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__init__.py
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__init__.py
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"""
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Animation, Image Compositing & Procedural Creation
http://www.github.com/amorano/jovimetrix
@title: Jovimetrix
@author: amorano
@category: Compositing
@reference: https://github.com/Amorano/Jovimetrix
@tags: adjust, animate, compose, compositing, composition, device, flow, video,
mask, shape, webcam, animation, logic
@description: Integrates Webcam, MIDI, Spout and GLSL shader support. Animation
via tick. Parameter manipulation with wave generator. Math operations with Unary
and Binary support. Value conversion for all major types (int, string, list,
dict, Image, Mask). Shape mask generation, image stacking and channel ops, batch
splitting, merging and randomizing, load images and video from anywhere, dynamic
bus routing with a single node, export support for GIPHY, save output anywhere!
flatten, crop, transform; check colorblindness, make stereogram or stereoscopic
images, or liner interpolate values and more.
@node list:
ConstantNode, GLSLNode, ShapeNode, StereogramNode, StereoscopicNode, TextNode, WaveGraphNode,
AdjustNode, ColorBlindNode, ColorMatchNode, FilterMaskNode, ThresholdNode,
BlendNode, ColorTheoryNode, CropNode, FlattenNode, PixelMergeNode, PixelSplitNode,
PixelSwapNode, StackNode, TransformNode
CalcUnaryOPNode, CalcBinaryOPNode, ValueNode, ConvertNode, LerpNode, DelayNode,
ComparisonNode,
TickNode, WaveGeneratorNode,
MIDIMessageNode, MIDIReaderNode, MIDIFilterEZNode, MIDIFilterNode,
StreamReaderNode, StreamWriterNode, SpoutWriter,
AkashicNode, ArrayNode, BatchLoadNode, DynamicNode, ValueGraphNode, ExportNode, QueueNode,
RouteNode, SaveOutputNode
@version: 1.2.6
"""
import os
import re
import sys
import html
import time
import json
import shutil
import inspect
import textwrap
import importlib
from pathlib import Path
from string import Template
from typing import Any, Dict, List, Literal, Tuple
import markdown
from aiohttp import web, ClientSession
from server import PromptServer
from nodes import load_custom_node
from loguru import logger
NODE_LIST_MAP = {}
NODE_CLASS_MAPPINGS = {}
NODE_DISPLAY_NAME_MAPPINGS = {}
WEB_DIRECTORY = "./web"
__all__ = ["NODE_CLASS_MAPPINGS", "NODE_DISPLAY_NAME_MAPPINGS", "WEB_DIRECTORY"]
ROOT = Path(__file__).resolve().parent
ROOT_COMFY = ROOT.parent.parent
ROOT_DOC = ROOT / 'res/doc'
JOV_CONFIG = {}
JOV_WEB = ROOT / 'web'
JOV_DEFAULT = JOV_WEB / 'default.json'
JOV_CONFIG_FILE = JOV_WEB / 'config.json'
# nodes to skip on import; for online systems; skip Export, Streamreader, etc...
JOV_IGNORE_NODE = ROOT / 'ignore.txt'
JOV_LOG_LEVEL = os.getenv("JOV_LOG_LEVEL", "WARNING")
logger.configure(handlers=[{"sink": sys.stdout, "level": JOV_LOG_LEVEL}])
JOV_INTERNAL = os.getenv("JOV_INTERNAL", 'false').strip().lower() in ('true', '1', 't')
# direct the documentation output -- used to build jovimetrix-examples
JOV_INTERNAL_DOC = os.getenv("JOV_INTERNAL_DOC", str(ROOT / "_doc"))
# The object_info route data -- cached
COMFYUI_OBJ_DATA = {}
# maximum items to show in help for combo list items
JOV_LIST_MAX = 25
# HTML TEMPLATES
TEMPLATE = {}
# BAD ACTOR NODES -- GITHUB MARKDOWN HATES EMOJI -- SCREW GITHUB MARKDOWN
MARKDOWN = [
"ADJUST", "BLEND", "CROP", "FLATTEN", "STEREOSCOPIC", "MIDI-MESSAGE",
"MIDI-FILTER", "STREAM-WRITER"
]
# =============================================================================
# === LEXICON ===
# =============================================================================
# EMOJI OCD Support
# 🔗 ⚓ 📀 🍿 🎪 🐘 🤯 😱 💀 ⛓️ 🔒 🔑 🪀 🪁 🧿 🧯 🦚 ♻️ ⚜️ 🚮 🤲🏽 👍 ✳️ ✌🏽 ☝🏽
class LexiconMeta(type):
def __new__(cls, name, bases, dct) -> object:
_tooltips = {}
for attr_name, attr_value in dct.items():
if isinstance(attr_value, tuple):
attr_name = attr_value[1]
attr_value = attr_value[0]
_tooltips[attr_value] = attr_name
dct['_tooltipsDB'] = _tooltips
return super().__new__(cls, name, bases, dct)
def __getattribute__(cls, name) -> Any | None:
parts = name.split('.')
