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Return model size info #182

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Return model size info #182

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12 changes: 8 additions & 4 deletions torchsummary/torchsummary.py
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Original file line number Diff line number Diff line change
Expand Up @@ -7,19 +7,19 @@


def summary(model, input_size, batch_size=-1, device=torch.device('cuda:0'), dtypes=None):
result, params_info = summary_string(
result, summary_info = summary_string(
model, input_size, batch_size, device, dtypes)
print(result)

return params_info
return summary_info


def summary_string(model, input_size, batch_size=-1, device=torch.device('cuda:0'), dtypes=None):
if dtypes == None:
dtypes = [torch.FloatTensor]*len(input_size)

summary_str = ''

summary_info = {"params_info": tuple(), "size_info": tuple()}
def register_hook(module):
def hook(module, input, output):
class_name = str(module.__class__).split(".")[-1].split("'")[0]
Expand Down Expand Up @@ -117,4 +117,8 @@ def hook(module, input, output):
summary_str += "Estimated Total Size (MB): %0.2f" % total_size + "\n"
summary_str += "----------------------------------------------------------------" + "\n"
# return summary
return summary_str, (total_params, trainable_params)

summary_info['params_info'] = (total_params, trainable_params)
summary_info['size_info'] = (total_input_size, total_output_size, total_params_size, total_size)

return summary_str, summary_info