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Experiments on the strong lottery ticket hypothesis for convolutional neural networks
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AInnervate/cnnslth
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This is the code used to produce the empyrical results reported inour paper.
All commands referred should be executed in the project's root directory.
A working installation ofGurobi Optimizer is necessary to run the experiments.To install the other dependencies, start Julia and run
using Pkg; Pkg.activate("."); Pkg.instantiate()
To perform the experiments and generate the plots, run
julia --project=. main.jlThe script will look for cached solutions insaves/.This search is based on file's names, so renaming them (or using different parameters) will generate solutions from scratch (which can take many hours).