value = super().__getattribute__(parts[0])
if type(value) == tuple:
try:
idx = int(parts[-1])
value = value[idx]
except:
value = value[0]
return value
class Lexicon(metaclass=LexiconMeta):
A = '⬜', "Alpha"
ABSOLUTE = 'ABSOLUTE', "Return the absolute value of the input"
ADAPT = '🧬', "X-Men"
ALIGN = 'ALIGN', "Top, Center or Bottom alignment"
AMP = '🔊', "Amplitude"
ANGLE = '📐', "Rotation Angle"
ANY = '🔮', "Any Type"
ANY_OUT = '🦄', "Any Type"
API = 'API', "API URL route"
ATTRIBUTE = 'ATTRIBUTE', "The token attribute to use for authenticating"
AUTH = 'AUTH', "Authentication Bearer Token"
AUTOSIZE = 'AUTOSIZE', "Scale based on Width & Height"
AXIS = 'AXIS', "Axis"
B = '🟦', "Blue"
BATCH = 'BATCH', "Output as a BATCH (all images in a single Tensor) or as a LIST of images (each image processed separately)"
BATCH_CHUNK = 'CHUNK', "How many items to put per output. Default (0) is all items"
BATCH_MODE = 'MODE', "Make, merge, splice or split a batch or list"
BBOX = '🔲', "Define an inner bounding box using relative coordinates [0..1] as a box region to clip."
BI = '💙', "Blue Channel"
BLACK = '⬛', "Black Channel"
BLBR = 'BL-BR', "Bottom Left - Bottom Right"
BLUR = 'BLUR', "Blur"
BOOLEAN = '🇴', "Boolean"
BOTTOM = '🔽', "Bottom"
BPM = 'BPM', "The number of Beats Per Minute"
C1 = '🔵', "Color Scheme Result 1"
C2 = '🟡', "Color Scheme Result 2"
C3 = '🟣', "Color Scheme Result 3"
C4 = '⚫️', "Color Scheme Result 4"
C5 = '⚪', "Color Scheme Result 5"
CAMERA = '📹', "Camera"
C = '🇨', "Image Channels"
CHANNEL = 'CHAN', "Channel"
COLOR = '©️', "Color Entry for Gradient"
COLORMAP = '🇸🇨', "One of two dozen CV2 Built-in Colormap LUT (Look Up Table) Presets"
COLORMATCH_MAP = 'MAP', "Custom image that will be transformed into a LUT or a built-in cv2 LUT"
COLORMATCH_MODE = 'MODE', "Match colors from an image or built-in (LUT), Histogram lookups or Reinhard method"
COLUMNS = 'COLS', "0 = Auto-Fit, >0 = Fit into N columns"
COMP_A = '😍', "pass this data on a successful condition"
COMP_B = '🥵', "pass this data on a failure condition"
COMPARE = '🕵🏽♀️', "Comparison function. Will pass the data in 😍 on successful comparison"
CONTRAST = '🌓', "Contrast"
CONTROL = '🎚️', "Control"
COUNT = 'COUNT', 'Number of things'
CURRENT = 'CURRENT', "Current"
DATA = '📓', "Data"
DEFICIENCY = 'DEFICIENCY', "Type of color deficiency: Red (Protanopia), Green (Deuteranopia), Blue (Tritanopia)"
DELAY = '✋🏽', "Delay"
DELTA = '🔺', "Delta"
DEPTH = 'DEPTH', "Grayscale image representing a depth map"
DEVICE = '📟', "Device"
DICT = '📖', "Dictionary"
DIFF = 'DIFF', "Difference"
DPI = 'DPI', "Use DPI mode from OS"
EASE = 'EASE', "Easing function"
EDGE = 'EDGE', "Clip or Wrap the Canvas Edge"
END = 'END', "End of the range"
FALSE = '🇫', "False"
FILEN = '💾', "File Name"
FILTER = '🔎', "Filter"
FIND = 'FIND', "Find"
FIXED = 'FIXED', "Fixed"
FLIP = '🙃', "Flip Input A and Input B with each other"
FLOAT = '🛟', "Float"
FOCAL = '📽️', "Focal Length"
FOLDER = '📁', "Folder"
FONT = 'FONT', "Available System Fonts"
FONT_SIZE = 'SIZE', "Text Size"
FORMAT = 'FORMAT', "Format"
FPS = '🏎️', "Frames per second"
FRAME = '⏹️', "Frame"
FREQ = 'FREQ', "Frequency"
FUNC = '⚒️', "Function"
G = '🟩', "Green"
GAMMA = '🔆', "Gamma"
GI = '💚', "Green Channel"
GLSL_CUSTOM = '🧙🏽♀️', "User GLSL Shader"
GLSL_INTERNAL = '🧙🏽', "Internal GLSL Shader"
GRADIENT = '🇲🇺', "Gradient"
H = '🇭', "Hue"
HI = 'HI', "High / Top of range"
HSV = 'HSV', "Hue, Saturation and Value"
HOLD = '⚠️', "Hold"
IMAGE = '🖼️', "Image"
IN_A = '🅰️', "Input A"
IN_B = '🅱️', "Input B"
INDEX = 'INDEX', "Current item index in the Queue list"
INT = '🔟', "Integer"
INVERT = '🔳', "Color Inversion"
IO = '📋', "File I/O"
JUSTIFY = 'JUSTIFY', "How to align the text to the side margins of the canvas: Left, Right, or Centered"
