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from ..utils import common_annotator_call, INPUT, define_preprocessor_inputs |
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import comfy.model_management as model_management |
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class Depth_Anything_V2_Preprocessor: |
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@classmethod |
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def INPUT_TYPES(s): |
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return define_preprocessor_inputs( |
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ckpt_name=INPUT.COMBO( |
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["depth_anything_v2_vitg.pth", "depth_anything_v2_vitl.pth", "depth_anything_v2_vitb.pth", "depth_anything_v2_vits.pth"], |
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default="depth_anything_v2_vitl.pth" |
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), |
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resolution=INPUT.RESOLUTION() |
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) |
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RETURN_TYPES = ("IMAGE",) |
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FUNCTION = "execute" |
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CATEGORY = "ControlNet Preprocessors/Normal and Depth Estimators" |
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def execute(self, image, ckpt_name="depth_anything_v2_vitl.pth", resolution=512, **kwargs): |
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from custom_controlnet_aux.depth_anything_v2 import DepthAnythingV2Detector |
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model = DepthAnythingV2Detector.from_pretrained(filename=ckpt_name).to(model_management.get_torch_device()) |
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out = common_annotator_call(model, image, resolution=resolution, max_depth=1) |
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del model |
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return (out, ) |
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""" class Depth_Anything_Metric_V2_Preprocessor: |
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@classmethod |
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def INPUT_TYPES(s): |
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return create_node_input_types( |
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environment=(["indoor", "outdoor"], {"default": "indoor"}), |
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max_depth=("FLOAT", {"min": 0, "max": 100, "default": 20.0, "step": 0.01}) |
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) |
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RETURN_TYPES = ("IMAGE",) |
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FUNCTION = "execute" |
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CATEGORY = "ControlNet Preprocessors/Normal and Depth Estimators" |
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def execute(self, image, environment, resolution=512, max_depth=20.0, **kwargs): |
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from custom_controlnet_aux.depth_anything_v2 import DepthAnythingV2Detector |
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filename = dict(indoor="depth_anything_v2_metric_hypersim_vitl.pth", outdoor="depth_anything_v2_metric_vkitti_vitl.pth")[environment] |
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model = DepthAnythingV2Detector.from_pretrained(filename=filename).to(model_management.get_torch_device()) |
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out = common_annotator_call(model, image, resolution=resolution, max_depth=max_depth) |
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del model |
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return (out, ) """ |
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NODE_CLASS_MAPPINGS = { |
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"DepthAnythingV2Preprocessor": Depth_Anything_V2_Preprocessor, |
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} |
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NODE_DISPLAY_NAME_MAPPINGS = { |
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"DepthAnythingV2Preprocessor": "Depth Anything V2 - Relative", |
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} |
