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
|
<!DOCTYPE html>
<html><head>
<meta http-equiv="Content-Type" content="text/html; charset=UTF-8"/>
<title>highlight.stan</title>
<meta name="generator" content="KF5::SyntaxHighlighting - Definition (Stan) - Theme (Breeze Dark)"/>
</head><body style="background-color:#232629;color:#cfcfc2"><pre>
<span style="color:#7a7c7d">/* Stan Highlighting Example</span>
<span style="color:#7a7c7d"> This file contains a syntatically correct but nonsensical Stan program that</span>
<span style="color:#7a7c7d"> includes almost every feature of the language needed to validate syntax</span>
<span style="color:#7a7c7d"> highlighters. It will compile (as of Stan 2.17.1), but it does nothing</span>
<span style="color:#7a7c7d"> useful.</span>
<span style="color:#7a7c7d"> Author: Jeffrey Arnold <jeffrey.anold@gmail.com></span>
<span style="color:#7a7c7d"> Copyright: Jeffrey Arnold (2018)</span>
<span style="color:#7a7c7d"> License: MIT</span>
<span style="color:#7a7c7d">*/</span>
<span style="color:#7a7c7d">// line comment</span>
<span style="color:#7a7c7d"># deprecated line comment</span>
<span style="font-weight:bold">functions</span> {
<span style="color:#7a7c7d">#include stuff.stan</span>
<span style="color:#7a7c7d">#include "morestuff.stan"</span>
<span style="color:#7a7c7d">#include 'moststuff.stan'</span>
<span style="color:#7a7c7d">#include <evenmorestuff.stan></span>
<span style="color:#7a7c7d">// declarations</span>
<span style="color:#2980b9">void</span> oof(<span style="color:#2980b9">real</span> x);
<span style="color:#7a7c7d">// definitions</span>
<span style="color:#7a7c7d">// return types</span>
<span style="color:#2980b9">void</span> oof(<span style="color:#2980b9">real</span> x) {
<span style="font-weight:bold">print</span>(<span style="color:#f44f4f">"print "</span>, x);
}
<span style="color:#7a7c7d">/*</span>
<span style="color:#7a7c7d"> </span><span style="color:#3f8058">@param</span><span style="color:#7a7c7d"> x A number</span>
<span style="color:#7a7c7d"> </span><span style="color:#3f8058">@return</span><span style="color:#7a7c7d"> x + 1</span>
<span style="color:#7a7c7d"> */</span>
<span style="color:#2980b9">real</span> foo(<span style="color:#2980b9">real</span> x) {
<span style="color:#fdbc4b;font-weight:bold">return</span> x;
}
<span style="color:#2980b9">int</span> bar(<span style="color:#2980b9">int</span> x) {
<span style="color:#fdbc4b;font-weight:bold">return</span> x;
}
<span style="color:#2980b9">vector</span> baz(<span style="color:#2980b9">vector</span> x) {
<span style="color:#fdbc4b;font-weight:bold">return</span> x;
}
<span style="color:#2980b9">row_vector</span> qux(<span style="color:#2980b9">row_vector</span> x) {
<span style="color:#fdbc4b;font-weight:bold">return</span> x;
}
<span style="color:#2980b9">matrix</span> quux(<span style="color:#2980b9">matrix</span> x) {
<span style="color:#fdbc4b;font-weight:bold">return</span> x;
}
<span style="color:#7a7c7d">// numbers of arguments</span>
<span style="color:#2980b9">void</span> corge() {
<span style="font-weight:bold">print</span>(<span style="color:#f44f4f">"no parameters"</span>);
}
<span style="color:#2980b9">void</span> grault(<span style="color:#2980b9">int</span> a, <span style="color:#2980b9">real</span> b, <span style="color:#2980b9">vector</span> c, <span style="color:#2980b9">row_vector</span> d, <span style="color:#2980b9">matrix</span> f) {
<span style="font-weight:bold">print</span>(<span style="color:#f44f4f">"many parameters"</span>);
}
<span style="color:#2980b9">void</span> garply(<span style="color:#2980b9">real</span> a, <span style="color:#2980b9">real</span>[] b, <span style="color:#2980b9">real</span>[,] c, <span style="color:#2980b9">real</span>[,,] d) {