KEY = '🔑', "Key"
LACUNARITY = 'LACUNARITY', "LACUNARITY"
LEFT = '◀️', "Left"
LENGTH = 'LENGTH', "Length"
LENGTH2 = 'FULL SIZE', "All items"
LETTER = 'LETTER', "If each letter be generated and output in a batch"
LINEAR = '🛟', "Linear"
LIST = '🧾', "List"
LMH = 'LMH', "Low, Middle, High"
LO = 'LO', "Low"
LOHI = 'LoHi', "Low and High"
LOOP = '🔄', "Loop"
M = '🖤', "Alpha Channel"
MARGIN = 'MARGIN', "Whitespace padding around canvas"
MASK = '😷', "Mask or Image to use as Mask to control where adjustments are applied"
MATTE = 'MATTE', "Define a background color for padding, if necessary. This is useful when images do not fit perfectly into the designated area and need a filler color"
MAX = 'MAX', "Maximum"
MI = '🤍', "Alpha Channel"
MID = 'MID', "Middle"
MIDI = '🎛️', "Midi"
MIRROR = '🪞', "Mirror"
MODE = 'MODE', "Decide whether the images should be resized to fit a specific dimension. Available modes include scaling to fit within given dimensions or keeping the original size"
MONITOR = '🖥', "Monitor"
NORMALIZE = '0-1', "Normalize"
NOISE = 'NOISE', "Noise"
NOTE = '🎶', "Note"
OCTAVES = 'OCTAVES', "OCTAVES"
OFFSET = 'OFFSET', "Offset"
ON = '🔛', "On"
OPTIMIZE = 'OPT', "Optimize"
ORIENT = '🧭', "Orientation"
OVERWRITE = 'OVERWRITE', "Overwrite"
PAD = 'PAD', "Padding"
PARAM = 'PARAM', "Parameters"
PASS_IN = '📥', "Pass In"
PASS_OUT = '📤', "Pass Out"
PATH = 'PATH', "Selection path for array element"
PERSISTENCE = 'PERSISTENCE', "PERSISTENCE"
PERSPECTIVE = 'POINT', "Perspective"
PHASE = 'PHASE', "Phase"
PIVOT = 'PIVOT', "Pivot"
PIXEL = '👾', "Pixel Data (RGBA, RGB or Grayscale)"
PIXEL_A = '👾A', "Pixel Data (RGBA, RGB or Grayscale)"
PIXEL_B = '👾B', "Pixel Data (RGBA, RGB or Grayscale)"
PREFIX = 'PREFIX', "Prefix"
PRESET = 'PRESET', "Preset"
PROG_VERT = 'VERTEX', "Select a vertex program to load"
PROG_FRAG = 'FRAGMENT', "Select a fragment program to load"
PROJECTION = 'PROJ', "Projection"
QUALITY = 'QUALITY', "Quality"
QUALITY_M = 'MOTION', "Motion Quality"
QUEUE = 'Q', "Queue"
R = '🟥', "Red"
RADIUS = '🅡', "Radius"
RANDOM = 'RNG', "Random"
RANGE = 'RANGE', "start index, ending index (0 means full length) and how many items to skip per step"
RATE = 'RATE', "Rate"
RECORD = '⏺', "Arm record capture from selected device"
REGION = 'REGION', "Region"
RECURSE = 'RECURSE', "Search within sub-directories"
REPLACE = 'REPLACE', "String to use as replacement"
RESET = 'RESET', "Reset"
RGB = '🌈', "RGB (no alpha) Color"
RGB_A = '🌈A', "RGB (no alpha) Color"
RGBA_A = '🌈A', "RGB with Alpha Color"
RGBA_B = '🌈B', "RGB with Alpha Color"
RI = '❤️', "Red Channel"
RIGHT = '▶️', "Right"
ROTATE = '🔃', "Rotation Angle"
ROUND = 'ROUND', "Round to the nearest decimal place, or 0 for integer mode"
ROUTE = '🚌', "Route"
S = '🇸', "Saturation"
SAMPLE = '🎞️', "Select the method for resizing images. Options range from nearest neighbor to advanced methods like Lanczos, ensuring the best quality for the specific use case"
SCHEME = 'SCHEME', "Scheme"
SEED = 'seed', "Random generator's initial value"
SEGMENT = 'SEGMENT', "Number of parts which the input image should be split"
SELECT = 'SELECT', "Select"
SHAPE = 'SHAPE', "Circle, Square or Polygonal forms"
SHIFT = 'SHIFT', "Shift"
SIDES = 'SIDES', "Number of sides polygon has (3-100)"
SIMULATOR = 'SIMULATOR', "Solver to use when translating to new color space"
SIZE = '📏', "Scalar by which to scale the input"
SKIP = 'SKIP', "Interval between segments"
SOURCE = 'SRC', "Source"
SPACING = 'SPACING', "Line Spacing between Text Lines"
START = 'START', "Start of the range"
STEP = '🦶🏽', "Steps/Stride between pulses -- useful to do odd or even batches. If set to 0 will stretch from (VAL -> LOOP) / Batch giving a linear range of values."
