-
Notifications
You must be signed in to change notification settings - Fork 20
/
Copy pathWorkFlow.html
887 lines (761 loc) · 131 KB
/
WorkFlow.html
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
<!doctype html>
<html lang="en">
<head>
<meta charset="utf-8">
<meta name="viewport" content="width=device-width, initial-scale=1">
<meta name="generator" content="pdoc 14.6.1"/>
<title>WorkFlow API documentation</title>
<style>/*! * Bootstrap Reboot v5.0.0 (https://getbootstrap.com/) * Copyright 2011-2021 The Bootstrap Authors * Copyright 2011-2021 Twitter, Inc. * Licensed under MIT (https://github.com/twbs/bootstrap/blob/main/LICENSE) * Forked from Normalize.css, licensed MIT (https://github.com/necolas/normalize.css/blob/master/LICENSE.md) */*,::after,::before{box-sizing:border-box}@media (prefers-reduced-motion:no-preference){:root{scroll-behavior:smooth}}body{margin:0;font-family:system-ui,-apple-system,"Segoe UI",Roboto,"Helvetica Neue",Arial,"Noto Sans","Liberation Sans",sans-serif,"Apple Color Emoji","Segoe UI Emoji","Segoe UI Symbol","Noto Color Emoji";font-size:1rem;font-weight:400;line-height:1.5;color:#212529;background-color:#fff;-webkit-text-size-adjust:100%;-webkit-tap-highlight-color:transparent}hr{margin:1rem 0;color:inherit;background-color:currentColor;border:0;opacity:.25}hr:not([size]){height:1px}h1,h2,h3,h4,h5,h6{margin-top:0;margin-bottom:.5rem;font-weight:500;line-height:1.2}h1{font-size:calc(1.375rem + 1.5vw)}@media (min-width:1200px){h1{font-size:2.5rem}}h2{font-size:calc(1.325rem + .9vw)}@media (min-width:1200px){h2{font-size:2rem}}h3{font-size:calc(1.3rem + .6vw)}@media (min-width:1200px){h3{font-size:1.75rem}}h4{font-size:calc(1.275rem + .3vw)}@media (min-width:1200px){h4{font-size:1.5rem}}h5{font-size:1.25rem}h6{font-size:1rem}p{margin-top:0;margin-bottom:1rem}abbr[data-bs-original-title],abbr[title]{-webkit-text-decoration:underline dotted;text-decoration:underline dotted;cursor:help;-webkit-text-decoration-skip-ink:none;text-decoration-skip-ink:none}address{margin-bottom:1rem;font-style:normal;line-height:inherit}ol,ul{padding-left:2rem}dl,ol,ul{margin-top:0;margin-bottom:1rem}ol ol,ol ul,ul ol,ul ul{margin-bottom:0}dt{font-weight:700}dd{margin-bottom:.5rem;margin-left:0}blockquote{margin:0 0 1rem}b,strong{font-weight:bolder}small{font-size:.875em}mark{padding:.2em;background-color:#fcf8e3}sub,sup{position:relative;font-size:.75em;line-height:0;vertical-align:baseline}sub{bottom:-.25em}sup{top:-.5em}a{color:#0d6efd;text-decoration:underline}a:hover{color:#0a58ca}a:not([href]):not([class]),a:not([href]):not([class]):hover{color:inherit;text-decoration:none}code,kbd,pre,samp{font-family:SFMono-Regular,Menlo,Monaco,Consolas,"Liberation Mono","Courier New",monospace;font-size:1em;direction:ltr;unicode-bidi:bidi-override}pre{display:block;margin-top:0;margin-bottom:1rem;overflow:auto;font-size:.875em}pre code{font-size:inherit;color:inherit;word-break:normal}code{font-size:.875em;color:#d63384;word-wrap:break-word}a>code{color:inherit}kbd{padding:.2rem .4rem;font-size:.875em;color:#fff;background-color:#212529;border-radius:.2rem}kbd kbd{padding:0;font-size:1em;font-weight:700}figure{margin:0 0 1rem}img,svg{vertical-align:middle}table{caption-side:bottom;border-collapse:collapse}caption{padding-top:.5rem;padding-bottom:.5rem;color:#6c757d;text-align:left}th{text-align:inherit;text-align:-webkit-match-parent}tbody,td,tfoot,th,thead,tr{border-color:inherit;border-style:solid;border-width:0}label{display:inline-block}button{border-radius:0}button:focus:not(:focus-visible){outline:0}button,input,optgroup,select,textarea{margin:0;font-family:inherit;font-size:inherit;line-height:inherit}button,select{text-transform:none}[role=button]{cursor:pointer}select{word-wrap:normal}select:disabled{opacity:1}[list]::-webkit-calendar-picker-indicator{display:none}[type=button],[type=reset],[type=submit],button{-webkit-appearance:button}[type=button]:not(:disabled),[type=reset]:not(:disabled),[type=submit]:not(:disabled),button:not(:disabled){cursor:pointer}::-moz-focus-inner{padding:0;border-style:none}textarea{resize:vertical}fieldset{min-width:0;padding:0;margin:0;border:0}legend{float:left;width:100%;padding:0;margin-bottom:.5rem;font-size:calc(1.275rem + .3vw);line-height:inherit}@media (min-width:1200px){legend{font-size:1.5rem}}legend+*{clear:left}::-webkit-datetime-edit-day-field,::-webkit-datetime-edit-fields-wrapper,::-webkit-datetime-edit-hour-field,::-webkit-datetime-edit-minute,::-webkit-datetime-edit-month-field,::-webkit-datetime-edit-text,::-webkit-datetime-edit-year-field{padding:0}::-webkit-inner-spin-button{height:auto}[type=search]{outline-offset:-2px;-webkit-appearance:textfield}::-webkit-search-decoration{-webkit-appearance:none}::-webkit-color-swatch-wrapper{padding:0}::file-selector-button{font:inherit}::-webkit-file-upload-button{font:inherit;-webkit-appearance:button}output{display:inline-block}iframe{border:0}summary{display:list-item;cursor:pointer}progress{vertical-align:baseline}[hidden]{display:none!important}</style>
<style>/*! syntax-highlighting.css */pre{line-height:125%;}span.linenos{color:inherit; background-color:transparent; padding-left:5px; padding-right:20px;}.pdoc-code .hll{background-color:#ffffcc}.pdoc-code{background:#f8f8f8;}.pdoc-code .c{color:#3D7B7B; font-style:italic}.pdoc-code .err{border:1px solid #FF0000}.pdoc-code .k{color:#008000; font-weight:bold}.pdoc-code .o{color:#666666}.pdoc-code .ch{color:#3D7B7B; font-style:italic}.pdoc-code .cm{color:#3D7B7B; font-style:italic}.pdoc-code .cp{color:#9C6500}.pdoc-code .cpf{color:#3D7B7B; font-style:italic}.pdoc-code .c1{color:#3D7B7B; font-style:italic}.pdoc-code .cs{color:#3D7B7B; font-style:italic}.pdoc-code .gd{color:#A00000}.pdoc-code .ge{font-style:italic}.pdoc-code .gr{color:#E40000}.pdoc-code .gh{color:#000080; font-weight:bold}.pdoc-code .gi{color:#008400}.pdoc-code .go{color:#717171}.pdoc-code .gp{color:#000080; font-weight:bold}.pdoc-code .gs{font-weight:bold}.pdoc-code .gu{color:#800080; font-weight:bold}.pdoc-code .gt{color:#0044DD}.pdoc-code .kc{color:#008000; font-weight:bold}.pdoc-code .kd{color:#008000; font-weight:bold}.pdoc-code .kn{color:#008000; font-weight:bold}.pdoc-code .kp{color:#008000}.pdoc-code .kr{color:#008000; font-weight:bold}.pdoc-code .kt{color:#B00040}.pdoc-code .m{color:#666666}.pdoc-code .s{color:#BA2121}.pdoc-code .na{color:#687822}.pdoc-code .nb{color:#008000}.pdoc-code .nc{color:#0000FF; font-weight:bold}.pdoc-code .no{color:#880000}.pdoc-code .nd{color:#AA22FF}.pdoc-code .ni{color:#717171; font-weight:bold}.pdoc-code .ne{color:#CB3F38; font-weight:bold}.pdoc-code .nf{color:#0000FF}.pdoc-code .nl{color:#767600}.pdoc-code .nn{color:#0000FF; font-weight:bold}.pdoc-code .nt{color:#008000; font-weight:bold}.pdoc-code .nv{color:#19177C}.pdoc-code .ow{color:#AA22FF; font-weight:bold}.pdoc-code .w{color:#bbbbbb}.pdoc-code .mb{color:#666666}.pdoc-code .mf{color:#666666}.pdoc-code .mh{color:#666666}.pdoc-code .mi{color:#666666}.pdoc-code .mo{color:#666666}.pdoc-code .sa{color:#BA2121}.pdoc-code .sb{color:#BA2121}.pdoc-code .sc{color:#BA2121}.pdoc-code .dl{color:#BA2121}.pdoc-code .sd{color:#BA2121; font-style:italic}.pdoc-code .s2{color:#BA2121}.pdoc-code .se{color:#AA5D1F; font-weight:bold}.pdoc-code .sh{color:#BA2121}.pdoc-code .si{color:#A45A77; font-weight:bold}.pdoc-code .sx{color:#008000}.pdoc-code .sr{color:#A45A77}.pdoc-code .s1{color:#BA2121}.pdoc-code .ss{color:#19177C}.pdoc-code .bp{color:#008000}.pdoc-code .fm{color:#0000FF}.pdoc-code .vc{color:#19177C}.pdoc-code .vg{color:#19177C}.pdoc-code .vi{color:#19177C}.pdoc-code .vm{color:#19177C}.pdoc-code .il{color:#666666}</style>
<style>/*! theme.css */:root{--pdoc-background:#fff;}.pdoc{--text:#212529;--muted:#6c757d;--link:#3660a5;--link-hover:#1659c5;--code:#f8f8f8;--active:#fff598;--accent:#eee;--accent2:#c1c1c1;--nav-hover:rgba(255, 255, 255, 0.5);--name:#0066BB;--def:#008800;--annotation:#007020;}</style>
<style>/*! layout.css */html, body{width:100%;height:100%;}html, main{scroll-behavior:smooth;}body{background-color:var(--pdoc-background);}@media (max-width:769px){#navtoggle{cursor:pointer;position:absolute;width:50px;height:40px;top:1rem;right:1rem;border-color:var(--text);color:var(--text);display:flex;opacity:0.8;z-index:999;}#navtoggle:hover{opacity:1;}#togglestate + div{display:none;}#togglestate:checked + div{display:inherit;}main, header{padding:2rem 3vw;}header + main{margin-top:-3rem;}.git-button{display:none !important;}nav input[type="search"]{max-width:77%;}nav input[type="search"]:first-child{margin-top:-6px;}nav input[type="search"]:valid ~ *{display:none !important;}}@media (min-width:770px){:root{--sidebar-width:clamp(12.5rem, 28vw, 22rem);}nav{position:fixed;overflow:auto;height:100vh;width:var(--sidebar-width);}main, header{padding:3rem 2rem 3rem calc(var(--sidebar-width) + 3rem);width:calc(54rem + var(--sidebar-width));max-width:100%;}header + main{margin-top:-4rem;}#navtoggle{display:none;}}#togglestate{position:absolute;height:0;opacity:0;}nav.pdoc{--pad:clamp(0.5rem, 2vw, 1.75rem);--indent:1.5rem;background-color:var(--accent);border-right:1px solid var(--accent2);box-shadow:0 0 20px rgba(50, 50, 50, .2) inset;padding:0 0 0 var(--pad);overflow-wrap:anywhere;scrollbar-width:thin; scrollbar-color:var(--accent2) transparent; z-index:1}nav.pdoc::-webkit-scrollbar{width:.4rem; }nav.pdoc::-webkit-scrollbar-thumb{background-color:var(--accent2); }nav.pdoc > div{padding:var(--pad) 0;}nav.pdoc .module-list-button{display:inline-flex;align-items:center;color:var(--text);border-color:var(--muted);margin-bottom:1rem;}nav.pdoc .module-list-button:hover{border-color:var(--text);}nav.pdoc input[type=search]{display:block;outline-offset:0;width:calc(100% - var(--pad));}nav.pdoc .logo{max-width:calc(100% - var(--pad));max-height:35vh;display:block;margin:0 auto 1rem;transform:translate(calc(-.5 * var(--pad)), 0);}nav.pdoc ul{list-style:none;padding-left:0;}nav.pdoc > div > ul{margin-left:calc(0px - var(--pad));}nav.pdoc li a{padding:.2rem 0 .2rem calc(var(--pad) + var(--indent));}nav.pdoc > div > ul > li > a{padding-left:var(--pad);}nav.pdoc li{transition:all 100ms;}nav.pdoc li:hover{background-color:var(--nav-hover);}nav.pdoc a, nav.pdoc a:hover{color:var(--text);}nav.pdoc a{display:block;}nav.pdoc > h2:first-of-type{margin-top:1.5rem;}nav.pdoc .class:before{content:"class ";color:var(--muted);}nav.pdoc .function:after{content:"()";color:var(--muted);}nav.pdoc footer:before{content:"";display:block;width:calc(100% - var(--pad));border-top:solid var(--accent2) 1px;margin-top:1.5rem;padding-top:.5rem;}nav.pdoc footer{font-size:small;}</style>
<style>/*! content.css */.pdoc{color:var(--text);box-sizing:border-box;line-height:1.5;background:none;}.pdoc .pdoc-button{cursor:pointer;display:inline-block;border:solid black 1px;border-radius:2px;font-size:.75rem;padding:calc(0.5em - 1px) 1em;transition:100ms all;}.pdoc .alert{padding:1rem 1rem 1rem calc(1.5rem + 24px);border:1px solid transparent;border-radius:.25rem;background-repeat:no-repeat;background-position:.75rem center;margin-bottom:1rem;}.pdoc .alert > em{display:none;}.pdoc .alert > *:last-child{margin-bottom:0;}.pdoc .alert.note {color:#084298;background-color:#cfe2ff;border-color:#b6d4fe;background-image:url("data:image/svg+xml,%3Csvg%20xmlns%3D%22http%3A//www.w3.org/2000/svg%22%20width%3D%2224%22%20height%3D%2224%22%20fill%3D%22%23084298%22%20viewBox%3D%220%200%2016%2016%22%3E%3Cpath%20d%3D%22M8%2016A8%208%200%201%200%208%200a8%208%200%200%200%200%2016zm.93-9.412-1%204.705c-.07.34.029.533.304.533.194%200%20.487-.07.686-.246l-.088.416c-.287.346-.92.598-1.465.598-.703%200-1.002-.422-.808-1.319l.738-3.468c.064-.293.006-.399-.287-.47l-.451-.081.082-.381%202.29-.287zM8%205.5a1%201%200%201%201%200-2%201%201%200%200%201%200%202z%22/%3E%3C/svg%3E");}.pdoc .alert.warning{color:#664d03;background-color:#fff3cd;border-color:#ffecb5;background-image:url("data:image/svg+xml,%3Csvg%20xmlns%3D%22http%3A//www.w3.org/2000/svg%22%20width%3D%2224%22%20height%3D%2224%22%20fill%3D%22%23664d03%22%20viewBox%3D%220%200%2016%2016%22%3E%3Cpath%20d%3D%22M8.982%201.566a1.13%201.13%200%200%200-1.96%200L.165%2013.233c-.457.778.091%201.767.98%201.767h13.713c.889%200%201.438-.99.98-1.767L8.982%201.566zM8%205c.535%200%20.954.462.9.995l-.35%203.507a.552.552%200%200%201-1.1%200L7.1%205.995A.905.905%200%200%201%208%205zm.002%206a1%201%200%201%201%200%202%201%201%200%200%201%200-2z%22/%3E%3C/svg%3E");}.pdoc .alert.danger{color:#842029;background-color:#f8d7da;border-color:#f5c2c7;background-image:url("data:image/svg+xml,%3Csvg%20xmlns%3D%22http%3A//www.w3.org/2000/svg%22%20width%3D%2224%22%20height%3D%2224%22%20fill%3D%22%23842029%22%20viewBox%3D%220%200%2016%2016%22%3E%3Cpath%20d%3D%22M5.52.359A.5.5%200%200%201%206%200h4a.5.5%200%200%201%20.474.658L8.694%206H12.5a.5.5%200%200%201%20.395.807l-7%209a.5.5%200%200%201-.873-.454L6.823%209.5H3.5a.5.5%200%200%201-.48-.641l2.5-8.5z%22/%3E%3C/svg%3E");}.pdoc .visually-hidden{position:absolute !important;width:1px !important;height:1px !important;padding:0 !important;margin:-1px !important;overflow:hidden !important;clip:rect(0, 0, 0, 0) !important;white-space:nowrap !important;border:0 !important;}.pdoc h1, .pdoc h2, .pdoc h3{font-weight:300;margin:.3em 0;padding:.2em 0;}.pdoc > section:not(.module-info) h1{font-size:1.5rem;font-weight:500;}.pdoc > section:not(.module-info) h2{font-size:1.4rem;font-weight:500;}.pdoc > section:not(.module-info) h3{font-size:1.3rem;font-weight:500;}.pdoc > section:not(.module-info) h4{font-size:1.2rem;}.pdoc > section:not(.module-info) h5{font-size:1.1rem;}.pdoc a{text-decoration:none;color:var(--link);}.pdoc a:hover{color:var(--link-hover);}.pdoc blockquote{margin-left:2rem;}.pdoc pre{border-top:1px solid var(--accent2);border-bottom:1px solid var(--accent2);margin-top:0;margin-bottom:1em;padding:.5rem 0 .5rem .5rem;overflow-x:auto;background-color:var(--code);}.pdoc code{color:var(--text);padding:.2em .4em;margin:0;font-size:85%;background-color:var(--accent);border-radius:6px;}.pdoc a > code{color:inherit;}.pdoc pre > code{display:inline-block;font-size:inherit;background:none;border:none;padding:0;}.pdoc > section:not(.module-info){margin-bottom:1.5rem;}.pdoc .modulename{margin-top:0;font-weight:bold;}.pdoc .modulename a{color:var(--link);transition:100ms all;}.pdoc .git-button{float:right;border:solid var(--link) 1px;}.pdoc .git-button:hover{background-color:var(--link);color:var(--pdoc-background);}.view-source-toggle-state,.view-source-toggle-state ~ .pdoc-code{display:none;}.view-source-toggle-state:checked ~ .pdoc-code{display:block;}.view-source-button{display:inline-block;float:right;font-size:.75rem;line-height:1.5rem;color:var(--muted);padding:0 .4rem 0 1.3rem;cursor:pointer;text-indent:-2px;}.view-source-button > span{visibility:hidden;}.module-info .view-source-button{float:none;display:flex;justify-content:flex-end;margin:-1.2rem .4rem -.2rem 0;}.view-source-button::before{position:absolute;content:"View Source";display:list-item;list-style-type:disclosure-closed;}.view-source-toggle-state:checked ~ .attr .view-source-button::before,.view-source-toggle-state:checked ~ .view-source-button::before{list-style-type:disclosure-open;}.pdoc .docstring{margin-bottom:1.5rem;}.pdoc section:not(.module-info) .docstring{margin-left:clamp(0rem, 5vw - 2rem, 1rem);}.pdoc .docstring .pdoc-code{margin-left:1em;margin-right:1em;}.pdoc h1:target,.pdoc h2:target,.pdoc h3:target,.pdoc h4:target,.pdoc h5:target,.pdoc h6:target,.pdoc .pdoc-code > pre > span:target{background-color:var(--active);box-shadow:-1rem 0 0 0 var(--active);}.pdoc .pdoc-code > pre > span:target{display:block;}.pdoc div:target > .attr,.pdoc