<span style="font-weight:bold">print</span>(<span style="color:#f44f4f">"array arguments"</span>);
}
<span style="color:#7a7c7d">// array return types</span>
<span style="color:#2980b9">int</span>[] waldo(<span style="color:#2980b9">int</span>[] x) {
<span style="color:#fdbc4b;font-weight:bold">return</span> x;
}
<span style="color:#2980b9">int</span>[,] fred(<span style="color:#2980b9">int</span>[,] x) {
<span style="color:#fdbc4b;font-weight:bold">return</span> x;
}
<span style="color:#2980b9">int</span>[,,] plough(<span style="color:#2980b9">int</span>[,,] x) {
<span style="color:#fdbc4b;font-weight:bold">return</span> x;
}
<span style="color:#7a7c7d">// data only function argument</span>
<span style="color:#2980b9">real</span> plugh(<span style="font-weight:bold">data</span> <span style="color:#2980b9">real</span> x) {
<span style="color:#fdbc4b;font-weight:bold">return</span> x;
}
<span style="color:#7a7c7d">// ode function</span>
<span style="color:#2980b9">real</span>[] ode_func(<span style="color:#2980b9">real</span> a, <span style="color:#2980b9">real</span>[] b, <span style="color:#2980b9">real</span>[] c, <span style="color:#2980b9">real</span>[] d, <span style="color:#2980b9">int</span>[] e) {
<span style="color:#fdbc4b;font-weight:bold">return</span> b;
}
}
<span style="font-weight:bold">data</span> {
<span style="color:#7a7c7d">// non-int variable types</span>
<span style="color:#2980b9">int</span> x_int;
<span style="color:#2980b9">real</span> x_real;
<span style="color:#2980b9">real</span> y_real;
<span style="color:#2980b9">vector</span>[<span style="color:#f67400">1</span>] x_vector;
<span style="color:#2980b9">ordered</span>[<span style="color:#f67400">1</span>] x_ordered;
<span style="color:#2980b9">positive_ordered</span>[<span style="color:#f67400">1</span>] x_positive_ordered;
<span style="color:#2980b9">simplex</span>[<span style="color:#f67400">1</span>] x_simplex;
<span style="color:#2980b9">unit_vector</span>[<span style="color:#f67400">1</span>] x_unit_vector;
<span style="color:#2980b9">row_vector</span>[<span style="color:#f67400">1</span>] x_row_vector;
<span style="color:#2980b9">matrix</span>[<span style="color:#f67400">1</span>, <span style="color:#f67400">1</span>] x_matrix;
<span style="color:#2980b9">cholesky_factor_corr</span>[<span style="color:#f67400">2</span>] x_cholesky_factor_corr;
<span style="color:#2980b9">cholesky_factor_cov</span>[<span style="color:#f67400">2</span>] x_cholesky_factor_cov;
<span style="color:#2980b9">cholesky_factor_cov</span>[<span style="color:#f67400">2</span>, <span style="color:#f67400">3</span>] x_cholesky_factor_cov_2;
<span style="color:#2980b9">corr_matrix</span>[<span style="color:#f67400">2</span>] x_corr_matrix;
<span style="color:#2980b9">cov_matrix</span>[<span style="color:#f67400">2</span>] x_cov_matrix;
<span style="color:#7a7c7d">// range constraints</span>
<span style="color:#2980b9">real</span><<span style="font-weight:bold">lower</span> = <span style="color:#f67400">0.</span>, <span style="font-weight:bold">upper</span> = <span style="color:#f67400">1.</span>> alpha;
<span style="color:#2980b9">real</span><<span style="font-weight:bold">lower</span> = <span style="color:#f67400">0.</span>> bravo;
<span style="color:#2980b9">real</span><<span style="font-weight:bold">upper</span> = <span style="color:#f67400">1.</span>> charlie;
<span style="color:#7a7c7d">// arrays</span>
<span style="color:#2980b9">int</span> echo[<span style="color:#f67400">1</span>];
