-
Notifications
You must be signed in to change notification settings - Fork 24
/
Copy path__init__.py
1018 lines (896 loc) · 39.9 KB
/
__init__.py
1
2
3
4
5
6
7
8
9
10
11
12
13
14
15
16
17
18
19
20
21
22
23
24
25
26
27
28
29
30
31
32
33
34
35
36
37
38
39
40
41
42
43
44
45
46
47
48
49
50
51
52
53
54
55
56
57
58
59
60
61
62
63
64
65
66
67
68
69
70
71
72
73
74
75
76
77
78
79
80
81
82
83
84
85
86
87
88
89
90
91
92
93
94
95
96
97
98
99
100
101
102
103
104
105
106
107
108
109
110
111
112
113
114
115
116
117
118
119
120
121
122
123
124
125
126
127
128
129
130
131
132
133
134
135
136
137
138
139
140
141
142
143
144
145
146
147
148
149
150
151
152
153
154
155
156
157
158
159
160
161
162
163
164
165
166
167
168
169
170
171
172
173
174
175
176
177
178
179
180
181
182
183
184
185
186
187
188
189
190
191
192
193
194
195
196
197
198
199
200
201
202
203
204
205
206
207
208
209
210
211
212
213
214
215
216
217
218
219
220
221
222
223
224
225
226
227
228
229
230
231
232
233
234
235
236
237
238
239
240
241
242
243
244
245
246
247
248
249
250
251
252
253
254
255
256
257
258
259
260
261
262
263
264
265
266
267
268
269
270
271
272
273
274
275
276
277
278
279
280
281
282
283
284
285
286
287
288
289
290
291
292
293
294
295
296
297
298
299
300
301
302
303
304
305
306
307
308
309
310
311
312
313
314
315
316
317
318
319
320
321
322
323
324
325
326
327
328
329
330
331
332
333
334
335
336
337
338
339
340
341
342
343
344
345
346
347
348
349
350
351
352
353
354
355
356
357
358
359
360
361
362
363
364
365
366
367
368
369
370
371
372
373
374
375
376
377
378
379
380
381
382
383
384
385
386
387
388
389
390
391
392
393
394
395
396
397
398
399
400
401
402
403
404
405
406
407
408
409
410
411
412
413
414
415
416
417
418
419
420
421
422
423
424
425
426
427
428
429
430
431
432
433
434
435
436
437
438
439
440
441
442
443
444
445
446
447
448
449
450
451
452
453
454
455
456
457
458
459
460
461
462
463
464
465
466
467
468
469
470
471
472
473
474
475
476
477
478
479
480
481
482
483
484
485
486
487
488
489
490
491
492
493
494
495
496
497
498
499
500
501
502
503
504
505
506
507
508
509
510
511
512
513
514
515
516
517
518
519
520
521
522
523
524
525
526
527
528
529
530
531
532
533
534
535
536
537
538
539
540
541
542
543
544
545
546
547
548
549
550
551
552
553
554
555
556
557
558
559
560
561
562
563
564
565
566
567
568
569
570
571
572
573
574
575
576
577
578
579
580
581
582
583
584
585
586
587
588
589
590
591
592
593
594
595
596
597
598
599
600
601
602
603
604
605
606
607
608
609
610
611
612
613
614
615
616
617
618
619
620
621
622
623
624
625
626
627
628
629
630
631
632
633
634
635
636
637
638
639
640
641
642
643
644
645
646
647
648
649
650
651
652
653
654
655
656
657
658
659
660
661
662
663
664
665
666
667
668
669
670
671
672
673
674
675
676
677
678
679
680
681
682
683
684
685
686
687
688
689
690
691
692
693
694
695
696
697
698
699
700
701
702
703
704
705
706
707
708
709
710
711
712
713
714
715
716
717
718
719
720
721
722
723
724
725
726
727
728
729
730
731
732
733
734
735
736
737
738
739
740
741
742
743
744
745
746
747
748
749
750
751
752
753
754
755
756
757
758
759
760
761
762
763
764
765
766
767
768
769
770
771
772
773
774
775
776
777
778
779
780
781
782
783
784
785
786
787
788
789
790
791
792
793