section:target > .attr,.pdoc dd:target > a{background-color:var(--active);}.pdoc *{scroll-margin:2rem;}.pdoc .pdoc-code .linenos{user-select:none;}.pdoc .attr:hover{filter:contrast(0.95);}.pdoc section, .pdoc .classattr{position:relative;}.pdoc .headerlink{--width:clamp(1rem, 3vw, 2rem);position:absolute;top:0;left:calc(0rem - var(--width));transition:all 100ms ease-in-out;opacity:0;}.pdoc .headerlink::before{content:"#";display:block;text-align:center;width:var(--width);height:2.3rem;line-height:2.3rem;font-size:1.5rem;}.pdoc .attr:hover ~ .headerlink,.pdoc *:target > .headerlink,.pdoc .headerlink:hover{opacity:1;}.pdoc .attr{display:block;margin:.5rem 0 .5rem;padding:.4rem .4rem .4rem 1rem;background-color:var(--accent);overflow-x:auto;}.pdoc .classattr{margin-left:2rem;}.pdoc .name{color:var(--name);font-weight:bold;}.pdoc .def{color:var(--def);font-weight:bold;}.pdoc .signature{background-color:transparent;}.pdoc .param, .pdoc .return-annotation{white-space:pre;}.pdoc .signature.multiline .param{display:block;}.pdoc .signature.condensed .param{display:inline-block;}.pdoc .annotation{color:var(--annotation);}.pdoc .view-value-toggle-state,.pdoc .view-value-toggle-state ~ .default_value{display:none;}.pdoc .view-value-toggle-state:checked ~ .default_value{display:inherit;}.pdoc .view-value-button{font-size:.5rem;vertical-align:middle;border-style:dashed;margin-top:-0.1rem;}.pdoc .view-value-button:hover{background:white;}.pdoc .view-value-button::before{content:"show";text-align:center;width:2.2em;display:inline-block;}.pdoc .view-value-toggle-state:checked ~ .view-value-button::before{content:"hide";}.pdoc .inherited{margin-left:2rem;}.pdoc .inherited dt{font-weight:700;}.pdoc .inherited dt, .pdoc .inherited dd{display:inline;margin-left:0;margin-bottom:.5rem;}.pdoc .inherited dd:not(:last-child):after{content:", ";}.pdoc .inherited .class:before{content:"class ";}.pdoc .inherited .function a:after{content:"()";}.pdoc .search-result .docstring{overflow:auto;max-height:25vh;}.pdoc .search-result.focused > .attr{background-color:var(--active);}.pdoc .attribution{margin-top:2rem;display:block;opacity:0.5;transition:all 200ms;filter:grayscale(100%);}.pdoc .attribution:hover{opacity:1;filter:grayscale(0%);}.pdoc .attribution img{margin-left:5px;height:35px;vertical-align:middle;width:70px;transition:all 200ms;}.pdoc table{display:block;width:max-content;max-width:100%;overflow:auto;margin-bottom:1rem;}.pdoc table th{font-weight:600;}.pdoc table th, .pdoc table td{padding:6px 13px;border:1px solid var(--accent2);}</style>
<style>/*! custom.css */</style></head>
<body>
<nav class="pdoc">
<label id="navtoggle" for="togglestate" class="pdoc-button"><svg xmlns='http://www.w3.org/2000/svg' viewBox='0 0 30 30'><path stroke-linecap='round' stroke="currentColor" stroke-miterlimit='10' stroke-width='2' d='M4 7h22M4 15h22M4 23h22'/></svg></label>
<input id="togglestate" type="checkbox" aria-hidden="true" tabindex="-1">
<div> <a class="pdoc-button module-list-button" href="index.html">
<svg xmlns="http://www.w3.org/2000/svg" width="16" height="16" fill="currentColor" class="bi bi-box-arrow-in-left" viewBox="0 0 16 16">
<path fill-rule="evenodd" d="M10 3.5a.5.5 0 0 0-.5-.5h-8a.5.5 0 0 0-.5.5v9a.5.5 0 0 0 .5.5h8a.5.5 0 0 0 .5-.5v-2a.5.5 0 0 1 1 0v2A1.5 1.5 0 0 1 9.5 14h-8A1.5 1.5 0 0 1 0 12.5v-9A1.5 1.5 0 0 1 1.5 2h8A1.5 1.5 0 0 1 11 3.5v2a.5.5 0 0 1-1 0v-2z"/>
<path fill-rule="evenodd" d="M4.146 8.354a.5.5 0 0 1 0-.708l3-3a.5.5 0 1 1 .708.708L5.707 7.5H14.5a.5.5 0 0 1 0 1H5.707l2.147 2.146a.5.5 0 0 1-.708.708l-3-3z"/>
</svg>
Module Index
</a>
<input type="search" placeholder="Search..." role="searchbox" aria-label="search"
pattern=".+" required>
<h2>API Documentation</h2>
<ul class="memberlist">
<li>
<a class="function" href="#load_nodes_from_json">load_nodes_from_json</a>
</li>
<li>
<a class="function" href="#find_nodes_by_type">find_nodes_by_type</a>
</li>
<li>
<a class="function" href="#find_node_by_type">find_node_by_type</a>
</li>
<li>
<a class="class" href="#FileWriterTool">FileWriterTool</a>
<ul class="memberlist">
<li>
<a class="variable" href="#FileWriterTool.name">name</a>
</li>
<li>
<a class="variable" href="#FileWriterTool.description">description</a>
</li>
<li>
<a class="variable" href="#FileWriterTool.model_config">model_config</a>
</li>
<li>
<a class="variable" href="#FileWriterTool.model_fields">model_fields</a>
</li>
<li>
<a class="variable" href="#FileWriterTool.model_computed_fields">model_computed_fields</a>
</li>
</ul>
</li>
<li>
<a class="function" href="#create_agent">create_agent</a>
</li>
<li>
<a class="function" href="#create_task">create_task</a>
</li>
<li>
<a class="function" href="#topological_sort_tasks">topological_sort_tasks</a>
</li>
<li>
<a class="function" href="#RunWorkFlow">RunWorkFlow</a>
</li>
<li>
<a class="function" href="#run_workflow_from_file">run_workflow_from_file</a>
</li>
</ul>
<a class="attribution" title="pdoc: Python API documentation generator" href="https://pdoc.dev" target="_blank">
built with <span class="visually-hidden">pdoc</span><img
alt="pdoc logo"
src="data:image/svg+xml,%3Csvg%20xmlns%3D%22http%3A//www.w3.org/2000/svg%22%20role%3D%22img%22%20aria-label%3D%22pdoc%20logo%22%20width%3D%22300%22%20height%3D%22150%22%20viewBox%3D%22-1%200%2060%2030%22%3E%3Ctitle%3Epdoc%3C/title%3E%3Cpath%20d%3D%22M29.621%2021.293c-.011-.273-.214-.475-.511-.481a.5.5%200%200%200-.489.503l-.044%201.393c-.097.551-.695%201.215-1.566%201.704-.577.428-1.306.486-2.193.182-1.426-.617-2.467-1.654-3.304-2.487l-.173-.172a3.43%203.43%200%200%200-.365-.306.49.49%200%200%200-.286-.196c-1.718-1.06-4.931-1.47-7.353.191l-.219.15c-1.707%201.187-3.413%202.131-4.328%201.03-.02-.027-.49-.685-.141-1.763.233-.721.546-2.408.772-4.076.042-.09.067-.187.046-.288.166-1.347.277-2.625.241-3.351%201.378-1.008%202.271-2.586%202.271-4.362%200-.976-.272-1.935-.788-2.774-.057-.094-.122-.18-.184-.268.033-.167.052-.339.052-.516%200-1.477-1.202-2.679-2.679-2.679-.791%200-1.496.352-1.987.9a6.3%206.3%200%200%200-1.001.029c-.492-.564-1.207-.929-2.012-.929-1.477%200-2.679%201.202-2.679%202.679A2.65%202.65%200%200%200%20.97%206.554c-.383.747-.595%201.572-.595%202.41%200%202.311%201.507%204.29%203.635%205.107-.037.699-.147%202.27-.423%203.294l-.137.461c-.622%202.042-2.515%208.257%201.727%2010.643%201.614.908%203.06%201.248%204.317%201.248%202.665%200%204.492-1.524%205.322-2.401%201.476-1.559%202.886-1.854%206.491.82%201.877%201.393%203.514%201.753%204.861%201.068%202.223-1.713%202.811-3.867%203.399-6.374.077-.846.056-1.469.054-1.537zm-4.835%204.313c-.054.305-.156.586-.242.629-.034-.007-.131-.022-.307-.157-.145-.111-.314-.478-.456-.908.221.121.432.25.675.355.115.039.219.051.33.081zm-2.251-1.238c-.05.33-.158.648-.252.694-.022.001-.125-.018-.307-.157-.217-.166-.488-.906-.639-1.573.358.344.754.693%201.198%201.036zm-3.887-2.337c-.006-.116-.018-.231-.041-.342.635.145%201.189.368%201.599.625.097.231.166.481.174.642-.03.049-.055.101-.067.158-.046.013-.128.026-.298.004-.278-.037-.901-.57-1.367-1.087zm-1.127-.497c.116.306.176.625.12.71-.019.014-.117.045-.345.016-.206-.027-.604-.332-.986-.695.41-.051.816-.056%201.211-.031zm-4.535%201.535c.209.22.379.47.358.598-.006.041-.088.138-.351.234-.144.055-.539-.063-.979-.259a11.66%2011.66%200%200%200%20.972-.573zm.983-.664c.359-.237.738-.418%201.126-.554.25.237.479.548.457.694-.006.042-.087.138-.351.235-.174.064-.694-.105-1.232-.375zm-3.381%201.794c-.022.145-.061.29-.149.401-.133.166-.358.248-.69.251h-.002c-.133%200-.306-.26-.45-.621.417.091.854.07%201.291-.031zm-2.066-8.077a4.78%204.78%200%200%201-.775-.584c.172-.115.505-.254.88-.378l-.105.962zm-.331%202.302a10.32%2010.32%200%200%201-.828-.502c.202-.143.576-.328.984-.49l-.156.992zm-.45%202.157l-.701-.403c.214-.115.536-.249.891-.376a11.57%2011.57%200%200%201-.19.779zm-.181%201.716c.064.398.194.702.298.893-.194-.051-.435-.162-.736-.398.061-.119.224-.3.438-.495zM8.87%204.141c0%20.152-.123.276-.276.276s-.275-.124-.275-.276.123-.276.276-.276.275.124.275.276zm-.735-.389a1.15%201.15%200%200%200-.314.783%201.16%201.16%200%200%200%201.162%201.162c.457%200%20.842-.27%201.032-.653.026.117.042.238.042.362a1.68%201.68%200%200%201-1.679%201.679%201.68%201.68%200%200%201-1.679-1.679c0-.843.626-1.535%201.436-1.654zM5.059%205.406A1.68%201.68%200%200%201%203.38%207.085a1.68%201.68%200%200%201-1.679-1.679c0-.037.009-.072.011-.109.21.3.541.508.935.508a1.16%201.16%200%200%200%201.162-1.162%201.14%201.14%200%200%200-.474-.912c.015%200%20.03-.005.045-.005.926.001%201.679.754%201.679%201.68zM3.198%204.141c0%20.152-.123.276-.276.276s-.275-.124-.275-.276.123-.276.276-.276.275.124.275.276zM1.375%208.964c0-.52.103-1.035.288-1.52.466.394%201.06.64%201.717.64%201.144%200%202.116-.725%202.499-1.738.383%201.012%201.355%201.738%202.499%201.738.867%200%201.631-.421%202.121-1.062.307.605.478%201.267.478%201.942%200%202.486-2.153%204.51-4.801%204.51s-4.801-2.023-4.801-4.51zm24.342%2019.349c-.985.498-2.267.168-3.813-.979-3.073-2.281-5.453-3.199-7.813-.705-1.315%201.391-4.163%203.365-8.423.97-3.174-1.786-2.239-6.266-1.261-9.479l.146-.492c.276-1.02.395-2.457.444-3.268a6.11%206.11%200%200%200%201.18.115%206.01%206.01%200%200%200%202.536-.562l-.006.175c-.802.215-1.848.612-2.021%201.25-.079.295.021.601.274.837.219.203.415.364.598.501-.667.304-1.243.698-1.311%201.179-.02.144-.022.507.393.787.213.144.395.26.564.365-1.285.521-1.361.96-1.381%201.126-.018.142-.011.496.427.746l.854.489c-.473.389-.971.914-.999%201.429-.018.278.095.532.316.713.675.556%201.231.721%201.653.721.059%200%20.104-.014.158-.02.207.707.641%201.64%201.513%201.64h.013c.8-.008%201.236-.345%201.462-.626.173-.216.268-.457.325-.692.424.195.93.374%201.372.374.151%200%20.294-.021.423-.068.732-.27.944-.704.993-1.021.009-.061.003-.119.002-.179.266.086.538.147.789.147.15%200%20.294-.021.423-.069.542-.2.797-.489.914-.754.237.147.478.258.704.288.106.014.205.021.296.021.356%200%20.595-.101.767-.229.438.435%201.094.992%201.656%201.067.106.014.205.021.296.021a1.56%201.56%200%200%200%20.323-.035c.17.575.453%201.289.866%201.605.358.273.665.362.914.362a.99.99%200%200%200%20.421-.093%201.03%201.03%200%200%200%20.245-.164c.168.428.39.846.68%201.068.358.273.665.362.913.362a.99.99%200%200%200%20.421-.093c.317-.148.512-.448.639-.762.251.157.495.257.726.257.127%200%20.25-.024.37-.071.427-.17.706-.617.841-1.314.022-.015.047-.022.068-.038.067-.051.133-.104.196-.159-.443%201.486-1.107%202.761-2.086%203.257zM8.66%209.925a.5.5%200%201%200-1%200c0%20.653-.818%201.205-1.787%201.205s-1.787-.552-1.787-1.205a.5.5%200%201%200-1%200c0%201.216%201.25%202.205%202.787%202.205s2.787-.989%202.787-2.205zm4.4%2015.965l-.208.097c-2.661%201.258-4.708%201.436-6.086.527-1.542-1.017-1.88-3.19-1.844-4.198a.4.4%200%200%200-.385-.414c-.242-.029-.406.164-.414.385-.046%201.249.367%203.686%202.202%204.896.708.467%201.547.7%202.51.7%201.248%200%202.706-.392%204.362-1.174l.185-.086a.4.4%200%200%200%20.205-.527c-.089-.204-.326-.291-.527-.206zM9.547%202.292c.093.077.205.114.317.114a.5.5%200%200%200%20.318-.886L8.817.397a.5.5%200%200%200-.703.068.5.5%200%200%200%20.069.703l1.364%201.124zm-7.661-.065c.086%200%20.173-.022.253-.068l1.523-.893a.5.5%200%200%200-.506-.863l-1.523.892a.5.5%200%200%200-.179.685c.094.158.261.247.432.247z%22%20transform%3D%22matrix%28-1%200%200%201%2058%200%29%22%20fill%3D%22%233bb300%22/%3E%3Cpath%20d%3D%22M.3%2021.86V10.18q0-.46.02-.68.04-.22.18-.5.28-.54%201.34-.54%201.06%200%201.42.28.38.26.44.78.76-1.04%202.38-1.04%201.64%200%203.1%201.54%201.46%201.54%201.46%203.58%200%202.04-1.46%203.58-1.44%201.54-3.08%201.54-1.64%200-2.38-.92v4.04q0%20.46-.04.68-.02.22-.18.5-.14.3-.5.42-.36.12-.98.12-.62%200-1-.12-.36-.12-.52-.4-.14-.28-.18-.5-.02-.22-.02-.68zm3.96-9.42q-.46.54-.46%201.18%200%20.64.46%201.18.48.52%201.2.52.74%200%201.24-.52.52-.52.52-1.18%200-.66-.48-1.18-.48-.54-1.26-.54-.76%200-1.22.54zm14.741-8.36q.16-.3.54-.42.38-.12%201-.12.64%200%201.02.12.38.12.52.42.16.3.18.54.04.22.04.68v11.94q0%20.46-.04.7-.02.22-.18.5-.3.54-1.7.54-1.38%200-1.54-.98-.84.96-2.34.96-1.8%200-3.28-1.56-1.48-1.58-1.48-3.66%200-2.1%201.48-3.68%201.5-1.58%203.28-1.58%201.48%200%202.3%201v-4.2q0-.46.02-.68.04-.24.18-.52zm-3.24%2010.86q.52.54%201.26.54.74%200%201.22-.54.5-.54.5-1.18%200-.66-.48-1.22-.46-.56-1.26-.56-.8%200-1.28.56-.48.54-.48%201.2%200%20.66.52%201.2zm7.833-1.2q0-2.4%201.68-3.96%201.68-1.56%203.84-1.56%202.16%200%203.82%201.56%201.66%201.54%201.66%203.94%200%201.66-.86%202.96-.86%201.28-2.1%201.9-1.22.6-2.54.6-1.32%200-2.56-.64-1.24-.66-2.1-1.92-.84-1.28-.84-2.88zm4.18%201.44q.64.48%201.3.48.66%200%201.32-.5.66-.5.66-1.48%200-.98-.62-1.46-.62-.48-1.34-.48-.72%200-1.34.5-.62.5-.62%201.48%200%20.96.64%201.46zm11.412-1.44q0%20.84.56%201.32.56.46%201.18.46.64%200%201.18-.36.56-.38.9-.38.6%200%201.46%201.06.46.58.46%201.04%200%20.76-1.1%201.42-1.14.8-2.8.8-1.86%200-3.58-1.34-.82-.64-1.34-1.7-.52-1.08-.52-2.36%200-1.3.52-2.34.52-1.06%201.34-1.7%201.66-1.32%203.54-1.32.76%200%201.48.22.72.2%201.06.4l.32.2q.36.24.56.38.52.4.52.92%200%20.5-.42%201.14-.72%201.1-1.38%201.1-.38%200-1.08-.44-.36-.34-1.04-.34-.66%200-1.24.48-.58.48-.58%201.34z%22%20fill%3D%22green%22/%3E%3C/svg%3E"/>
</a>
</div>
</nav>
<main class="pdoc">
<section class="module-info">
<h1 class="modulename">
WorkFlow </h1>
<input id="mod-WorkFlow-view-source" class="view-source-toggle-state" type="checkbox" aria-hidden="true" tabindex="-1">
<label class="view-source-button" for="mod-WorkFlow-view-source"><span>View Source</span></label>
<div class="pdoc-code codehilite"><pre><span></span><span id="L-1"><a href="#L-1"><span class="linenos"> 1</span></a><span class="kn">import</span> <span class="nn">os</span>
</span><span id="L-2"><a href="#L-2"><span class="linenos"> 2</span></a><span class="kn">import</span> <span class="nn">json</span>
</span><span id="L-3"><a href="#L-3"><span class="linenos"> 3</span></a><span class="kn">import</span> <span class="nn">configparser</span>
</span><span id="L-4"><a href="#L-4"><span class="linenos"> 4</span></a><span class="kn">from</span> <span class="nn">typing</span> <span class="kn">import</span> <span class="n">Dict</span><span class="p">,</span> <span class="n">List</span>
</span><span id="L-5"><a href="#L-5"><span class="linenos"> 5</span></a><span class="kn">from</span> <span class="nn">NodeData</span> <span class="kn">import</span> <span class="n">NodeData</span>
</span><span id="L-6"><a href="#L-6"><span class="linenos"> 6</span></a><span class="kn">from</span> <span class="nn">crewai</span> <span class="kn">import</span> <span class="n">Agent</span><span class="p">,</span> <span class="n">Task</span><span class="p">,</span> <span class="n">Crew</span><span class="p">,</span> <span class="n">Process</span>
</span><span id="L-7"><a href="#L-7"><span class="linenos"> 7</span></a><span class="kn">from</span> <span class="nn">langchain_community.llms</span> <span class="kn">import</span> <span class="n">Ollama</span>
</span><span id="L-8"><a href="#L-8"><span class="linenos"> 8</span></a><span class="kn">from</span> <span class="nn">langchain.chat_models</span> <span class="kn">import</span> <span class="n">ChatOpenAI</span>
</span><span id="L-9"><a href="#L-9"><span class="linenos"> 9</span></a><span class="kn">from</span> <span class="nn">crewai_tools</span> <span class="kn">import</span> <span class="n">FileReadTool</span><span class="p">,</span> <span class="n">BaseTool</span>
</span><span id="L-10"><a href="#L-10"><span class="linenos"> 10</span></a><span class="kn">import</span> <span class="nn">networkx</span> <span class="k">as</span> <span class="nn">nx</span>
</span><span id="L-11"><a href="#L-11"><span class="linenos"> 11</span></a>
