Commit 9f5f002
* microbatch: split out first and last batch to run in serial
* only run pre_hook on first batch, post_hook on last batch
* refactor: internalize parallel to RunTask._submit_batch
* Add optional `force_sequential` to `_submit_batch` to allow for skipping parallelism check
* Force last batch to run sequentially
* Force first batch to run sequentially
* Remove batch_idx check in `should_run_in_parallel`
`should_run_in_parallel` shouldn't, and no longer needs to, take into
consideration where in batch exists in a larger context. The first and
last batch for a microbatch model are now forced to run sequentially
by `handle_microbatch_model`
* Begin skipping batches if first batch fails
* Write custom `on_skip` for `MicrobatchModelRunner` to better handle when batches are skipped
This was necessary specifically because the default on skip set the `X of Y` part
of the skipped log using the `node_index` and the `num_nodes`. If there was 2
nodes and we are on the 4th batch of the second node, we'd get a message like
`SKIPPED 4 of 2...` which didn't make much sense. We're likely in a future commit
going to add a custom event for logging the start, result, and skipping of batches
for better readability of the logs.
* Add microbatch pre-hook, post-hook, and sequential first/last batch tests
* Fix/Add tests around first batch failure vs latter batch failure
* Correct MicrobatchModelRunner.on_skip to handle skipping the entire node
Previously `MicrobatchModelRunner.on_skip` only handled when a _batch_ of
the model was being skipped. However, that method is also used when the
entire microbatch model is being skipped due to an upstream node error. Because
we previously _weren't_ handling this second case, it'd cause an unhandled
runtime exception. Thus, we now need to check whether we're running a batch or not,
and there is no batch, then use the super's on_skip method.
* Correct conditional logic for setting pre- and post-hooks for batches
Previously we were doing an if+elif for setting pre- and post-hooks
for batches, where in the `if` matched if the batch wasn't the first
batch, and the `elif` matched if the batch wasn't the last batch. The
issue with this is that if the `if` was hit, the `elif` _wouldn't_ be hit.
This caused the first batch to appropriately not run the `post-hook` but
then every hook after would run the `post-hook`.
* Add two new event types `LogStartBatch` and `LogBatchResult`
* Update MicrobatchModelRunner to use new batch specific log events
* Fix event testing
* Update microbatch integration tests to catch batch specific event types
---------
Co-authored-by: Quigley Malcolm <[email protected]>
(cherry picked from commit 03fdb4c)
Co-authored-by: Michelle Ark <[email protected]>
1 parent 4e74e69 commit 9f5f002
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