STRENGTH = '💪🏽', "Strength"
STRING = '📝', "String Entry"
STYLE = 'STYLE', "Style"
SWAP_A = 'SWAP A', "Replace input Alpha channel with target channel or constant"
SWAP_B = 'SWAP B', "Replace input Blue channel with target channel or constant"
SWAP_G = 'SWAP G', "Replace input Green channel with target channel or constant"
SWAP_R = 'SWAP R', "Replace input Red channel with target channel or constant"
SWAP_W = 'SWAP W', "Replace input W channel with target channel or constant"
SWAP_X = 'SWAP X', "Replace input Red channel with target channel or constant"
SWAP_Y = 'SWAP Y', "Replace input Red channel with target channel or constant"
SWAP_Z = 'SWAP Z', "Replace input Red channel with target channel or constant"
THICK = 'THICK', "Thickness"
THRESHOLD = '📉', "Threshold"
TILE = 'TILE', "Title"
TIME = '🕛', "Time"
TIMER = '⏱', "Timer"
TLTR = 'TL-TR', "Top Left - Top Right"
TOGGLE = 'TOGGLE', "Toggle"
TOP = '🔼', "Top"
TOTAL = 'TOTAL', "Total items in the current Queue List"
TRIGGER = '⚡', "Trigger"
TRUE = '🇹', "True"
TYPE = '❓', "Type"
UNKNOWN = '❔', "Unknown"
URL = '🌐', "URL"
V = '🇻', "Value"
VALUE = 'VAL', "Value"
VEC = 'VECTOR', "Compound value of type float, vec2, vec3 or vec4"
W = '🇼', "Width"
WAIT = '✋🏽', "Wait"
WAVE = '♒', "Wave Function"
WH = '🇼🇭', "Width and Height as a Vector2 (x,y)"
WHC = '🇼🇭🇨', "Width, Height and Channel as a Vector3 (x,y,z)"
WINDOW = '🪟', "Window"
X = '🇽', "X"
X_RAW = 'X', "X"
XY = '🇽🇾', "X and Y"
XYZ = '🇽🇾\u200c🇿', "X, Y and Z (VEC3)"
XYZW = '🇽🇾\u200c🇿\u200c🇼', "X, Y, Z and W (VEC4)"
Y = '🇾', "Y"
Y_RAW = 'Y', "Y"
Z = '🇿', "Z"
ZOOM = '🔎', "ZOOM"
@classmethod
def _parse(cls, node: dict, node_cls: object) -> dict:
name = node_cls.NAME.split(" (JOV)")[0].replace(" ", "-").replace(' GEN', 'GENERATOR')
sep = "%EF%B8%8F-" if name in MARKDOWN else "-"
cat = '/'.join(node_cls.CATEGORY.split('/')[1:])
# WIKI URL
data = {"_": sep + name, "*": node_cls.NAME, "outputs": {}}
for cat, entry in node.items():
if cat not in ['optional', 'required', 'outputs']:
continue
for k, v in entry.items():
widget_data = v[1] if isinstance(v, (tuple, list,)) and len(v) > 1 else {}
if (tip := widget_data.get("tooltips", None)) is None:
if (tip := cls._tooltipsDB.get(k), None) is None:
logger.warning(f"no {k}")
continue
if cat == "outputs":
data["outputs"][k] = tip
else:
data[k] = tip
if node.get("optional", None) is None:
node["optional"] = {}
node["optional"]["tooltips"] = ("JTOOLTIP", {"default": data})
return node
# =============================================================================
# === THERE CAN BE ONLY ONE ===
# =============================================================================
class Singleton(type):
_instances = {}
def __call__(cls, *arg, **kw) -> Any:
# If the instance does not exist, create and store it
if cls not in cls._instances:
instance = super().__call__(*arg, **kw)
cls._instances[cls] = instance
return cls._instances[cls]
# =============================================================================
# === CORE NODES ===
# =============================================================================
class JOVBaseNode:
NOT_IDEMPOTENT = True
RETURN_TYPES = ()
FUNCTION = "run"
# instance map for caching
INSTANCE = {}
@classmethod
def VALIDATE_INPUTS(cls, *arg, **kw) -> bool:
# logger.debug(f'validate -- {arg} {kw}')
return True
@classmethod
def INPUT_TYPES(cls, prompt:bool=False, extra_png:bool=False) -> dict:
data = {
"required": {},
"hidden": {
"ident": "UNIQUE_ID"
}
}
if prompt:
data["hidden"]["prompt"] = "PROMPT"
if extra_png:
data["hidden"]["extra_pnginfo"] = "EXTRA_PNGINFO"
return data
class JOVImageNode(JOVBaseNode):
RETURN_TYPES = ("IMAGE", "IMAGE", "MASK")
RETURN_NAMES = (Lexicon.IMAGE, Lexicon.RGB, Lexicon.MASK)
@classmethod
def INPUT_TYPES(cls) -> dict:
d = super().INPUT_TYPES()
d = deep_merge(d, {
"outputs": {
0: ("IMAGE", {"tooltips":"Full channel [RGBA] image. If there is an alpha, the image will be masked out with it when using this output."}),
1: ("IMAGE", {"tooltips":"Three channel [RGB] image. There will be no alpha."}),
2: ("MASK", {"tooltips":"Single channel mask output."}),
}
})
return Lexicon._parse(d, cls)
class DynamicInputType(dict):
"""A special class to make flexible nodes that pass data to our python handlers.