</span><span id="L-12"><a href="#L-12"><span class="linenos"> 12</span></a><span class="k">def</span> <span class="nf">load_nodes_from_json</span><span class="p">(</span><span class="n">filename</span><span class="p">:</span> <span class="nb">str</span><span class="p">)</span> <span class="o">-></span> <span class="n">Dict</span><span class="p">[</span><span class="nb">str</span><span class="p">,</span> <span class="n">NodeData</span><span class="p">]:</span>
</span><span id="L-13"><a href="#L-13"><span class="linenos"> 13</span></a> <span class="k">with</span> <span class="nb">open</span><span class="p">(</span><span class="n">filename</span><span class="p">,</span> <span class="s1">'r'</span><span class="p">)</span> <span class="k">as</span> <span class="n">file</span><span class="p">:</span>
</span><span id="L-14"><a href="#L-14"><span class="linenos"> 14</span></a> <span class="n">data</span> <span class="o">=</span> <span class="n">json</span><span class="o">.</span><span class="n">load</span><span class="p">(</span><span class="n">file</span><span class="p">)</span>
</span><span id="L-15"><a href="#L-15"><span class="linenos"> 15</span></a> <span class="n">node_map</span> <span class="o">=</span> <span class="p">{}</span>
</span><span id="L-16"><a href="#L-16"><span class="linenos"> 16</span></a> <span class="k">for</span> <span class="n">node_data</span> <span class="ow">in</span> <span class="n">data</span><span class="p">[</span><span class="s2">"nodes"</span><span class="p">]:</span>
</span><span id="L-17"><a href="#L-17"><span class="linenos"> 17</span></a> <span class="n">node</span> <span class="o">=</span> <span class="n">NodeData</span><span class="o">.</span><span class="n">from_dict</span><span class="p">(</span><span class="n">node_data</span><span class="p">)</span>
</span><span id="L-18"><a href="#L-18"><span class="linenos"> 18</span></a> <span class="n">node_map</span><span class="p">[</span><span class="n">node</span><span class="o">.</span><span class="n">uniq_id</span><span class="p">]</span> <span class="o">=</span> <span class="n">node</span>
</span><span id="L-19"><a href="#L-19"><span class="linenos"> 19</span></a> <span class="k">return</span> <span class="n">node_map</span>
</span><span id="L-20"><a href="#L-20"><span class="linenos"> 20</span></a>
</span><span id="L-21"><a href="#L-21"><span class="linenos"> 21</span></a><span class="k">def</span> <span class="nf">find_nodes_by_type</span><span class="p">(</span><span class="n">node_map</span><span class="p">:</span> <span class="n">Dict</span><span class="p">[</span><span class="nb">str</span><span class="p">,</span> <span class="n">NodeData</span><span class="p">],</span> <span class="n">node_type</span><span class="p">:</span> <span class="nb">str</span><span class="p">)</span> <span class="o">-></span> <span class="n">List</span><span class="p">[</span><span class="n">NodeData</span><span class="p">]:</span>
</span><span id="L-22"><a href="#L-22"><span class="linenos"> 22</span></a> <span class="k">return</span> <span class="p">[</span><span class="n">node</span> <span class="k">for</span> <span class="n">node</span> <span class="ow">in</span> <span class="n">node_map</span><span class="o">.</span><span class="n">values</span><span class="p">()</span> <span class="k">if</span> <span class="n">node</span><span class="o">.</span><span class="n">type</span> <span class="o">==</span> <span class="n">node_type</span><span class="p">]</span>
</span><span id="L-23"><a href="#L-23"><span class="linenos"> 23</span></a>
</span><span id="L-24"><a href="#L-24"><span class="linenos"> 24</span></a><span class="k">def</span> <span class="nf">find_node_by_type</span><span class="p">(</span><span class="n">node_map</span><span class="p">:</span> <span class="n">Dict</span><span class="p">[</span><span class="nb">str</span><span class="p">,</span> <span class="n">NodeData</span><span class="p">],</span> <span class="n">node_type</span><span class="p">:</span> <span class="nb">str</span><span class="p">)</span> <span class="o">-></span> <span class="n">NodeData</span><span class="p">:</span>
</span><span id="L-25"><a href="#L-25"><span class="linenos"> 25</span></a> <span class="k">for</span> <span class="n">node</span> <span class="ow">in</span> <span class="n">node_map</span><span class="o">.</span><span class="n">values</span><span class="p">():</span>
</span><span id="L-26"><a href="#L-26"><span class="linenos"> 26</span></a> <span class="k">if</span> <span class="n">node</span><span class="o">.</span><span class="n">type</span> <span class="o">==</span> <span class="n">node_type</span><span class="p">:</span>
</span><span id="L-27"><a href="#L-27"><span class="linenos"> 27</span></a> <span class="k">return</span> <span class="n">node</span>
</span><span id="L-28"><a href="#L-28"><span class="linenos"> 28</span></a> <span class="k">return</span> <span class="kc">None</span>
</span><span id="L-29"><a href="#L-29"><span class="linenos"> 29</span></a>
</span><span id="L-30"><a href="#L-30"><span class="linenos"> 30</span></a><span class="k">class</span> <span class="nc">FileWriterTool</span><span class="p">(</span><span class="n">BaseTool</span><span class="p">):</span>
</span><span id="L-31"><a href="#L-31"><span class="linenos"> 31</span></a> <span class="n">name</span><span class="p">:</span> <span class="nb">str</span> <span class="o">=</span> <span class="s2">"FileWriter"</span>
</span><span id="L-32"><a href="#L-32"><span class="linenos"> 32</span></a> <span class="n">description</span><span class="p">:</span> <span class="nb">str</span> <span class="o">=</span> <span class="s2">"Writes given content to a specified file."</span>
</span><span id="L-33"><a href="#L-33"><span class="linenos"> 33</span></a>
</span><span id="L-34"><a href="#L-34"><span class="linenos"> 34</span></a> <span class="k">def</span> <span class="nf">_run</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">filename</span><span class="p">:</span> <span class="nb">str</span><span class="p">,</span> <span class="n">content</span><span class="p">:</span> <span class="nb">str</span><span class="p">)</span> <span class="o">-></span> <span class="nb">str</span><span class="p">:</span>
</span><span id="L-35"><a href="#L-35"><span class="linenos"> 35</span></a> <span class="k">with</span> <span class="nb">open</span><span class="p">(</span><span class="n">filename</span><span class="p">,</span> <span class="s1">'w'</span><span class="p">)</span> <span class="k">as</span> <span class="n">file</span><span class="p">:</span>
</span><span id="L-36"><a href="#L-36"><span class="linenos"> 36</span></a> <span class="n">file</span><span class="o">.</span><span class="n">write</span><span class="p">(</span><span class="n">content</span><span class="p">)</span>
</span><span id="L-37"><a href="#L-37"><span class="linenos"> 37</span></a> <span class="k">return</span> <span class="sa">f</span><span class="s2">"Content successfully written to </span><span class="si">{</span><span class="n">filename</span><span class="si">}</span><span class="s2">"</span>
</span><span id="L-38"><a href="#L-38"><span class="linenos"> 38</span></a>
</span><span id="L-39"><a href="#L-39"><span class="linenos"> 39</span></a><span class="k">def</span> <span class="nf">create_agent</span><span class="p">(</span><span class="n">node</span><span class="p">:</span> <span class="n">NodeData</span><span class="p">,</span> <span class="n">llm</span><span class="p">)</span> <span class="o">-></span> <span class="n">Agent</span><span class="p">:</span>
</span><span id="L-40"><a href="#L-40"><span class="linenos"> 40</span></a> <span class="n">tools</span> <span class="o">=</span> <span class="p">[]</span>
</span><span id="L-41"><a href="#L-41"><span class="linenos"> 41</span></a> <span class="n">tools</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">FileWriterTool</span><span class="p">())</span>
</span><span id="L-42"><a href="#L-42"><span class="linenos"> 42</span></a> <span class="n">tools</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">FileReadTool</span><span class="p">())</span>
</span><span id="L-43"><a href="#L-43"><span class="linenos"> 43</span></a>
</span><span id="L-44"><a href="#L-44"><span class="linenos"> 44</span></a> <span class="k">return</span> <span class="n">Agent</span><span class="p">(</span>
</span><span id="L-45"><a href="#L-45"><span class="linenos"> 45</span></a> <span class="n">role</span><span class="o">=</span><span class="n">node</span><span class="o">.</span><span class="n">role</span><span class="p">,</span>
</span><span id="L-46"><a href="#L-46"><span class="linenos"> 46</span></a> <span class="n">goal</span><span class="o">=</span><span class="n">node</span><span class="o">.</span><span class="n">goal</span><span class="p">,</span>
</span><span id="L-47"><a href="#L-47"><span class="linenos"> 47</span></a> <span class="n">backstory</span><span class="o">=</span><span class="n">node</span><span class="o">.</span><span class="n">backstory</span><span class="p">,</span>
</span><span id="L-48"><a href="#L-48"><span class="linenos"> 48</span></a> <span class="n">verbose</span><span class="o">=</span><span class="kc">True</span><span class="p">,</span>
</span><span id="L-49"><a href="#L-49"><span class="linenos"> 49</span></a> <span class="n">allow_delegation</span><span class="o">=</span><span class="kc">False</span><span class="p">,</span>
</span><span id="L-50"><a href="#L-50"><span class="linenos"> 50</span></a> <span class="n">llm</span><span class="o">=</span><span class="n">llm</span><span class="p">,</span>
</span><span id="L-51"><a href="#L-51"><span class="linenos"> 51</span></a> <span class="n">tools</span><span class="o">=</span><span class="n">tools</span>
</span><span id="L-52"><a href="#L-52"><span class="linenos"> 52</span></a> <span class="p">)</span>
</span><span id="L-53"><a href="#L-53"><span class="linenos"> 53</span></a>
</span><span id="L-54"><a href="#L-54"><span class="linenos"> 54</span></a><span class="k">def</span> <span class="nf">create_task</span><span class="p">(</span><span class="n">node</span><span class="p">:</span> <span class="n">NodeData</span><span class="p">,</span> <span class="n">agent</span><span class="p">:</span> <span class="n">Agent</span><span class="p">,</span> <span class="n">node_map</span><span class="p">:</span> <span class="n">Dict</span><span class="p">[</span><span class="nb">str</span><span class="p">,</span> <span class="n">NodeData</span><span class="p">],</span> <span class="n">task_map</span><span class="p">:</span> <span class="n">Dict</span><span class="p">[</span><span class="nb">str</span><span class="p">,</span> <span class="n">Task</span><span class="p">])</span> <span class="o">-></span> <span class="n">Task</span><span class="p">:</span>
</span><span id="L-55"><a href="#L-55"><span class="linenos"> 55</span></a> <span class="n">steps</span> <span class="o">=</span> <span class="p">[]</span>
</span><span id="L-56"><a href="#L-56"><span class="linenos"> 56</span></a> <span class="k">for</span> <span class="n">step_id</span> <span class="ow">in</span> <span class="n">node</span><span class="o">.</span><span class="n">nexts</span><span class="p">:</span>
</span><span id="L-57"><a href="#L-57"><span class="linenos"> 57</span></a> <span class="n">step_node</span> <span class="o">=</span> <span class="n">node_map</span><span class="p">[</span><span class="n">step_id</span><span class="p">]</span>
</span><span id="L-58"><a href="#L-58"><span class="linenos"> 58</span></a> <span class="n">tool_instance</span> <span class="o">=</span> <span class="kc">None</span>
</span><span id="L-59"><a href="#L-59"><span class="linenos"> 59</span></a> <span class="k">if</span> <span class="n">step_node</span><span class="o">.</span><span class="n">tool</span> <span class="o">==</span> <span class="s2">"FileWriterTool()"</span><span class="p">:</span>
</span><span id="L-60"><a href="#L-60"><span class="linenos"> 60</span></a> <span class="n">tool_instance</span> <span class="o">=</span> <span class="n">FileWriterTool</span><span class="p">()</span>
</span><span id="L-61"><a href="#L-61"><span class="linenos"> 61</span></a> <span class="k">elif</span> <span class="n">step_node</span><span class="o">.</span><span class="n">tool</span> <span class="o">==</span> <span class="s2">"FileReadTool()"</span><span class="p">:</span>
</span><span id="L-62"><a href="#L-62"><span class="linenos"> 62</span></a> <span class="n">tool_instance</span> <span class="o">=</span> <span class="n">FileReadTool</span><span class="p">()</span>
</span><span id="L-63"><a href="#L-63"><span class="linenos"> 63</span></a> <span class="n">step</span> <span class="o">=</span> <span class="p">{</span>
</span><span id="L-64"><a href="#L-64"><span class="linenos"> 64</span></a> <span class="s1">'tool'</span><span class="p">:</span> <span class="n">tool_instance</span><span class="p">,</span>
</span><span id="L-65"><a href="#L-65"><span class="linenos"> 65</span></a> <span class="s1">'args'</span><span class="p">:</span> <span class="n">step_node</span><span class="o">.</span><span class="n">arg</span><span class="p">,</span>
</span><span id="L-66"><a href="#L-66"><span class="linenos"> 66</span></a> <span class="s1">'output_var'</span><span class="p">:</span> <span class="n">step_node</span><span class="o">.</span><span class="n">output_var</span>
</span><span id="L-67"><a href="#L-67"><span class="linenos"> 67</span></a> <span class="p">}</span>
</span><span id="L-68"><a href="#L-68"><span class="linenos"> 68</span></a> <span class="n">steps</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">step</span><span class="p">)</span>
</span><span id="L-69"><a href="#L-69"><span class="linenos"> 69</span></a>
</span><span id="L-70"><a href="#L-70"><span class="linenos"> 70</span></a> <span class="c1"># Resolve dependencies with actual Task instances</span>
</span><span id="L-71"><a href="#L-71"><span class="linenos"> 71</span></a> <span class="n">dependencies</span> <span class="o">=</span> <span class="p">[</span><span class="n">task_map</span><span class="p">[</span><span class="n">dep_id</span><span class="p">]</span> <span class="k">for</span> <span class="n">dep_id</span> <span class="ow">in</span> <span class="n">node</span><span class="o">.</span><span class="n">prevs</span> <span class="k">if</span> <span class="n">dep_id</span> <span class="ow">in</span> <span class="n">task_map</span><span class="p">]</span>
</span><span id="L-72"><a href="#L-72"><span class="linenos"> 72</span></a>
</span><span id="L-73"><a href="#L-73"><span class="linenos"> 73</span></a> <span class="k">return</span> <span class="n">Task</span><span class="p">(</span>
</span><span id="L-74"><a href="#L-74"><span class="linenos"> 74</span></a> <span class="n">description</span><span class="o">=</span><span class="n">node</span><span class="o">.</span><span class="n">description</span><span class="p">,</span>
</span><span id="L-75"><a href="#L-75"><span class="linenos"> 75</span></a> <span class="n">expected_output</span><span class="o">=</span><span class="n">node</span><span class="o">.</span><span class="n">expected_output</span><span class="p">,</span>
</span><span id="L-76"><a href="#L-76"><span class="linenos"> 76</span></a> <span class="n">agent</span><span class="o">=</span><span class="n">agent</span><span class="p">,</span>
</span><span id="L-77"><a href="#L-77"><span class="linenos"> 77</span></a> <span class="n">steps</span><span class="o">=</span><span class="n">steps</span><span class="p">,</span>
</span><span id="L-78"><a href="#L-78"><span class="linenos"> 78</span></a> <span class="n">dependencies</span><span class="o">=</span><span class="n">dependencies</span>
