[code-reflection] RFR: Model lifetimes of onnx session-related objects more explicitly [v3]

[Maurizio Cimadamore]

> The class representing an onnx session is auto closeable. But, in the current code, a session is closed immediately after its `run` method is called. This is problematic because a session returns some ORTValues (tensors) which also need to be freed, but that cannot be freed immediately after calling `run` (as they need to be used by clients).
> 
> To address this problem, I tweaked the session code to accept an external arena. All the allocation of session-related data structures now happens using that external arena. This means that the client can now be in charge of managing the lifetime of a session (see changes to MNIST demo).
> 
> To test, I tweaked the MNIST code to do 10K iterations on each button pressed. Predictably, a single button pressed resulted in over 3g of memory being leaked. With these changes the memory arrives at ~400K (there is still some minor leak, but not sure worth pushing more).
> 
> If the changes to the demo are not deemed good, I can withdraw this PR -- I mostly wanted to capture the result of my exploration somewhere.

Maurizio Cimadamore has updated the pull request with a new target base due to a merge or a rebase. The pull request now contains four commits:

 - Merge branch 'code-reflection' into onnx_session_lifetime
 - Rename local arena variables
 - Fix bug: replace confined arena with automatic arena in OnnxInterpreter
 - Model lifetimes of session-related objects more explicitly

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Changes: https://git.openjdk.org/babylon/pull/332/files
  Webrev: Webrev is not available because diff is too large
  Stats: 342089 lines in 3277 files changed: 103895 ins; 210551 del; 27643 mod
  Patch: https://git.openjdk.org/babylon/pull/332.diff
  Fetch: git fetch https://git.openjdk.org/babylon.git pull/332/head:pull/332

PR: https://git.openjdk.org/babylon/pull/332