NASLib
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automl
NASLib is a Neural Architecture Search (NAS) library for facilitating NAS research for the community by providing interfaces to several state-of-the-art NAS search spaces and optimizers.
In file `NASLib/tree/Develop/naslib/predictors/zerocost_v1.py`, it use the search space defined in `NASLib/tree/Develop/naslib/predictors/utils/models`. It basically defines some architectures of nasbench101 and nasbench201. However, there is already a module called `search_space.` including many...
Hi, Looks like the notebook https://github.com/automl/NASLib/blob/Develop/examples/example_runner.ipynb is broken and there is an error there.
@TillFetzer and myself (@lage2104 ) implemented 4 multi-fidelity optimizers to NASLib. These are: Successive Halving, Hyperband, Bayesian Optimization Hyperband and Differential Evolution Hyperband. The implementation is mainly based on https://github.com/automl/nas-bench-x11....
I currently use NASLib as a backend for defining my own search space for a benchmark. I noticed while sharing my code that the following imports introduce a number of...
When running the `pip install -e .` command, set up fails. It seems tripped up on the numpy installation, but numpy is already installed (version consistent with that required). See...
Are there any examples about how to train an architecture on TransNAS-Bench-101 search space? And where can I download the dataset to train the architecture?
Hi, thank you for sharing these benchmark tools! Let me ask one question about a dataset provided by this repo. When I looked at data in `NAS-Bench-301` trained on CIFAR-10...
I don't want CIFAR, Taskonomy or anything, I have my own data, but I can't get it to work. I couldn't replace CIFAR10 and I don't know the data format...
Hi, I'm trying to sample few architectures from NAS-Bench-101, and then query the socre, and also get the torch-model according to the architecutre. I wanna use the model to do...
I am trying, without success, sampling random architectures from the defined Search Spaces such as DARTS and SimpleCell spaces. Is it possible to sample an entire PyTorch object representing the...
