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1
+ """Tests for chebyshev module.
2
+
3
+ """
4
+ from functools import reduce
5
+
6
+ import numpy as np
7
+ import numpy.polynomial.chebyshev as cheb
8
+ from numpy.polynomial.polynomial import polyval
9
+ from numpy.testing import (
10
+ assert_almost_equal, assert_raises, assert_equal, assert_,
11
+ )
12
+
13
+
14
+ def trim(x):
15
+ return cheb.chebtrim(x, tol=1e-6)
16
+
17
+ T0 = [1]
18
+ T1 = [0, 1]
19
+ T2 = [-1, 0, 2]
20
+ T3 = [0, -3, 0, 4]
21
+ T4 = [1, 0, -8, 0, 8]
22
+ T5 = [0, 5, 0, -20, 0, 16]
23
+ T6 = [-1, 0, 18, 0, -48, 0, 32]
24
+ T7 = [0, -7, 0, 56, 0, -112, 0, 64]
25
+ T8 = [1, 0, -32, 0, 160, 0, -256, 0, 128]
26
+ T9 = [0, 9, 0, -120, 0, 432, 0, -576, 0, 256]
27
+
28
+ Tlist = [T0, T1, T2, T3, T4, T5, T6, T7, T8, T9]
29
+
30
+
31
+ class TestPrivate:
32
+
33
+ def test__cseries_to_zseries(self):
34
+ for i in range(5):
35
+ inp = np.array([2] + [1]*i, np.double)
36
+ tgt = np.array([.5]*i + [2] + [.5]*i, np.double)
37
+ res = cheb._cseries_to_zseries(inp)
38
+ assert_equal(res, tgt)
39
+
40
+ def test__zseries_to_cseries(self):
41
+ for i in range(5):
42
+ inp = np.array([.5]*i + [2] + [.5]*i, np.double)
43
+ tgt = np.array([2] + [1]*i, np.double)
44
+ res = cheb._zseries_to_cseries(inp)
45
+ assert_equal(res, tgt)
46
+
47
+
48
+ class TestConstants:
49
+
50
+ def test_chebdomain(self):
51
+ assert_equal(cheb.chebdomain, [-1, 1])
52
+
53
+ def test_chebzero(self):
54
+ assert_equal(cheb.chebzero, [0])
55
+
56
+ def test_chebone(self):
57
+ assert_equal(cheb.chebone, [1])
58
+
59
+ def test_chebx(self):
60
+ assert_equal(cheb.chebx, [0, 1])
61
+
62
+
63
+ class TestArithmetic:
64
+
65
+ def test_chebadd(self):
66
+ for i in range(5):
67
+ for j in range(5):
68
+ msg = f"At i={i}, j={j}"
69
+ tgt = np.zeros(max(i, j) + 1)
70
+ tgt[i] += 1
71
+ tgt[j] += 1
72
+ res = cheb.chebadd([0]*i + [1], [0]*j + [1])
73
+ assert_equal(trim(res), trim(tgt), err_msg=msg)
74
+
75
+ def test_chebsub(self):
76
+ for i in range(5):
77
+ for j in range(5):
78
+ msg = f"At i={i}, j={j}"
79
+ tgt = np.zeros(max(i, j) + 1)
80
+ tgt[i] += 1
81
+ tgt[j] -= 1
82
+ res = cheb.chebsub([0]*i + [1], [0]*j + [1])
83
+ assert_equal(trim(res), trim(tgt), err_msg=msg)
84
+
85
+ def test_chebmulx(self):
86
+ assert_equal(cheb.chebmulx([0]), [0])
87
+ assert_equal(cheb.chebmulx([1]), [0, 1])
88
+ for i in range(1, 5):
89
+ ser = [0]*i + [1]
90
+ tgt = [0]*(i - 1) + [.5, 0, .5]
91
+ assert_equal(cheb.chebmulx(ser), tgt)
92
+
93
+ def test_chebmul(self):
