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This repository has been archived by the owner on Sep 18, 2024. It is now read-only.

ModelSpeedupv2 bug lists

Super Daniel edited this page Mar 21, 2023 · 2 revisions

I tested nni on several mainstream CNN model zoos. The result seems frustrating.

package model name skip_reason
timm beit cannot trace (torch._assert)
timm beitv2 cannot trace (torch._assert)
timm cait cannot trace (torch._assert)
timm coat cannot trace (torch._assert)
timm convit cannot trace (torch._assert)
timm deit cannot trace (torch._assert)
timm dm_nfnet cannot trace (bool proxy)
timm eca_nfnet cannot prune (empty mask)
timm ese_vovnet cannot trace (diff # of nodes)
timm gmixer cannot trace (torch._assert)
timm gmlp cannot trace (torch._assert)
timm hardcorenas cannot trace (torch._assert)
timm mixer cannot trace (torch._assert)
timm nf_ecaresnet cannot prune (empty mask)
timm nf_regnet cannot trace (torch._assert)
timm regnet cannot trace (torch._assert)
timm skresnet cannot trace (diff # of nodes)
timm swin cannot trace (torch._assert)
timm vit cannot trace (torch._assert)
torchvision convnext cannot prune (empty layer)
torchvision googlenet output is dict
torchvision inception cannot trace
torchvision shufflenet cannot prune (endless loop)
torchvision vit cannot prune (jit trace error)
torchvision.detection fasterrcnn cannot trace (bool proxy)
torchvision.detection fcos cannot trace (bool proxy)
torchvision.detection maskrcnn cannot trace (bool proxy)
torchvision.detection retinanet cannot trace (bool proxy)
torchvision.detection ssd cannot trace (bool proxy)
torchvision.detection keypointrcnn cannot trace (bool proxy)
torchvision.segmentation lraspp cannot prune (fix mask conflict)
torchvision.video mc3_18 cannot prune (empty mask)
torchvision.video mvit_v2_s cannot trace (bool proxy)
torchvision.video r2plus1d_18 cannot prune (empty mask)
torchvision.video r3d_18 cannot prune (empty mask)
torchvision.video s3d cannot prune (empty mask)