|
1 | 1 | from comfy.cldm.control_types import UNION_CONTROLNET_TYPES
|
2 |
| -import nodes |
3 | 2 | import comfy.utils
|
| 3 | +from typing_extensions import override |
| 4 | +from comfy_api.latest import ComfyExtension, io |
4 | 5 |
|
5 |
| -class SetUnionControlNetType: |
| 6 | +class SetUnionControlNetType(io.ComfyNode): |
6 | 7 | @classmethod
|
7 |
| - def INPUT_TYPES(s): |
8 |
| - return {"required": {"control_net": ("CONTROL_NET", ), |
9 |
| - "type": (["auto"] + list(UNION_CONTROLNET_TYPES.keys()),) |
10 |
| - }} |
| 8 | + def define_schema(cls): |
| 9 | + return io.Schema( |
| 10 | + node_id="SetUnionControlNetType", |
| 11 | + category="conditioning/controlnet", |
| 12 | + inputs=[ |
| 13 | + io.ControlNet.Input("control_net"), |
| 14 | + io.Combo.Input("type", options=["auto"] + list(UNION_CONTROLNET_TYPES.keys())), |
| 15 | + ], |
| 16 | + outputs=[ |
| 17 | + io.ControlNet.Output(), |
| 18 | + ], |
| 19 | + ) |
11 | 20 |
|
12 |
| - CATEGORY = "conditioning/controlnet" |
13 |
| - RETURN_TYPES = ("CONTROL_NET",) |
14 |
| - |
15 |
| - FUNCTION = "set_controlnet_type" |
16 |
| - |
17 |
| - def set_controlnet_type(self, control_net, type): |
| 21 | + @classmethod |
| 22 | + def execute(cls, control_net, type) -> io.NodeOutput: |
18 | 23 | control_net = control_net.copy()
|
19 | 24 | type_number = UNION_CONTROLNET_TYPES.get(type, -1)
|
20 | 25 | if type_number >= 0:
|
21 | 26 | control_net.set_extra_arg("control_type", [type_number])
|
22 | 27 | else:
|
23 | 28 | control_net.set_extra_arg("control_type", [])
|
24 | 29 |
|
25 |
| - return (control_net,) |
| 30 | + return io.NodeOutput(control_net) |
| 31 | + |
| 32 | +class ControlNetInpaintingAliMamaApply(io.ComfyNode): |
| 33 | + @classmethod |
| 34 | + def define_schema(cls): |
| 35 | + return io.Schema( |
| 36 | + node_id="ControlNetInpaintingAliMamaApply", |
| 37 | + category="conditioning/controlnet", |
| 38 | + inputs=[ |
| 39 | + io.Conditioning.Input("positive"), |
| 40 | + io.Conditioning.Input("negative"), |
| 41 | + io.ControlNet.Input("control_net"), |
| 42 | + io.Vae.Input("vae"), |
| 43 | + io.Image.Input("image"), |
| 44 | + io.Mask.Input("mask"), |
| 45 | + io.Float.Input("strength", default=1.0, min=0.0, max=10.0, step=0.01), |
| 46 | + io.Float.Input("start_percent", default=0.0, min=0.0, max=1.0, step=0.001), |
| 47 | + io.Float.Input("end_percent", default=1.0, min=0.0, max=1.0, step=0.001), |
| 48 | + ], |
| 49 | + outputs=[ |
| 50 | + io.Conditioning.Output(display_name="positive"), |
| 51 | + io.Conditioning.Output(display_name="negative"), |
| 52 | + ], |
| 53 | + ) |
26 | 54 |
|
27 |
| -class ControlNetInpaintingAliMamaApply(nodes.ControlNetApplyAdvanced): |
28 | 55 | @classmethod
|
29 |
| - def INPUT_TYPES(s): |
30 |
| - return {"required": {"positive": ("CONDITIONING", ), |
31 |
| - "negative": ("CONDITIONING", ), |
32 |
| - "control_net": ("CONTROL_NET", ), |
33 |
