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
|
"""
pygments.lexers.modeling
~~~~~~~~~~~~~~~~~~~~~~~~
Lexers for modeling languages.
:copyright: Copyright 2006-2024 by the Pygments team, see AUTHORS.
:license: BSD, see LICENSE for details.
"""
import re
from pygments.lexer import RegexLexer, include, bygroups, using, default
from pygments.token import Text, Comment, Operator, Keyword, Name, String, \
Number, Punctuation, Whitespace
from pygments.lexers.html import HtmlLexer
from pygments.lexers import _stan_builtins
__all__ = ['ModelicaLexer', 'BugsLexer', 'JagsLexer', 'StanLexer']
class ModelicaLexer(RegexLexer):
"""
For Modelica source code.
"""
name = 'Modelica'
url = 'http://www.modelica.org/'
aliases = ['modelica']
filenames = ['*.mo']
mimetypes = ['text/x-modelica']
version_added = '1.1'
flags = re.DOTALL | re.MULTILINE
_name = r"(?:'(?:[^\\']|\\.)+'|[a-zA-Z_]\w*)"
tokens = {
'whitespace': [
(r'[\s\ufeff]+', Text),
(r'//[^\n]*\n?', Comment.Single),
(r'/\*.*?\*/', Comment.Multiline)
],
'root': [
include('whitespace'),
(r'"', String.Double, 'string'),
(r'[()\[\]{},;]+', Punctuation),
(r'\.?[*^/+-]|\.|<>|[<>:=]=?', Operator),
(r'\d+(\.?\d*[eE][-+]?\d+|\.\d*)', Number.Float),
(r'\d+', Number.Integer),
(r'(abs|acos|actualStream|array|asin|assert|AssertionLevel|atan|'
r'atan2|backSample|Boolean|cardinality|cat|ceil|change|Clock|'
r'Connections|cos|cosh|cross|delay|diagonal|div|edge|exp|'
r'ExternalObject|fill|floor|getInstanceName|hold|homotopy|'
r'identity|inStream|integer|Integer|interval|inverse|isPresent|'
r'linspace|log|log10|matrix|max|min|mod|ndims|noClock|noEvent|'
r'ones|outerProduct|pre|previous|product|Real|reinit|rem|rooted|'
r'sample|scalar|semiLinear|shiftSample|sign|sin|sinh|size|skew|'
r'smooth|spatialDistribution|sqrt|StateSelect|String|subSample|'
r'sum|superSample|symmetric|tan|tanh|terminal|terminate|time|'
r'transpose|vector|zeros)\b', Name.Builtin),
(r'(algorithm|annotation|break|connect|constant|constrainedby|der|'
r'discrete|each|else|elseif|elsewhen|encapsulated|enumeration|'
r'equation|exit|expandable|extends|external|firstTick|final|flow|for|if|'
r'import|impure|in|initial|inner|input|interval|loop|nondiscrete|outer|'
r'output|parameter|partial|protected|public|pure|redeclare|'
r'replaceable|return|stream|then|when|while)\b',
Keyword.Reserved),
(r'(and|not|or)\b', Operator.Word),
(r'(block|class|connector|end|function|model|operator|package|'
r'record|type)\b', Keyword.Reserved, 'class'),
(r'(false|true)\b', Keyword.Constant),
(r'within\b', Keyword.Reserved, 'package-prefix'),
(_name, Name)
],
'class': [
include('whitespace'),
(r'(function|record)\b', Keyword.Reserved),
(r'(if|for|when|while)\b', Keyword.Reserved, '#pop'),
(_name, Name.Class, '#pop'),
default('#pop')
],
'package-prefix': [
include('whitespace'),
(_name, Name.Namespace, '#pop'),
default('#pop')
],
'string': [
(r'"', String.Double, '#pop'),
(r'\\[\'"?\\abfnrtv]', String.Escape),
(r'(?i)<\s*html\s*>([^\\"]|\\.)+?(<\s*/\s*html\s*>|(?="))',
using(HtmlLexer)),
(r'<|\\?[^"\\<]+', String.Double)
]
}
class BugsLexer(RegexLexer):
"""
Pygments Lexer for OpenBugs and WinBugs
models.
"""
name = 'BUGS'
aliases = ['bugs', 'winbugs', 'openbugs']
filenames = ['*.bug']
url = 'https://www.mrc-bsu.cam.ac.uk/software/bugs/openbugs'
version_added = '1.6'
_FUNCTIONS = (
# Scalar functions
'abs', 'arccos', 'arccosh', 'arcsin', 'arcsinh', 'arctan', 'arctanh',
'cloglog', 'cos', 'cosh', 'cumulative', 'cut', 'density', 'deviance',
'equals', 'expr', 'gammap', 'ilogit', 'icloglog', 'integral', 'log',
'logfact', 'loggam', 'logit', 'max', 'min', 'phi', 'post.p.value',
'pow', 'prior.p.value', 'probit', 'replicate.post', 'replicate.prior',
'round', 'sin', 'sinh', 'solution', 'sqrt', 'step', 'tan', 'tanh',
'trunc',
# Vector functions
'inprod', 'interp.lin', 'inverse', 'logdet', 'mean', 'eigen.vals',
'ode', 'prod', 'p.valueM', 'rank', 'ranked', 'replicate.postM',
'sd', 'sort', 'sum',
# Special
'D', 'I', 'F', 'T', 'C')
""" OpenBUGS built-in functions
From http://www.openbugs.info/Manuals/ModelSpecification.html#ContentsAII
This also includes
- T, C, I : Truncation and censoring.