Enables both flexible/dynamic input types or a dynamic number of inputs.
original sourced from rgthree:
https://github.com/rgthree/rgthree-comfy/blob/dd534e5384be8cf0c0fa35865afe2126ba75ac55/py/utils.py
"""
def __init__(self, type: Any) -> None:
self.type = type
def __getitem__(self, key: Any) -> Tuple[Any]:
return (self.type, )
def __contains__(self, key: Any) -> Literal[True]:
return True
class AnyType(str):
"""AnyType input wildcard trick taken from pythongossss's:
https://github.com/pythongosssss/ComfyUI-Custom-Scripts
"""
def __ne__(self, __value: object) -> bool:
return False
class DynamicOutputType(tuple):
"""A special class that will return additional "AnyType" strings beyond defined values.
original sourced from Trung0246:
https://github.com/Trung0246/ComfyUI-0246/blob/fb16466a82553aebdc4d851a483847c2dc0cb953/utils.py#L51
"""
def __getitem__(self, index) -> Any:
if index > len(self) - 1:
return AnyType("*")
return super().__getitem__(index)
JOV_TYPE_ANY = AnyType("*")
# want to make explicit entries; comfy only looks for single type
JOV_TYPE_COMFY = "BOOLEAN,FLOAT,INT"
JOV_TYPE_VECTOR = "VEC2,VEC3,VEC4,VEC2INT,VEC3INT,VEC4INT,COORD2D"
JOV_TYPE_NUMBER = f"{JOV_TYPE_COMFY},{JOV_TYPE_VECTOR}"
JOV_TYPE_IMAGE = "IMAGE,MASK"
JOV_TYPE_FULL = f"{JOV_TYPE_NUMBER},{JOV_TYPE_IMAGE}"
JOV_TYPE_COMFY = JOV_TYPE_ANY
JOV_TYPE_VECTOR = JOV_TYPE_ANY
JOV_TYPE_NUMBER = JOV_TYPE_ANY
JOV_TYPE_IMAGE = JOV_TYPE_ANY
JOV_TYPE_FULL = JOV_TYPE_ANY
# =============================================================================
# === DOCUMENTATION SUPPORT
# =============================================================================
"""
JUDICIOUS BORROWING FROM SALT.AI DOCUMENTATION PROJECT:
https://github.com/get-salt-AI/SaltAI_Documentation_Tools
"""
def collapse_repeating_parameters(params_dict: Dict[str, Any]) -> Dict[str, Any]:
"""Collapses repeating parameters like `input_blocks.0`,...`input_blocks.10` into 1 parameter `input_blocks.i`."""
collapsed = {}
pattern_seen = {}
for param_category in params_dict:
collapsed[param_category] = {}
for param_name, param_type in params_dict[param_category].items():
pattern = r"\.\d+"
generic_pattern, n = re.subn(pattern, ".{}", param_name)
if n > 0:
letters = (letter for letter in "ijklmnopqrstuvwxyzabcdefgh")
generic_pattern = re.sub(r"\{\}", lambda _: next(letters), generic_pattern)
if generic_pattern not in pattern_seen:
pattern_seen[generic_pattern] = True
collapsed[param_category][generic_pattern] = param_type
else:
collapsed[param_category][param_name] = param_type
return collapsed
def match_combo(lst: List[Any] | Tuple[Any]) -> str:
"""Detects comfy dtype for a combo parameter."""
types_matcher = {
"str": "STRING", "float": "FLOAT", "int": "INT", "bool": "BOOLEAN"
}
if len(lst) > 0:
return f"{types_matcher.get(type(lst[0]).__name__, 'STRING')}"
return "STRING"
def template_load(fname: str) -> Template:
with open(ROOT_DOC / fname, 'r') as f:
data = Template(f.read())
return data
HTML_input_section = template_load('template_section.html')
HTML_input_row = template_load('template_param_input.html')
HTML_output_row = template_load('template_param_output.html')
HTML_template_node = template_load('template_node.html')
HTML_template_node_plain = template_load('template_node_plain.html')
def json2html(json_dict: dict) -> str:
"""Convert JSON to HTML using templates for all HTML elements."""
