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eager quant: fix error with removing forward hooks
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Summary:

#49739 reports a crash
where removing forward hooks results in a

```
RuntimeError: OrderedDict mutated during iteration
```

Unfortunately I cannot repro this inside the PyTorch module, but the issue
author has a good point and and we should not mutate the dict inside
of the iteration.

Test Plan:

```
// test plan from #46871 which
// originally added this
python test/test_quantization.py TestEagerModeQATOps
```

Reviewers:

Subscribers:

Tasks:

Tags:

ghstack-source-id: b7ef4e3c381c9451b2a6368c69f27e345837aee9
Pull Request resolved: #49813
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vkuzo committed Dec 30, 2020
1 parent 4e4044e commit fc66e05
Showing 1 changed file with 4 additions and 1 deletion.
5 changes: 4 additions & 1 deletion torch/quantization/quantize.py
Expand Up @@ -252,9 +252,12 @@ def _remove_activation_post_process(module):
delattr(module, 'activation_post_process')

# remove activation_post_proceess hook
handle_ids_to_remove = set()
for handle_id, hook_fn in module._forward_hooks.items():
if hook_fn is _observer_forward_hook:
module._forward_hooks.pop(handle_id)
handle_ids_to_remove.add(handle_id)
for handle_id in handle_ids_to_remove:
module._forward_hooks.pop(handle_id)

# TODO: rename to something more general
def _remove_qconfig(module):
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