Debadeepta Dey
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ab0926b932
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Disabled model saving and checkpointing for nasbench101 experiments to save downloads.
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2022-12-16 18:21:39 -03:00 |
Debadeepta Dey
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ca64dc4156
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Modified analysis scripts to deal with nb101 as well.
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2022-12-16 18:21:36 -03:00 |
Debadeepta Dey
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b09c30de01
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Verified that analysis script for regular natsbench also works on nb101 reglar eval.
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2022-12-16 18:21:24 -03:00 |
Debadeepta Dey
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7d09b95ac5
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Changed nasbench101 loading on cluster to use pt_install machinery.
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2022-12-16 18:21:24 -03:00 |
Debadeepta Dey
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cea8607763
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Added main wrapper for nasbench101
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2022-12-16 18:21:24 -03:00 |
Debadeepta Dey
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5186db3e28
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Created regular nasbench101 evaluation pipeline.
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2022-12-16 18:21:24 -03:00 |
Debadeepta Dey
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366e1a858d
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Updated imagenet16 results with more experiments.
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2022-12-16 18:21:24 -03:00 |
Debadeepta Dey
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7171aeeb7c
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Linear network with hog features working now.
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2022-12-16 18:21:24 -03:00 |
Debadeepta Dey
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5ba069d3c2
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Tested skimage hog feature extractor. Starting code for hog + linear nn.
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2022-12-16 18:21:23 -03:00 |
Debadeepta Dey
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1091be9b11
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Updated with ImageNet16-120 preliminary results.
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2022-12-16 18:21:23 -03:00 |
Debadeepta Dey
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f7de1a13dc
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ImageNet16-120 provider tested now.
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2022-12-16 18:21:23 -03:00 |
Debadeepta Dey
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b5aac7a6b8
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Testing imagenet16 dataloader integration.
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2022-12-16 18:21:23 -03:00 |
Debadeepta Dey
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e32a99b323
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Renaming of Imagenet16-120 to be consistent with conf files.
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2022-12-16 18:21:23 -03:00 |
Debadeepta Dey
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9034f46bdd
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Added imagenet16 provider classes.
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2022-12-16 18:21:23 -03:00 |
Debadeepta Dey
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4c1df14922
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Refactored cross experiment plots script.
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2022-12-16 18:21:23 -03:00 |
Debadeepta Dey
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4bf2e26eb4
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Moved another plot over to plotly.
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2022-12-16 18:21:23 -03:00 |
Debadeepta Dey
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cf4c9f91fc
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Started changing over various complicated plots to plotly!
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2022-12-16 18:21:23 -03:00 |
Debadeepta Dey
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9d9c612f45
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cifar100 results look good!
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2022-12-16 18:21:23 -03:00 |
Debadeepta Dey
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e56cce2613
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Phased freeze training code is tested now.
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2022-12-16 18:21:20 -03:00 |
Debadeepta Dey
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6e47ce94c9
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cifar100 now works!
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2022-12-16 18:21:10 -03:00 |
Debadeepta Dey
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7603941b16
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Getting error with running cifar100.
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2022-12-16 18:21:07 -03:00 |
Debadeepta Dey
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4bab19610b
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Updated plots to include common coverage at top percent plots of various ranking methods.
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2022-12-16 18:20:56 -03:00 |
Debadeepta Dey
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c6396d3ec6
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Added ratio of common architectures for ranking.
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2022-12-16 18:20:53 -03:00 |
Debadeepta Dey
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8511d25699
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Improved plotting of aggregate plots.
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2022-12-16 18:20:42 -03:00 |
Debadeepta Dey
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6a53ce5b67
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Got aggregate plots to be decent.
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2022-12-16 18:20:42 -03:00 |
Debadeepta Dey
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cef6b78175
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Creating aggregate experimental plots!
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2022-12-16 18:20:42 -03:00 |
Debadeepta Dey
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5835e0d608
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Creating scripts for aggregate analysis of experiments.
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2022-12-16 18:20:42 -03:00 |
Debadeepta Dey
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ddfbfc2a08
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Added dumping timing information to regular natsbench evaluation analysis scripts.
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2022-12-16 18:20:42 -03:00 |
Debadeepta Dey
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1a67c72ff0
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Made proxynas natsbench space yaml freeze trainer have the same params as conditional training for 256 batch size.
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2022-12-16 18:20:39 -03:00 |
Debadeepta Dey
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ee3343b5aa
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Added script for making cross experiment plots for proxynas.
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2022-12-16 18:20:25 -03:00 |
Debadeepta Dey
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15d0df16f8
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Trying to get main proxynas wrapper to run on cluster.
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2022-12-16 18:20:08 -03:00 |
Debadeepta Dey
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0a64c62925
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Added wrapper for main to clobber more arch ids together.
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2022-12-16 18:20:08 -03:00 |
Debadeepta Dey
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ca98fe94a8
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Implemented phased freeze training method from SVCCA paper.
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2022-12-16 18:20:05 -03:00 |
Debadeepta Dey
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251eef76cd
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After bug fix and refactoring. Getting ready to rerun experiments.
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2022-12-16 18:19:44 -03:00 |
Shital Shah
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4941e51829
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changes for DataLoaders instead of separate train, val, test
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2022-12-16 18:19:44 -03:00 |
Debadeepta Dey
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cd93c0e436
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Made proxynas analysis script more robust.
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2022-12-16 18:19:44 -03:00 |
Debadeepta Dey
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61bd3222da
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Investigating best_val_top1() bug.
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2022-12-16 18:19:44 -03:00 |
Debadeepta Dey
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ef0d9e1e03
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Getting ready to run large batch cell13 natsbench without augmentation.
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2022-12-16 18:19:42 -03:00 |
Debadeepta Dey
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247a2764b9
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Added logging of flops used.
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2022-12-16 18:19:27 -03:00 |
Debadeepta Dey
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7ccd4a3833
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Added code to trainer to log flops per epoch at the start of training.
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2022-12-16 18:19:09 -03:00 |
Debadeepta Dey
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5ef9b5dfa6
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Nasbench101 is integrated but more testing needs to be done.
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2022-12-16 18:19:04 -03:00 |
Debadeepta Dey
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dd7ed42c8a
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Nasbench101 experiments with various ranking mechanisms are now ready.
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2022-12-16 18:19:04 -03:00 |
Debadeepta Dey
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901b5397fd
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Started integrating nasbench101 with proxynas and naswotrain algorithms.
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2022-12-16 18:19:04 -03:00 |
Debadeepta Dey
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b8f80e06c9
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Updated freezetrain natsbench space training to have same hyperparams as that for fast natsbench regular training.
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2022-12-16 16:53:47 -03:00 |
Debadeepta Dey
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378f0bb1a2
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Natsbench regular training parameters with batch size 2048 do almost as well as batch size 256!
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2022-12-16 16:53:47 -03:00 |
Debadeepta Dey
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fec29c5ec3
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Minor.
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2022-12-16 16:53:47 -03:00 |
Debadeepta Dey
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8fbdf48438
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Added natsbench regular training with hyperparams closely matching as in the paper.
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2022-12-16 16:53:47 -03:00 |
Debadeepta Dey
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2316aad04e
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Added natsbench regular evaluator functionality.
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2022-12-16 16:53:47 -03:00 |
Debadeepta Dey
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7a5bc123f8
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Prepared analysis script for conditional naswot training.
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2022-12-16 16:53:47 -03:00 |
Debadeepta Dey
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30fb3632c9
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Naswotrain conditional training nominally working.
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2022-12-16 16:53:47 -03:00 |