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22 changes: 16 additions & 6 deletions torchrec/metrics/tower_qps.py
Original file line number Diff line number Diff line change
Expand Up @@ -227,9 +227,14 @@ def update(
RecComputeMode.FUSED_TASKS_AND_STATES_COMPUTATION,
]:
if not isinstance(labels, torch.Tensor):
raise RecMetricException(
"Fused computation only support where 'labels' is a tensor"
)
try:
labels = torch.stack(
[labels[task.name] for task in self._tasks]
)
except Exception as e:
raise RecMetricException(
f"Failed to convert labels to tensor for fused computation: {e}"
)
labels = labels.view(-1, self._batch_size)
if self._should_validate_update:
# Set the default value to be all True. When weights is None, it's considered
Expand All @@ -241,9 +246,14 @@ def update(
)
if weights is not None:
if not isinstance(weights, torch.Tensor):
raise RecMetricException(
"Fused computation only support where 'weights' is a tensor"
)
try:
weights = torch.stack(
[weights[task.name] for task in self._tasks]
)
except Exception as e:
raise RecMetricException(
f"Failed to convert weights to tensor for fused computation: {e}"
)
has_valid_weights = torch.gt(
torch.count_nonzero(
weights.view(-1, self._batch_size), dim=-1
Expand Down
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