neural_kernels_code

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cifar10/ - Code for cifar10 experiments (table 3)

cifar100/ - Code for cifar100 experiments (table 4)

mnist/ - Code for mnist experiments (table 2)

subsampled_cifar10/ - Code for subsampled cifar experiments (figure 3)

UCI/ - Code for UCI experiments (table 4)

• To run kernel code connect to docker by running:

bash docker_connect.sh

Notes:

• Kernel code is tuned for tesla v100 GPUs, will be substanially slower on other gpus

• All above mentioned code downloads a preprocessed cifar10/cifar100/cifar10.1 dataset from a public S3 bucket. But the raw pre-processing code used to generate those datasets can be inspected in preprocess.py