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Memory leak #344

@zkdfbb

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@zkdfbb

When I upgrade to 0.5.0 I found a huge memory usage growth. I checked version 0.2.0(include 0.3), the memory growth as:
4826, 5096, 5302
and 0.5.0(include 0.4.1) growth as:
6754, 8970, 11114

and when run evaluation, the last batch maybe smaller, so every evaluation I re read the datasets(tfrecords), the result under version 0.2.0 is:
4826, 5294, 5510

How can I solve this problem?

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