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@@ -7,14 +7,14 @@ The following instruction demonstrates the usage of evaluating network's perform
**/src/metrics/swap.py** contains the core components of SWAP-Score. **/src/metrics/swap.py** contains the core components of SWAP-Score.
**/datasets/DARTS_archs_CIFAR10.csv** contains 1000 architectures (randomly sampled from DARTS space) along with their CIFAR-10 validation accuracies (trained for 200 epochs). **/datasets/DARTS_archs_CIFAR10.csv** contains 1000 architectures (randomly sampled from DARTS search space) along with their CIFAR-10 validation accuracies (trained for 200 epochs).
* Install necessary dependencies (a new virtual environment is suggested). * Install necessary dependencies (a new virtual environment is suggested).
``` ```
cd SWAP cd SWAP
pip install -r requirements.txt pip install -r requirements.txt
``` ```
* Calculate the correlation between SWAP-Score and CIFAR-10 validation accuracies of 1000 DARTS architectures. * Calculate the correlation between SWAP-Score and CIFAR-10 validation accuracies of 1000 CNN architectures.
``` ```
python correlation.py python correlation.py
``` ```