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An open source AutoML toolkit for automate machine learning lifecycle, including feature engineering, neural architecture search, model compression and hyper-parameter tuning.

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### Description ### Example: - End2End pruning example for `bert` on MNLI dataset and report a few experiments result. Enhancements: - MovementPruner: (Experimental) Support `soft` movement pruning (only support `hard`...

I try to use nni in the HPC at our school. The code is work on my computer. The HPC has many compute nodes and we should submit the tasks...

user raised
support

### Description ### Add fixed subnet state dict load operation and Autoformer evolution ### How to test ### ``` import nni.retiarii.hub.pytorch as hub from nni.retiarii.hub.pytorch.utils.fixed import FixedFactory from nni.retiarii.utils import...

### Description ### Add a new tutorial of searching in DARTS space with DARTS strategy. #### Test Options #### - [ ] fast test - [ ] full test -...

- Release manager: @ultmaster - Release start date: 6.22 - Feature freeze date (at most 30 days): ~7.22~ 8.1 - First test package (1 week since feature freeze): ~7.29~ ~8.12~...

iteration-plan
nnidev

### Description ### Add examples for reproducing: * DARTS * NAS-Bench-101 * ProxylessNAS #### Test Options #### - [ ] fast test - [ ] full test - HPO -...

v3.0

### Description ### #### Features * Add export_probs to monitor the architecture weights. * Rewrite configure_optimizers, functions to step optimzers / schedulers, along with other hooks for simplicity, and to...

### Description ### * Support drop path in NASNet. * Fix auxiliary loss implementation in NASNet. * Fix typecheck issues in ShuffleNet. #### Test Options #### - [ ] fast...

**Describe the issue**: May like issue #4853 **torch.cuda.is_available()** is FALSE at the second trial but TRUE at the first trial (by print). Also, it is TRUE when running the main.py....