sho commited on
Commit
d687de3
2 Parent(s): 76b1411 b4c2583

Merge pull request #1 from soulteary/main

Browse files
Files changed (1) hide show
  1. app.py +20 -6
app.py CHANGED
@@ -56,21 +56,34 @@ miyazaki_model = Transformer()
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  kon_model = Transformer()
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  enable_gpu = torch.cuda.is_available()
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- map_location = torch.device("cuda") if enable_gpu else "cpu"
 
 
 
 
 
 
 
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  shinkai_model.load_state_dict(
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- torch.load(shinkai_model_hfhub, map_location=map_location)
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  )
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  hosoda_model.load_state_dict(
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- torch.load(hosoda_model_hfhub, map_location=map_location)
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  )
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  miyazaki_model.load_state_dict(
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- torch.load(miyazaki_model_hfhub, map_location=map_location)
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  )
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  kon_model.load_state_dict(
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- torch.load(kon_model_hfhub, map_location=map_location)
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  )
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  shinkai_model.eval()
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  hosoda_model.eval()
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  miyazaki_model.eval()
@@ -118,7 +131,8 @@ def inference(img, style):
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  if enable_gpu:
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  logger.info(f"CUDA found. Using GPU.")
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- input_image = Variable(input_image).cuda()
 
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  else:
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  logger.info(f"CUDA not found. Using CPU.")
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  input_image = Variable(input_image).float()
 
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  kon_model = Transformer()
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  enable_gpu = torch.cuda.is_available()
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+
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+ if enable_gpu:
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+ # If you have multiple cards,
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+ # you can assign to a specific card, eg: "cuda:0"("cuda") or "cuda:1"
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+ # Use the first card by default: "cuda"
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+ device = torch.device("cuda")
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+ else:
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+ device = "cpu"
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  shinkai_model.load_state_dict(
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+ torch.load(shinkai_model_hfhub, device)
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  )
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  hosoda_model.load_state_dict(
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+ torch.load(hosoda_model_hfhub, device)
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  )
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  miyazaki_model.load_state_dict(
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+ torch.load(miyazaki_model_hfhub, device)
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  )
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  kon_model.load_state_dict(
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+ torch.load(kon_model_hfhub, device)
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  )
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+ if enable_gpu:
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+ shinkai_model = shinkai_model.to(device)
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+ hosoda_model = hosoda_model.to(device)
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+ miyazaki_model = miyazaki_model.to(device)
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+ kon_model = kon_model.to(device)
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+
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  shinkai_model.eval()
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  hosoda_model.eval()
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  miyazaki_model.eval()
 
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  if enable_gpu:
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  logger.info(f"CUDA found. Using GPU.")
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+ # Allows to specify a card for calculation
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+ input_image = Variable(input_image).to(device)
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  else:
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  logger.info(f"CUDA not found. Using CPU.")
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  input_image = Variable(input_image).float()