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wip: update ldm_patched
currently issues with calculate_sigmas call
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@@ -1,9 +1,7 @@
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# https://github.com/comfyanonymous/ComfyUI/blob/master/nodes.py
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#code originally taken from: https://github.com/ChenyangSi/FreeU (under MIT License)
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import torch
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import logging
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def Fourier_filter(x, threshold, scale):
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# FFT
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@@ -44,14 +42,14 @@ class FreeU:
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on_cpu_devices = {}
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def output_block_patch(h, hsp, transformer_options):
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scale = scale_dict.get(h.shape[1], None)
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scale = scale_dict.get(int(h.shape[1]), None)
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if scale is not None:
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h[:,:h.shape[1] // 2] = h[:,:h.shape[1] // 2] * scale[0]
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if hsp.device not in on_cpu_devices:
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try:
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hsp = Fourier_filter(hsp, threshold=1, scale=scale[1])
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except:
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print("Device", hsp.device, "does not support the torch.fft functions used in the FreeU node, switching to CPU.")
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logging.warning("Device {} does not support the torch.fft functions used in the FreeU node, switching to CPU.".format(hsp.device))
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on_cpu_devices[hsp.device] = True
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hsp = Fourier_filter(hsp.cpu(), threshold=1, scale=scale[1]).to(hsp.device)
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else:
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@@ -83,7 +81,7 @@ class FreeU_V2:
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on_cpu_devices = {}
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def output_block_patch(h, hsp, transformer_options):
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scale = scale_dict.get(h.shape[1], None)
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scale = scale_dict.get(int(h.shape[1]), None)
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if scale is not None:
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hidden_mean = h.mean(1).unsqueeze(1)
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B = hidden_mean.shape[0]
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@@ -97,7 +95,7 @@ class FreeU_V2:
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try:
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hsp = Fourier_filter(hsp, threshold=1, scale=scale[1])
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except:
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print("Device", hsp.device, "does not support the torch.fft functions used in the FreeU node, switching to CPU.")
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logging.warning("Device {} does not support the torch.fft functions used in the FreeU node, switching to CPU.".format(hsp.device))
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on_cpu_devices[hsp.device] = True
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hsp = Fourier_filter(hsp.cpu(), threshold=1, scale=scale[1]).to(hsp.device)
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else:
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