| - "vae": ("VAE", ), |
34 |
| - "image": ("IMAGE", ), |
35 |
| - "mask": ("MASK", ), |
36 |
| - "strength": ("FLOAT", {"default": 1.0, "min": 0.0, "max": 10.0, "step": 0.01}), |
37 |
| - "start_percent": ("FLOAT", {"default": 0.0, "min": 0.0, "max": 1.0, "step": 0.001}), |
38 |
| - "end_percent": ("FLOAT", {"default": 1.0, "min": 0.0, "max": 1.0, "step": 0.001}) |
39 |
| - }} |
40 |
| - |
41 |
| - FUNCTION = "apply_inpaint_controlnet" |
42 |
| - |
43 |
| - CATEGORY = "conditioning/controlnet" |
44 |
| - |
45 |
| - def apply_inpaint_controlnet(self, positive, negative, control_net, vae, image, mask, strength, start_percent, end_percent): |
| 56 | + def execute(cls, positive, negative, control_net, vae, image, mask, strength, start_percent, end_percent) -> io.NodeOutput: |
46 | 57 | extra_concat = []
|
47 | 58 | if control_net.concat_mask:
|
48 | 59 | mask = 1.0 - mask.reshape((-1, 1, mask.shape[-2], mask.shape[-1]))
|
49 | 60 | mask_apply = comfy.utils.common_upscale(mask, image.shape[2], image.shape[1], "bilinear", "center").round()
|
50 | 61 | image = image * mask_apply.movedim(1, -1).repeat(1, 1, 1, image.shape[3])
|
51 | 62 | extra_concat = [mask]
|
52 | 63 |
|
53 |
| - return self.apply_controlnet(positive, negative, control_net, image, strength, start_percent, end_percent, vae=vae, extra_concat=extra_concat) |
| 64 | + if strength == 0: |
| 65 | + return io.NodeOutput(positive, negative) |
| 66 | + |
| 67 | + control_hint = image.movedim(-1, 1) |
| 68 | + cnets = {} |
| 69 | + |
| 70 | + out = [] |
| 71 | + for conditioning in [positive, negative]: |
| 72 | + c = [] |
| 73 | + for t in conditioning: |
| 74 | + d = t[1].copy() |
| 75 | + |
| 76 | + prev_cnet = d.get('control', None) |
| 77 | + if prev_cnet in cnets: |
| 78 | + c_net = cnets[prev_cnet] |
| 79 | + else: |
| 80 | + c_net = control_net.copy().set_cond_hint(control_hint, strength, (start_percent, end_percent), |
| 81 | + vae=vae, extra_concat=extra_concat) |
| 82 | + c_net.set_previous_controlnet(prev_cnet) |
| 83 | + cnets[prev_cnet] = c_net |
| 84 | + |
| 85 | + d['control'] = c_net |
| 86 | + d['control_apply_to_uncond'] = False |
| 87 | + n = [t[0], d] |
| 88 | + c.append(n) |
| 89 | + out.append(c) |
| 90 | + return io.NodeOutput(out[0], out[1]) |
| 91 | + |
54 | 92 |
|
| 93 | +class ControlNetExtension(ComfyExtension): |
| 94 | + @override |
| 95 | + async def get_node_list(self) -> list[type[io.ComfyNode]]: |
| 96 | + return [ |
| 97 | + SetUnionControlNetType, |
| 98 | + ControlNetInpaintingAliMamaApply, |
| 99 | + ] |
55 | 100 |
|
56 | 101 |
|
57 |
| -NODE_CLASS_MAPPINGS = { |
58 |
| - "SetUnionControlNetType": SetUnionControlNetType, |
59 |
| - "ControlNetInpaintingAliMamaApply": ControlNetInpaintingAliMamaApply, |
60 |
| -} |
| 102 | +async def comfy_entrypoint() -> ControlNetExtension: |
| 103 | + return ControlNetExtension() |
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