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https://github.com/comfyanonymous/ComfyUI.git
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Merge branch 'master' into v3-definition
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@@ -16,7 +16,7 @@ class Load3D():
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os.makedirs(input_dir, exist_ok=True)
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files = [normalize_path(os.path.join("3d", f)) for f in os.listdir(input_dir) if f.endswith(('.gltf', '.glb', '.obj', '.mtl', '.fbx', '.stl'))]
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files = [normalize_path(os.path.join("3d", f)) for f in os.listdir(input_dir) if f.endswith(('.gltf', '.glb', '.obj', '.fbx', '.stl'))]
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return {"required": {
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"model_file": (sorted(files), {"file_upload": True}),
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@@ -268,8 +268,9 @@ class WanVaceToVideo:
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trim_latent = reference_image.shape[2]
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mask = mask.unsqueeze(0)
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positive = node_helpers.conditioning_set_values(positive, {"vace_frames": control_video_latent, "vace_mask": mask, "vace_strength": strength})
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negative = node_helpers.conditioning_set_values(negative, {"vace_frames": control_video_latent, "vace_mask": mask, "vace_strength": strength})
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positive = node_helpers.conditioning_set_values(positive, {"vace_frames": [control_video_latent], "vace_mask": [mask], "vace_strength": [strength]}, append=True)
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negative = node_helpers.conditioning_set_values(negative, {"vace_frames": [control_video_latent], "vace_mask": [mask], "vace_strength": [strength]}, append=True)
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latent = torch.zeros([batch_size, 16, latent_length, height // 8, width // 8], device=comfy.model_management.intermediate_device())
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out_latent = {}
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@@ -344,6 +345,44 @@ class WanCameraImageToVideo:
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out_latent["samples"] = latent
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return (positive, negative, out_latent)
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class WanPhantomSubjectToVideo:
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@classmethod
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def INPUT_TYPES(s):
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return {"required": {"positive": ("CONDITIONING", ),
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"negative": ("CONDITIONING", ),
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"vae": ("VAE", ),
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"width": ("INT", {"default": 832, "min": 16, "max": nodes.MAX_RESOLUTION, "step": 16}),
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"height": ("INT", {"default": 480, "min": 16, "max": nodes.MAX_RESOLUTION, "step": 16}),
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"length": ("INT", {"default": 81, "min": 1, "max": nodes.MAX_RESOLUTION, "step": 4}),
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"batch_size": ("INT", {"default": 1, "min": 1, "max": 4096}),
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},
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"optional": {"images": ("IMAGE", ),
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}}
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RETURN_TYPES = ("CONDITIONING", "CONDITIONING", "CONDITIONING", "LATENT")
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RETURN_NAMES = ("positive", "negative_text", "negative_img_text", "latent")
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FUNCTION = "encode"
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CATEGORY = "conditioning/video_models"
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def encode(self, positive, negative, vae, width, height, length, batch_size, images):
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latent = torch.zeros([batch_size, 16, ((length - 1) // 4) + 1, height // 8, width // 8], device=comfy.model_management.intermediate_device())
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cond2 = negative
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if images is not None:
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images = comfy.utils.common_upscale(images[:length].movedim(-1, 1), width, height, "bilinear", "center").movedim(1, -1)
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latent_images = []
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for i in images:
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latent_images += [vae.encode(i.unsqueeze(0)[:, :, :, :3])]
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concat_latent_image = torch.cat(latent_images, dim=2)
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positive = node_helpers.conditioning_set_values(positive, {"time_dim_concat": concat_latent_image})
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cond2 = node_helpers.conditioning_set_values(negative, {"time_dim_concat": concat_latent_image})
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negative = node_helpers.conditioning_set_values(negative, {"time_dim_concat": comfy.latent_formats.Wan21().process_out(torch.zeros_like(concat_latent_image))})
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out_latent = {}
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out_latent["samples"] = latent
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return (positive, cond2, negative, out_latent)
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NODE_CLASS_MAPPINGS = {
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"WanImageToVideo": WanImageToVideo,
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"WanFunControlToVideo": WanFunControlToVideo,
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@@ -352,4 +391,5 @@ NODE_CLASS_MAPPINGS = {
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"WanVaceToVideo": WanVaceToVideo,
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"TrimVideoLatent": TrimVideoLatent,
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"WanCameraImageToVideo": WanCameraImageToVideo,
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"WanPhantomSubjectToVideo": WanPhantomSubjectToVideo,
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}
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