add swinir v2 support
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1 changed files with 28 additions and 7 deletions
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@ -10,6 +10,7 @@ from tqdm import tqdm
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from modules import modelloader
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from modules.shared import cmd_opts, opts, device
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from modules.swinir_model_arch import SwinIR as net
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from modules.swinir_model_arch_v2 import Swin2SR as net2
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from modules.upscaler import Upscaler, UpscalerData
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precision_scope = (
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@ -57,22 +58,42 @@ class UpscalerSwinIR(Upscaler):
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filename = path
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if filename is None or not os.path.exists(filename):
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return None
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model = net(
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if filename.endswith(".v2.pth"):
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model = net2(
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upscale=scale,
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in_chans=3,
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img_size=64,
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window_size=8,
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img_range=1.0,
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depths=[6, 6, 6, 6, 6, 6, 6, 6, 6],
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embed_dim=240,
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num_heads=[8, 8, 8, 8, 8, 8, 8, 8, 8],
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depths=[6, 6, 6, 6, 6, 6],
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embed_dim=180,
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num_heads=[6, 6, 6, 6, 6, 6],
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mlp_ratio=2,
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upsampler="nearest+conv",
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resi_connection="3conv",
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)
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resi_connection="1conv",
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)
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params = None
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else:
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model = net(
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upscale=scale,
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in_chans=3,
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img_size=64,
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window_size=8,
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img_range=1.0,
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depths=[6, 6, 6, 6, 6, 6, 6, 6, 6],
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embed_dim=240,
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num_heads=[8, 8, 8, 8, 8, 8, 8, 8, 8],
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mlp_ratio=2,
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upsampler="nearest+conv",
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resi_connection="3conv",
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)
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params = "params_ema"
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pretrained_model = torch.load(filename)
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model.load_state_dict(pretrained_model["params_ema"], strict=True)
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if params is not None:
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model.load_state_dict(pretrained_model[params], strict=True)
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else:
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model.load_state_dict(pretrained_model, strict=True)
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if not cmd_opts.no_half:
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model = model.half()
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return model
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