-
-
Notifications
You must be signed in to change notification settings - Fork 1.4k
Expand file tree
/
Copy pathComposableTasking.html
More file actions
454 lines (448 loc) · 34.6 KB
/
ComposableTasking.html
File metadata and controls
454 lines (448 loc) · 34.6 KB
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
<!DOCTYPE html>
<html lang="en">
<head>
<meta charset="UTF-8" />
<title>Cookbook » Composable Tasking | Taskflow QuickStart</title>
<link rel="stylesheet" href="https://fonts.googleapis.com/css?family=Source+Sans+Pro:400,400i,600,600i%7CSource+Code+Pro:400,400i,600" />
<link rel="stylesheet" href="m-dark+documentation.compiled.css" />
<link rel="icon" href="favicon.ico" type="image/vnd.microsoft.icon" />
<meta name="viewport" content="width=device-width, initial-scale=1.0" />
<meta name="theme-color" content="#22272e" />
</head>
<body>
<header><nav id="navigation">
<div class="m-container">
<div class="m-row">
<span id="m-navbar-brand" class="m-col-t-8 m-col-m-none m-left-m">
<a href="https://taskflow.github.io"><img src="taskflow_logo.png" alt="" />Taskflow</a> <span class="m-breadcrumb">|</span> <a href="index.html" class="m-thin">QuickStart</a>
</span>
<div class="m-col-t-4 m-hide-m m-text-right m-nopadr">
<a href="#search" class="m-doc-search-icon" title="Search" onclick="return showSearch()"><svg style="height: 0.9rem;" viewBox="0 0 16 16">
<path id="m-doc-search-icon-path" d="m6 0c-3.31 0-6 2.69-6 6 0 3.31 2.69 6 6 6 1.49 0 2.85-0.541 3.89-1.44-0.0164 0.338 0.147 0.759 0.5 1.15l3.22 3.79c0.552 0.614 1.45 0.665 2 0.115 0.55-0.55 0.499-1.45-0.115-2l-3.79-3.22c-0.392-0.353-0.812-0.515-1.15-0.5 0.895-1.05 1.44-2.41 1.44-3.89 0-3.31-2.69-6-6-6zm0 1.56a4.44 4.44 0 0 1 4.44 4.44 4.44 4.44 0 0 1-4.44 4.44 4.44 4.44 0 0 1-4.44-4.44 4.44 4.44 0 0 1 4.44-4.44z"/>
</svg></a>
<a id="m-navbar-show" href="#navigation" title="Show navigation"></a>
<a id="m-navbar-hide" href="#" title="Hide navigation"></a>
</div>
<div id="m-navbar-collapse" class="m-col-t-12 m-show-m m-col-m-none m-right-m">
<div class="m-row">
<ol class="m-col-t-6 m-col-m-none">
<li><a href="pages.html">Handbook</a></li>
<li><a href="namespaces.html">Namespaces</a></li>
</ol>
<ol class="m-col-t-6 m-col-m-none" start="3">
<li><a href="annotated.html">Classes</a></li>
<li><a href="files.html">Files</a></li>
<li class="m-show-m"><a href="#search" class="m-doc-search-icon" title="Search" onclick="return showSearch()"><svg style="height: 0.9rem;" viewBox="0 0 16 16">
<use href="#m-doc-search-icon-path" />
</svg></a></li>
</ol>
</div>
</div>
</div>
</div>
</nav></header>
<main><article>
<div class="m-container m-container-inflatable">
<div class="m-row">
<div class="m-col-l-10 m-push-l-1">
<h1>
<span class="m-breadcrumb"><a href="Cookbook.html">Cookbook</a> »</span>
Composable Tasking
</h1>
<nav class="m-block m-default">
<h3>Contents</h3>
<ul>
<li><a href="#ComposeATaskflow">Compose a Taskflow</a></li>
<li><a href="#CreateAModuleTaskFromATaskflow">Create a Module Task from a Taskflow</a></li>
<li><a href="#CreateACustomComposableGraph">Create a Custom Composable Graph</a></li>
</ul>
</nav>
<p>Composition is a key to improve the programmability of a complex workflow. This chapter describes how to create a large parallel graph through composition of modular and reusable blocks that are easier to optimize.</p><section id="ComposeATaskflow"><h2><a href="#ComposeATaskflow">Compose a Taskflow</a></h2><p>A powerful feature of Taskflow is its <em>composable</em> interface. You can break down a large parallel workload into smaller pieces each designed to run a specific task dependency graph. This largely facilitates the <em>modularity</em> of writing a parallel task program.</p><pre class="m-code"><span class="c1">// f1 has three independent tasks</span>
<span class="n">tf</span><span class="o">::</span><span class="n">Taskflow</span><span class="w"> </span><span class="n">f1</span><span class="p">;</span>
<span class="n">f1</span><span class="p">.</span><span class="n">name</span><span class="p">(</span><span class="s">"F1"</span><span class="p">);</span>