``T`` and ``C`` are in OpenBUGS. ``I`` in WinBUGS.
- D : ODE
- F : Functional http://www.openbugs.info/Examples/Functionals.html
"""
_DISTRIBUTIONS = ('dbern', 'dbin', 'dcat', 'dnegbin', 'dpois',
'dhyper', 'dbeta', 'dchisqr', 'ddexp', 'dexp',
'dflat', 'dgamma', 'dgev', 'df', 'dggamma', 'dgpar',
'dloglik', 'dlnorm', 'dlogis', 'dnorm', 'dpar',
'dt', 'dunif', 'dweib', 'dmulti', 'ddirch', 'dmnorm',
'dmt', 'dwish')
""" OpenBUGS built-in distributions
Functions from
http://www.openbugs.info/Manuals/ModelSpecification.html#ContentsAI
"""
tokens = {
'whitespace': [
(r"\s+", Text),
],
'comments': [
# Comments
(r'#.*$', Comment.Single),
],
'root': [
# Comments
include('comments'),
include('whitespace'),
# Block start
(r'(model)(\s+)(\{)',
bygroups(Keyword.Namespace, Text, Punctuation)),
# Reserved Words
(r'(for|in)(?![\w.])', Keyword.Reserved),
# Built-in Functions
(r'({})(?=\s*\()'.format(r'|'.join(_FUNCTIONS + _DISTRIBUTIONS)),
Name.Builtin),
# Regular variable names
(r'[A-Za-z][\w.]*', Name),
# Number Literals
(r'[-+]?[0-9]*\.?[0-9]+([eE][-+]?[0-9]+)?', Number),
# Punctuation
(r'\[|\]|\(|\)|:|,|;', Punctuation),
# Assignment operators
# SLexer makes these tokens Operators.
(r'<-|~', Operator),
# Infix and prefix operators
(r'\+|-|\*|/', Operator),
# Block
(r'[{}]', Punctuation),
]
}
def analyse_text(text):
if re.search(r"^\s*model\s*{", text, re.M):
return 0.7
else:
return 0.0
class JagsLexer(RegexLexer):
"""
Pygments Lexer for JAGS.
"""
name = 'JAGS'
aliases = ['jags']
filenames = ['*.jag', '*.bug']
url = 'https://mcmc-jags.sourceforge.io'
version_added = '1.6'
# JAGS
_FUNCTIONS = (
'abs', 'arccos', 'arccosh', 'arcsin', 'arcsinh', 'arctan', 'arctanh',
'cos', 'cosh', 'cloglog',
'equals', 'exp', 'icloglog', 'ifelse', 'ilogit', 'log', 'logfact',
'loggam', 'logit', 'phi', 'pow', 'probit', 'round', 'sin', 'sinh',
'sqrt', 'step', 'tan', 'tanh', 'trunc', 'inprod', 'interp.lin',
'logdet', 'max', 'mean', 'min', 'prod', 'sum', 'sd', 'inverse',
'rank', 'sort', 't', 'acos', 'acosh', 'asin', 'asinh', 'atan',
# Truncation/Censoring (should I include)
'T', 'I')
# Distributions with density, probability and quartile functions
_DISTRIBUTIONS = tuple(f'[dpq]{x}' for x in
('bern', 'beta', 'dchiqsqr', 'ddexp', 'dexp',
'df', 'gamma', 'gen.gamma', 'logis', 'lnorm',
'negbin', 'nchisqr', 'norm', 'par', 'pois', 'weib'))
# Other distributions without density and probability
_OTHER_DISTRIBUTIONS = (
'dt', 'dunif', 'dbetabin', 'dbern', 'dbin', 'dcat', 'dhyper',
'ddirch', 'dmnorm', 'dwish', 'dmt', 'dmulti', 'dbinom', 'dchisq',
'dnbinom', 'dweibull', 'ddirich')
tokens = {
'whitespace': [
(r"\s+", Text),
],
'names': [
# Regular variable names
(r'[a-zA-Z][\w.]*\b', Name),
],
'comments': [
# do not use stateful comments
(r'(?s)/\*.*?\*/', Comment.Multiline),
# Comments
(r'#.*$', Comment.Single),
],
'root': [
# Comments
include('comments'),
include('whitespace'),
# Block start
(r'(model|data)(\s+)(\{)',
bygroups(Keyword.Namespace, Text, Punctuation)),
(r'var(?![\w.])', Keyword.Declaration),
# Reserved Words
(r'(for|in)(?![\w.])', Keyword.Reserved),
# Builtins
# Need to use lookahead because . is a valid char
(r'({})(?=\s*\()'.format(r'|'.join(_FUNCTIONS
+ _DISTRIBUTIONS
+ _OTHER_DISTRIBUTIONS)),
Name.Builtin),
# Names
include('names'),
# Number Literals
(r'[-+]?[0-9]*\.?[0-9]+([eE][-+]?[0-9]+)?', Number),
(r'\[|\]|\(|\)|:|,|;', Punctuation),
# Assignment operators
(r'<-|~', Operator),
# # JAGS includes many more than OpenBUGS
(r'\+|-|\*|\/|\|\|[&]{2}|[<>=]=?|\^|%.*?%', Operator),
(r'[{}]', Punctuation),
]
}
def analyse_text(text):
if re.search(r'^\s*model\s*\{', text, re.M):
if re.search(r'^\s*data\s*\{', text, re.M):
return 0.9
elif re.search(r'^\s*var', text, re.M):
return 0.9
else:
return 0.3
else:
return 0
class StanLexer(RegexLexer):
"""Pygments Lexer for Stan models.
