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Python

# Portions outside the derived utility-node section:
# Copyright (C) 2026 wuwukasi (wuwukaka)
# SPDX-License-Identifier: GPL-3.0-only
#
# The utility nodes marked below are derived from
# grmchn/ComfyUI-ProportionChanger as disclosed in README.md.
"""
BodyRatioMapper nodes - Main entry point
Backward compatibility maintained for existing workflows
"""
import logging
import json
log = logging.getLogger(__name__)
# Import all nodes from our organized structure
from .body_ratio_mapper import (
BodyRatioMapperProportionTransfer,
BodyRatioMapperSDPoseRender,
BodyRatioMapperSDPoseBoneScale,
BodyRatioMapperSDPoseTranslate,
BodyRatioMapperSDPoseInterpolate,
)
# ---------------------------------------------------------------------------
# Derived utility-node section.
#
# The following two utility nodes correspond to the README.md acknowledgement:
# "pose_keypoint input" and "pose_keypoint preview" are derived from
# grmchn/ComfyUI-ProportionChanger. No project-owner copyright is asserted here
# for the original upstream portions.
# ---------------------------------------------------------------------------
class PoseJSONToPoseKeypoint:
"""
Convert JSON string to POSE_KEYPOINT format for testing purposes
"""
@classmethod
def INPUT_TYPES(s):
return {
"required": {
"pose_json": ("STRING", {"multiline": True, "tooltip": "JSON string containing pose data"})
}
}
RETURN_TYPES = ("POSE_KEYPOINT",)
RETURN_NAMES = ("pose_keypoint",)
FUNCTION = "convert"
CATEGORY = "BodyRatioMapper"
def convert(self, pose_json):
"""
Convert JSON string to POSE_KEYPOINT format
"""
if not pose_json or pose_json.strip() == "":
# Return empty pose keypoint structure
empty_person = {
"pose_keypoints_2d": [0.0] * 75,
"face_keypoints_2d": [0.0] * 210,
"hand_left_keypoints_2d": [0.0] * 63,
"hand_right_keypoints_2d": [0.0] * 63
}
return ([{"people": [empty_person], "canvas_width": 512, "canvas_height": 768}],)
try:
# Parse JSON string
parsed_data = json.loads(pose_json)
# Validate basic structure
if isinstance(parsed_data, dict):
# Single frame format, wrap in list
parsed_data = [parsed_data]
elif not isinstance(parsed_data, list):
raise ValueError("Invalid pose data format")
# Basic validation for each frame
for frame in parsed_data:
if not isinstance(frame, dict):
raise ValueError("Each frame must be a dictionary")
if "people" not in frame:
frame["people"] = []
if "canvas_width" not in frame:
frame["canvas_width"] = 512
if "canvas_height" not in frame:
frame["canvas_height"] = 768
return (parsed_data,)
except json.JSONDecodeError as e:
log.error(f"JSON parsing error: {e}")
# Return empty structure on error
empty_person = {
"pose_keypoints_2d": [0.0] * 75,
"face_keypoints_2d": [0.0] * 210,
"hand_left_keypoints_2d": [0.0] * 63,
"hand_right_keypoints_2d": [0.0] * 63
}
return ([{"people": [empty_person], "canvas_width": 512, "canvas_height": 768}],)
except Exception as e:
log.error(f"Pose conversion error: {e}")
# Return empty structure on error
empty_person = {
"pose_keypoints_2d": [0.0] * 75,
"face_keypoints_2d": [0.0] * 210,
"hand_left_keypoints_2d": [0.0] * 63,
"hand_right_keypoints_2d": [0.0] * 63
}
return ([{"people": [empty_person], "canvas_width": 512, "canvas_height": 768}],)
class PoseKeypointPreview:
"""
Convert POSE_KEYPOINT data to JSON string for debugging and copying to PoseJSONToPoseKeypoint
"""
@classmethod
def INPUT_TYPES(s):
return {
"required": {
"pose_keypoint": ("POSE_KEYPOINT", {"tooltip": "POSE_KEYPOINT data to convert to JSON"}),
"pretty_format": ("BOOLEAN", {"default": True, "tooltip": "Format JSON with indentation for readability"}),
},
"hidden": {
"unique_id": "UNIQUE_ID",
"extra_pnginfo": "EXTRA_PNGINFO",
},
}
RETURN_TYPES = ("STRING",)
RETURN_NAMES = ("string",)
FUNCTION = "convert_to_json"
OUTPUT_NODE = True
CATEGORY = "BodyRatioMapper"
def convert_to_json(self, pose_keypoint, pretty_format, unique_id=None, extra_pnginfo=None):
"""
Convert POSE_KEYPOINT data to JSON string that can be copied to PoseJSONToPoseKeypoint
"""
try:
if not pose_keypoint or len(pose_keypoint) == 0:
text = '{"version": "1.0", "people": []}'
else:
# Convert to JSON string
if pretty_format:
text = json.dumps(pose_keypoint, indent=2, ensure_ascii=False)
else:
text = json.dumps(pose_keypoint, ensure_ascii=False)
# Update workflow widgets_values to persist data across reloads (like Show Text)
if unique_id is not None and extra_pnginfo is not None and len(extra_pnginfo) > 0:
workflow = extra_pnginfo["workflow"]
node = next(
(x for x in workflow["nodes"] if str(x["id"]) == str(unique_id[0])),
None,
)
if node:
node["widgets_values"] = [pretty_format, text]
return {"ui": {"text": (text,)}, "result": (text,)}
except Exception as e:
log.error(f"Failed to convert POSE_KEYPOINT to JSON: {e}")
text = f'{{"error": "Failed to convert POSE_KEYPOINT to JSON: {str(e)}"}}'
# Update workflow even on error
if unique_id is not None and extra_pnginfo is not None and len(extra_pnginfo) > 0:
workflow = extra_pnginfo["workflow"]
node = next(
(x for x in workflow["nodes"] if str(x["id"]) == str(unique_id[0])),
None,
)
if node:
node["widgets_values"] = [pretty_format, text]
return {"ui": {"text": (text,)}, "result": (text,)}
# ---------------------------------------------------------------------------
# End derived utility-node section.
# ---------------------------------------------------------------------------
NODE_CLASS_MAPPINGS = {
# Main nodes
"BodyRatioMapperSDPoseRender": BodyRatioMapperSDPoseRender,
"BodyRatioMapperProportionTransfer": BodyRatioMapperProportionTransfer,
"BodyRatioMapperSDPoseBoneScale": BodyRatioMapperSDPoseBoneScale,
"BodyRatioMapperSDPoseTranslate": BodyRatioMapperSDPoseTranslate,
"BodyRatioMapperSDPoseInterpolate": BodyRatioMapperSDPoseInterpolate,
# Utility nodes
"PoseJSONToPoseKeypoint": PoseJSONToPoseKeypoint,
"PoseKeypointPreview": PoseKeypointPreview,
}
NODE_DISPLAY_NAME_MAPPINGS = {
# Main nodes
"BodyRatioMapperSDPoseRender": "BodyRatioMapper SDPose Render",
"BodyRatioMapperProportionTransfer": "BodyRatioMapper Proportion Transfer",
"BodyRatioMapperSDPoseBoneScale": "BodyRatioMapper SDPose Bone Scale",
"BodyRatioMapperSDPoseTranslate": "BodyRatioMapper SDPose Translate",
"BodyRatioMapperSDPoseInterpolate": "BodyRatioMapper SDPose Interpolate",
# Utility nodes
"PoseJSONToPoseKeypoint": "pose_keypoint input",
"PoseKeypointPreview": "pose_keypoint preview",
}