<span style="color:#2980b9">int</span> foxtrot[<span style="color:#f67400">1</span>, <span style="color:#f67400">1</span>];
<span style="color:#2980b9">int</span> golf[<span style="color:#f67400">1</span>, <span style="color:#f67400">1</span>, <span style="color:#f67400">1</span>];
<span style="color:#7a7c7d">// identifier with all valid letters</span>
<span style="color:#2980b9">real</span> abcdefghijklmnopqrstuvwxyzABCDEFGHIJKLMNOPQRSTUVWXYZ_0123456789;
<span style="color:#7a7c7d">// hard pattern</span>
<span style="color:#2980b9">real</span><<span style="font-weight:bold">lower</span> = (bravo < charlie), <span style="font-weight:bold">upper</span> = (bravo > charlie)> ranger;
<span style="color:#7a7c7d">// identifier patterns</span>
<span style="color:#2980b9">real</span> a;
<span style="color:#2980b9">real</span> a3;
<span style="color:#2980b9">real</span> a_3;
<span style="color:#2980b9">real</span> Sigma;
<span style="color:#2980b9">real</span> my_cpp_style_variable;
<span style="color:#2980b9">real</span> myCamelCaseVariable;
<span style="color:#2980b9">real</span> abcdefghijklmnojk;
<span style="color:#7a7c7d">// names beginning with keywords</span>
<span style="color:#2980b9">real</span> iffffff;
<span style="color:#2980b9">real</span> whilest;
<span style="color:#7a7c7d">// name ending with truncation</span>
<span style="color:#2980b9">real</span> fooT;
<span style="color:#7a7c7d">// new array syntax</span>
<span style="color:#2980b9">array</span> [N] <span style="color:#2980b9">real</span> foo_new;
}
<span style="font-weight:bold">transformed data</span> {
<span style="color:#7a7c7d">// declaration and assignment</span>
<span style="color:#2980b9">int</span> india = <span style="color:#f67400">1</span>;
<span style="color:#2980b9">real</span> romeo = <span style="color:#f67400">1.0</span>;
<span style="color:#2980b9">row_vector</span>[<span style="color:#f67400">2</span>] victor = [<span style="color:#f67400">1</span>, <span style="color:#f67400">2</span>];
<span style="color:#2980b9">matrix</span>[<span style="color:#f67400">2</span>, <span style="color:#f67400">2</span>] mike = [[<span style="color:#f67400">1</span>, <span style="color:#f67400">2</span>], [<span style="color:#f67400">3</span>, <span style="color:#f67400">4</span>]];
<span style="color:#2980b9">real</span> sierra[<span style="color:#f67400">2</span>] = {<span style="color:#f67400">1.</span>, <span style="color:#f67400">2.</span>};
<span style="color:#2980b9">complex</span> zulu = <span style="color:#f67400">3</span>+<span style="color:#f67400">4.1i</span>;
}
<span style="font-weight:bold">parameters</span> {
<span style="color:#2980b9">real</span> hotel;
<span style="color:#2980b9">real</span><<span style="color:#2980b9">offset</span> = <span style="color:#f67400">0.</span>, <span style="color:#2980b9">multiplier</span> = <span style="color:#f67400">1.</span>> alpha;
<span style="color:#2980b9">sum_to_zero_vector</span>[<span style="color:#f67400">3</span>] zero_sum_game;
}
<span style="font-weight:bold">transformed parameters</span> {
<span style="color:#2980b9">real</span> juliette;
juliette = hotel * <span style="color:#f67400">2.</span>;
<span style="color:#7a7c7d">// increment log-determinant of the jacobian</span>
<span style="font-weight:bold">jacobian +=</span> <span style="color:#f67400">1.</span>;
}
<span style="font-weight:bold">model</span> {
<span style="color:#2980b9">real</span> x;
<span style="color:#2980b9">int</span> k;
<span style="color:#2980b9">vector</span>[<span style="color:#f67400">2</span>] y = [<span style="color:#f67400">1.</span>, <span style="color:#f67400">1.</span>]';
