Im facing the same problem, 
UserWarning: Gradient of Parameter `ssd0_batchnorm0_beta` on context gpu(0) has 
not been updated by backward since last `step`. This could mean a bug in your 
model that made it only use a subset of the Parameters (Blocks) for this 
iteration. If you are intentionally only using a subset, call step with 
ignore_stale_grad=True to suppress this warning and skip updating of Parameters 
with stale gradient

bt i think its affecting





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