name = json_dict['name']
boop = name.split(' (JOV)')[0].strip()
root1 = root2 = ""
template_node = HTML_template_node_plain
if " (JOV)" in name:
template_node = HTML_template_node
boop2 = boop.replace(" ", "%20")
root1 = f"https://github.com/Amorano/Jovimetrix-examples/blob/master/node/{boop2}/{boop2}.md"
root2 = f"https://raw.githubusercontent.com/Amorano/Jovimetrix-examples/master/node/{boop2}/{boop2}.png"
# Generate input content
input_sections = []
for k, v in json_dict['input_parameters'].items():
if not v:
continue
rows = []
for param_key, param_meta in v.items():
typ = param_meta.get('type', 'UNKNOWN').upper()
typ = ', '.join([x.strip() for x in typ.split(',')])
typ = '<br>'.join(textwrap.wrap(typ, 42))
tool = param_meta.get("tooltips", '')
tool = '<br>'.join(textwrap.wrap(tool, 42))
default = html.escape(str(param_meta.get('default', '')))
ch = ', '.join(param_meta.get('choice', []))
ch = '<br>'.join(textwrap.wrap(ch, 42))
rows.append(HTML_input_row.substitute(
param_key=html.escape(param_key),
type=typ,
tooltip=tool,
default=default,
choice=ch
))
input_sections.append(HTML_input_section.substitute(
name=html.escape(k.upper()),
rows=''.join(rows)
))
# Generate output content
output_rows = []
for k, v in json_dict['output_parameters'].items():
tool = Lexicon._tooltipsDB.get(k, "")
tool = '<br>'.join(textwrap.wrap(tool, 65))
output_rows.append(HTML_output_row.substitute(
name=html.escape(k),
type=html.escape(v),
description=tool
))
# Fill in the main template
description = json_dict['description']
if not "<div>" in description and not "<p>" in description:
description = markdown.markdown(description)
# description = html.escape(description)
description = description.replace('\n', '<br>').replace(f"('", '').replace(f"')", '')
html_content = template_node.substitute(
title=html.escape(name),
name=html.escape(name),
root1=root1,
category=html.escape(json_dict['category']),
documentation=description,
root2=root2,
boop=html.escape(boop),
output_node=json_dict['output_node'],
input_content=''.join(input_sections),
output_content=''.join(output_rows)
)
return html_content
def json2md(json_dict: dict) -> str:
"""Example of json to markdown converter. You are welcome to change formatting per specific request."""
name = json_dict['name']
boop = name.split('(JOV)')[0].strip()
boop2 = boop.replace(" ", "%20")
root1 = f"https://github.com/Amorano/Jovimetrix-examples/blob/master/node/{boop2}/{boop2}.md"
root2 = f"https://raw.githubusercontent.com/Amorano/Jovimetrix-examples/master/node/{boop2}/{boop2}.png"
ret = f"## [{name}]({root1})\n\n"
ret += f"## {json_dict['category']}\n\n"
ret += f"{json_dict['description']}\n\n"
ret += f"\n\n"
ret += f"#### OUTPUT NODE?: `{json_dict['output_node']}`\n\n"
# INPUTS
ret += f"## INPUT\n\n"
if len(json_dict['input_parameters']) > 0:
for k, v in json_dict['input_parameters'].items():
if len(v.items()) == 0:
continue
ret += f"### {k.upper()}\n\n"
ret += f"name | type | desc | default | meta\n"
ret += f":---:|:---:|---|:---:|---\n"
for param_key, param_meta in v.items():
typ = param_meta.get('type','UNKNOWN').upper()
typ = ', '.join([x.strip() for x in typ.split(',')])
typ = "<br>".join(textwrap.wrap(typ, 42))
tool = param_meta.get("tooltips",'')
tool = "<br>".join(textwrap.wrap(tool, 42))
default = param_meta.get('default','')
ch = ", ".join(param_meta.get('choice', []))
ch = "<br>".join(textwrap.wrap(ch, 42))
param_key = param_key.replace('#', r'\#')
ret += f"{param_key} | {typ} | {tool} | {default} | {ch}\n"
else:
ret += 'NONE\n'
# OUTPUTS
ret += f"\n## OUTPUT\n\n"
if len(json_dict['output_parameters']) > 0:
ret += f"name | type | desc\n"
ret += f":---:|:---:|---\n"
for k, v in json_dict['output_parameters'].items():
if (tool := Lexicon._tooltipsDB.get(k, "")) != "":
tool = "<br>".join(textwrap.wrap(tool, 65))
k = k.replace('#', r'\#')
ret += f"{k} | {v} | {tool} \n"
else:
ret += 'NONE\n'
# BODY INSERT
# PUT EXTERNAL DOCS HERE
#
# FOOTER
ret += "\noriginal help system powered by [MelMass](https://github.com/melMass) & the [comfy_mtb](https://github.com/melMass/comfy_mtb) project"
return ret
def get_node_info(node_data: dict) -> Dict[str, Any]:
"""Transform node object_info route result into .html."""
input_parameters = {}
for k, node_param_meta in node_data.get('input', {}).items():
if not k in ["required", "optional"]:
continue
input_parameters[k] = {}
for param_key, param_meta in node_param_meta.items():
# skip list
if param_key in ['tooltips']:
continue
lst = None
typ = param_meta[0]
if isinstance(typ, list):
typ = match_combo(typ)
lst = param_meta
input_parameters[k][param_key] = {
"type": typ
}
try:
meta = param_meta[1]
if lst is not None:
if (choice_list := meta.get('choice', None)) is None:
data = [x.replace('_', ' ') for x in lst[0]][:JOV_LIST_MAX]
input_parameters[k][param_key]["choice"] = data
meta.update(lst[1])
else:
input_parameters[k][param_key]["choice"] = [choice_list][:JOV_LIST_MAX]
meta['default'] = 'dynamic'
elif (default_top := meta.get('default_top', None)) is not None:
meta['default'] = default_top
# only stuff that makes sense...
junk = ['default', 'min', 'max']
meta = node_param_meta[param_key][1]
if (tip := meta.get("tooltips", None)) is None:
if (tip := Lexicon._tooltipsDB.get(param_key, None)) is None:
# logger.warning(f"no tooltip for {node_class}[{k}]::{param_key}")
junk.append("tooltips")
tip = "Unknown Explanation!"