<span style="color:#2980b9">matrix</span>[<span style="color:#f67400">2</span>, <span style="color:#f67400">2</span>] A = [[<span style="color:#f67400">1.</span>, <span style="color:#f67400">1.</span>], [<span style="color:#f67400">1.</span>, <span style="color:#f67400">1.</span>]];
<span style="color:#2980b9">real</span> odeout[<span style="color:#f67400">2</span>, <span style="color:#f67400">2</span>];
<span style="color:#2980b9">real</span> algout[<span style="color:#f67400">2</span>, <span style="color:#f67400">2</span>];
<span style="color:#7a7c7d">// if else statements</span>
<span style="color:#fdbc4b;font-weight:bold">if</span> (x_real < <span style="color:#f67400">0</span>) x = <span style="color:#f67400">0.</span>;
<span style="color:#fdbc4b;font-weight:bold">if</span> (x_real < <span style="color:#f67400">0</span>) {
x = <span style="color:#f67400">0.</span>;
}
<span style="color:#fdbc4b;font-weight:bold">if</span> (x_real < <span style="color:#f67400">0</span>) x = <span style="color:#f67400">0.</span>;
<span style="color:#fdbc4b;font-weight:bold">else</span> x = <span style="color:#f67400">1.</span>;
<span style="color:#fdbc4b;font-weight:bold">if</span> (x_real < <span style="color:#f67400">0</span>) {
x = <span style="color:#f67400">0.</span>;
} <span style="color:#fdbc4b;font-weight:bold">else</span> {
x = <span style="color:#f67400">1.</span>;
}
<span style="color:#fdbc4b;font-weight:bold">if</span> (x_real < <span style="color:#f67400">0</span>) x = <span style="color:#f67400">0.</span>;
<span style="color:#fdbc4b;font-weight:bold">else</span> <span style="color:#fdbc4b;font-weight:bold">if</span> (x_real > <span style="color:#f67400">1</span>) x = <span style="color:#f67400">1.</span>;
<span style="color:#fdbc4b;font-weight:bold">else</span> x = <span style="color:#f67400">0.5</span>;
<span style="color:#fdbc4b;font-weight:bold">if</span> (x_real < <span style="color:#f67400">0</span>) {
x = <span style="color:#f67400">0.</span>;
} <span style="color:#fdbc4b;font-weight:bold">else</span> <span style="color:#fdbc4b;font-weight:bold">if</span> (x_real > <span style="color:#f67400">1</span>) {
x = <span style="color:#f67400">1.</span>;
} <span style="color:#fdbc4b;font-weight:bold">else</span> {
x = <span style="color:#f67400">0.5</span>;
}
<span style="color:#7a7c7d">// for loops</span>
<span style="color:#fdbc4b;font-weight:bold">for</span> (i <span style="color:#fdbc4b;font-weight:bold">in</span> <span style="color:#f67400">1</span>:<span style="color:#f67400">5</span>) {
<span style="font-weight:bold">print</span>(<span style="color:#f44f4f">"i = "</span>, i);
}
<span style="color:#7a7c7d">// for (j in echo) {</span>
<span style="color:#7a7c7d">// print("j = ", j);</span>
<span style="color:#7a7c7d">// }</span>
<span style="color:#7a7c7d">// while loop</span>
<span style="color:#fdbc4b;font-weight:bold">while</span> (<span style="color:#f67400">1</span>) {
<span style="color:#fdbc4b;font-weight:bold">break</span>;
<span style="color:#fdbc4b;font-weight:bold">continue</span>;
}
<span style="color:#7a7c7d">// reject statement</span>
<span style="font-weight:bold">reject</span>(<span style="color:#f44f4f">"reject statment "</span>, x_real);
<span style="color:#7a7c7d">// print statement</span>
<span style="font-weight:bold">print</span>(<span style="color:#f44f4f">"print statement "</span>, x_real);
<span style="font-weight:bold">print</span>(<span style="color:#f44f4f">"abcdefghijklmnopqrstuvwxyzABCDEFGHIJKLMNOPQRSTUVWXYZ0123456789_~@#$%^&*`'-+={}[].,;: "</span>);
<span style="color:#7a7c7d">// fatal_error statement (hard exit)</span>
<span style="font-weight:bold">fatal_error</span>(<span style="color:#f44f4f">"fatal error statement"</span>, x_real);
