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Kosinkadink-ComfyUI-Animate…/animatediff/nodes_motionctrl.py
T

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6.1 KiB
Python

import torch
from torch import Tensor
import numpy as np
import os
import json
import folder_paths
from .ad_settings import AnimateDiffSettings
from .adapter_motionctrl import (ObjectControlModelPatcher, inject_motionctrl_cmcm, load_motionctrl_omcm,
convert_cameractrl_poses_to_RT)
from .model_injection import MotionModelPatcher, MotionModelGroup, load_motion_module_gen2, get_mm_attachment
from .motion_lora import MotionLoraList
from .nodes_gen2 import ApplyAnimateDiffModelNode
from .utils_model import get_available_motion_models
from .utils_motion import ADKeyframeGroup, AllPerBlocks
class LoadMotionCtrlCMCM:
NodeID = "ADE_LoadMotionCtrl_CMCMMOdel"
NodeName = "Load AnimateDiff+MotionCtrl Camera Model 🎭🅐🅓②"
@classmethod
def INPUT_TYPES(s):
return {
"required": {
"model_name": (get_available_motion_models(),),
"motionctrl_cmcm": (get_available_motion_models(),),
},
"optional": {
"override_ad_weights": ("BOOLEAN", {"default": True}),
"ad_settings": ("AD_SETTINGS",),
}
}
RETURN_TYPES = ("MOTION_MODEL_ADE",)
RETURN_NAMES = ("MOTION_MODEL",)
CATEGORY = "Animate Diff 🎭🅐🅓/② Gen2 nodes ②/MotionCtrl"
FUNCTION = "load_motionctrl_cmcm"
def load_motionctrl_cmcm(self, model_name: str, motionctrl_cmcm: str,
override_ad_weights=True, ad_settings: AnimateDiffSettings=None,):
motion_model = load_motion_module_gen2(model_name=model_name, motion_model_settings=ad_settings)
inject_motionctrl_cmcm(motion_model.model, cmcm_name=motionctrl_cmcm, apply_non_ccs=override_ad_weights)
return (motion_model,)
class LoadMotionCtrlOMCM:
NodeID = "ADE_LoadMotionCtrl_OMCMMOdel"
NodeName = "Load MotionCtrl Object Model 🎭🅐🅓②"
@classmethod
def INPUT_TYPES(s):
return {
"required": {
"motionctrl_omcm": (get_available_motion_models(),),
}
}
RETURN_TYPES = ("OMCM_MOTIONCTRL",)
CATEGORY = "Animate Diff 🎭🅐🅓/② Gen2 nodes ②/MotionCtrl"
FUNCTION = "load_motionctrl_omcm"
def load_motionctrl_omcm(self, motionctrl_omcm: str):
omcm_modelpatcher = load_motionctrl_omcm(motionctrl_omcm)
return (omcm_modelpatcher,)
class LoadMotionCtrlCameraPosesFromFile:
NodeID = "ADE_LoadMotionCtrlCameraPosesFromFile"
NodeName = "Load MotionCtrl Camera Poses 🎭🅐🅓"
@classmethod
def INPUT_TYPES(s):
input_dir = folder_paths.get_input_directory()
files = [f for f in os.listdir(input_dir) if os.path.isfile(os.path.join(input_dir, f))]
files = [f for f in files if f.endswith(".json")]
return {
"required": {
"pose_filename": (sorted(files),),
}
}
RETURN_TYPES = ("CAMERA_MOTIONCTRL",)
CATEGORY = "Animate Diff 🎭🅐🅓/② Gen2 nodes ②/MotionCtrl"
FUNCTION = "load_camera_poses"
def load_camera_poses(self, pose_filename):
file_path = folder_paths.get_annotated_filepath(pose_filename)
with open(file_path, 'r') as f:
RT = json.load(f)
RT = np.array(RT)
RT = torch.tensor(RT).float() # [t, 12]
return (RT,)
class ApplyAnimateDiffMotionCtrlModel:
NodeID = "ADE_ApplyAnimateDiffModelWithMotionCtrl"
NodeName = "Apply AnimateDiff+MotionCtrl Model 🎭🅐🅓②"
@classmethod
def INPUT_TYPES(s):
return {
"required": {
"motion_model": ("MOTION_MODEL_ADE",),
"start_percent": ("FLOAT", {"default": 0.0, "min": 0.0, "max": 1.0, "step": 0.001}),
"end_percent": ("FLOAT", {"default": 1.0, "min": 0.0, "max": 1.0, "step": 0.001}),
},
"optional": {
"omcm_motionctrl": ("OMCM_MOTIONCTRL",),
"cameractrl_poses": ("CAMERACTRL_POSES",),
"motion_lora": ("MOTION_LORA",),
"scale_multival": ("MULTIVAL",),
"effect_multival": ("MULTIVAL",),
"ad_keyframes": ("AD_KEYFRAMES",),
"prev_m_models": ("M_MODELS",),
"per_block": ("PER_BLOCK",),
},
}
RETURN_TYPES = ("M_MODELS",)
CATEGORY = "Animate Diff 🎭🅐🅓/② Gen2 nodes ②/MotionCtrl"
FUNCTION = "apply_motion_model"
def apply_motion_model(self, motion_model: MotionModelPatcher, start_percent: float=0.0, end_percent: float=1.0,
omcm_motionctrl: ObjectControlModelPatcher=None,
cameractrl_poses: list[list[float]]=None,
motion_lora: MotionLoraList=None, ad_keyframes: ADKeyframeGroup=None,
scale_multival=None, effect_multival=None, per_block: AllPerBlocks=None,
prev_m_models: MotionModelGroup=None,):
(new_m_models,) = ApplyAnimateDiffModelNode.apply_motion_model(self, motion_model, start_percent=start_percent, end_percent=end_percent,
motion_lora=motion_lora, ad_keyframes=ad_keyframes, per_block=per_block,
scale_multival=scale_multival, effect_multival=effect_multival, prev_m_models=prev_m_models)
# most recent added model will always be first in list
curr_model = new_m_models.models[0]
# check if model has CMCM; if so, make sure something is provided for it
if curr_model.model.is_motionctrl_cc_enabled():
attachment = get_mm_attachment(curr_model)
if cameractrl_poses is not None:
RT = convert_cameractrl_poses_to_RT(cameractrl_poses)
attachment.orig_RT = RT
else:
attachment.orig_RT = torch.zeros((1, 12))
# attachment.orig_RT = cameractrl_poses
# else:
# attachment.orig_RT = torch.zeros([])
# check if OMCM is provided; if so, make sure something is provided for it
return (new_m_models,)