input_parameters[k][param_key]["tooltips"] = tip
for scrape in junk:
if (val := meta.get(scrape, None)) is not None and val != "":
input_parameters[k][param_key][scrape] = val
except IndexError:
pass
return_types = [
match_combo(x) if isinstance(x, list) or isinstance(x, tuple) else x for x in node_data.get('output', [])
]
output_parameters = {}
return_names = [t.lower() for t in node_data.get('output_name', [])]
for t, n in zip(return_types, return_names):
output_parameters[n] = ', '.join([x.strip() for x in t.split(',')])
data = {
"class": node_data['name'],
"input_parameters": collapse_repeating_parameters(input_parameters),
"output_parameters": output_parameters,
"name": node_data['name'],
"output_node": node_data['output_node'],
"category": node_data['category'].strip('\n').strip(),
"description": node_data['description']
}
data[".html"] = json2html(data)
data[".md"] = json2md(data)
return data
def deep_merge(d1: dict, d2: dict) -> dict:
"""
Deep merge multiple dictionaries recursively.
Args:
*dicts: Variable number of dictionaries to be merged.
Returns:
dict: Merged dictionary.
"""
for key in d2:
if key in d1:
if isinstance(d1[key], dict) and isinstance(d2[key], dict):
deep_merge(d1[key], d2[key])
else:
d1[key] = d2[key]
else:
d1[key] = d2[key]
return d1
# =============================================================================
# == API RESPONSE
# =============================================================================
class TimedOutException(Exception): pass
class ComfyAPIMessage:
# STASH = {}
MESSAGE = {}
#@classmethod
#def send(cls, ident, message) -> None:
#cls.MESSAGE[str(ident)] = message
@classmethod
def poll(cls, ident, period=0.01, timeout=3) -> Any:
_t = time.monotonic()
if isinstance(ident, (set, list, tuple, )):
ident = ident[0]
sid = str(ident)
while not (sid in cls.MESSAGE) and time.monotonic() - _t < timeout:
time.sleep(period)
if not (sid in cls.MESSAGE):
# logger.warning(f"message failed {sid}")
raise TimedOutException
dat = cls.MESSAGE.pop(sid)
return dat
def comfy_message(ident:str, route:str, data:dict) -> None:
data['id'] = ident
PromptServer.instance.send_sync(route, data)
try:
@PromptServer.instance.routes.get("/jovimetrix/reload")
async def reload(request) -> web.Response:
data = {k: dir(v) for k, v in sys.modules.copy().items()}
with open('a.json', 'w') as fhandle:
json.dump(data, fhandle, indent=4)
module = importlib.import_module("Jovimetrix")
# ensure the module is reloaded
importlib.reload(module)
load_custom_node('custom_nodes/Jovimetrix')
return web.Response(text='RELOADED JOVIMETRIX')
@PromptServer.instance.routes.post("/jovimetrix/message")
async def jovimetrix_message(request) -> Any:
json_data = await request.json()
did = json_data.get("id", None)
ComfyAPIMessage.MESSAGE[str(did)] = json_data
return web.json_response()
@PromptServer.instance.routes.get("/jovimetrix/config")
async def jovimetrix_config(request) -> Any:
global JOV_CONFIG, JOV_CONFIG_FILE
if len(JOV_CONFIG) == 0:
JOV_CONFIG = configLoad(JOV_CONFIG_FILE)
return web.json_response(JOV_CONFIG)
@PromptServer.instance.routes.post("/jovimetrix/config")
async def jovimetrix_config_post(request) -> Any:
json_data = await request.json()
did = json_data.get("id", None)
value = json_data.get("v", None)
if did is None or value is None:
logger.error("bad config {}", json_data)
return
global JOV_CONFIG
from Jovimetrix.sup.util import update_nested_dict
update_nested_dict(JOV_CONFIG, did, value)
with open(JOV_CONFIG_FILE, 'w', encoding='utf-8') as f:
json.dump(JOV_CONFIG, f, indent=4)
return web.json_response(json_data)
@PromptServer.instance.routes.post("/jovimetrix/config/clear")
async def jovimetrix_config_post(request) -> Any:
json_data = await request.json()
name = json_data['name']
global JOV_CONFIG
try:
del JOV_CONFIG['color'][name]
except KeyError as _:
pass
with open(JOV_CONFIG_FILE, 'w', encoding='utf-8') as f:
json.dump(JOV_CONFIG, f)
return web.json_response(json_data)
async def object_info(node_class: str, scheme:str, host: str) -> Any:
global COMFYUI_OBJ_DATA
if (info := COMFYUI_OBJ_DATA.get(node_class, None)) is None:
