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29 changes: 21 additions & 8 deletions stride/core.py
Original file line number Diff line number Diff line change
Expand Up @@ -342,6 +342,10 @@ def _dealloc(*args):
returns = []
parallel_returns = []
deallocs = []
try:
self_uid = mosaic.runtime().uid
except AttributeError:
self_uid = None
for node in self.graph.toposort(self.prev_op):
kwargs_ = kwargs.copy()

Expand All @@ -356,27 +360,36 @@ def _dealloc(*args):
# call adjoint method
try:
method = getattr(node.op, node.method)
is_proxy = isinstance(node.op, TesseraProxy)
except AttributeError:
method = getattr(node.op.obj, node.method)
is_proxy = isinstance(node.op.obj, TesseraProxy)

if hasattr(node.op, 'is_parameter') and node.op.is_parameter:
redux_grad = await runtime.exec('redux-%s' % node.op.uid, redux, output_grads)
ret = method((redux_grad,), **{**kwargs_, **{'eager': True, 'redux': True}})

else:
ret = method(*output_grads, **kwargs_)
if is_proxy:
ret = method(*output_grads, **{**kwargs_, **{'eager': True}})
else:
ret = method(*output_grads, **kwargs_)

if inspect.iscoroutine(ret) or inspect.iscoroutinefunction(ret):
ret = await ret

if isinstance(ret, TaskProxy):
if len(deallocs):
ret.add_done_callback(dealloc(deallocs))

if (not hasattr(node.op, 'has_tessera') or not node.op.has_tessera or not node.op.is_proxy) and \
(not hasattr(node.op, 'is_parameter') or not node.op.is_parameter):
returns.append(ret)
if ret.runtime_id == self_uid:
ret = await ret
else:
parallel_returns.append(ret)
if len(deallocs):
ret.add_done_callback(dealloc(deallocs))

if (not hasattr(node.op, 'has_tessera') or not node.op.has_tessera or not node.op.is_proxy) and \
(not hasattr(node.op, 'is_parameter') or not node.op.is_parameter):
returns.append(ret)
else:
parallel_returns.append(ret)

input_grads = ret.outputs
else:
Expand Down