794
795
796
797
798
799
800
801
802
803
804
805
806
807
808
809
810
811
812
813
814
815
816
817
818
819
820
821
822
823
824
825
826
827
828
829
830
831
832
833
834
835
836
837
838
839
840
841
842
843
844
845
846
847
848
849
850
851
852
853
854
855
856
857
858
859
860
861
862
863
864
865
866
867
868
869
870
871
872
873
874
875
876
877
878
879
880
881
882
883
884
885
886
887
888
889
890
891
892
893
894
895
896
897
898
899
900
901
902
903
904
905
906
907
908
909
910
911
912
913
914
915
916
917
918
919
920
921
922
923
924
925
926
927
928
929
930
931
932
933
934
935
936
937
938
939
940
941
942
943
944
945
946
947
948
949
950
951
952
953
954
955
956
957
958
959
960
961
962
963
964
965
966
967
968
969
970
971
972
973
974
975
976
977
978
979
980
981
982
983
984
985
986
987
988
989
990
991
992
993
994
995
996
997
998
999
1000
"""
██ ██████ ██ ██ ██ ███ ███ ███████ ████████ ██████ ██ ██ ██
██ ██ ██ ██ ██ ██ ████ ████ ██ ██ ██ ██ ██ ██ ██
██ ██ ██ ██ ██ ██ ██ ████ ██ █████ ██ ██████ ██ ███
██ ██ ██ ██ ██ ██ ██ ██ ██ ██ ██ ██ ██ ██ ██ ██ ██
█████ ██████ ████ ██ ██ ██ ███████ ██ ██ ██ ██ ██ ██
Animation, Image Compositing & Procedural Creation
http://www.github.com/amorano/jovimetrix
@title: Jovimetrix
@author: Alexander G. Morano
@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, BlendNode, ColorBlindNode, ColorMatchNode, ColorTheoryNode, CropNode,
FilterMaskNode, FlattenNode, GradientMapNode, PixelMergeNode, PixelSplitNode,
PixelSwapNode, StackNode, ThresholdNode,TransformNode,
ComparisonNode, DelayNode, LerpNode, CalcUnaryOPNode, CalcBinaryOPNode,
StringerNode, SwizzleNode, TickNode, ValueNode, WaveGeneratorNode,
MIDIFilterNode, MIDIFilterEZNode, MIDIMessageNode, MIDIReaderNode, SpoutWriter,
StreamReaderNode, StreamWriterNode,
AkashicNode, ArrayNode, ExportNode, ValueGraphNode, ImageInfoNode, QueueNode,
QueueTooNode, RouteNode, SaveOutputNode
"""
__all__ = ["NODE_CLASS_MAPPINGS", "NODE_DISPLAY_NAME_MAPPINGS", "WEB_DIRECTORY"]
__author__ = """Alexander G. Morano"""
__email__ = "[email protected]"
import os
import re
import sys
import html
import time
import json
import shutil
import inspect
import importlib
from pathlib import Path
from string import Template
from types import ModuleType
from typing import Any, Dict, List, Literal, Tuple
try:
from markdownify import markdownify
except:
markdownify = None
from aiohttp import web, ClientSession
from server import PromptServer
from loguru import logger
NODE_CLASS_MAPPINGS = {}
NODE_DISPLAY_NAME_MAPPINGS = {}
WEB_DIRECTORY = "./web"
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", "INFO")
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"))
JOV_DOCKERENV = os.path.exists('/.dockerenv')
# 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"
BIT = '', "Numerical Bits (0 or 1)"
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"
EDGE_X = 'EDGE_X', "Clip or Wrap the Canvas Edge"
EDGE_Y = 'EDGE_Y', "Clip or Wrap the Canvas Edge"
ENABLE = 'ENABLE', "Enable or Disable"
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"
LUT = '😎', "Size of each output lut palette square"
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"
PALETTE = '🎨', "Palette"
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."