<span class="n">tf</span><span class="o">::</span><span class="n">Task</span><span class="w"> </span><span class="n">f1A</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">f1</span><span class="p">.</span><span class="n">emplace</span><span class="p">([</span><span class="o">&</span><span class="p">](){</span><span class="w"> </span><span class="n">std</span><span class="o">::</span><span class="n">cout</span><span class="w"> </span><span class="o"><<</span><span class="w"> </span><span class="s">"F1 TaskA</span><span class="se">\n</span><span class="s">"</span><span class="p">;</span><span class="w"> </span><span class="p">});</span>
<span class="n">tf</span><span class="o">::</span><span class="n">Task</span><span class="w"> </span><span class="n">f1B</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">f1</span><span class="p">.</span><span class="n">emplace</span><span class="p">([</span><span class="o">&</span><span class="p">](){</span><span class="w"> </span><span class="n">std</span><span class="o">::</span><span class="n">cout</span><span class="w"> </span><span class="o"><<</span><span class="w"> </span><span class="s">"F1 TaskB</span><span class="se">\n</span><span class="s">"</span><span class="p">;</span><span class="w"> </span><span class="p">});</span>
<span class="n">tf</span><span class="o">::</span><span class="n">Task</span><span class="w"> </span><span class="n">f1C</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">f1</span><span class="p">.</span><span class="n">emplace</span><span class="p">([</span><span class="o">&</span><span class="p">](){</span><span class="w"> </span><span class="n">std</span><span class="o">::</span><span class="n">cout</span><span class="w"> </span><span class="o"><<</span><span class="w"> </span><span class="s">"F1 TaskC</span><span class="se">\n</span><span class="s">"</span><span class="p">;</span><span class="w"> </span><span class="p">});</span>
<span class="n">f1A</span><span class="p">.</span><span class="n">name</span><span class="p">(</span><span class="s">"f1A"</span><span class="p">);</span>
<span class="n">f1B</span><span class="p">.</span><span class="n">name</span><span class="p">(</span><span class="s">"f1B"</span><span class="p">);</span>
<span class="n">f1C</span><span class="p">.</span><span class="n">name</span><span class="p">(</span><span class="s">"f1C"</span><span class="p">);</span>
<span class="n">f1A</span><span class="p">.</span><span class="n">precede</span><span class="p">(</span><span class="n">f1C</span><span class="p">);</span>
<span class="n">f1B</span><span class="p">.</span><span class="n">precede</span><span class="p">(</span><span class="n">f1C</span><span class="p">);</span>
<span class="c1">// f2A ---</span>
<span class="c1">// |----> f2C ----> f1_module_task ----> f2D</span>
<span class="c1">// f2B --- </span>
<span class="n">tf</span><span class="o">::</span><span class="n">Taskflow</span><span class="w"> </span><span class="n">f2</span><span class="p">;</span>
<span class="n">f2</span><span class="p">.</span><span class="n">name</span><span class="p">(</span><span class="s">"F2"</span><span class="p">);</span>
<span class="n">tf</span><span class="o">::</span><span class="n">Task</span><span class="w"> </span><span class="n">f2A</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">f2</span><span class="p">.</span><span class="n">emplace</span><span class="p">([</span><span class="o">&</span><span class="p">](){</span><span class="w"> </span><span class="n">std</span><span class="o">::</span><span class="n">cout</span><span class="w"> </span><span class="o"><<</span><span class="w"> </span><span class="s">" F2 TaskA</span><span class="se">\n</span><span class="s">"</span><span class="p">;</span><span class="w"> </span><span class="p">});</span>
<span class="n">tf</span><span class="o">::</span><span class="n">Task</span><span class="w"> </span><span class="n">f2B</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">f2</span><span class="p">.</span><span class="n">emplace</span><span class="p">([</span><span class="o">&</span><span class="p">](){</span><span class="w"> </span><span class="n">std</span><span class="o">::</span><span class="n">cout</span><span class="w"> </span><span class="o"><<</span><span class="w"> </span><span class="s">" F2 TaskB</span><span class="se">\n</span><span class="s">"</span><span class="p">;</span><span class="w"> </span><span class="p">});</span>
