An open source AutoML toolkit for automate machine learning lifecycle, including feature engineering, neural architecture search, model compression and hyper-parameter tuning.
[x] update pai storage, issue #2331 @SparkSnail (PAI 1.01 released) PR #2536 test: @QuanluZhang
feedback: provide log info in nnimanager.log/webui for large file while uploading... @SparkSnail : issue/pr
[x] AML integration @SparkSnail test: @Jun Wei Sun
issue:
conda is required in docker if user docker not specified. to fix
version check caused by manually built image
document picture not same as external users' azure UI. to fix.
PR #2633 review: chicm-ms
[x] finalize the homepage migration to readthedoc @leckie-chn #2312 (4.24) test: @chicm-ms
[x] Reuse OpenPAI jobs to run multiple trials #2521 test: @SparkSnail
issue: failed to submit job if nniManagerIP is not set. to fix
[x] Add OpEvo example #PR 2549 test: @QuanluZhang
to update doc: add an picture
Model compression TODOs:
[x] 1. Model speedup support resnet ( concat, add, conv2d group > 1) ~6/10~ 6/17 @zheng-ningxin test: @chicm-ms
to do next release: inception, densenet
[x] 2. Fix bug for model graph with shared nn.Module #2485 @zheng-ningxin test: @chicm-ms
[x] 4. Support more pruning algorithms #2490 @suiguoxin test: @colorjam
issue: to fix example model next release.
[x] 5. Model sensitivity analysis tool #2435 @zheng-ningxin test: @chicm-ms
[x] flops calculation for model compression and NAS @colorjam 6/8 PR #2535 to schedule a meeting to discuss PR #2535 test: @ultmaster
issue: thop warning message, to fix
Bugs
[ ] nodejs OOM when make build #2475 (@liuzhe-lz ) PR submitted test: @chicm-ms
how to reproduce: ask niyan
TODO:
demo at feature code freeze from next release. record demo video
Release 1.7
Release and next iteration plan date: 7.8
Planned Items
Model compression TODOs:
Bugs
make build
#2475 (@liuzhe-lz ) PR submitted test: @chicm-ms how to reproduce: ask niyanTODO: demo at feature code freeze from next release. record demo video