int8 | 32592.00 | 31840.00 | -2.31% |
| mobilenet | 43388.00 | 43352.00 | -0.08% |
| mobilenet_int8 | 21868.00 | 19852.00 | -9.22% |
| mobilenet_v2 | 51580.00 | 50800.00 | -1.51% |
| mobilenet_v3 | 39704.00 | 38792.00 | -2.30% |
| shufflenet | 26824.00 | 26112.00 | -2.65% |
| shufflenet_v2 | 26668.00 | 25952.00 | -2.68% |
| mnasnet | 46096.00 | 44528.00 | -3.40% |
| proxylessnasnet | 41124.00 | 40360.00 | -1.86% |
| efficientnet_b0 | 57440.00 | 56044.00 | -2.43% |
| efficientnetv2_b0 | 66924.00 | 65204.00 | -2.57% |
| regnety_400m | 46948.00 | 44244.00 | -5.76% |
| blazeface | 16720.00 | 15644.00 | -6.44% |
| googlenet | 114136.00 | 112572.00 | -1.37% |
| googlenet_int8 | 87696.00 | 86916.00 | -0.89% |
| resnet18 | 155212.00 | 149688.00 | -3.56% |
| resnet18_int8 | 118564.00 | 115276.00 | -2.77% |
| alexnet | 182660.00 | 182284.00 | -0.21% |
| vgg16 | 572444.00 | 567908.00 | -0.79% |
| vgg16_int8 | 473256.00 | 382072.00 | -19.27% |
| resnet50 | 241888.00 | 229904.00 | -4.95% |
| resnet50_int8 | 160424.00 | 156684.00 | -2.33% |
| squeezenet_ssd | 101176.00 | 100044.00 | -1.12% |
| squeezenet_ssd_int8 | 112880.00 | 112984.00 | 0.09% |
| mobilenet_ssd | 78540.00 | 69328.00 | -11.73% |
| mobilenet_ssd_int8 | 34236.00 | 32484.00 | -5.12% |
| mobilenet_yolo | 99036.00 | 89332.00 | -9.80% |
| mobilenetv2_yolov3 | 80652.00 | 80284.00 | -0.46% |
| yolov4-tiny | 186128.00 | 182508.00 | -1.94% |
| nanodet_m | 30632.00 | 30432.00 | -0.65% |
| yolo-fastest-1.1 | 24564.00 | 23400.00 | -4.74% |
| yolo-fastestv2 | 26900.00 | 25804.00 | -4.07% |
| vision_transformer | 299852.00 | 303508.00 | 1.22% |
| FastestDet | 34124.00 | 32688.00 | -4.21% |
| gpu rss(kb) | baseline | pr5258 | diff (avg = -22.23%) |
|---|---|---|---|
| squeezenet | 109164.00 | 89248.00 | -18.24% |
| mobilenet | 117636.00 | 88984.00 | -24.36% |
| mobilenet_v2 | 111852.00 | 94752.00 | -15.29% |
| mobilenet_v3 | 125496.00 | 96564.00 | -23.05% |
| shufflenet | 98732.00 | 95128.00 | -3.65% |
| shufflenet_v2 | 106896.00 | 97336.00 | -8.94% |
| mnasnet | 135364.00 | 97796.00 | -27.75% |
| proxylessnasnet | 128104.00 | 95652.00 | -25.33% |
| efficientnet_b0 | 139084.00 | 100968.00 | -27.41% |
| efficientnetv2_b0 | 168192.00 | 129652.00 | -22.91% |
| regnety_400m | 126904.00 | 104784.00 | -17.43% |
| blazeface | 85328.00 | 83480.00 | -2.17% |
| googlenet | 221656.00 | 146292.00 | -34.00% |
| resnet18 | 323740.00 | 175576.00 | -45.77% |
| alexnet | 377900.00 | 241324.00 | -36.14% |
| vgg16 | 976664.00 | 377824.00 | -61.31% |
| resnet50 | 541896.00 | 337712.00 | -37.68% |
| squeezenet_ssd | 269428.00 | 213320.00 | -20.82% |
| mobilenet_ssd | 159888.00 | 120412.00 | -24.69% |
| mobilenet_yolo | 150884.00 | 116480.00 | -22.80% |
| mobilenetv2_yolov3 | 130956.00 | 113940.00 | -12.99% |
| yolov4-tiny | 334868.00 | 215836.00 | -35.55% |
| nanodet_m | 101112.00 | 95156.00 | -5.89% |
| yolo-fastest-1.1 | 96280.00 | 93792.00 | -2.58% |
| yolo-fastestv2 | 95436.00 | 92888.00 | -2.67% |
| vision_transformer | 839344.00 | 520232.00 | -38.02% |
| FastestDet | 95528.00 | 92832.00 | -2.82% |
Codecov ReportAttention:
Additional details and impacted files@@ Coverage Diff @@
## master #5258 +/- ##
==========================================
- Coverage 94.38% 94.35% -0.03%
==========================================
Files 774 777 +3
Lines 243593 243749 +156
==========================================
+ Hits 229916 229997 +81
- Misses 13677 13752 +75 ☔ View full report in Codecov by Sentry. |
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