<span class="n">tf</span><span class="o">::</span><span class="n">Task</span><span class="w"> </span><span class="n">f2C</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">f2</span><span class="p">.</span><span class="n">emplace</span><span class="p">([</span><span class="o">&</span><span class="p">](){</span><span class="w"> </span><span class="n">std</span><span class="o">::</span><span class="n">cout</span><span class="w"> </span><span class="o"><<</span><span class="w"> </span><span class="s">" F2 TaskC</span><span class="se">\n</span><span class="s">"</span><span class="p">;</span><span class="w"> </span><span class="p">});</span>
<span class="n">tf</span><span class="o">::</span><span class="n">Task</span><span class="w"> </span><span class="n">f2D</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">f2</span><span class="p">.</span><span class="n">emplace</span><span class="p">([</span><span class="o">&</span><span class="p">](){</span><span class="w"> </span><span class="n">std</span><span class="o">::</span><span class="n">cout</span><span class="w"> </span><span class="o"><<</span><span class="w"> </span><span class="s">" F2 TaskD</span><span class="se">\n</span><span class="s">"</span><span class="p">;</span><span class="w"> </span><span class="p">});</span>
<span class="n">f2A</span><span class="p">.</span><span class="n">name</span><span class="p">(</span><span class="s">"f2A"</span><span class="p">);</span>
<span class="n">f2B</span><span class="p">.</span><span class="n">name</span><span class="p">(</span><span class="s">"f2B"</span><span class="p">);</span>
<span class="n">f2C</span><span class="p">.</span><span class="n">name</span><span class="p">(</span><span class="s">"f2C"</span><span class="p">);</span>
<span class="n">f2D</span><span class="p">.</span><span class="n">name</span><span class="p">(</span><span class="s">"f2D"</span><span class="p">);</span>
<span class="n">f2A</span><span class="p">.</span><span class="n">precede</span><span class="p">(</span><span class="n">f2C</span><span class="p">);</span>
<span class="n">f2B</span><span class="p">.</span><span class="n">precede</span><span class="p">(</span><span class="n">f2C</span><span class="p">);</span>
<span class="n">tf</span><span class="o">::</span><span class="n">Task</span><span class="w"> </span><span class="n">f1_module_task</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">f2</span><span class="p">.</span><span class="n">composed_of</span><span class="p">(</span><span class="n">f1</span><span class="p">).</span><span class="n">name</span><span class="p">(</span><span class="s">"module"</span><span class="p">);</span>
<span class="n">f2C</span><span class="p">.</span><span class="n">precede</span><span class="p">(</span><span class="n">f1_module_task</span><span class="p">);</span>
<span class="n">f1_module_task</span><span class="p">.</span><span class="n">precede</span><span class="p">(</span><span class="n">f2D</span><span class="p">);</span>
<span class="n">f2</span><span class="p">.</span><span class="n">dump</span><span class="p">(</span><span class="n">std</span><span class="o">::</span><span class="n">cout</span><span class="p">);</span></pre><div class="m-graph"><svg style="width: 31.600rem; height: 31.100rem;" viewBox="0.00 0.00 316.00 311.00">
<g transform="scale(1 1) rotate(0) translate(4 307)">
<title>Taskflow</title>
<g class="m-cluster">
<title>cluster_p0x7ffee9223970</title>
<polygon points="8,-8 8,-295 150,-295 150,-8 8,-8"/>
<text text-anchor="middle" x="79" y="-283" font-family="Helvetica,sans-Serif" font-size="10.00">Taskflow: F2</text>
</g>
<g class="m-cluster">
<title>cluster_p0x7ffee92238d0</title>
<polygon points="158,-152 158,-295 300,-295 300,-152 158,-152"/>
<text text-anchor="middle" x="229" y="-283" font-family="Helvetica,sans-Serif" font-size="10.00">Taskflow: F1</text>
</g>
<g class="m-node m-flat">
<title>p0x7f816f402b60</title>
<ellipse cx="115" cy="-250" rx="27" ry="18"/>
<text text-anchor="middle" x="115" y="-247.5" font-family="Helvetica,sans-Serif" font-size="10.00">f2A</text>
</g>
<g class="m-node m-flat">
<title>p0x7f816f402d80</title>
<ellipse cx="79" cy="-178" rx="27" ry="18"/>