</span><span id="L-79"><a href="#L-79"><span class="linenos"> 79</span></a> <span class="p">)</span>
</span><span id="L-80"><a href="#L-80"><span class="linenos"> 80</span></a>
</span><span id="L-81"><a href="#L-81"><span class="linenos"> 81</span></a><span class="k">def</span> <span class="nf">topological_sort_tasks</span><span class="p">(</span><span class="n">task_nodes</span><span class="p">:</span> <span class="n">List</span><span class="p">[</span><span class="n">NodeData</span><span class="p">])</span> <span class="o">-></span> <span class="n">List</span><span class="p">[</span><span class="n">NodeData</span><span class="p">]:</span>
</span><span id="L-82"><a href="#L-82"><span class="linenos"> 82</span></a> <span class="n">graph</span> <span class="o">=</span> <span class="n">nx</span><span class="o">.</span><span class="n">DiGraph</span><span class="p">()</span>
</span><span id="L-83"><a href="#L-83"><span class="linenos"> 83</span></a>
</span><span id="L-84"><a href="#L-84"><span class="linenos"> 84</span></a> <span class="c1"># Add nodes to the graph</span>
</span><span id="L-85"><a href="#L-85"><span class="linenos"> 85</span></a> <span class="k">for</span> <span class="n">node</span> <span class="ow">in</span> <span class="n">task_nodes</span><span class="p">:</span>
</span><span id="L-86"><a href="#L-86"><span class="linenos"> 86</span></a> <span class="n">graph</span><span class="o">.</span><span class="n">add_node</span><span class="p">(</span><span class="n">node</span><span class="o">.</span><span class="n">uniq_id</span><span class="p">)</span>
</span><span id="L-87"><a href="#L-87"><span class="linenos"> 87</span></a>
</span><span id="L-88"><a href="#L-88"><span class="linenos"> 88</span></a> <span class="c1"># Add edges to the graph</span>
</span><span id="L-89"><a href="#L-89"><span class="linenos"> 89</span></a> <span class="k">for</span> <span class="n">node</span> <span class="ow">in</span> <span class="n">task_nodes</span><span class="p">:</span>
</span><span id="L-90"><a href="#L-90"><span class="linenos"> 90</span></a> <span class="k">for</span> <span class="n">prev_id</span> <span class="ow">in</span> <span class="n">node</span><span class="o">.</span><span class="n">prevs</span><span class="p">:</span>
</span><span id="L-91"><a href="#L-91"><span class="linenos"> 91</span></a> <span class="k">if</span> <span class="n">prev_id</span> <span class="ow">in</span> <span class="n">graph</span><span class="p">:</span>
</span><span id="L-92"><a href="#L-92"><span class="linenos"> 92</span></a> <span class="n">graph</span><span class="o">.</span><span class="n">add_edge</span><span class="p">(</span><span class="n">prev_id</span><span class="p">,</span> <span class="n">node</span><span class="o">.</span><span class="n">uniq_id</span><span class="p">)</span>
</span><span id="L-93"><a href="#L-93"><span class="linenos"> 93</span></a>
</span><span id="L-94"><a href="#L-94"><span class="linenos"> 94</span></a> <span class="c1"># Perform topological sort</span>
</span><span id="L-95"><a href="#L-95"><span class="linenos"> 95</span></a> <span class="n">sorted_ids</span> <span class="o">=</span> <span class="nb">list</span><span class="p">(</span><span class="n">nx</span><span class="o">.</span><span class="n">topological_sort</span><span class="p">(</span><span class="n">graph</span><span class="p">))</span>
</span><span id="L-96"><a href="#L-96"><span class="linenos"> 96</span></a>
</span><span id="L-97"><a href="#L-97"><span class="linenos"> 97</span></a> <span class="c1"># Return nodes in sorted order</span>
</span><span id="L-98"><a href="#L-98"><span class="linenos"> 98</span></a> <span class="n">id_to_node</span> <span class="o">=</span> <span class="p">{</span><span class="n">node</span><span class="o">.</span><span class="n">uniq_id</span><span class="p">:</span> <span class="n">node</span> <span class="k">for</span> <span class="n">node</span> <span class="ow">in</span> <span class="n">task_nodes</span><span class="p">}</span>
</span><span id="L-99"><a href="#L-99"><span class="linenos"> 99</span></a> <span class="n">sorted_tasks</span> <span class="o">=</span> <span class="p">[</span><span class="n">id_to_node</span><span class="p">[</span><span class="n">node_id</span><span class="p">]</span> <span class="k">for</span> <span class="n">node_id</span> <span class="ow">in</span> <span class="n">sorted_ids</span><span class="p">]</span>
</span><span id="L-100"><a href="#L-100"><span class="linenos">100</span></a>
</span><span id="L-101"><a href="#L-101"><span class="linenos">101</span></a> <span class="k">return</span> <span class="n">sorted_tasks</span>
</span><span id="L-102"><a href="#L-102"><span class="linenos">102</span></a>
</span><span id="L-103"><a href="#L-103"><span class="linenos">103</span></a><span class="k">def</span> <span class="nf">RunWorkFlow</span><span class="p">(</span><span class="n">node</span><span class="p">:</span> <span class="n">NodeData</span><span class="p">,</span> <span class="n">node_map</span><span class="p">:</span> <span class="n">Dict</span><span class="p">[</span><span class="nb">str</span><span class="p">,</span> <span class="n">NodeData</span><span class="p">],</span> <span class="n">llm</span><span class="p">):</span>
</span><span id="L-104"><a href="#L-104"><span class="linenos">104</span></a> <span class="nb">print</span><span class="p">(</span><span class="sa">f</span><span class="s2">"Start root ID: </span><span class="si">{</span><span class="n">node</span><span class="o">.</span><span class="n">uniq_id</span><span class="si">}</span><span class="s2">"</span><span class="p">)</span>
</span><span id="L-105"><a href="#L-105"><span class="linenos">105</span></a>
</span><span id="L-106"><a href="#L-106"><span class="linenos">106</span></a> <span class="c1"># from root find team</span>
</span><span id="L-107"><a href="#L-107"><span class="linenos">107</span></a> <span class="n">sub_node_map</span> <span class="o">=</span> <span class="p">{</span><span class="n">next_id</span><span class="p">:</span> <span class="n">node_map</span><span class="p">[</span><span class="n">next_id</span><span class="p">]</span> <span class="k">for</span> <span class="n">next_id</span> <span class="ow">in</span> <span class="n">node</span><span class="o">.</span><span class="n">nexts</span><span class="p">}</span>
</span><span id="L-108"><a href="#L-108"><span class="linenos">108</span></a> <span class="n">team_node</span> <span class="o">=</span> <span class="n">find_node_by_type</span><span class="p">(</span><span class="n">sub_node_map</span><span class="p">,</span> <span class="s2">"Team"</span><span class="p">)</span>
</span><span id="L-109"><a href="#L-109"><span class="linenos">109</span></a> <span class="k">if</span> <span class="ow">not</span> <span class="n">team_node</span><span class="p">:</span>
</span><span id="L-110"><a href="#L-110"><span class="linenos">110</span></a> <span class="nb">print</span><span class="p">(</span><span class="s2">"No Team node found"</span><span class="p">)</span>
</span><span id="L-111"><a href="#L-111"><span class="linenos">111</span></a> <span class="k">return</span>
</span><span id="L-112"><a href="#L-112"><span class="linenos">112</span></a>
</span><span id="L-113"><a href="#L-113"><span class="linenos">113</span></a> <span class="nb">print</span><span class="p">(</span><span class="sa">f</span><span class="s2">"Processing Team </span><span class="si">{</span><span class="n">team_node</span><span class="o">.</span><span class="n">name</span><span class="si">}</span><span class="s2"> ID: </span><span class="si">{</span><span class="n">team_node</span><span class="o">.</span><span class="n">uniq_id</span><span class="si">}</span><span class="s2">"</span><span class="p">)</span>
</span><span id="L-114"><a href="#L-114"><span class="linenos">114</span></a>
</span><span id="L-115"><a href="#L-115"><span class="linenos">115</span></a> <span class="c1"># from team find agents</span>
</span><span id="L-116"><a href="#L-116"><span class="linenos">116</span></a> <span class="n">agent_map</span> <span class="o">=</span> <span class="p">{</span><span class="n">next_id</span><span class="p">:</span> <span class="n">node_map</span><span class="p">[</span><span class="n">next_id</span><span class="p">]</span> <span class="k">for</span> <span class="n">next_id</span> <span class="ow">in</span> <span class="n">team_node</span><span class="o">.</span><span class="n">nexts</span><span class="p">}</span>
</span><span id="L-117"><a href="#L-117"><span class="linenos">117</span></a> <span class="n">agent_nodes</span> <span class="o">=</span> <span class="n">find_nodes_by_type</span><span class="p">(</span><span class="n">node_map</span><span class="p">,</span> <span class="s2">"Agent"</span><span class="p">)</span>
</span><span id="L-118"><a href="#L-118"><span class="linenos">118</span></a> <span class="n">agents</span> <span class="o">=</span> <span class="p">{</span><span class="n">agent_node</span><span class="o">.</span><span class="n">name</span><span class="p">:</span> <span class="n">create_agent</span><span class="p">(</span><span class="n">agent_node</span><span class="p">,</span> <span class="n">llm</span><span class="p">)</span> <span class="k">for</span> <span class="n">agent_node</span> <span class="ow">in</span> <span class="n">agent_nodes</span><span class="p">}</span>
</span><span id="L-119"><a href="#L-119"><span class="linenos">119</span></a> <span class="k">for</span> <span class="n">agent_node</span> <span class="ow">in</span> <span class="n">agent_nodes</span><span class="p">:</span>
</span><span id="L-120"><a href="#L-120"><span class="linenos">120</span></a> <span class="nb">print</span><span class="p">(</span><span class="sa">f</span><span class="s2">"Agent </span><span class="si">{</span><span class="n">agent_node</span><span class="o">.</span><span class="n">name</span><span class="si">}</span><span class="s2"> ID: </span><span class="si">{</span><span class="n">agent_node</span><span class="o">.</span><span class="n">uniq_id</span><span class="si">}</span><span class="s2">"</span><span class="p">)</span>
</span><span id="L-121"><a href="#L-121"><span class="linenos">121</span></a>
</span><span id="L-122"><a href="#L-122"><span class="linenos">122</span></a> <span class="c1"># Use BFS to collect all task nodes</span>
</span><span id="L-123"><a href="#L-123"><span class="linenos">123</span></a> <span class="n">task_nodes</span> <span class="o">=</span> <span class="p">[]</span>
</span><span id="L-124"><a href="#L-124"><span class="linenos">124</span></a> <span class="n">queue</span> <span class="o">=</span> <span class="n">find_nodes_by_type</span><span class="p">(</span><span class="n">sub_node_map</span><span class="p">,</span> <span class="s2">"Task"</span><span class="p">)</span>
</span><span id="L-125"><a href="#L-125"><span class="linenos">125</span></a>
</span><span id="L-126"><a href="#L-126"><span class="linenos">126</span></a> <span class="k">while</span> <span class="n">queue</span><span class="p">:</span>
</span><span id="L-127"><a href="#L-127"><span class="linenos">127</span></a> <span class="n">current_node</span> <span class="o">=</span> <span class="n">queue</span><span class="o">.</span><span class="n">pop</span><span class="p">(</span><span class="mi">0</span><span class="p">)</span>
</span><span id="L-128"><a href="#L-128"><span class="linenos">128</span></a> <span class="k">if</span> <span class="n">current_node</span> <span class="ow">not</span> <span class="ow">in</span> <span class="n">task_nodes</span><span class="p">:</span>
</span><span id="L-129"><a href="#L-129"><span class="linenos">129</span></a> <span class="nb">print</span><span class="p">(</span><span class="sa">f</span><span class="s2">"Processing task_node ID: </span><span class="si">{</span><span class="n">current_node</span><span class="o">.</span><span class="n">uniq_id</span><span class="si">}</span><span class="s2">"</span><span class="p">)</span>
</span><span id="L-130"><a href="#L-130"><span class="linenos">130</span></a> <span class="n">task_nodes</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">current_node</span><span class="p">)</span>
</span><span id="L-131"><a href="#L-131"><span class="linenos">131</span></a> <span class="n">next_sub_node_map</span> <span class="o">=</span> <span class="p">{</span><span class="n">next_id</span><span class="p">:</span> <span class="n">node_map</span><span class="p">[</span><span class="n">next_id</span><span class="p">]</span> <span class="k">for</span> <span class="n">next_id</span> <span class="ow">in</span> <span class="n">current_node</span><span class="o">.</span><span class="n">nexts</span><span class="p">}</span>
</span><span id="L-132"><a href="#L-132"><span class="linenos">132</span></a> <span class="n">queue</span><span class="o">.</span><span class="n">extend</span><span class="p">(</span><span class="n">find_nodes_by_type</span><span class="p">(</span><span class="n">next_sub_node_map</span><span class="p">,</span> <span class="s2">"Task"</span><span class="p">))</span>
</span><span id="L-133"><a href="#L-133"><span class="linenos">133</span></a>
</span><span id="L-134"><a href="#L-134"><span class="linenos">134</span></a> <span class="c1"># Sort tasks topologically to respect dependencies</span>
</span><span id="L-135"><a href="#L-135"><span class="linenos">135</span></a> <span class="n">sorted_task_nodes</span> <span class="o">=</span> <span class="n">topological_sort_tasks</span><span class="p">(</span><span class="n">task_nodes</span><span class="p">)</span>
</span><span id="L-136"><a href="#L-136"><span class="linenos">136</span></a>
</span><span id="L-137"><a href="#L-137"><span class="linenos">137</span></a> <span class="n">tasks</span> <span class="o">=</span> <span class="p">[]</span>
</span><span id="L-138"><a href="#L-138"><span class="linenos">138</span></a> <span class="n">task_map</span> <span class="o">=</span> <span class="p">{}</span>
</span><span id="L-139"><a href="#L-139"><span class="linenos">139</span></a>
</span><span id="L-140"><a href="#L-140"><span class="linenos">140</span></a> <span class="c1"># Create tasks with dependencies resolved</span>
</span><span id="L-141"><a href="#L-141"><span class="linenos">141</span></a> <span class="k">for</span> <span class="n">task_node</span> <span class="ow">in</span> <span class="n">sorted_task_nodes</span><span class="p">:</span>
</span><span id="L-142"><a href="#L-142"><span class="linenos">142</span></a> <span class="k">if</span> <span class="n">task_node</span><span class="p">:</span>
</span><span id="L-143"><a href="#L-143"><span class="linenos">143</span></a> <span class="nb">print</span><span class="p">(</span><span class="sa">f</span><span class="s2">"Processing task_node ID: </span><span class="si">{</span><span class="n">task_node</span><span class="o">.</span><span class="n">description</span><span class="si">}</span><span class="s2">"</span><span class="p">)</span>
</span><span id="L-144"><a href="#L-144"><span class="linenos">144</span></a> <span class="n">agent</span> <span class="o">=</span> <span class="n">agents</span><span class="p">[</span><span class="n">task_node</span><span class="o">.</span><span class="n">agent</span><span class="p">]</span>
</span><span id="L-145"><a href="#L-145"><span class="linenos">145</span></a> <span class="n">task</span> <span class="o">=</span> <span class="n">create_task</span><span class="p">(</span><span class="n">task_node</span><span class="p">,</span> <span class="n">agent</span><span class="p">,</span> <span class="n">node_map</span><span class="p">,</span> <span class="n">task_map</span><span class="p">)</span>