# look up via the route...
url = f"{scheme}://{host}/object_info/{node_class}"
# Make an asynchronous HTTP request using aiohttp.ClientSession
async with ClientSession() as session:
try:
async with session.get(url) as response:
if response.status == 200:
info = await response.json()
if (data := info.get(node_class, None)) is not None:
info = get_node_info(data)
else:
info = {'.html': f"No data for {node_class}"}
COMFYUI_OBJ_DATA[node_class] = info
else:
info = {'.html': f"Failed to get docs {node_class}, status: {response.status}"}
logger.error(info)
except Exception as e:
logger.error(f"Failed to get docs {node_class}")
logger.exception(e)
info = {'.html': f"Failed to get docs {node_class}\n{e}"}
return info
@PromptServer.instance.routes.get("/jovimetrix/doc")
async def jovimetrix_doc(request) -> Any:
for node_class in NODE_CLASS_MAPPINGS.keys():
if COMFYUI_OBJ_DATA.get(node_class, None) is None:
COMFYUI_OBJ_DATA[node_class] = await object_info(node_class, request.scheme, request.host)
node = NODE_DISPLAY_NAME_MAPPINGS[node_class]
fname = node.split(" (JOV)")[0]
path = Path(JOV_INTERNAL_DOC.replace("{name}", fname))
path.mkdir(parents=True, exist_ok=True)
if JOV_INTERNAL:
if (md := COMFYUI_OBJ_DATA[node_class].get('.md', None)) is not None:
with open(str(path / f"{fname}.md"), "w", encoding='utf-8') as f:
f.write(md)
with open(str(path / f"{fname}.html"), "w", encoding='utf-8') as f:
f.write(COMFYUI_OBJ_DATA[node_class]['.html'])
return web.json_response(COMFYUI_OBJ_DATA)
@PromptServer.instance.routes.get("/jovimetrix/doc/{node}")
async def jovimetrix_doc_node_comfy(request) -> Any:
node_class = request.match_info.get('node')
if COMFYUI_OBJ_DATA.get(node_class, None) is None:
COMFYUI_OBJ_DATA[node_class] = await object_info(node_class, request.scheme, request.host)
return web.Response(text=COMFYUI_OBJ_DATA[node_class]['.html'], content_type='text/html')
except Exception as e:
logger.error(e)
# =============================================================================
# == SUPPORT FUNCTIONS
# =============================================================================
def parse_reset(ident:str) -> int:
try:
data = ComfyAPIMessage.poll(ident, timeout=0)
return data.get('cmd', None) == 'reset'
except TimedOutException as e:
return -1
except Exception as e:
logger.error(str(e))
# =============================================================================
# === SESSION ===
# =============================================================================
def configLoad(fname:Path, as_json:bool=True) -> Any | list[str] | None:
try:
with open(fname, 'r', encoding='utf-8') as fn:
if as_json:
return json.load(fn)
return fn.read().splitlines()
except (IOError, FileNotFoundError) as e:
pass
except Exception as e:
logger.error(e)
return []
class Session(metaclass=Singleton):
CLASS_MAPPINGS = {}
CLASS_MAPPINGS_WIP = {}
@classmethod
def ignore_files(cls, d, files) -> list[str]|None:
return [x for x in files if x.endswith('.json') or x.endswith('.html')]
def __init__(self, *arg, **kw) -> None:
global JOV_CONFIG, JOV_IGNORE_NODE, NODE_CLASS_MAPPINGS, NODE_DISPLAY_NAME_MAPPINGS, NODE_LIST_MAP
found = False
if JOV_CONFIG_FILE.exists():
JOV_CONFIG = configLoad(JOV_CONFIG_FILE)
# is this an old config, copy default (sorry, not sorry)
found = JOV_CONFIG.get('user', None) is not None
if not found:
try:
shutil.copy2(JOV_DEFAULT, JOV_CONFIG_FILE)
logger.warning("---> DEFAULT CONFIGURATION <---")
except:
raise Exception("MAJOR 😿😰😬🥟 BLUNDERCATS 🥟😬😰😿")
if JOV_IGNORE_NODE.exists():
JOV_IGNORE_NODE = configLoad(JOV_IGNORE_NODE, False)
else:
JOV_IGNORE_NODE = []
node_count = 0
for fname in (ROOT / 'core').iterdir():
if fname.suffix != ".py" or fname.stem.startswith('_'):
continue
if fname.stem in JOV_IGNORE_NODE or fname.stem+'.py' in JOV_IGNORE_NODE:
logger.warning(f"💀 [IGNORED] Jovimetrix.core.{fname.stem}")
continue
try:
module = importlib.import_module(f"Jovimetrix.core.{fname.stem}")
except Exception as e:
logger.warning(f"module failed {fname}")
logger.warning(str(e))
continue
# check if there is a dynamic register function....
try:
for class_name, class_def in module.import_dynamic():
setattr(module, class_name, class_def)
logger.debug(f"shader: {class_name}")
except Exception as e:
pass
classes = inspect.getmembers(module, inspect.isclass)
for class_name, class_object in classes:
# assume both attrs are good enough....
if not class_name.endswith('BaseNode') and hasattr(class_object, 'NAME') and hasattr(class_object, 'CATEGORY'):
if (name := class_object.NAME) in JOV_IGNORE_NODE:
logger.warning(f"😥 {name}")
continue
if hasattr(class_object, 'POST'):
class_object.CATEGORY = "JOVIMETRIX 🔺🟩🔵/WIP ☣️💣"
Session.CLASS_MAPPINGS_WIP[name] = class_object