<text text-anchor="middle" x="79" y="-175.5" font-family="Helvetica,sans-Serif" font-size="10.00">f2C</text>
</g>
<g class="m-edge">
<title>p0x7f816f402b60->p0x7f816f402d80</title>
<path d="M106.65,-232.76C102.29,-224.28 96.85,-213.71 91.96,-204.2"/>
<polygon points="94.99,-202.44 87.3,-195.15 88.77,-205.64 94.99,-202.44"/>
</g>
<g class="m-node m-flat">
<title>p0x7f816f402fa0</title>
<polygon points="140.5,-124 21.5,-124 17.5,-120 17.5,-88 136.5,-88 140.5,-92 140.5,-124"/>
<polyline points="136.5,-120 17.5,-120 "/>
<polyline points="136.5,-120 136.5,-88 "/>
<polyline points="136.5,-120 140.5,-124 "/>
<text text-anchor="middle" x="79" y="-103.5" font-family="Helvetica,sans-Serif" font-size="10.00">module [Taskflow: F1]</text>
</g>
<g class="m-edge">
<title>p0x7f816f402d80->p0x7f816f402fa0</title>
<path d="M79,-159.7C79,-151.98 79,-142.71 79,-134.11"/>
<polygon points="82.5,-134.1 79,-124.1 75.5,-134.1 82.5,-134.1"/>
</g>
<g class="m-node m-flat">
<title>p0x7f816f402c70</title>
<ellipse cx="43" cy="-250" rx="27" ry="18"/>
<text text-anchor="middle" x="43" y="-247.5" font-family="Helvetica,sans-Serif" font-size="10.00">f2B</text>
</g>
<g class="m-edge">
<title>p0x7f816f402c70->p0x7f816f402d80</title>
<path d="M51.35,-232.76C55.71,-224.28 61.15,-213.71 66.04,-204.2"/>
<polygon points="69.23,-205.64 70.7,-195.15 63.01,-202.44 69.23,-205.64"/>
</g>
<g class="m-node m-flat">
<title>p0x7f816f402e90</title>
<ellipse cx="79" cy="-34" rx="27" ry="18"/>
<text text-anchor="middle" x="79" y="-31.5" font-family="Helvetica,sans-Serif" font-size="10.00">f2D</text>
</g>
<g class="m-edge">
<title>p0x7f816f402fa0->p0x7f816f402e90</title>
<path d="M79,-87.7C79,-79.98 79,-70.71 79,-62.11"/>
<polygon points="82.5,-62.1 79,-52.1 75.5,-62.1 82.5,-62.1"/>
</g>
<g class="m-node m-flat">
<title>p0x7f816f402830</title>
<ellipse cx="265" cy="-250" rx="27" ry="18"/>
<text text-anchor="middle" x="265" y="-247.5" font-family="Helvetica,sans-Serif" font-size="10.00">f1A</text>
</g>
<g class="m-node m-flat">
<title>p0x7f816f402a50</title>
<ellipse cx="229" cy="-178" rx="27" ry="18"/>
<text text-anchor="middle" x="229" y="-175.5" font-family="Helvetica,sans-Serif" font-size="10.00">f1C</text>
</g>
<g class="m-edge">
<title>p0x7f816f402830->p0x7f816f402a50</title>
<path d="M256.65,-232.76C252.29,-224.28 246.85,-213.71 241.96,-204.2"/>
<polygon points="244.99,-202.44 237.3,-195.15 238.77,-205.64 244.99,-202.44"/>
</g>
<g class="m-node m-flat">
<title>p0x7f816f402940</title>
<ellipse cx="193" cy="-250" rx="27" ry="18"/>
<text text-anchor="middle" x="193" y="-247.5" font-family="Helvetica,sans-Serif" font-size="10.00">f1B</text>
</g>
<g class="m-edge">
<title>p0x7f816f402940->p0x7f816f402a50</title>
<path d="M201.35,-232.76C205.71,-224.28 211.15,-213.71 216.04,-204.2"/>
<polygon points="219.23,-205.64 220.7,-195.15 213.01,-202.44 219.23,-205.64"/>
</g>
</g>
</svg>
</div><p>The above example first constructs a taskflow consisting of three tasks, <code>f1A</code>, <code>f1B</code>, and <code>f1C</code>, where <code>f1A</code> and <code>f1B</code> execute before <code>f1C</code>. It then creates a second taskflow with four tasks, <code>f2A</code>, <code>f2B</code>, <code>f2C</code>, and <code>f2D</code>. The first taskflow is encapsulated as a module task using <a href="classtf_1_1FlowBuilder.html#ac6f22228d4c2ea2e643c4b0d42c0e92a" class="m-doc">Taskflow::<wbr />composed_of</a>, allowing it to be embedded within the second taskflow. Dependencies are then established so that <code>f2C</code> must complete before the module task begins, and the module task must finish before <code>f2D</code> executes, thereby integrating the two taskflows into a single execution graph with well-defined ordering constraints.</p></section><section id="CreateAModuleTaskFromATaskflow"><h2><a href="#CreateAModuleTaskFromATaskflow">Create a Module Task from a Taskflow</a></h2><p>The task created from <a href="classtf_1_1FlowBuilder.html#ac6f22228d4c2ea2e643c4b0d42c0e92a" class="m-doc">Taskflow::<wbr />composed_of</a> is a <em>module</em> task that runs on a pre-defined taskflow. A module task does not own the taskflow but maintains a soft mapping to the taskflow. You can create multiple module tasks from the same taskflow but only one module task can run at one time. For example, the following composition is valid. Even though the two module tasks <code>module1</code> and <code>module2</code> refer to the same taskflow <code>F1</code>, the dependency link prevents <code>F1</code> from multiple executions at the same time.</p><div class="m-graph"><svg style="width: 31.600rem; height: 38.300rem;" viewBox="0.00 0.00 316.00 383.00">