</span><span id="L-146"><a href="#L-146"><span class="linenos">146</span></a> <span class="n">tasks</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">task</span><span class="p">)</span>
</span><span id="L-147"><a href="#L-147"><span class="linenos">147</span></a> <span class="n">task_map</span><span class="p">[</span><span class="n">task_node</span><span class="o">.</span><span class="n">uniq_id</span><span class="p">]</span> <span class="o">=</span> <span class="n">task</span>
</span><span id="L-148"><a href="#L-148"><span class="linenos">148</span></a> <span class="k">else</span><span class="p">:</span>
</span><span id="L-149"><a href="#L-149"><span class="linenos">149</span></a> <span class="nb">print</span><span class="p">(</span><span class="s2">"No task_node found"</span><span class="p">)</span>
</span><span id="L-150"><a href="#L-150"><span class="linenos">150</span></a> <span class="k">return</span>
</span><span id="L-151"><a href="#L-151"><span class="linenos">151</span></a>
</span><span id="L-152"><a href="#L-152"><span class="linenos">152</span></a> <span class="n">crew</span> <span class="o">=</span> <span class="n">Crew</span><span class="p">(</span>
</span><span id="L-153"><a href="#L-153"><span class="linenos">153</span></a> <span class="n">agents</span><span class="o">=</span><span class="nb">list</span><span class="p">(</span><span class="n">agents</span><span class="o">.</span><span class="n">values</span><span class="p">()),</span>
</span><span id="L-154"><a href="#L-154"><span class="linenos">154</span></a> <span class="n">tasks</span><span class="o">=</span><span class="n">tasks</span><span class="p">,</span>
</span><span id="L-155"><a href="#L-155"><span class="linenos">155</span></a> <span class="n">verbose</span><span class="o">=</span><span class="mi">2</span>
</span><span id="L-156"><a href="#L-156"><span class="linenos">156</span></a> <span class="p">)</span>
</span><span id="L-157"><a href="#L-157"><span class="linenos">157</span></a>
</span><span id="L-158"><a href="#L-158"><span class="linenos">158</span></a> <span class="n">result</span> <span class="o">=</span> <span class="n">crew</span><span class="o">.</span><span class="n">kickoff</span><span class="p">()</span>
</span><span id="L-159"><a href="#L-159"><span class="linenos">159</span></a> <span class="nb">print</span><span class="p">(</span><span class="s2">"######################"</span><span class="p">)</span>
</span><span id="L-160"><a href="#L-160"><span class="linenos">160</span></a> <span class="nb">print</span><span class="p">(</span><span class="n">result</span><span class="p">)</span>
</span><span id="L-161"><a href="#L-161"><span class="linenos">161</span></a>
</span><span id="L-162"><a href="#L-162"><span class="linenos">162</span></a><span class="k">def</span> <span class="nf">run_workflow_from_file</span><span class="p">(</span><span class="n">filename</span><span class="p">:</span> <span class="nb">str</span><span class="p">,</span> <span class="n">llm</span><span class="p">):</span>
</span><span id="L-163"><a href="#L-163"><span class="linenos">163</span></a> <span class="n">node_map</span> <span class="o">=</span> <span class="n">load_nodes_from_json</span><span class="p">(</span><span class="n">filename</span><span class="p">)</span>
</span><span id="L-164"><a href="#L-164"><span class="linenos">164</span></a> <span class="n">start_nodes</span> <span class="o">=</span> <span class="n">find_nodes_by_type</span><span class="p">(</span><span class="n">node_map</span><span class="p">,</span> <span class="s2">"Start"</span><span class="p">)</span>
</span><span id="L-165"><a href="#L-165"><span class="linenos">165</span></a> <span class="k">for</span> <span class="n">start_node</span> <span class="ow">in</span> <span class="n">start_nodes</span><span class="p">:</span>
</span><span id="L-166"><a href="#L-166"><span class="linenos">166</span></a> <span class="n">RunWorkFlow</span><span class="p">(</span><span class="n">start_node</span><span class="p">,</span> <span class="n">node_map</span><span class="p">,</span> <span class="n">llm</span><span class="p">)</span>
</span></pre></div>
</section>
<section id="load_nodes_from_json">
<input id="load_nodes_from_json-view-source" class="view-source-toggle-state" type="checkbox" aria-hidden="true" tabindex="-1">
<div class="attr function">
<span class="def">def</span>
<span class="name">load_nodes_from_json</span><span class="signature pdoc-code condensed">(<span class="param"><span class="n">filename</span><span class="p">:</span> <span class="nb">str</span></span><span class="return-annotation">) -> <span class="n">Dict</span><span class="p">[</span><span class="nb">str</span><span class="p">,</span> <span class="n"><a href="NodeData.html#NodeData">NodeData.NodeData</a></span><span class="p">]</span>:</span></span>
<label class="view-source-button" for="load_nodes_from_json-view-source"><span>View Source</span></label>
</div>
<a class="headerlink" href="#load_nodes_from_json"></a>
<div class="pdoc-code codehilite"><pre><span></span><span id="load_nodes_from_json-13"><a href="#load_nodes_from_json-13"><span class="linenos">13</span></a><span class="k">def</span> <span class="nf">load_nodes_from_json</span><span class="p">(</span><span class="n">filename</span><span class="p">:</span> <span class="nb">str</span><span class="p">)</span> <span class="o">-></span> <span class="n">Dict</span><span class="p">[</span><span class="nb">str</span><span class="p">,</span> <span class="n">NodeData</span><span class="p">]:</span>
</span><span id="load_nodes_from_json-14"><a href="#load_nodes_from_json-14"><span class="linenos">14</span></a> <span class="k">with</span> <span class="nb">open</span><span class="p">(</span><span class="n">filename</span><span class="p">,</span> <span class="s1">'r'</span><span class="p">)</span> <span class="k">as</span> <span class="n">file</span><span class="p">:</span>
</span><span id="load_nodes_from_json-15"><a href="#load_nodes_from_json-15"><span class="linenos">15</span></a> <span class="n">data</span> <span class="o">=</span> <span class="n">json</span><span class="o">.</span><span class="n">load</span><span class="p">(</span><span class="n">file</span><span class="p">)</span>
</span><span id="load_nodes_from_json-16"><a href="#load_nodes_from_json-16"><span class="linenos">16</span></a> <span class="n">node_map</span> <span class="o">=</span> <span class="p">{}</span>
</span><span id="load_nodes_from_json-17"><a href="#load_nodes_from_json-17"><span class="linenos">17</span></a> <span class="k">for</span> <span class="n">node_data</span> <span class="ow">in</span> <span class="n">data</span><span class="p">[</span><span class="s2">"nodes"</span><span class="p">]:</span>
</span><span id="load_nodes_from_json-18"><a href="#load_nodes_from_json-18"><span class="linenos">18</span></a> <span class="n">node</span> <span class="o">=</span> <span class="n">NodeData</span><span class="o">.</span><span class="n">from_dict</span><span class="p">(</span><span class="n">node_data</span><span class="p">)</span>
</span><span id="load_nodes_from_json-19"><a href="#load_nodes_from_json-19"><span class="linenos">19</span></a> <span class="n">node_map</span><span class="p">[</span><span class="n">node</span><span class="o">.</span><span class="n">uniq_id</span><span class="p">]</span> <span class="o">=</span> <span class="n">node</span>
</span><span id="load_nodes_from_json-20"><a href="#load_nodes_from_json-20"><span class="linenos">20</span></a> <span class="k">return</span> <span class="n">node_map</span>
</span></pre></div>
</section>
<section id="find_nodes_by_type">
<input id="find_nodes_by_type-view-source" class="view-source-toggle-state" type="checkbox" aria-hidden="true" tabindex="-1">
<div class="attr function">
<span class="def">def</span>
<span class="name">find_nodes_by_type</span><span class="signature pdoc-code multiline">(<span class="param"> <span class="n">node_map</span><span class="p">:</span> <span class="n">Dict</span><span class="p">[</span><span class="nb">str</span><span class="p">,</span> <span class="n"><a href="NodeData.html#NodeData">NodeData.NodeData</a></span><span class="p">]</span>,</span><span class="param"> <span class="n">node_type</span><span class="p">:</span> <span class="nb">str</span></span><span class="return-annotation">) -> <span class="n">List</span><span class="p">[</span><span class="n"><a href="NodeData.html#NodeData">NodeData.NodeData</a></span><span class="p">]</span>:</span></span>
<label class="view-source-button" for="find_nodes_by_type-view-source"><span>View Source</span></label>
</div>
<a class="headerlink" href="#find_nodes_by_type"></a>
<div class="pdoc-code codehilite"><pre><span></span><span id="find_nodes_by_type-22"><a href="#find_nodes_by_type-22"><span class="linenos">22</span></a><span class="k">def</span> <span class="nf">find_nodes_by_type</span><span class="p">(</span><span class="n">node_map</span><span class="p">:</span> <span class="n">Dict</span><span class="p">[</span><span class="nb">str</span><span class="p">,</span> <span class="n">NodeData</span><span class="p">],</span> <span class="n">node_type</span><span class="p">:</span> <span class="nb">str</span><span class="p">)</span> <span class="o">-></span> <span class="n">List</span><span class="p">[</span><span class="n">NodeData</span><span class="p">]:</span>
</span><span id="find_nodes_by_type-23"><a href="#find_nodes_by_type-23"><span class="linenos">23</span></a> <span class="k">return</span> <span class="p">[</span><span class="n">node</span> <span class="k">for</span> <span class="n">node</span> <span class="ow">in</span> <span class="n">node_map</span><span class="o">.</span><span class="n">values</span><span class="p">()</span> <span class="k">if</span> <span class="n">node</span><span class="o">.</span><span class="n">type</span> <span class="o">==</span> <span class="n">node_type</span><span class="p">]</span>
</span></pre></div>
</section>
<section id="find_node_by_type">
<input id="find_node_by_type-view-source" class="view-source-toggle-state" type="checkbox" aria-hidden="true" tabindex="-1">
<div class="attr function">
<span class="def">def</span>
<span class="name">find_node_by_type</span><span class="signature pdoc-code multiline">(<span class="param"> <span class="n">node_map</span><span class="p">:</span> <span class="n">Dict</span><span class="p">[</span><span class="nb">str</span><span class="p">,</span> <span class="n"><a href="NodeData.html#NodeData">NodeData.NodeData</a></span><span class="p">]</span>,</span><span class="param"> <span class="n">node_type</span><span class="p">:</span> <span class="nb">str</span></span><span class="return-annotation">) -> <span class="n"><a href="NodeData.html#NodeData">NodeData.NodeData</a></span>:</span></span>
<label class="view-source-button" for="find_node_by_type-view-source"><span>View Source</span></label>
</div>
<a class="headerlink" href="#find_node_by_type"></a>
<div class="pdoc-code codehilite"><pre><span></span><span id="find_node_by_type-25"><a href="#find_node_by_type-25"><span class="linenos">25</span></a><span class="k">def</span> <span class="nf">find_node_by_type</span><span class="p">(</span><span class="n">node_map</span><span class="p">:</span> <span class="n">Dict</span><span class="p">[</span><span class="nb">str</span><span class="p">,</span> <span class="n">NodeData</span><span class="p">],</span> <span class="n">node_type</span><span class="p">:</span> <span class="nb">str</span><span class="p">)</span> <span class="o">-></span> <span class="n">NodeData</span><span class="p">:</span>
</span><span id="find_node_by_type-26"><a href="#find_node_by_type-26"><span class="linenos">26</span></a> <span class="k">for</span> <span class="n">node</span> <span class="ow">in</span> <span class="n">node_map</span><span class="o">.</span><span class="n">values</span><span class="p">():</span>
</span><span id="find_node_by_type-27"><a href="#find_node_by_type-27"><span class="linenos">27</span></a> <span class="k">if</span> <span class="n">node</span><span class="o">.</span><span class="n">type</span> <span class="o">==</span> <span class="n">node_type</span><span class="p">:</span>
</span><span id="find_node_by_type-28"><a href="#find_node_by_type-28"><span class="linenos">28</span></a> <span class="k">return</span> <span class="n">node</span>
</span><span id="find_node_by_type-29"><a href="#find_node_by_type-29"><span class="linenos">29</span></a> <span class="k">return</span> <span class="kc">None</span>
</span></pre></div>
</section>
<section id="FileWriterTool">
<input id="FileWriterTool-view-source" class="view-source-toggle-state" type="checkbox" aria-hidden="true" tabindex="-1">
<div class="attr class">
<span class="def">class</span>
<span class="name">FileWriterTool</span><wbr>(<span class="base">crewai_tools.tools.base_tool.BaseTool</span>):
<label class="view-source-button" for="FileWriterTool-view-source"><span>View Source</span></label>
</div>
<a class="headerlink" href="#FileWriterTool"></a>
<div class="pdoc-code codehilite"><pre><span></span><span id="FileWriterTool-31"><a href="#FileWriterTool-31"><span class="linenos">31</span></a><span class="k">class</span> <span class="nc">FileWriterTool</span><span class="p">(</span><span class="n">BaseTool</span><span class="p">):</span>
</span><span id="FileWriterTool-32"><a href="#FileWriterTool-32"><span class="linenos">32</span></a> <span class="n">name</span><span class="p">:</span> <span class="nb">str</span> <span class="o">=</span> <span class="s2">"FileWriter"</span>
</span><span id="FileWriterTool-33"><a href="#FileWriterTool-33"><span class="linenos">33</span></a> <span class="n">description</span><span class="p">:</span> <span class="nb">str</span> <span class="o">=</span> <span class="s2">"Writes given content to a specified file."</span>
</span><span id="FileWriterTool-34"><a href="#FileWriterTool-34"><span class="linenos">34</span></a>
</span><span id="FileWriterTool-35"><a href="#FileWriterTool-35"><span class="linenos">35</span></a> <span class="k">def</span> <span class="nf">_run</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">filename</span><span class="p">:</span> <span class="nb">str</span><span class="p">,</span> <span class="n">content</span><span class="p">:</span> <span class="nb">str</span><span class="p">)</span> <span class="o">-></span> <span class="nb">str</span><span class="p">:</span>
</span><span id="FileWriterTool-36"><a href="#FileWriterTool-36"><span class="linenos">36</span></a> <span class="k">with</span> <span class="nb">open</span><span class="p">(</span><span class="n">filename</span><span class="p">,</span> <span class="s1">'w'</span><span class="p">)</span> <span class="k">as</span> <span class="n">file</span><span class="p">:</span>
</span><span id="FileWriterTool-37"><a href="#FileWriterTool-37"><span class="linenos">37</span></a> <span class="n">file</span><span class="o">.</span><span class="n">write</span><span class="p">(</span><span class="n">content</span><span class="p">)</span>
</span><span id="FileWriterTool-38"><a href="#FileWriterTool-38"><span class="linenos">38</span></a> <span class="k">return</span> <span class="sa">f</span><span class="s2">"Content successfully written to </span><span class="si">{</span><span class="n">filename</span><span class="si">}</span><span class="s2">"</span>
</span></pre></div>
<div class="docstring"><p>Usage docs: <a href="https://docs.pydantic.dev/2.8/concepts/models/">https://docs.pydantic.dev/2.8/concepts/models/</a></p>
<p>A base class for creating Pydantic models.</p>
<p>Attributes:
