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[TEST][TENSORFLOW] Cache the Downloaded File #2911

@tqchen

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@tqchen

So far the model files used in the TF end to end tests re-download the file in each test run.
This causes the test execution to be slow. Eventually, the test server can be blocked by the place that hosts the data-source.

We need to change the implementation to cache to local and only re-download the file if necessary.

cc @srkreddy1238 @icemelon9

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