<span style="color:#7a7c7d">// increment log probability statements;</span>
<span style="font-weight:bold">target +=</span> <span style="color:#f67400">1.</span>;
<span style="color:#7a7c7d">// valid integer literals</span>
k = <span style="color:#f67400">0</span>;
k = <span style="color:#f67400">1</span>;
k = -<span style="color:#f67400">1</span>;
k = <span style="color:#f67400">256</span>;
k = -<span style="color:#f67400">127098</span>;
k = <span style="color:#f67400">007</span>;
<span style="color:#7a7c7d">// valid real literals</span>
x = <span style="color:#f67400">0.0</span>;
x = <span style="color:#f67400">1.0</span>;
x = <span style="color:#f67400">3.14</span>;
x = <span style="color:#f67400">003.14</span>;
x = -<span style="color:#f67400">217.9387</span>;
x = <span style="color:#f67400">0.123</span>;
x = <span style="color:#f67400">.123</span>;
x = <span style="color:#f67400">1.</span>;
x = -<span style="color:#f67400">0.123</span>;
x = -<span style="color:#f67400">.123</span>;
x = -<span style="color:#f67400">1.</span>;
x = <span style="color:#f67400">12</span>e34;
x = <span style="color:#f67400">12</span>E34;
x = <span style="color:#f67400">12.e34</span>;
x = <span style="color:#f67400">12.E34</span>;
x = <span style="color:#f67400">12.0e34</span>;
x = <span style="color:#f67400">12.0E34</span>;
x = <span style="color:#f67400">.1e34</span>;
x = <span style="color:#f67400">.1E34</span>;
x = -<span style="color:#f67400">12</span>e34;
x = -<span style="color:#f67400">12</span>E34;
x = -<span style="color:#f67400">12.e34</span>;
x = -<span style="color:#f67400">12.E34</span>;
x = -<span style="color:#f67400">12.0e34</span>;
x = -<span style="color:#f67400">12.0E34</span>;
x = -<span style="color:#f67400">.1e34</span>;
x = -<span style="color:#f67400">.1E34</span>;
x = <span style="color:#f67400">12</span>e-<span style="color:#f67400">34</span>;
x = <span style="color:#f67400">12</span>E-<span style="color:#f67400">34</span>;
x = <span style="color:#f67400">12.e-34</span>;
x = <span style="color:#f67400">12.E-34</span>;
x = <span style="color:#f67400">12.0e-34</span>;
x = <span style="color:#f67400">12.0E-34</span>;
x = <span style="color:#f67400">.1e-34</span>;
x = <span style="color:#f67400">.1E-34</span>;
x = -<span style="color:#f67400">12</span>e-<span style="color:#f67400">34</span>;
x = -<span style="color:#f67400">12</span>E-<span style="color:#f67400">34</span>;
x = -<span style="color:#f67400">12.e-34</span>;
x = -<span style="color:#f67400">12.E-34</span>;
x = -<span style="color:#f67400">12.0e-34</span>;
x = -<span style="color:#f67400">12.0E-34</span>;
x = -<span style="color:#f67400">.1e-34</span>;
x = -<span style="color:#f67400">.1E-34</span>;
x = <span style="color:#f67400">12</span>e+<span style="color:#f67400">34</span>;
x = <span style="color:#f67400">12</span>E+<span style="color:#f67400">34</span>;
x = <span style="color:#f67400">12.e+34</span>;
x = <span style="color:#f67400">12.E+34</span>;
x = <span style="color:#f67400">12.0e+34</span>;
x = <span style="color:#f67400">12.0E+34</span>;
x = <span style="color:#f67400">.1e+34</span>;
x = <span style="color:#f67400">.1E+34</span>;
x = -<span style="color:#f67400">12</span>e+<span style="color:#f67400">34</span>;
x = -<span style="color:#f67400">12</span>E+<span style="color:#f67400">34</span>;
x = -<span style="color:#f67400">12.e+34</span>;
x = -<span style="color:#f67400">12.E+34</span>;
x = -<span style="color:#f67400">12.0e+34</span>;
x = -<span style="color:#f67400">12.0E+34</span>;
x = -<span style="color:#f67400">.1e+34</span>;
x = -<span style="color:#f67400">.1E+34</span>;