__class_vars__: The names of classvars defined on the model.
__private_attributes__: Metadata about the private attributes of the model.
__signature__: The signature for instantiating the model.</p>
<pre><code>__pydantic_complete__: Whether model building is completed, or if there are still undefined fields.
__pydantic_core_schema__: The pydantic-core schema used to build the SchemaValidator and SchemaSerializer.
__pydantic_custom_init__: Whether the model has a custom `__init__` function.
__pydantic_decorators__: Metadata containing the decorators defined on the model.
This replaces `Model.__validators__` and `Model.__root_validators__` from Pydantic V1.
__pydantic_generic_metadata__: Metadata for generic models; contains data used for a similar purpose to
__args__, __origin__, __parameters__ in typing-module generics. May eventually be replaced by these.
__pydantic_parent_namespace__: Parent namespace of the model, used for automatic rebuilding of models.
__pydantic_post_init__: The name of the post-init method for the model, if defined.
__pydantic_root_model__: Whether the model is a `RootModel`.
__pydantic_serializer__: The pydantic-core SchemaSerializer used to dump instances of the model.
__pydantic_validator__: The pydantic-core SchemaValidator used to validate instances of the model.
__pydantic_extra__: An instance attribute with the values of extra fields from validation when
`model_config['extra'] == 'allow'`.
__pydantic_fields_set__: An instance attribute with the names of fields explicitly set.
__pydantic_private__: Instance attribute with the values of private attributes set on the model instance.
</code></pre>
</div>
<div id="FileWriterTool.name" class="classattr">
<div class="attr variable">
<span class="name">name</span><span class="annotation">: str</span>
</div>
<a class="headerlink" href="#FileWriterTool.name"></a>
<div class="docstring"><p>The unique name of the tool that clearly communicates its purpose.</p>
</div>
</div>
<div id="FileWriterTool.description" class="classattr">
<div class="attr variable">
<span class="name">description</span><span class="annotation">: str</span>
</div>
<a class="headerlink" href="#FileWriterTool.description"></a>
<div class="docstring"><p>Used to tell the model how/when/why to use the tool.</p>
</div>
</div>
<div id="FileWriterTool.model_config" class="classattr">
<div class="attr variable">
<span class="name">model_config</span> =
<span class="default_value">{}</span>
</div>
<a class="headerlink" href="#FileWriterTool.model_config"></a>
</div>
<div id="FileWriterTool.model_fields" class="classattr">
<div class="attr variable">
<span class="name">model_fields</span> =
<input id="FileWriterTool.model_fields-view-value" class="view-value-toggle-state" type="checkbox" aria-hidden="true" tabindex="-1">
<label class="view-value-button pdoc-button" for="FileWriterTool.model_fields-view-value"></label><span class="default_value">{'name': FieldInfo(annotation=str, required=False, default='FileWriter'), 'description': FieldInfo(annotation=str, required=False, default='Writes given content to a specified file.'), 'args_schema': FieldInfo(annotation=Type[BaseModel], required=False, default_factory=BaseTool._ArgsSchemaPlaceholder, validate_default=True), 'description_updated': FieldInfo(annotation=bool, required=False, default=False), 'cache_function': FieldInfo(annotation=Union[Callable, NoneType], required=False, default=<function BaseTool.<lambda>>)}</span>
</div>
<a class="headerlink" href="#FileWriterTool.model_fields"></a>
</div>
<div id="FileWriterTool.model_computed_fields" class="classattr">
<div class="attr variable">
<span class="name">model_computed_fields</span> =
<span class="default_value">{}</span>
</div>
<a class="headerlink" href="#FileWriterTool.model_computed_fields"></a>
</div>
<div class="inherited">
<h5>Inherited Members</h5>
<dl>
<div><dt>pydantic.main.BaseModel</dt>
<dd id="FileWriterTool.__init__" class="function">BaseModel</dd>
<dd id="FileWriterTool.model_extra" class="variable">model_extra</dd>
<dd id="FileWriterTool.model_fields_set" class="variable">model_fields_set</dd>
<dd id="FileWriterTool.model_construct" class="function">model_construct</dd>
<dd id="FileWriterTool.model_copy" class="function">model_copy</dd>
<dd id="FileWriterTool.model_dump" class="function">model_dump</dd>
<dd id="FileWriterTool.model_dump_json" class="function">model_dump_json</dd>
<dd id="FileWriterTool.model_json_schema" class="function">model_json_schema</dd>
<dd id="FileWriterTool.model_parametrized_name" class="function">model_parametrized_name</dd>
<dd id="FileWriterTool.model_rebuild" class="function">model_rebuild</dd>
<dd id="FileWriterTool.model_validate" class="function">model_validate</dd>
<dd id="FileWriterTool.model_validate_json" class="function">model_validate_json</dd>
<dd id="FileWriterTool.model_validate_strings" class="function">model_validate_strings</dd>
<dd id="FileWriterTool.dict" class="function">dict</dd>
<dd id="FileWriterTool.json" class="function">json</dd>
<dd id="FileWriterTool.parse_obj" class="function">parse_obj</dd>
<dd id="FileWriterTool.parse_raw" class="function">parse_raw</dd>
<dd id="FileWriterTool.parse_file" class="function">parse_file</dd>
<dd id="FileWriterTool.from_orm" class="function">from_orm</dd>
<dd id="FileWriterTool.construct" class="function">construct</dd>
<dd id="FileWriterTool.copy" class="function">copy</dd>
<dd id="FileWriterTool.schema" class="function">schema</dd>
<dd id="FileWriterTool.schema_json" class="function">schema_json</dd>
<dd id="FileWriterTool.validate" class="function">validate</dd>
<dd id="FileWriterTool.update_forward_refs" class="function">update_forward_refs</dd>
</div>
<div><dt>crewai_tools.tools.base_tool.BaseTool</dt>
<dd id="FileWriterTool.args_schema" class="variable">args_schema</dd>
<dd id="FileWriterTool.description_updated" class="variable">description_updated</dd>
<dd id="FileWriterTool.cache_function" class="variable">cache_function</dd>
<dd id="FileWriterTool.model_post_init" class="function">model_post_init</dd>
<dd id="FileWriterTool.run" class="function">run</dd>
<dd id="FileWriterTool.to_langchain" class="function">to_langchain</dd>
</div>
</dl>
</div>
</section>
<section id="create_agent">
<input id="create_agent-view-source" class="view-source-toggle-state" type="checkbox" aria-hidden="true" tabindex="-1">
<div class="attr function">
<span class="def">def</span>
<span class="name">create_agent</span><span class="signature pdoc-code condensed">(<span class="param"><span class="n">node</span><span class="p">:</span> <span class="n"><a href="NodeData.html#NodeData">NodeData.NodeData</a></span>, </span><span class="param"><span class="n">llm</span></span><span class="return-annotation">) -> <span class="n">crewai</span><span class="o">.</span><span class="n">agent</span><span class="o">.</span><span class="n">Agent</span>:</span></span>
<label class="view-source-button" for="create_agent-view-source"><span>View Source</span></label>
</div>
<a class="headerlink" href="#create_agent"></a>
<div class="pdoc-code codehilite"><pre><span></span><span id="create_agent-40"><a href="#create_agent-40"><span class="linenos">40</span></a><span class="k">def</span> <span class="nf">create_agent</span><span class="p">(</span><span class="n">node</span><span class="p">:</span> <span class="n">NodeData</span><span class="p">,</span> <span class="n">llm</span><span class="p">)</span> <span class="o">-></span> <span class="n">Agent</span><span class="p">:</span>
</span><span id="create_agent-41"><a href="#create_agent-41"><span class="linenos">41</span></a> <span class="n">tools</span> <span class="o">=</span> <span class="p">[]</span>
</span><span id="create_agent-42"><a href="#create_agent-42"><span class="linenos">42</span></a> <span class="n">tools</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">FileWriterTool</span><span class="p">())</span>
</span><span id="create_agent-43"><a href="#create_agent-43"><span class="linenos">43</span></a> <span class="n">tools</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">FileReadTool</span><span class="p">())</span>
</span><span id="create_agent-44"><a href="#create_agent-44"><span class="linenos">44</span></a>
</span><span id="create_agent-45"><a href="#create_agent-45"><span class="linenos">45</span></a> <span class="k">return</span> <span class="n">Agent</span><span class="p">(</span>
</span><span id="create_agent-46"><a href="#create_agent-46"><span class="linenos">46</span></a> <span class="n">role</span><span class="o">=</span><span class="n">node</span><span class="o">.</span><span class="n">role</span><span class="p">,</span>
</span><span id="create_agent-47"><a href="#create_agent-47"><span class="linenos">47</span></a> <span class="n">goal</span><span class="o">=</span><span class="n">node</span><span class="o">.</span><span class="n">goal</span><span class="p">,</span>
</span><span id="create_agent-48"><a href="#create_agent-48"><span class="linenos">48</span></a> <span class="n">backstory</span><span class="o">=</span><span class="n">node</span><span class="o">.</span><span class="n">backstory</span><span class="p">,</span>
</span><span id="create_agent-49"><a href="#create_agent-49"><span class="linenos">49</span></a> <span class="n">verbose</span><span class="o">=</span><span class="kc">True</span><span class="p">,</span>
</span><span id="create_agent-50"><a href="#create_agent-50"><span class="linenos">50</span></a> <span class="n">allow_delegation</span><span class="o">=</span><span class="kc">False</span><span class="p">,</span>
</span><span id="create_agent-51"><a href="#create_agent-51"><span class="linenos">51</span></a> <span class="n">llm</span><span class="o">=</span><span class="n">llm</span><span class="p">,</span>
</span><span id="create_agent-52"><a href="#create_agent-52"><span class="linenos">52</span></a> <span class="n">tools</span><span class="o">=</span><span class="n">tools</span>
</span><span id="create_agent-53"><a href="#create_agent-53"><span class="linenos">53</span></a> <span class="p">)</span>
</span></pre></div>
</section>
<section id="create_task">
<input id="create_task-view-source" class="view-source-toggle-state" type="checkbox" aria-hidden="true" tabindex="-1">
<div class="attr function">
<span class="def">def</span>
<span class="name">create_task</span><span class="signature pdoc-code multiline">(<span class="param"> <span class="n">node</span><span class="p">:</span> <span class="n"><a href="NodeData.html#NodeData">NodeData.NodeData</a></span>,</span><span class="param"> <span class="n">agent</span><span class="p">:</span> <span class="n">crewai</span><span class="o">.</span><span class="n">agent</span><span class="o">.</span><span class="n">Agent</span>,</span><span class="param"> <span class="n">node_map</span><span class="p">:</span> <span class="n">Dict</span><span class="p">[</span><span class="nb">str</span><span class="p">,</span> <span class="n"><a href="NodeData.html#NodeData">NodeData.NodeData</a></span><span class="p">]</span>,</span><span class="param"> <span class="n">task_map</span><span class="p">:</span> <span class="n">Dict</span><span class="p">[</span><span class="nb">str</span><span class="p">,</span> <span class="n">crewai</span><span class="o">.</span><span class="n">task</span><span class="o">.</span><span class="n">Task</span><span class="p">]</span></span><span class="return-annotation">) -> <span class="n">crewai</span><span class="o">.</span><span class="n">task</span><span class="o">.</span><span class="n">Task</span>:</span></span>
<label class="view-source-button" for="create_task-view-source"><span>View Source</span></label>
</div>
<a class="headerlink" href="#create_task"></a>
<div class="pdoc-code codehilite"><pre><span></span><span id="create_task-55"><a href="#create_task-55"><span class="linenos">55</span></a><span class="k">def</span> <span class="nf">create_task</span><span class="p">(</span><span class="n">node</span><span class="p">:</span> <span class="n">NodeData</span><span class="p">,</span> <span class="n">agent</span><span class="p">:</span> <span class="n">Agent</span><span class="p">,</span> <span class="n">node_map</span><span class="p">:</span> <span class="n">Dict</span><span class="p">[</span><span class="nb">str</span><span class="p">,</span> <span class="n">NodeData</span><span class="p">],</span> <span class="n">task_map</span><span class="p">:</span> <span class="n">Dict</span><span class="p">[</span><span class="nb">str</span><span class="p">,</span> <span class="n">Task</span><span class="p">])</span> <span class="o">-></span> <span class="n">Task</span><span class="p">:</span>
</span><span id="create_task-56"><a href="#create_task-56"><span class="linenos">56</span></a> <span class="n">steps</span> <span class="o">=</span> <span class="p">[]</span>
</span><span id="create_task-57"><a href="#create_task-57"><span class="linenos">57</span></a> <span class="k">for</span> <span class="n">step_id</span> <span class="ow">in</span> <span class="n">node</span><span class="o">.</span><span class="n">nexts</span><span class="p">:</span>
</span><span id="create_task-58"><a href="#create_task-58"><span class="linenos">58</span></a> <span class="n">step_node</span> <span class="o">=</span> <span class="n">node_map</span><span class="p">[</span><span class="n">step_id</span><span class="p">]</span>
</span><span id="create_task-59"><a href="#create_task-59"><span class="linenos">59</span></a> <span class="n">tool_instance</span> <span class="o">=</span> <span class="kc">None</span>
</span><span id="create_task-60"><a href="#create_task-60"><span class="linenos">60</span></a> <span class="k">if</span> <span class="n">step_node</span><span class="o">.</span><span class="n">tool</span> <span class="o">==</span> <span class="s2">"FileWriterTool()"</span><span class="p">:</span>
</span><span id="create_task-61"><a href="#create_task-61"><span class="linenos">61</span></a> <span class="n">tool_instance</span> <span class="o">=</span> <span class="n">FileWriterTool</span><span class="p">()</span>
</span><span id="create_task-62"><a href="#create_task-62"><span class="linenos">62</span></a> <span class="k">elif</span> <span class="n">step_node</span><span class="o">.</span><span class="n">tool</span> <span class="o">==</span> <span class="s2">"FileReadTool()"</span><span class="p">:</span>
</span><span id="create_task-63"><a href="#create_task-63"><span class="linenos">63</span></a> <span class="n">tool_instance</span> <span class="o">=</span> <span class="n">FileReadTool</span><span class="p">()</span>
</span><span id="create_task-64"><a href="#create_task-64"><span class="linenos">64</span></a> <span class="n">step</span> <span class="o">=</span> <span class="p">{</span>
</span><span id="create_task-65"><a href="#create_task-65"><span class="linenos">65</span></a> <span class="s1">'tool'</span><span class="p">:</span> <span class="n">tool_instance</span><span class="p">,</span>
</span><span id="create_task-66"><a href="#create_task-66"><span class="linenos">66</span></a> <span class="s1">'args'</span><span class="p">:</span> <span class="n">step_node</span><span class="o">.</span><span class="n">arg</span><span class="p">,</span>
</span><span id="create_task-67"><a href="#create_task-67"><span class="linenos">67</span></a> <span class="s1">'output_var'</span><span class="p">:</span> <span class="n">step_node</span><span class="o">.</span><span class="n">output_var</span>
</span><span id="create_task-68"><a href="#create_task-68"><span class="linenos">68</span></a> <span class="p">}</span>
</span><span id="create_task-69"><a href="#create_task-69"><span class="linenos">69</span></a> <span class="n">steps</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">step</span><span class="p">)</span>
