add theseus wrapper

pull/1116/head
weishengyu 2021-08-08 14:57:29 +08:00
parent 4f8552aa4f
commit 6dbbf8cc17
1 changed files with 39 additions and 5 deletions

View File

@ -33,14 +33,19 @@ class TheseusLayer(nn.Layer):
return after_stop
def _update_res(self, return_patterns):
if not return_patterns:
return
for layer_i in self._sub_layers:
if isinstance(self._sub_layers[layer_i], (nn.Sequential, nn.LayerList)):
self._sub_layers[layer_i] = wrap_theseus(self._sub_layers[layer_i], return_patterns)
layer_name = self._sub_layers[layer_i].full_name()
for return_pattern in return_patterns:
if return_patterns is not None and re.match(return_pattern, layer_name):
if isinstance(self._sub_layers[layer_i], TheseusLayer):
self._sub_layers[layer_i].register_forward_post_hook(
self._sub_layers[layer_i]._save_sub_res_hook)
self._sub_layers[layer_i].res_dict = self.res_dict
if re.match(return_pattern, layer_name):
if not isinstance(self._sub_layers[layer_i], TheseusLayer):
self._sub_layers[layer_i] = wrap_theseus(self._sub_layers[layer_i], return_patterns)
self._sub_layers[layer_i].register_forward_post_hook(
self._sub_layers[layer_i]._save_sub_res_hook)
self._sub_layers[layer_i].res_dict = self.res_dict
if isinstance(self._sub_layers[layer_i], TheseusLayer):
self._sub_layers[layer_i]._update_res(return_patterns)
@ -74,3 +79,32 @@ class TheseusLayer(nn.Layer):
return new_conv
'''
class WrapLayer(TheseusLayer):
def __init__(self, sub_layer):
super(WrapLayer, self).__init__()
self.sub_layer = sub_layer
self.name = sub_layer.full_name()
def full_name(self):
return self.name
def forward(self, *inputs, **kwargs):
self.sub_layer(*inputs, **kwargs)
def wrap_theseus(sub_layer, return_patterns):
if isinstance(sub_layer, (nn.Sequential, nn.LayerList)):
for layer_i in sub_layer._sub_layers:
if isinstance(sub_layer._sub_layers[layer_i], TheseusLayer):
continue
elif isinstance(sub_layer._sub_layers[layer_i], (nn.Sequential, nn.LayerList)):
wrap_theseus(sub_layer._sub_layers[layer_i], return_patterns)
elif isinstance(sub_layer._sub_layers[layer_i], nn.Layer):
layer_name = sub_layer._sub_layers[layer_i].full_name()
for return_pattern in return_patterns:
if re.match(return_pattern, layer_name):
wrap_theseus(sub_layer._sub_layers[layer_i], return_patterns)
wrapped_layer = WrapLayer(sub_layer)
return wrapped_layer