Commit Graph

2 Commits

Author SHA1 Message Date
Jacky Lee
5d212864b5 Add MLPerf UNet3D model (#775)
* Add ResNet inference test and cannon

* Test with ResNet50

* test_car works with resnet fix

* Add KiTS19 dataset

* KiTS19: Implement iterate

* No batch load for this dataset

* Save results on iterate

* Implement dice score

* Add data prep and eval functions

* Resolve shape issue

* Conversion works but wrong values

* Segfaults when load_from_pretrained is called

* Fix segfault and assign properly

* Final result generated, though very slow

* Store and load final result to save time

* Fix typo in finalize

* Score computes

* More bug fixes, dice score is very low

* Working broken code

* Assign output values to result

* Getting a much higher score now

* Fix dataset preprocessing

* Mean DICE score of 88.5

* Ugh, typo

* Attempt to reimplement model

* Rename layers

* Tiny model works, kinda

* Accuracy? gone

* Implement InstanceNorm and match torch

* Test instance norm 2d and 3d

* Combined input block with downsample block

* Tiny model works, support strided convtranspose

* Commands to download dataset

* Clean up a bit

* unet3d_v2 -> unet3d

* Remove duplicated code

* Oops, put tests back
2023-05-28 20:38:19 -07:00
wozeparrot
67de3aa1de Add mlperf bert model (#803)
* feat: add mlperf bert model

* feat: switch to nn.Embedding

* clean+fix: fix formatting

* feat: add simple downloader

* feat: metrics

* feat: don't actually need exact match

* feat: doing a run

* feat: set eps on the layernorms

* clean+fix: cleaner impl + hopefully fixed

* feat: move dataset initialization into iterate

* feat: move tokenizer out of iterate

* clean+fix: cleaner + working

* clean: cleanup

* fix: fix metrics

* feat: need to use original bert gelu + download vocab

* feat: make directory if it doesn't exist yet

* feat: jit go brrr
2023-05-27 14:53:32 -07:00