<g transform="scale(1 1) rotate(0) translate(4 379)">
<title>Taskflow</title>
<g class="m-cluster">
<title>cluster_p0x7ffee9223970</title>
<polygon points="8,-8 8,-367 150,-367 150,-8 8,-8"/>
<text text-anchor="middle" x="79" y="-355" font-family="Helvetica,sans-Serif" font-size="10.00">Taskflow: F2</text>
</g>
<g class="m-cluster">
<title>cluster_p0x7ffee92238d0</title>
<polygon points="158,-224 158,-367 300,-367 300,-224 158,-224"/>
<text text-anchor="middle" x="229" y="-355" font-family="Helvetica,sans-Serif" font-size="10.00">Taskflow: F1</text>
</g>
<g class="m-node m-flat">
<title>p0x7f816f402b60</title>
<ellipse cx="115" cy="-322" rx="27" ry="18"/>
<text text-anchor="middle" x="115" y="-319.5" font-family="Helvetica,sans-Serif" font-size="10.00">f2A</text>
</g>
<g class="m-node m-flat">
<title>p0x7f816f402d80</title>
<ellipse cx="79" cy="-250" rx="27" ry="18"/>
<text text-anchor="middle" x="79" y="-247.5" font-family="Helvetica,sans-Serif" font-size="10.00">f2C</text>
</g>
<g class="m-edge">
<title>p0x7f816f402b60->p0x7f816f402d80</title>
<path d="M106.65,-304.76C102.29,-296.28 96.85,-285.71 91.96,-276.2"/>
<polygon points="94.99,-274.44 87.3,-267.15 88.77,-277.64 94.99,-274.44"/>
</g>
<g class="m-node m-flat">
<title>p0x7f816f402fa0</title>
<polygon points="140.5,-196 21.5,-196 17.5,-192 17.5,-160 136.5,-160 140.5,-164 140.5,-196"/>
<polyline points="136.5,-192 17.5,-192 "/>
<polyline points="136.5,-192 136.5,-160 "/>
<polyline points="136.5,-192 140.5,-196 "/>
<text text-anchor="middle" x="79" y="-175.5" font-family="Helvetica,sans-Serif" font-size="10.00">module [Taskflow: F1]</text>
</g>
<g class="m-edge">
<title>p0x7f816f402d80->p0x7f816f402fa0</title>
<path d="M79,-231.7C79,-223.98 79,-214.71 79,-206.11"/>
<polygon points="82.5,-206.1 79,-196.1 75.5,-206.1 82.5,-206.1"/>
</g>
<g class="m-node m-flat">
<title>p0x7f816f402c70</title>
<ellipse cx="43" cy="-322" rx="27" ry="18"/>
<text text-anchor="middle" x="43" y="-319.5" font-family="Helvetica,sans-Serif" font-size="10.00">f2B</text>
</g>
<g class="m-edge">
<title>p0x7f816f402c70->p0x7f816f402d80</title>
<path d="M51.35,-304.76C55.71,-296.28 61.15,-285.71 66.04,-276.2"/>
<polygon points="69.23,-277.64 70.7,-267.15 63.01,-274.44 69.23,-277.64"/>
</g>
<g class="m-node m-flat">
<title>p0x7f816f402fa1</title>
<polygon points="140.5,-124 21.5,-124 17.5,-120 17.5,-88 136.5,-88 140.5,-92 140.5,-124"/>
<polyline points="136.5,-120 17.5,-120 "/>
<polyline points="136.5,-120 136.5,-88 "/>
<polyline points="136.5,-120 140.5,-124 "/>
<text text-anchor="middle" x="79" y="-103.5" font-family="Helvetica,sans-Serif" font-size="10.00">module [Taskflow: F1]</text>
</g>
<g class="m-edge">
<title>p0x7f816f402fa0->p0x7f816f402fa1</title>
<path d="M79,-159.7C79,-151.98 79,-142.71 79,-134.11"/>
<polygon points="82.5,-134.1 79,-124.1 75.5,-134.1 82.5,-134.1"/>
</g>
<g class="m-node m-flat">
<title>p0x7f816f402e90</title>
<ellipse cx="79" cy="-34" rx="27" ry="18"/>
<text text-anchor="middle" x="79" y="-31.5" font-family="Helvetica,sans-Serif" font-size="10.00">f2D</text>
</g>
<g class="m-edge">
<title>p0x7f816f402fa1->p0x7f816f402e90</title>
<path d="M79,-87.7C79,-79.98 79,-70.71 79,-62.11"/>
<polygon points="82.5,-62.1 79,-52.1 75.5,-62.1 82.5,-62.1"/>
</g>
<g class="m-node m-flat">
<title>p0x7f816f402830</title>
<ellipse cx="265" cy="-322" rx="27" ry="18"/>
<text text-anchor="middle" x="265" y="-319.5" font-family="Helvetica,sans-Serif" font-size="10.00">f1A</text>
</g>
<g class="m-node m-flat">
<title>p0x7f816f402a50</title>
<ellipse cx="229" cy="-250" rx="27" ry="18"/>
<text text-anchor="middle" x="229" y="-247.5" font-family="Helvetica,sans-Serif" font-size="10.00">f1C</text>
</g>
<g class="m-edge">
<title>p0x7f816f402830->p0x7f816f402a50</title>
<path d="M256.65,-304.76C252.29,-296.28 246.85,-285.71 241.96,-276.2"/>
<polygon points="244.99,-274.44 237.3,-267.15 238.77,-277.64 244.99,-274.44"/>
</g>
