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this is awesome. I wanted to put a vgg net into my app. but the 500mb size is kinda too large. I know there is a stanford paper can compress it to 12mb or so.
by billconan 10y ago
this is awesome.
I wanted to put a vgg net into my app. but the 500mb size is kinda too large. I know there is a stanford paper can compress it to 12mb or so. I will try it someday.
- p1esk 10y agoEven without any compression, if you use INT8 for the weights, instead of FP32, you will get 4x size reduction.
- billconan 10y agoyes, that's one trick they did in the paper. they also do pruning, weights close to zero are removed. then they implemented a gpu sparse matrix multiplication kernel.