search

liyunsheng13 / micronet

MIT License
331 stars 27 forks source link

Questions about training speed #20

Open bupt906 opened 2 years ago

bupt906 commented 2 years ago

I am doing related work based on paddleOCR. I replaced the backbone of the CRNN network structure from mobilenet_v3 to micronet. I train on a single machine with 4 cards, the batch_size is 256, and I find that the ips I train are about 60, while the ips of mobilenet_v3 can reach about 200. may I ask if this is normal? And GPU usage has become lower.

liyunsheng13 commented 2 years ago

I'm not sure. The gap seems to be large. In fact micronet is developed mainly for CPU usage. The speed should not be very fast due to the existence of dynamic operation. But from my experience, it should be much slower than mobilenetv3.