KellenSunderland edited a comment on issue #12116: Excessive memory allocation without static_alloc URL: https://github.com/apache/incubator-mxnet/issues/12116#issuecomment-412082735 I ran the follow code: ```python import mxnet as mx import gluoncv from time import sleep net = gluoncv.model_zoo.get_model('cifar_resnet20_v1', pretrained=True, ctx=mx.gpu(0)) net.hybridize() sleep(10) ``` With commit ed203047573db7681feb5631901a609e6e074971 I observed a GPU memory usage of 2.5GB. Re-running the same test with commit 98a41af52a2c7cb9e30a6cf81796d431212f217d I observe a memory usage of 2.5GB
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