The Stan modeling language is specified in the *Stan Modeling Language
User's Guide and Reference Manual, v2.17.0*,
`pdf <https://github.com/stan-dev/stan/releases/download/v2.17.0/stan-reference-2.17.0.pdf>`__.
"""
name = 'Stan'
aliases = ['stan']
filenames = ['*.stan']
url = 'https://mc-stan.org'
version_added = '1.6'
tokens = {
'whitespace': [
(r"\s+", Text),
],
'comments': [
(r'(?s)/\*.*?\*/', Comment.Multiline),
# Comments
(r'(//|#).*$', Comment.Single),
],
'root': [
(r'"[^"]*"', String),
# Comments
include('comments'),
# block start
include('whitespace'),
# Block start
(r'({})(\s*)(\{{)'.format(r'|'.join(('functions', 'data', r'transformed\s+?data',
'parameters', r'transformed\s+parameters',
'model', r'generated\s+quantities'))),
bygroups(Keyword.Namespace, Text, Punctuation)),
# target keyword
(r'target\s*\+=', Keyword),
# Reserved Words
(r'({})\b'.format(r'|'.join(_stan_builtins.KEYWORDS)), Keyword),
# Truncation
(r'T(?=\s*\[)', Keyword),
# Data types
(r'({})\b'.format(r'|'.join(_stan_builtins.TYPES)), Keyword.Type),
# < should be punctuation, but elsewhere I can't tell if it is in
# a range constraint
(r'(<)(\s*)(upper|lower|offset|multiplier)(\s*)(=)',
bygroups(Operator, Whitespace, Keyword, Whitespace, Punctuation)),
(r'(,)(\s*)(upper)(\s*)(=)',
bygroups(Punctuation, Whitespace, Keyword, Whitespace, Punctuation)),
# Punctuation
(r"[;,\[\]()]", Punctuation),
# Builtin
(r'({})(?=\s*\()'.format('|'.join(_stan_builtins.FUNCTIONS)), Name.Builtin),
(r'(~)(\s*)({})(?=\s*\()'.format('|'.join(_stan_builtins.DISTRIBUTIONS)),
bygroups(Operator, Whitespace, Name.Builtin)),
# Special names ending in __, like lp__
(r'[A-Za-z]\w*__\b', Name.Builtin.Pseudo),
(r'({})\b'.format(r'|'.join(_stan_builtins.RESERVED)), Keyword.Reserved),
# user-defined functions
(r'[A-Za-z]\w*(?=\s*\()]', Name.Function),
# Imaginary Literals
(r'[0-9]+(\.[0-9]*)?([eE][+-]?[0-9]+)?i', Number.Float),
(r'\.[0-9]+([eE][+-]?[0-9]+)?i', Number.Float),
(r'[0-9]+i', Number.Float),
# Real Literals
(r'[0-9]+(\.[0-9]*)?([eE][+-]?[0-9]+)?', Number.Float),
(r'\.[0-9]+([eE][+-]?[0-9]+)?', Number.Float),
# Integer Literals
(r'[0-9]+', Number.Integer),
# Regular variable names
(r'[A-Za-z]\w*\b', Name),
# Assignment operators
(r'<-|(?:\+|-|\.?/|\.?\*|=)?=|~', Operator),
# Infix, prefix and postfix operators (and = )
(r"\+|-|\.?\*|\.?/|\\|'|\.?\^|!=?|<=?|>=?|\|\||&&|%|\?|:|%/%|!", Operator),
# Block delimiters
(r'[{}]', Punctuation),
# Distribution |
(r'\|', Punctuation)
]
}
def analyse_text(text):
if re.search(r'^\s*parameters\s*\{', text, re.M):
return 1.0
else:
return 0.0
|