STOP = 'STOP', "Halt processing"
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 {}
# jovimetrix
if (tip := widget_data.get("tooltips", None)) is None:
# cached
if (tip := cls._tooltipsDB.get(k), None) is None:
# comfyui standard
if (tip := widget_data.get("tooltip", 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, dynprompt:bool=False) -> dict:
data = {
"required": {},
"hidden": {
"ident": "UNIQUE_ID"
}
}
if prompt:
data["hidden"]["prompt"] = "PROMPT"
if extra_png:
data["hidden"]["extra_pnginfo"] = "EXTRA_PNGINFO"
if dynprompt:
data["hidden"]["dynprompt"] = "DYNPROMPT"
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', encoding='utf-8') 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(',')])
tool = param_meta.get("tooltips", '')
default = html.escape(str(param_meta.get('default', '')))
ch = ', '.join(param_meta.get('choice', []))
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 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)
if markdownify:
md = markdownify(data[".html"], keep_inline_images_in=True)
md = md.split('\n')[8:]
md = '\n'.join([m for m in md if m != ''])
data[".md"] = md
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
def update_nested_dict(d, path, value) -> None:
keys = path.split('.')
current = d
for key in keys[:-1]:
current = current.setdefault(key, {})
last_key = keys[-1]
# Check if the key already exists
if last_key in current and isinstance(current[last_key], dict):
current[last_key].update(value)
else:
current[last_key] = value
# ==============================================================================
# === 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)
logger.debug(f'sid {sid} -- {cls.MESSAGE}')
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")
async def jovimetrix_home(request) -> Any:
data = template_load('home.html')
return web.Response(text=data.template, content_type='text/html')
@PromptServer.instance.routes.get("/jovimetrix/message")
async def jovimetrix_message(request) -> Any:
return web.json_response(ComfyAPIMessage.MESSAGE)
@PromptServer.instance.routes.post("/jovimetrix/message")
async def jovimetrix_message_post(request) -> Any:
json_data = await request.json()
logger.info(json_data)
if (did := json_data.get("id")) is not None:
ComfyAPIMessage.MESSAGE[str(did)] = json_data
return web.json_response(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("cmd", None)
if did is None or value is None:
logger.error("bad config {}", json_data)
return
global JOV_CONFIG
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=0.05)
ret = data.get('cmd', None)
return ret == 'reset'
except TimedOutException as e:
return -1
except Exception as e:
logger.error(str(e))
# ==============================================================================
# === NODE LOADER ===
# ==============================================================================
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 []
def load_module(name: str) -> None|ModuleType:
module = inspect.getmodule(inspect.stack()[0][0]).__name__
try:
route = str(name).replace("\\", "/")
route = route.split(f"{module}/core/")[1]
route = route.split('.')[0].replace('/', '.')
except Exception as e:
logger.warning(f"module failed {name}")
logger.warning(str(e))
return
try:
module = f"{module}.core.{route}"
module = importlib.import_module(module)
except Exception as e:
logger.warning(f"module failed {module}")
logger.warning(str(e))
return
return module
def loader():
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 Exception as e:
logger.error("MAJOR 😿😰😬🥟 BLUNDERCATS 🥟😬😰😿")
logger.error(e)
if JOV_IGNORE_NODE.exists():
JOV_IGNORE_NODE = configLoad(JOV_IGNORE_NODE, False)
else:
JOV_IGNORE_NODE = []
for fname in ROOT.glob('core/**/*.py'):
if fname.stem.startswith('_'):
continue
if fname.stem in JOV_IGNORE_NODE or fname.stem+'.py' in JOV_IGNORE_NODE:
logger.warning(f"💀 [IGNORED] .core.{fname.stem}")
continue
if (module := load_module(fname)) is None:
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)
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
name = class_object.NAME
NODE_DISPLAY_NAME_MAPPINGS[name] = name
NODE_CLASS_MAPPINGS[name] = class_object
if not name.endswith(Lexicon.GLSL_CUSTOM):
desc = class_object.DESCRIPTION if hasattr(class_object, 'DESCRIPTION') else name
NODE_LIST_MAP[name] = desc.split('.')[0].strip('\n')
else:
logger.debug(f"customs {name}")
NODE_CLASS_MAPPINGS = {x[0] : x[1] for x in sorted(NODE_CLASS_MAPPINGS.items(),
key=lambda item: getattr(item[1], 'SORT', 0))}
# now sort the categories...
prime = NODE_CLASS_MAPPINGS.copy()
NODE_CLASS_MAPPINGS = {}
for c in ["CREATE", "ADJUST", "COMPOSE", "IMAGE",