<span style="color:#7a7c7d">// imaginary literals</span>
<span style="color:#2980b9">complex</span> z = <span style="color:#f67400">3</span> + <span style="color:#f67400">3i</span>;
z = <span style="color:#f67400">2.3i</span>;
z = <span style="color:#f67400">3.4e10i</span>;
z = <span style="color:#f67400">0i</span>;
<span style="color:#7a7c7d">// assignment statements</span>
x = <span style="color:#f67400">1</span>;
x += <span style="color:#f67400">1.</span>;
x -= <span style="color:#f67400">1.</span>;
x *= <span style="color:#f67400">1.</span>;
x /= <span style="color:#f67400">1.</span>;
y .*= x_vector;
y ./= x_vector;
<span style="color:#7a7c7d">// operators</span>
x = x_real && <span style="color:#f67400">1</span>;
x = x_real || <span style="color:#f67400">1</span>;
x = x_real < <span style="color:#f67400">1.</span>;
x = x_real <= <span style="color:#f67400">1.</span>;
x = x_real > <span style="color:#f67400">1.</span>;
x = x_real >= <span style="color:#f67400">1.</span>;
x = x_real + <span style="color:#f67400">1.</span>;
x = x_real - <span style="color:#f67400">1.</span>;
x = x_real * <span style="color:#f67400">1.</span>;
x = x_real / <span style="color:#f67400">1.</span>;
x = x_real ^ <span style="color:#f67400">2.</span>;
x = x_real % <span style="color:#f67400">2</span>;
x = !x_real;
x = +x_real;
x = -x_real;
x = x_int ? x_real : <span style="color:#f67400">0.</span>;
y = x_row_vector';
y = x_matrix \ x_vector;
y = x_vector .* x_vector;
y = x_vector ./ x_vector;
<span style="color:#7a7c7d">// parenthized expression</span>
x = (x_real + x_real);
<span style="color:#7a7c7d">// block statement</span>
{
<span style="color:#2980b9">real</span> z;
z = <span style="color:#f67400">1.</span>;
}
<span style="color:#fdbc4b;font-weight:bold">profile</span>(<span style="color:#f44f4f">"profile-test"</span>) {
<span style="color:#2980b9">real</span> z;
z = <span style="color:#f67400">1.</span>;
}
<span style="color:#7a7c7d">// built-in functions</span>
x = log(<span style="color:#f67400">1.</span>);
x = exp(<span style="color:#f67400">1.</span>);
<span style="color:#7a7c7d">// non-built-in function</span>
x = foo(<span style="color:#f67400">1.</span>);
<span style="color:#7a7c7d">// constants and nullary functions</span>
x = machine_precision();
x = pi();
x = e();
x = sqrt2();
x = log2();
x = log10();
<span style="color:#7a7c7d">// special values</span>
x = not_a_number();
x = positive_infinity();
x = negative_infinity();
x = machine_precision();
<span style="color:#7a7c7d">// log probability</span>
x = target();
<span style="color:#7a7c7d">// sampling statement</span>
x_real ~ normal(<span style="color:#f67400">0.</span>, <span style="color:#f67400">1.</span>);
<span style="color:#7a7c7d">// truncation</span>
x_real ~ normal(<span style="color:#f67400">0.</span>, <span style="color:#f67400">1.</span>) <span style="font-weight:bold">T</span>[-<span style="color:#f67400">1.</span>, <span style="color:#f67400">1.</span>];
x_real ~ normal(<span style="color:#f67400">0.</span>, <span style="color:#f67400">1.</span>) <span style="font-weight:bold">T</span>[, <span style="color:#f67400">1.</span>];
x_real ~ normal(<span style="color:#f67400">0.</span>, <span style="color:#f67400">1.</span>) <span style="font-weight:bold">T</span>[-<span style="color:#f67400">1.</span>, ];
x_real ~ normal(<span style="color:#f67400">0.</span>, <span style="color:#f67400">1.</span>) <span style="font-weight:bold">T</span>[ , ];
<span style="color:#7a7c7d">// transformation on lhs of sampling</span>
log(x_real) ~ normal(<span style="color:#f67400">0.</span>, <span style="color:#f67400">1.</span>);
<span style="color:#7a7c7d">// lhs indexes</span>