<g class="m-node m-flat">
<title>p0x7f816f402940</title>
<ellipse cx="193" cy="-322" rx="27" ry="18"/>
<text text-anchor="middle" x="193" y="-319.5" font-family="Helvetica,sans-Serif" font-size="10.00">f1B</text>
</g>
<g class="m-edge">
<title>p0x7f816f402940->p0x7f816f402a50</title>
<path d="M201.35,-304.76C205.71,-296.28 211.15,-285.71 216.04,-276.2"/>
<polygon points="219.23,-277.64 220.7,-267.15 213.01,-274.44 219.23,-277.64"/>
</g>
</g>
</svg>
</div><p>However, the following composition is <em>invalid</em>. Both module tasks refer to the same taskflow. They can not run at the same time because they are associated with the same graph.</p><div class="m-graph"><svg style="width: 45.500rem; height: 31.100rem;" viewBox="0.00 0.00 455.00 311.00">
<g transform="scale(1 1) rotate(0) translate(4 307)">
<title>Taskflow</title>
<g class="m-cluster">
<title>cluster_p0x7ffee9223970</title>
<polygon points="8,-8 8,-295 289,-295 289,-8 8,-8"/>
<text text-anchor="middle" x="148.5" y="-283" font-family="Helvetica,sans-Serif" font-size="10.00">Taskflow: F2</text>
</g>
<g class="m-cluster">
<title>cluster_p0x7ffee92238d0</title>
<polygon points="297,-152 297,-295 439,-295 439,-152 297,-152"/>
<text text-anchor="middle" x="368" y="-283" font-family="Helvetica,sans-Serif" font-size="10.00">Taskflow: F1</text>
</g>
<g class="m-node m-flat">
<title>p0x7f816f402b60</title>
<ellipse cx="132" cy="-250" rx="27" ry="18"/>
<text text-anchor="middle" x="132" y="-247.5" font-family="Helvetica,sans-Serif" font-size="10.00">f2A</text>
</g>
<g class="m-node m-flat">
<title>p0x7f816f402d80</title>
<ellipse cx="105" cy="-178" rx="27" ry="18"/>
<text text-anchor="middle" x="105" y="-175.5" font-family="Helvetica,sans-Serif" font-size="10.00">f2C</text>
</g>
<g class="m-edge">
<title>p0x7f816f402b60->p0x7f816f402d80</title>
<path d="M125.6,-232.41C122.49,-224.34 118.67,-214.43 115.17,-205.35"/>
<polygon points="118.4,-204.03 111.54,-195.96 111.87,-206.55 118.4,-204.03"/>
</g>
<g class="m-node m-flat">
<title>p0x7f816f402fa0</title>
<polygon points="139.5,-124 20.5,-124 16.5,-120 16.5,-88 135.5,-88 139.5,-92 139.5,-124"/>
<polyline points="135.5,-120 16.5,-120 "/>
<polyline points="135.5,-120 135.5,-88 "/>
<polyline points="135.5,-120 139.5,-124 "/>
<text text-anchor="middle" x="78" y="-103.5" font-family="Helvetica,sans-Serif" font-size="10.00">module [Taskflow: F1]</text>
</g>
<g class="m-edge">
<title>p0x7f816f402d80->p0x7f816f402fa0</title>
<path d="M98.6,-160.41C95.56,-152.54 91.86,-142.93 88.43,-134.04"/>
<polygon points="91.59,-132.52 84.73,-124.45 85.06,-135.04 91.59,-132.52"/>
</g>
<g class="m-node m-flat">
<title>p0x7f816f402fa1</title>
<polygon points="280.5,-124 161.5,-124 157.5,-120 157.5,-88 276.5,-88 280.5,-92 280.5,-124"/>
<polyline points="276.5,-120 157.5,-120 "/>
<polyline points="276.5,-120 276.5,-88 "/>
<polyline points="276.5,-120 280.5,-124 "/>
<text text-anchor="middle" x="219" y="-103.5" font-family="Helvetica,sans-Serif" font-size="10.00">module [Taskflow: F1]</text>
</g>
<g class="m-edge">
<title>p0x7f816f402d80->p0x7f816f402fa1</title>
<path d="M124.34,-165.13C140.2,-155.38 163.12,-141.32 182.42,-129.46"/>
<polygon points="184.31,-132.41 191,-124.19 180.65,-126.44 184.31,-132.41"/>
</g>
<g class="m-node m-flat">
<title>p0x7f816f402c70</title>
<ellipse cx="60" cy="-250" rx="27" ry="18"/>
<text text-anchor="middle" x="60" y="-247.5" font-family="Helvetica,sans-Serif" font-size="10.00">f2B</text>
</g>
<g class="m-edge">
<title>p0x7f816f402c70->p0x7f816f402d80</title>
<path d="M70.21,-233.12C75.85,-224.34 82.97,-213.26 89.3,-203.42"/>
<polygon points="92.37,-205.13 94.83,-194.82 86.48,-201.34 92.37,-205.13"/>
</g>
<g class="m-node m-flat">
<title>p0x7f816f402e90</title>
<ellipse cx="148" cy="-34" rx="27" ry="18"/>
<text text-anchor="middle" x="148" y="-31.5" font-family="Helvetica,sans-Serif" font-size="10.00">f2D</text>
</g>
<g class="m-edge">
<title>p0x7f816f402fa0->p0x7f816f402e90</title>
<path d="M95.3,-87.7C104.72,-78.28 116.47,-66.53 126.47,-56.53"/>
<polygon points="129.12,-58.82 133.72,-49.28 124.18,-53.88 129.12,-58.82"/>
</g>
<g class="m-edge">
<title>p0x7f816f402fa1->p0x7f816f402e90</title>
<path d="M201.45,-87.7C191.89,-78.28 179.98,-66.53 169.83,-56.53"/>