</span><span id="create_task-70"><a href="#create_task-70"><span class="linenos">70</span></a>
</span><span id="create_task-71"><a href="#create_task-71"><span class="linenos">71</span></a> <span class="c1"># Resolve dependencies with actual Task instances</span>
</span><span id="create_task-72"><a href="#create_task-72"><span class="linenos">72</span></a> <span class="n">dependencies</span> <span class="o">=</span> <span class="p">[</span><span class="n">task_map</span><span class="p">[</span><span class="n">dep_id</span><span class="p">]</span> <span class="k">for</span> <span class="n">dep_id</span> <span class="ow">in</span> <span class="n">node</span><span class="o">.</span><span class="n">prevs</span> <span class="k">if</span> <span class="n">dep_id</span> <span class="ow">in</span> <span class="n">task_map</span><span class="p">]</span>
</span><span id="create_task-73"><a href="#create_task-73"><span class="linenos">73</span></a>
</span><span id="create_task-74"><a href="#create_task-74"><span class="linenos">74</span></a> <span class="k">return</span> <span class="n">Task</span><span class="p">(</span>
</span><span id="create_task-75"><a href="#create_task-75"><span class="linenos">75</span></a> <span class="n">description</span><span class="o">=</span><span class="n">node</span><span class="o">.</span><span class="n">description</span><span class="p">,</span>
</span><span id="create_task-76"><a href="#create_task-76"><span class="linenos">76</span></a> <span class="n">expected_output</span><span class="o">=</span><span class="n">node</span><span class="o">.</span><span class="n">expected_output</span><span class="p">,</span>
</span><span id="create_task-77"><a href="#create_task-77"><span class="linenos">77</span></a> <span class="n">agent</span><span class="o">=</span><span class="n">agent</span><span class="p">,</span>
</span><span id="create_task-78"><a href="#create_task-78"><span class="linenos">78</span></a> <span class="n">steps</span><span class="o">=</span><span class="n">steps</span><span class="p">,</span>
</span><span id="create_task-79"><a href="#create_task-79"><span class="linenos">79</span></a> <span class="n">dependencies</span><span class="o">=</span><span class="n">dependencies</span>
</span><span id="create_task-80"><a href="#create_task-80"><span class="linenos">80</span></a> <span class="p">)</span>
</span></pre></div>
</section>
<section id="topological_sort_tasks">
<input id="topological_sort_tasks-view-source" class="view-source-toggle-state" type="checkbox" aria-hidden="true" tabindex="-1">
<div class="attr function">
<span class="def">def</span>
<span class="name">topological_sort_tasks</span><span class="signature pdoc-code condensed">(<span class="param"><span class="n">task_nodes</span><span class="p">:</span> <span class="n">List</span><span class="p">[</span><span class="n"><a href="NodeData.html#NodeData">NodeData.NodeData</a></span><span class="p">]</span></span><span class="return-annotation">) -> <span class="n">List</span><span class="p">[</span><span class="n"><a href="NodeData.html#NodeData">NodeData.NodeData</a></span><span class="p">]</span>:</span></span>
<label class="view-source-button" for="topological_sort_tasks-view-source"><span>View Source</span></label>
</div>
<a class="headerlink" href="#topological_sort_tasks"></a>
<div class="pdoc-code codehilite"><pre><span></span><span id="topological_sort_tasks-82"><a href="#topological_sort_tasks-82"><span class="linenos"> 82</span></a><span class="k">def</span> <span class="nf">topological_sort_tasks</span><span class="p">(</span><span class="n">task_nodes</span><span class="p">:</span> <span class="n">List</span><span class="p">[</span><span class="n">NodeData</span><span class="p">])</span> <span class="o">-></span> <span class="n">List</span><span class="p">[</span><span class="n">NodeData</span><span class="p">]:</span>
</span><span id="topological_sort_tasks-83"><a href="#topological_sort_tasks-83"><span class="linenos"> 83</span></a> <span class="n">graph</span> <span class="o">=</span> <span class="n">nx</span><span class="o">.</span><span class="n">DiGraph</span><span class="p">()</span>
</span><span id="topological_sort_tasks-84"><a href="#topological_sort_tasks-84"><span class="linenos"> 84</span></a>
</span><span id="topological_sort_tasks-85"><a href="#topological_sort_tasks-85"><span class="linenos"> 85</span></a> <span class="c1"># Add nodes to the graph</span>
</span><span id="topological_sort_tasks-86"><a href="#topological_sort_tasks-86"><span class="linenos"> 86</span></a> <span class="k">for</span> <span class="n">node</span> <span class="ow">in</span> <span class="n">task_nodes</span><span class="p">:</span>
</span><span id="topological_sort_tasks-87"><a href="#topological_sort_tasks-87"><span class="linenos"> 87</span></a> <span class="n">graph</span><span class="o">.</span><span class="n">add_node</span><span class="p">(</span><span class="n">node</span><span class="o">.</span><span class="n">uniq_id</span><span class="p">)</span>
</span><span id="topological_sort_tasks-88"><a href="#topological_sort_tasks-88"><span class="linenos"> 88</span></a>
</span><span id="topological_sort_tasks-89"><a href="#topological_sort_tasks-89"><span class="linenos"> 89</span></a> <span class="c1"># Add edges to the graph</span>
</span><span id="topological_sort_tasks-90"><a href="#topological_sort_tasks-90"><span class="linenos"> 90</span></a> <span class="k">for</span> <span class="n">node</span> <span class="ow">in</span> <span class="n">task_nodes</span><span class="p">:</span>
</span><span id="topological_sort_tasks-91"><a href="#topological_sort_tasks-91"><span class="linenos"> 91</span></a> <span class="k">for</span> <span class="n">prev_id</span> <span class="ow">in</span> <span class="n">node</span><span class="o">.</span><span class="n">prevs</span><span class="p">:</span>
</span><span id="topological_sort_tasks-92"><a href="#topological_sort_tasks-92"><span class="linenos"> 92</span></a> <span class="k">if</span> <span class="n">prev_id</span> <span class="ow">in</span> <span class="n">graph</span><span class="p">:</span>
</span><span id="topological_sort_tasks-93"><a href="#topological_sort_tasks-93"><span class="linenos"> 93</span></a> <span class="n">graph</span><span class="o">.</span><span class="n">add_edge</span><span class="p">(</span><span class="n">prev_id</span><span class="p">,</span> <span class="n">node</span><span class="o">.</span><span class="n">uniq_id</span><span class="p">)</span>
</span><span id="topological_sort_tasks-94"><a href="#topological_sort_tasks-94"><span class="linenos"> 94</span></a>
</span><span id="topological_sort_tasks-95"><a href="#topological_sort_tasks-95"><span class="linenos"> 95</span></a> <span class="c1"># Perform topological sort</span>
</span><span id="topological_sort_tasks-96"><a href="#topological_sort_tasks-96"><span class="linenos"> 96</span></a> <span class="n">sorted_ids</span> <span class="o">=</span> <span class="nb">list</span><span class="p">(</span><span class="n">nx</span><span class="o">.</span><span class="n">topological_sort</span><span class="p">(</span><span class="n">graph</span><span class="p">))</span>
</span><span id="topological_sort_tasks-97"><a href="#topological_sort_tasks-97"><span class="linenos"> 97</span></a>
</span><span id="topological_sort_tasks-98"><a href="#topological_sort_tasks-98"><span class="linenos"> 98</span></a> <span class="c1"># Return nodes in sorted order</span>
</span><span id="topological_sort_tasks-99"><a href="#topological_sort_tasks-99"><span class="linenos"> 99</span></a> <span class="n">id_to_node</span> <span class="o">=</span> <span class="p">{</span><span class="n">node</span><span class="o">.</span><span class="n">uniq_id</span><span class="p">:</span> <span class="n">node</span> <span class="k">for</span> <span class="n">node</span> <span class="ow">in</span> <span class="n">task_nodes</span><span class="p">}</span>
</span><span id="topological_sort_tasks-100"><a href="#topological_sort_tasks-100"><span class="linenos">100</span></a> <span class="n">sorted_tasks</span> <span class="o">=</span> <span class="p">[</span><span class="n">id_to_node</span><span class="p">[</span><span class="n">node_id</span><span class="p">]</span> <span class="k">for</span> <span class="n">node_id</span> <span class="ow">in</span> <span class="n">sorted_ids</span><span class="p">]</span>
</span><span id="topological_sort_tasks-101"><a href="#topological_sort_tasks-101"><span class="linenos">101</span></a>
</span><span id="topological_sort_tasks-102"><a href="#topological_sort_tasks-102"><span class="linenos">102</span></a> <span class="k">return</span> <span class="n">sorted_tasks</span>
</span></pre></div>
</section>
<section id="RunWorkFlow">
<input id="RunWorkFlow-view-source" class="view-source-toggle-state" type="checkbox" aria-hidden="true" tabindex="-1">
<div class="attr function">
<span class="def">def</span>
<span class="name">RunWorkFlow</span><span class="signature pdoc-code condensed">(<span class="param"><span class="n">node</span><span class="p">:</span> <span class="n"><a href="NodeData.html#NodeData">NodeData.NodeData</a></span>, </span><span class="param"><span class="n">node_map</span><span class="p">:</span> <span class="n">Dict</span><span class="p">[</span><span class="nb">str</span><span class="p">,</span> <span class="n"><a href="NodeData.html#NodeData">NodeData.NodeData</a></span><span class="p">]</span>, </span><span class="param"><span class="n">llm</span></span><span class="return-annotation">):</span></span>
<label class="view-source-button" for="RunWorkFlow-view-source"><span>View Source</span></label>
</div>
<a class="headerlink" href="#RunWorkFlow"></a>
<div class="pdoc-code codehilite"><pre><span></span><span id="RunWorkFlow-104"><a href="#RunWorkFlow-104"><span class="linenos">104</span></a><span class="k">def</span> <span class="nf">RunWorkFlow</span><span class="p">(</span><span class="n">node</span><span class="p">:</span> <span class="n">NodeData</span><span class="p">,</span> <span class="n">node_map</span><span class="p">:</span> <span class="n">Dict</span><span class="p">[</span><span class="nb">str</span><span class="p">,</span> <span class="n">NodeData</span><span class="p">],</span> <span class="n">llm</span><span class="p">):</span>
</span><span id="RunWorkFlow-105"><a href="#RunWorkFlow-105"><span class="linenos">105</span></a> <span class="nb">print</span><span class="p">(</span><span class="sa">f</span><span class="s2">"Start root ID: </span><span class="si">{</span><span class="n">node</span><span class="o">.</span><span class="n">uniq_id</span><span class="si">}</span><span class="s2">"</span><span class="p">)</span>
</span><span id="RunWorkFlow-106"><a href="#RunWorkFlow-106"><span class="linenos">106</span></a>
</span><span id="RunWorkFlow-107"><a href="#RunWorkFlow-107"><span class="linenos">107</span></a> <span class="c1"># from root find team</span>
</span><span id="RunWorkFlow-108"><a href="#RunWorkFlow-108"><span class="linenos">108</span></a> <span class="n">sub_node_map</span> <span class="o">=</span> <span class="p">{</span><span class="n">next_id</span><span class="p">:</span> <span class="n">node_map</span><span class="p">[</span><span class="n">next_id</span><span class="p">]</span> <span class="k">for</span> <span class="n">next_id</span> <span class="ow">in</span> <span class="n">node</span><span class="o">.</span><span class="n">nexts</span><span class="p">}</span>
</span><span id="RunWorkFlow-109"><a href="#RunWorkFlow-109"><span class="linenos">109</span></a> <span class="n">team_node</span> <span class="o">=</span> <span class="n">find_node_by_type</span><span class="p">(</span><span class="n">sub_node_map</span><span class="p">,</span> <span class="s2">"Team"</span><span class="p">)</span>
</span><span id="RunWorkFlow-110"><a href="#RunWorkFlow-110"><span class="linenos">110</span></a> <span class="k">if</span> <span class="ow">not</span> <span class="n">team_node</span><span class="p">:</span>
</span><span id="RunWorkFlow-111"><a href="#RunWorkFlow-111"><span class="linenos">111</span></a> <span class="nb">print</span><span class="p">(</span><span class="s2">"No Team node found"</span><span class="p">)</span>
</span><span id="RunWorkFlow-112"><a href="#RunWorkFlow-112"><span class="linenos">112</span></a> <span class="k">return</span>
</span><span id="RunWorkFlow-113"><a href="#RunWorkFlow-113"><span class="linenos">113</span></a>
</span><span id="RunWorkFlow-114"><a href="#RunWorkFlow-114"><span class="linenos">114</span></a> <span class="nb">print</span><span class="p">(</span><span class="sa">f</span><span class="s2">"Processing Team </span><span class="si">{</span><span class="n">team_node</span><span class="o">.</span><span class="n">name</span><span class="si">}</span><span class="s2"> ID: </span><span class="si">{</span><span class="n">team_node</span><span class="o">.</span><span class="n">uniq_id</span><span class="si">}</span><span class="s2">"</span><span class="p">)</span>
</span><span id="RunWorkFlow-115"><a href="#RunWorkFlow-115"><span class="linenos">115</span></a>
</span><span id="RunWorkFlow-116"><a href="#RunWorkFlow-116"><span class="linenos">116</span></a> <span class="c1"># from team find agents</span>
</span><span id="RunWorkFlow-117"><a href="#RunWorkFlow-117"><span class="linenos">117</span></a> <span class="n">agent_map</span> <span class="o">=</span> <span class="p">{</span><span class="n">next_id</span><span class="p">:</span> <span class="n">node_map</span><span class="p">[</span><span class="n">next_id</span><span class="p">]</span> <span class="k">for</span> <span class="n">next_id</span> <span class="ow">in</span> <span class="n">team_node</span><span class="o">.</span><span class="n">nexts</span><span class="p">}</span>
</span><span id="RunWorkFlow-118"><a href="#RunWorkFlow-118"><span class="linenos">118</span></a> <span class="n">agent_nodes</span> <span class="o">=</span> <span class="n">find_nodes_by_type</span><span class="p">(</span><span class="n">node_map</span><span class="p">,</span> <span class="s2">"Agent"</span><span class="p">)</span>
</span><span id="RunWorkFlow-119"><a href="#RunWorkFlow-119"><span class="linenos">119</span></a> <span class="n">agents</span> <span class="o">=</span> <span class="p">{</span><span class="n">agent_node</span><span class="o">.</span><span class="n">name</span><span class="p">:</span> <span class="n">create_agent</span><span class="p">(</span><span class="n">agent_node</span><span class="p">,</span> <span class="n">llm</span><span class="p">)</span> <span class="k">for</span> <span class="n">agent_node</span> <span class="ow">in</span> <span class="n">agent_nodes</span><span class="p">}</span>
</span><span id="RunWorkFlow-120"><a href="#RunWorkFlow-120"><span class="linenos">120</span></a> <span class="k">for</span> <span class="n">agent_node</span> <span class="ow">in</span> <span class="n">agent_nodes</span><span class="p">:</span>
</span><span id="RunWorkFlow-121"><a href="#RunWorkFlow-121"><span class="linenos">121</span></a> <span class="nb">print</span><span class="p">(</span><span class="sa">f</span><span class="s2">"Agent </span><span class="si">{</span><span class="n">agent_node</span><span class="o">.</span><span class="n">name</span><span class="si">}</span><span class="s2"> ID: </span><span class="si">{</span><span class="n">agent_node</span><span class="o">.</span><span class="n">uniq_id</span><span class="si">}</span><span class="s2">"</span><span class="p">)</span>
</span><span id="RunWorkFlow-122"><a href="#RunWorkFlow-122"><span class="linenos">122</span></a>
</span><span id="RunWorkFlow-123"><a href="#RunWorkFlow-123"><span class="linenos">123</span></a> <span class="c1"># Use BFS to collect all task nodes</span>