y[<span style="color:#f67400">1</span>] = <span style="color:#f67400">1.</span>;
A[<span style="color:#f67400">1</span>, <span style="color:#f67400">2</span>] = <span style="color:#f67400">1.</span>;
A[<span style="color:#f67400">1</span>][<span style="color:#f67400">2</span>] = <span style="color:#f67400">1.</span>;
<span style="color:#7a7c7d">// special functions</span>
odeout = <span style="font-weight:bold">integrate_ode</span>(ode_func, {<span style="color:#f67400">1.</span>}, x_real, {<span style="color:#f67400">1.</span>}, {<span style="color:#f67400">1.</span>}, {<span style="color:#f67400">1.</span>}, {<span style="color:#f67400">0</span>});
odeout = <span style="font-weight:bold">integrate_ode_bdf</span>(ode_func, {<span style="color:#f67400">1.</span>}, x_real, {<span style="color:#f67400">1.</span>}, {<span style="color:#f67400">1.</span>}, {<span style="color:#f67400">1.</span>}, {<span style="color:#f67400">0</span>},
x_real, x_real, x_int);
odeout = <span style="font-weight:bold">integrate_ode_rk45</span>(ode_func, {<span style="color:#f67400">1.</span>}, x_real, {<span style="color:#f67400">1.</span>}, {<span style="color:#f67400">1.</span>}, {<span style="color:#f67400">1.</span>}, {<span style="color:#f67400">0</span>},
x_real, x_real, x_int);
<span style="color:#7a7c7d">// algout = algebra_solver(algebra_func, x_vector, x_vector, {1.}, {0});</span>
<span style="color:#7a7c7d">// distribution functions</span>
x = normal_lpdf(<span style="color:#f67400">0.5</span> | <span style="color:#f67400">0.</span>, <span style="color:#f67400">1.</span>);
x = normal_cdf(<span style="color:#f67400">0.5</span>, <span style="color:#f67400">0.</span>, <span style="color:#f67400">1.</span>);
x = normal_lcdf(<span style="color:#f67400">0.5</span> | <span style="color:#f67400">0.</span>, <span style="color:#f67400">1.</span>);
x = normal_lccdf(<span style="color:#f67400">0.5</span> | <span style="color:#f67400">0.</span>, <span style="color:#f67400">1.</span>);
x = binomial_lpmf(<span style="color:#f67400">1</span> | <span style="color:#f67400">2</span>, <span style="color:#f67400">0.5</span>);
<span style="color:#7a7c7d">// deprecated features</span>
foo <- <span style="color:#f67400">1</span>;
increment_log_prob(<span style="color:#f67400">0.0</span>);
y_hat = <span style="font-weight:bold">integrate_ode</span>(sho, y0, t0, ts, theta, x_r, x_i);
x = get_lp();
x = multiply_log(<span style="color:#f67400">1.0</span>, <span style="color:#f67400">1.0</span>);
x = binomial_coefficient_log(<span style="color:#f67400">1.0</span>, <span style="color:#f67400">1.0</span>);
<span style="color:#7a7c7d">// deprecated distribution functions versions</span>
x = normal_log(<span style="color:#f67400">0.5</span>, <span style="color:#f67400">0.0</span>, <span style="color:#f67400">1.0</span>);
x = normal_cdf_log(<span style="color:#f67400">0.5</span>, <span style="color:#f67400">0.0</span>, <span style="color:#f67400">1.0</span>);
x = normal_ccdf_log(<span style="color:#f67400">0.5</span>, <span style="color:#f67400">0.0</span>, <span style="color:#f67400">1.0</span>);
}
<span style="font-weight:bold">generated quantities</span> {
<span style="color:#2980b9">real</span> Y;
<span style="color:#7a7c7d">// rng function</span>
Y = normal_rng(<span style="color:#f67400">0.</span>, <span style="color:#f67400">1.</span>);
<span style="color:#2980b9">tuple</span>(<span style="color:#2980b9">real</span>, <span style="color:#2980b9">int</span>) tupl = (<span style="color:#f67400">1.5</span>, <span style="color:#f67400">2</span>);
<span style="color:#2980b9">complex_matrix</span> C_mike = mike;
}
</pre></body></html>
|