<polygon points="172.06,-53.81 162.48,-49.28 167.15,-58.79 172.06,-53.81"/>
</g>
<g class="m-node m-flat">
<title>p0x7f816f402830</title>
<ellipse cx="404" cy="-250" rx="27" ry="18"/>
<text text-anchor="middle" x="404" y="-247.5" font-family="Helvetica,sans-Serif" font-size="10.00">f1A</text>
</g>
<g class="m-node m-flat">
<title>p0x7f816f402a50</title>
<ellipse cx="368" cy="-178" rx="27" ry="18"/>
<text text-anchor="middle" x="368" y="-175.5" font-family="Helvetica,sans-Serif" font-size="10.00">f1C</text>
</g>
<g class="m-edge">
<title>p0x7f816f402830->p0x7f816f402a50</title>
<path d="M395.65,-232.76C391.29,-224.28 385.85,-213.71 380.96,-204.2"/>
<polygon points="383.99,-202.44 376.3,-195.15 377.77,-205.64 383.99,-202.44"/>
</g>
<g class="m-node m-flat">
<title>p0x7f816f402940</title>
<ellipse cx="332" cy="-250" rx="27" ry="18"/>
<text text-anchor="middle" x="332" y="-247.5" font-family="Helvetica,sans-Serif" font-size="10.00">f1B</text>
</g>
<g class="m-edge">
<title>p0x7f816f402940->p0x7f816f402a50</title>
<path d="M340.35,-232.76C344.71,-224.28 350.15,-213.71 355.04,-204.2"/>
<polygon points="358.23,-205.64 359.7,-195.15 352.01,-202.44 358.23,-205.64"/>
</g>
</g>
</svg>
</div></section><section id="CreateACustomComposableGraph"><h2><a href="#CreateACustomComposableGraph">Create a Custom Composable Graph</a></h2><p>Taskflow allows you to create a custom graph object that can participate in the scheduling using composition. To become a module task, your class <code>T</code> must define the method <code>T::graph()</code> that returns a reference to the <a href="classtf_1_1Graph.html" class="m-doc">tf::<wbr />Graph</a> object managed by <code>T</code>. The following example defines a custom graph object that can be assembled in a taskflow through composition:</p><pre class="m-code"><span class="w"> </span><span class="mi">1</span><span class="o">:</span><span class="w"> </span><span class="k">struct</span><span class="w"> </span><span class="nc">CustomGraph</span><span class="w"> </span><span class="p">{</span>
<span class="w"> </span><span class="mi">2</span><span class="o">:</span><span class="w"> </span><span class="n">tf</span><span class="o">::</span><span class="n">Graph</span><span class="w"> </span><span class="n">graph</span><span class="p">;</span>
<span class="w"> </span><span class="mi">3</span><span class="o">:</span><span class="w"> </span><span class="n">CustomGraph</span><span class="p">()</span><span class="w"> </span><span class="p">{</span>
<span class="w"> </span><span class="mi">4</span><span class="o">:</span><span class="w"> </span><span class="n">tf</span><span class="o">::</span><span class="n">FlowBuilder</span><span class="w"> </span><span class="n">builder</span><span class="p">(</span><span class="n">graph</span><span class="p">);</span><span class="w"> </span><span class="c1">// inherit all task builders in tf::Taskflow</span>
<span class="w"> </span><span class="mi">5</span><span class="o">:</span><span class="w"> </span><span class="n">tf</span><span class="o">::</span><span class="n">Task</span><span class="w"> </span><span class="n">task</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">builder</span><span class="p">.</span><span class="n">emplace</span><span class="p">([](){</span>
<span class="w"> </span><span class="mi">6</span><span class="o">:</span><span class="w"> </span><span class="n">std</span><span class="o">::</span><span class="n">cout</span><span class="w"> </span><span class="o"><<</span><span class="w"> </span><span class="s">"a task</span><span class="se">\n</span><span class="s">"</span><span class="p">;</span><span class="w"> </span><span class="c1">// static task</span>
<span class="w"> </span><span class="mi">7</span><span class="o">:</span><span class="w"> </span><span class="p">});</span>
<span class="w"> </span><span class="mi">8</span><span class="o">:</span><span class="w"> </span><span class="p">}</span>
<span class="w"> </span><span class="mi">9</span><span class="o">:</span><span class="w"> </span><span class="c1">// returns a reference to the graph for taskflow composition</span>
