from comfy.cldm.control_types import UNION_CONTROLNET_TYPES import nodes import comfy.utils from typing_extensions import override from comfy_api.latest import ComfyExtension, io class SetUnionControlNetType(io.ComfyNode): @classmethod def define_schema(cls): return io.Schema( node_id="SetUnionControlNetType", category="conditioning/controlnet", inputs=[ io.ControlNet.Input("control_net"), io.Combo.Input("type", options=["auto"] + list(UNION_CONTROLNET_TYPES.keys())), ], outputs=[ io.ControlNet.Output(), ], ) @classmethod def execute(cls, control_net, type) -> io.NodeOutput: control_net = control_net.copy() type_number = UNION_CONTROLNET_TYPES.get(type, -1) if type_number >= 0: control_net.set_extra_arg("control_type", [type_number]) else: control_net.set_extra_arg("control_type", []) return io.NodeOutput(control_net) set_controlnet_type = execute # TODO: remove class ControlNetInpaintingAliMamaApply(io.ComfyNode): @classmethod def define_schema(cls): return io.Schema( node_id="ControlNetInpaintingAliMamaApply", category="conditioning/controlnet", inputs=[ io.Conditioning.Input("positive"), io.Conditioning.Input("negative"), io.ControlNet.Input("control_net"), io.Vae.Input("vae"), io.Image.Input("image"), io.Mask.Input("mask"), io.Float.Input("strength", default=1.0, min=0.0, max=10.0, step=0.01), io.Float.Input("start_percent", default=0.0, min=0.0, max=1.0, step=0.001), io.Float.Input("end_percent", default=1.0, min=0.0, max=1.0, step=0.001), ], outputs=[ io.Conditioning.Output(display_name="positive"), io.Conditioning.Output(display_name="negative"), ], ) @classmethod def execute(cls, positive, negative, control_net, vae, image, mask, strength, start_percent, end_percent) -> io.NodeOutput: extra_concat = [] if control_net.concat_mask: mask = 1.0 - mask.reshape((-1, 1, mask.shape[-2], mask.shape[-1])) mask_apply = comfy.utils.common_upscale(mask, image.shape[2], image.shape[1], "bilinear", "center").round() image = image * mask_apply.movedim(1, -1).repeat(1, 1, 1, image.shape[3]) extra_concat = [mask] result = nodes.ControlNetApplyAdvanced().apply_controlnet(positive, negative, control_net, image, strength, start_percent, end_percent, vae=vae, extra_concat=extra_concat) return io.NodeOutput(result[0], result[1]) apply_inpaint_controlnet = execute # TODO: remove class ControlNetExtension(ComfyExtension): @override async def get_node_list(self) -> list[type[io.ComfyNode]]: return [ SetUnionControlNetType, ControlNetInpaintingAliMamaApply, ] async def comfy_entrypoint() -> ControlNetExtension: return ControlNetExtension()