</span><span id="RunWorkFlow-124"><a href="#RunWorkFlow-124"><span class="linenos">124</span></a> <span class="n">task_nodes</span> <span class="o">=</span> <span class="p">[]</span>
</span><span id="RunWorkFlow-125"><a href="#RunWorkFlow-125"><span class="linenos">125</span></a> <span class="n">queue</span> <span class="o">=</span> <span class="n">find_nodes_by_type</span><span class="p">(</span><span class="n">sub_node_map</span><span class="p">,</span> <span class="s2">"Task"</span><span class="p">)</span>
</span><span id="RunWorkFlow-126"><a href="#RunWorkFlow-126"><span class="linenos">126</span></a>
</span><span id="RunWorkFlow-127"><a href="#RunWorkFlow-127"><span class="linenos">127</span></a> <span class="k">while</span> <span class="n">queue</span><span class="p">:</span>
</span><span id="RunWorkFlow-128"><a href="#RunWorkFlow-128"><span class="linenos">128</span></a> <span class="n">current_node</span> <span class="o">=</span> <span class="n">queue</span><span class="o">.</span><span class="n">pop</span><span class="p">(</span><span class="mi">0</span><span class="p">)</span>
</span><span id="RunWorkFlow-129"><a href="#RunWorkFlow-129"><span class="linenos">129</span></a> <span class="k">if</span> <span class="n">current_node</span> <span class="ow">not</span> <span class="ow">in</span> <span class="n">task_nodes</span><span class="p">:</span>
</span><span id="RunWorkFlow-130"><a href="#RunWorkFlow-130"><span class="linenos">130</span></a> <span class="nb">print</span><span class="p">(</span><span class="sa">f</span><span class="s2">"Processing task_node ID: </span><span class="si">{</span><span class="n">current_node</span><span class="o">.</span><span class="n">uniq_id</span><span class="si">}</span><span class="s2">"</span><span class="p">)</span>
</span><span id="RunWorkFlow-131"><a href="#RunWorkFlow-131"><span class="linenos">131</span></a> <span class="n">task_nodes</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">current_node</span><span class="p">)</span>
</span><span id="RunWorkFlow-132"><a href="#RunWorkFlow-132"><span class="linenos">132</span></a> <span class="n">next_sub_node_map</span> <span class="o">=</span> <span class="p">{</span><span class="n">next_id</span><span class="p">:</span> <span class="n">node_map</span><span class="p">[</span><span class="n">next_id</span><span class="p">]</span> <span class="k">for</span> <span class="n">next_id</span> <span class="ow">in</span> <span class="n">current_node</span><span class="o">.</span><span class="n">nexts</span><span class="p">}</span>
</span><span id="RunWorkFlow-133"><a href="#RunWorkFlow-133"><span class="linenos">133</span></a> <span class="n">queue</span><span class="o">.</span><span class="n">extend</span><span class="p">(</span><span class="n">find_nodes_by_type</span><span class="p">(</span><span class="n">next_sub_node_map</span><span class="p">,</span> <span class="s2">"Task"</span><span class="p">))</span>
</span><span id="RunWorkFlow-134"><a href="#RunWorkFlow-134"><span class="linenos">134</span></a>
</span><span id="RunWorkFlow-135"><a href="#RunWorkFlow-135"><span class="linenos">135</span></a> <span class="c1"># Sort tasks topologically to respect dependencies</span>
</span><span id="RunWorkFlow-136"><a href="#RunWorkFlow-136"><span class="linenos">136</span></a> <span class="n">sorted_task_nodes</span> <span class="o">=</span> <span class="n">topological_sort_tasks</span><span class="p">(</span><span class="n">task_nodes</span><span class="p">)</span>
</span><span id="RunWorkFlow-137"><a href="#RunWorkFlow-137"><span class="linenos">137</span></a>
</span><span id="RunWorkFlow-138"><a href="#RunWorkFlow-138"><span class="linenos">138</span></a> <span class="n">tasks</span> <span class="o">=</span> <span class="p">[]</span>
</span><span id="RunWorkFlow-139"><a href="#RunWorkFlow-139"><span class="linenos">139</span></a> <span class="n">task_map</span> <span class="o">=</span> <span class="p">{}</span>
</span><span id="RunWorkFlow-140"><a href="#RunWorkFlow-140"><span class="linenos">140</span></a>
</span><span id="RunWorkFlow-141"><a href="#RunWorkFlow-141"><span class="linenos">141</span></a> <span class="c1"># Create tasks with dependencies resolved</span>
</span><span id="RunWorkFlow-142"><a href="#RunWorkFlow-142"><span class="linenos">142</span></a> <span class="k">for</span> <span class="n">task_node</span> <span class="ow">in</span> <span class="n">sorted_task_nodes</span><span class="p">:</span>
</span><span id="RunWorkFlow-143"><a href="#RunWorkFlow-143"><span class="linenos">143</span></a> <span class="k">if</span> <span class="n">task_node</span><span class="p">:</span>
</span><span id="RunWorkFlow-144"><a href="#RunWorkFlow-144"><span class="linenos">144</span></a> <span class="nb">print</span><span class="p">(</span><span class="sa">f</span><span class="s2">"Processing task_node ID: </span><span class="si">{</span><span class="n">task_node</span><span class="o">.</span><span class="n">description</span><span class="si">}</span><span class="s2">"</span><span class="p">)</span>
</span><span id="RunWorkFlow-145"><a href="#RunWorkFlow-145"><span class="linenos">145</span></a> <span class="n">agent</span> <span class="o">=</span> <span class="n">agents</span><span class="p">[</span><span class="n">task_node</span><span class="o">.</span><span class="n">agent</span><span class="p">]</span>
</span><span id="RunWorkFlow-146"><a href="#RunWorkFlow-146"><span class="linenos">146</span></a> <span class="n">task</span> <span class="o">=</span> <span class="n">create_task</span><span class="p">(</span><span class="n">task_node</span><span class="p">,</span> <span class="n">agent</span><span class="p">,</span> <span class="n">node_map</span><span class="p">,</span> <span class="n">task_map</span><span class="p">)</span>
</span><span id="RunWorkFlow-147"><a href="#RunWorkFlow-147"><span class="linenos">147</span></a> <span class="n">tasks</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">task</span><span class="p">)</span>
</span><span id="RunWorkFlow-148"><a href="#RunWorkFlow-148"><span class="linenos">148</span></a> <span class="n">task_map</span><span class="p">[</span><span class="n">task_node</span><span class="o">.</span><span class="n">uniq_id</span><span class="p">]</span> <span class="o">=</span> <span class="n">task</span>
</span><span id="RunWorkFlow-149"><a href="#RunWorkFlow-149"><span class="linenos">149</span></a> <span class="k">else</span><span class="p">:</span>
</span><span id="RunWorkFlow-150"><a href="#RunWorkFlow-150"><span class="linenos">150</span></a> <span class="nb">print</span><span class="p">(</span><span class="s2">"No task_node found"</span><span class="p">)</span>
</span><span id="RunWorkFlow-151"><a href="#RunWorkFlow-151"><span class="linenos">151</span></a> <span class="k">return</span>
</span><span id="RunWorkFlow-152"><a href="#RunWorkFlow-152"><span class="linenos">152</span></a>
</span><span id="RunWorkFlow-153"><a href="#RunWorkFlow-153"><span class="linenos">153</span></a> <span class="n">crew</span> <span class="o">=</span> <span class="n">Crew</span><span class="p">(</span>
</span><span id="RunWorkFlow-154"><a href="#RunWorkFlow-154"><span class="linenos">154</span></a> <span class="n">agents</span><span class="o">=</span><span class="nb">list</span><span class="p">(</span><span class="n">agents</span><span class="o">.</span><span class="n">values</span><span class="p">()),</span>
</span><span id="RunWorkFlow-155"><a href="#RunWorkFlow-155"><span class="linenos">155</span></a> <span class="n">tasks</span><span class="o">=</span><span class="n">tasks</span><span class="p">,</span>
</span><span id="RunWorkFlow-156"><a href="#RunWorkFlow-156"><span class="linenos">156</span></a> <span class="n">verbose</span><span class="o">=</span><span class="mi">2</span>
</span><span id="RunWorkFlow-157"><a href="#RunWorkFlow-157"><span class="linenos">157</span></a> <span class="p">)</span>
</span><span id="RunWorkFlow-158"><a href="#RunWorkFlow-158"><span class="linenos">158</span></a>
</span><span id="RunWorkFlow-159"><a href="#RunWorkFlow-159"><span class="linenos">159</span></a> <span class="n">result</span> <span class="o">=</span> <span class="n">crew</span><span class="o">.</span><span class="n">kickoff</span><span class="p">()</span>
</span><span id="RunWorkFlow-160"><a href="#RunWorkFlow-160"><span class="linenos">160</span></a> <span class="nb">print</span><span class="p">(</span><span class="s2">"######################"</span><span class="p">)</span>
</span><span id="RunWorkFlow-161"><a href="#RunWorkFlow-161"><span class="linenos">161</span></a> <span class="nb">print</span><span class="p">(</span><span class="n">result</span><span class="p">)</span>
</span></pre></div>
</section>
<section id="run_workflow_from_file">
<input id="run_workflow_from_file-view-source" class="view-source-toggle-state" type="checkbox" aria-hidden="true" tabindex="-1">
<div class="attr function">
<span class="def">def</span>
<span class="name">run_workflow_from_file</span><span class="signature pdoc-code condensed">(<span class="param"><span class="n">filename</span><span class="p">:</span> <span class="nb">str</span>, </span><span class="param"><span class="n">llm</span></span><span class="return-annotation">):</span></span>
<label class="view-source-button" for="run_workflow_from_file-view-source"><span>View Source</span></label>
</div>
<a class="headerlink" href="#run_workflow_from_file"></a>
<div class="pdoc-code codehilite"><pre><span></span><span id="run_workflow_from_file-163"><a href="#run_workflow_from_file-163"><span class="linenos">163</span></a><span class="k">def</span> <span class="nf">run_workflow_from_file</span><span class="p">(</span><span class="n">filename</span><span class="p">:</span> <span class="nb">str</span><span class="p">,</span> <span class="n">llm</span><span class="p">):</span>
</span><span id="run_workflow_from_file-164"><a href="#run_workflow_from_file-164"><span class="linenos">164</span></a> <span class="n">node_map</span> <span class="o">=</span> <span class="n">load_nodes_from_json</span><span class="p">(</span><span class="n">filename</span><span class="p">)</span>
</span><span id="run_workflow_from_file-165"><a href="#run_workflow_from_file-165"><span class="linenos">165</span></a> <span class="n">start_nodes</span> <span class="o">=</span> <span class="n">find_nodes_by_type</span><span class="p">(</span><span class="n">node_map</span><span class="p">,</span> <span class="s2">"Start"</span><span class="p">)</span>
</span><span id="run_workflow_from_file-166"><a href="#run_workflow_from_file-166"><span class="linenos">166</span></a> <span class="k">for</span> <span class="n">start_node</span> <span class="ow">in</span> <span class="n">start_nodes</span><span class="p">:</span>
</span><span id="run_workflow_from_file-167"><a href="#run_workflow_from_file-167"><span class="linenos">167</span></a> <span class="n">RunWorkFlow</span><span class="p">(</span><span class="n">start_node</span><span class="p">,</span> <span class="n">node_map</span><span class="p">,</span> <span class="n">llm</span><span class="p">)</span>
</span></pre></div>
</section>
</main>
<script>
function escapeHTML(html) {
return document.createElement('div').appendChild(document.createTextNode(html)).parentNode.innerHTML;
}
const originalContent = document.querySelector("main.pdoc");
let currentContent = originalContent;
function setContent(innerHTML) {
let elem;
if (innerHTML) {
elem = document.createElement("main");
elem.classList.add("pdoc");
elem.innerHTML = innerHTML;
} else {
elem = originalContent;
}
if (currentContent !== elem) {
currentContent.replaceWith(elem);
currentContent = elem;
}
}
function getSearchTerm() {
return (new URL(window.location)).searchParams.get("search");
}
const searchBox = document.querySelector(".pdoc input[type=search]");
searchBox.addEventListener("input", function () {
let url = new URL(window.location);
if (searchBox.value.trim()) {
url.hash = "";
url.searchParams.set("search", searchBox.value);
} else {
url.searchParams.delete("search");
}
history.replaceState("", "", url.toString());
onInput();
});
window.addEventListener("popstate", onInput);
let search, searchErr;
async function initialize() {
try {
search = await new Promise((resolve, reject) => {
const script = document.createElement("script");
script.type = "text/javascript";
script.async = true;
script.onload = () => resolve(window.pdocSearch);
script.onerror = (e) => reject(e);
script.src = "search.js";
document.getElementsByTagName("head")[0].appendChild(script);
});
} catch (e) {
console.error("Cannot fetch pdoc search index");
searchErr = "Cannot fetch search index.";
}
onInput();
document.querySelector("nav.pdoc").addEventListener("click", e => {
if (e.target.hash) {
searchBox.value = "";
searchBox.dispatchEvent(new Event("input"));
}
});
}
function onInput() {
setContent((() => {
const term = getSearchTerm();
if (!term) {
return null
}
if (searchErr) {
return `<h3>Error: ${searchErr}</h3>`
}
if (!search) {
return "<h3>Searching...</h3>"
}
window.scrollTo({top: 0, left: 0, behavior: 'auto'});
const results = search(term);
let html;
if (results.length === 0) {
html = `No search results for '${escapeHTML(term)}'.`
} else {
html = `<h4>${results.length} search result${results.length > 1 ? "s" : ""} for '${escapeHTML(term)}'.</h4>`;
}
for (let result of results.slice(0, 10)) {
let doc = result.doc;
let url = `${doc.modulename.replaceAll(".", "/")}.html`;
if (doc.qualname) {
url += `#${doc.qualname}`;
}
let heading;
switch (result.doc.kind) {
case "function":
if (doc.fullname.endsWith(".__init__")) {
heading = `<span class="name">${doc.fullname.replace(/\.__init__$/, "")}</span>${doc.signature}`;
} else {
heading = `<span class="def">${doc.funcdef}</span> <span class="name">${doc.fullname}</span>${doc.signature}`;
}
break;
case "class":
heading = `<span class="def">class</span> <span class="name">${doc.fullname}</span>`;
if (doc.bases)
heading += `<wbr>(<span class="base">${doc.bases}</span>)`;
heading += `:`;
break;
case "variable":
heading = `<span class="name">${doc.fullname}</span>`;
if (doc.annotation)
heading += `<span class="annotation">${doc.annotation}</span>`;
if (doc.default_value)
heading += `<span class="default_value"> = ${doc.default_value}</span>`;
break;
default:
heading = `<span class="name">${doc.fullname}</span>`;
break;
}
html += `
<section class="search-result">
<a href="${url}" class="attr ${doc.kind}">${heading}</a>
<div class="docstring">${doc.doc}</div>
</section>
`;
}
return html;
})());
}
if (getSearchTerm()) {
initialize();
searchBox.value = getSearchTerm();
onInput();
} else {
searchBox.addEventListener("focus", initialize, {once: true});
}
searchBox.addEventListener("keydown", e => {
if (["ArrowDown", "ArrowUp", "Enter"].includes(e.key)) {
let focused = currentContent.querySelector(".search-result.focused");
if (!focused) {
currentContent.querySelector(".search-result").classList.add("focused");
} else if (
e.key === "ArrowDown"
&& focused.nextElementSibling
&& focused.nextElementSibling.classList.contains("search-result")
) {
focused.classList.remove("focused");
focused.nextElementSibling.classList.add("focused");
focused.nextElementSibling.scrollIntoView({
behavior: "smooth",
block: "nearest",
inline: "nearest"
});
} else if (
e.key === "ArrowUp"
&& focused.previousElementSibling
&& focused.previousElementSibling.classList.contains("search-result")
) {
focused.classList.remove("focused");
focused.previousElementSibling.classList.add("focused");
focused.previousElementSibling.scrollIntoView({
behavior: "smooth",
block: "nearest",
inline: "nearest"
});
} else if (
e.key === "Enter"
) {
focused.querySelector("a").click();
}
}
});
</script></body>
</html>