<span class="mi">10</span><span class="o">:</span><span class="w"> </span><span class="n">Graph</span><span class="o">&</span><span class="w"> </span><span class="n">graph</span><span class="p">()</span><span class="w"> </span><span class="p">{</span><span class="w"> </span><span class="k">return</span><span class="w"> </span><span class="n">graph</span><span class="p">;</span><span class="w"> </span><span class="p">}</span>
<span class="mi">11</span><span class="o">:</span><span class="w"> </span><span class="p">};</span>
<span class="mi">12</span><span class="o">:</span>
<span class="mi">13</span><span class="o">:</span><span class="w"> </span><span class="n">CustomGraph</span><span class="w"> </span><span class="n">obj</span><span class="p">;</span>
<span class="mi">14</span><span class="o">:</span><span class="w"> </span><span class="n">tf</span><span class="o">::</span><span class="n">Task</span><span class="w"> </span><span class="n">comp</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">taskflow</span><span class="p">.</span><span class="n">composed_of</span><span class="p">(</span><span class="n">obj</span><span class="p">);</span></pre><p>The above code defines a custom graph that can participate in taskflow composition. The graph object is represented using <a href="classtf_1_1Graph.html" class="m-doc">tf::<wbr />Graph</a>, and its constructor builds the internal task graph through <a href="classtf_1_1FlowBuilder.html" class="m-doc">tf::<wbr />FlowBuilder</a>. To support composition, the graph implements the required interface method (<code><a href="classtf_1_1Graph.html" class="m-doc">Graph</a>& graph()</code>) that exposes its internal structure to the Taskflow runtime. With this interface in place, the custom graph can then be instantiated as a module task within a larger taskflow, enabling it to be seamlessly composed and scheduled alongside other tasks.</p><aside class="m-note m-warning"><h4>Attention</h4><p>Users are responsible for ensuring the given target remains valid throughout its execution. The executor does not assume ownership of the target object.</p></aside></section>
</div>
</div>
</div>
</article></main>
<div class="m-doc-search" id="search">
<a href="#!" onclick="return hideSearch()"></a>
<div class="m-container">
<div class="m-row">
<div class="m-col-m-8 m-push-m-2">
<div class="m-doc-search-header m-text m-small">
<div><span class="m-label m-default">Tab</span> / <span class="m-label m-default">T</span> to search, <span class="m-label m-default">Esc</span> to close</div>
<div id="search-symbolcount">…</div>
</div>
<div class="m-doc-search-content">
<form>
<input type="search" name="q" id="search-input" placeholder="Loading …" disabled="disabled" autofocus="autofocus" autocomplete="off" spellcheck="false" />
</form>
<noscript class="m-text m-danger m-text-center">Unlike everything else in the docs, the search functionality <em>requires</em> JavaScript.</noscript>
<div id="search-help" class="m-text m-dim m-text-center">
<p class="m-noindent">Search for symbols, directories, files, pages or
modules. You can omit any prefix from the symbol or file path; adding a
<code>:</code> or <code>/</code> suffix lists all members of given symbol or
directory.</p>
<p class="m-noindent">Use <span class="m-label m-dim">↓</span>
/ <span class="m-label m-dim">↑</span> to navigate through the list,
<span class="m-label m-dim">Enter</span> to go.
<span class="m-label m-dim">Tab</span> autocompletes common prefix, you can
copy a link to the result using <span class="m-label m-dim">⌘</span>
<span class="m-label m-dim">L</span> while <span class="m-label m-dim">⌘</span>
<span class="m-label m-dim">M</span> produces a Markdown link.</p>
</div>
<div id="search-notfound" class="m-text m-warning m-text-center">Sorry, nothing was found.</div>
<ul id="search-results"></ul>
</div>
</div>
</div>
</div>
</div>
<script src="search-v2.js"></script>
<script src="searchdata-v2.js" async="async"></script>
<footer><nav>
<div class="m-container">
<div class="m-row">
<div class="m-col-l-10 m-push-l-1">
<p>Taskflow handbook is part of the <a href="https://taskflow.github.io">Taskflow project</a>, copyright © <a href="https://tsung-wei-huang.github.io/">Dr. Tsung-Wei Huang</a>, 2018–2026.<br />Generated by <a href="https://doxygen.org/">Doxygen</a> 1.9.1 and <a href="https://mcss.mosra.cz/">m.css</a>.</p>
</div>
</div>
</div>
</nav></footer>
</body>
</html>