94
+ for i in range(5):
95
+ for j in range(5):
96
+ msg = f"At i={i}, j={j}"
97
+ tgt = np.zeros(i + j + 1)
98
+ tgt[i + j] += .5
99
+ tgt[abs(i - j)] += .5
100
+ res = cheb.chebmul([0]*i + [1], [0]*j + [1])
101
+ assert_equal(trim(res), trim(tgt), err_msg=msg)
102
+
103
+ def test_chebdiv(self):
104
+ for i in range(5):
105
+ for j in range(5):
106
+ msg = f"At i={i}, j={j}"
107
+ ci = [0]*i + [1]
108
+ cj = [0]*j + [1]
109
+ tgt = cheb.chebadd(ci, cj)
110
+ quo, rem = cheb.chebdiv(tgt, ci)
111
+ res = cheb.chebadd(cheb.chebmul(quo, ci), rem)
112
+ assert_equal(trim(res), trim(tgt), err_msg=msg)
113
+
114
+ def test_chebpow(self):
115
+ for i in range(5):
116
+ for j in range(5):
117
+ msg = f"At i={i}, j={j}"
118
+ c = np.arange(i + 1)
119
+ tgt = reduce(cheb.chebmul, [c]*j, np.array([1]))
120
+ res = cheb.chebpow(c, j)
121
+ assert_equal(trim(res), trim(tgt), err_msg=msg)
122
+
123
+
124
+ class TestEvaluation:
125
+ # coefficients of 1 + 2*x + 3*x**2
126
+ c1d = np.array([2.5, 2., 1.5])
127
+ c2d = np.einsum('i,j->ij', c1d, c1d)
128
+ c3d = np.einsum('i,j,k->ijk', c1d, c1d, c1d)
129
+
130
+ # some random values in [-1, 1)
131
+ x = np.random.random((3, 5))*2 - 1
132
+ y = polyval(x, [1., 2., 3.])
133
+
134
+ def test_chebval(self):
135
+ #check empty input
136
+ assert_equal(cheb.chebval([], [1]).size, 0)
137
+
138
+ #check normal input)
139
+ x = np.linspace(-1, 1)
140
+ y = [polyval(x, c) for c in Tlist]
141
+ for i in range(10):
142
+ msg = f"At i={i}"
143
+ tgt = y[i]
144
+ res = cheb.chebval(x, [0]*i + [1])
145
+ assert_almost_equal(res, tgt, err_msg=msg)
146
+
147
+ #check that shape is preserved
148
+ for i in range(3):
149
+ dims = [2]*i
150
+ x = np.zeros(dims)
151
+ assert_equal(cheb.chebval(x, [1]).shape, dims)
152
+ assert_equal(cheb.chebval(x, [1, 0]).shape, dims)
153
+ assert_equal(cheb.chebval(x, [1, 0, 0]).shape, dims)
154
+
155
+ def test_chebval2d(self):
156
+ x1, x2, x3 = self.x
157
+ y1, y2, y3 = self.y
158
+
159
+ #test exceptions
160
+ assert_raises(ValueError, cheb.chebval2d, x1, x2[:2], self.c2d)
161
+
162
+ #test values
163
+ tgt = y1*y2
164
+ res = cheb.chebval2d(x1, x2, self.c2d)
165
+ assert_almost_equal(res, tgt)
166
+
167
+ #test shape
168
+ z = np.ones((2, 3))
169
+ res = cheb.chebval2d(z, z, self.c2d)
170
+ assert_(res.shape == (2, 3))
171
+
172
+ def test_chebval3d(self):
173
+ x1, x2, x3 = self.x
174
+ y1, y2, y3 = self.y
175
+
176
+ #test exceptions
177
+ assert_raises(ValueError, cheb.chebval3d, x1, x2, x3[:2], self.c3d)
178
+
179
+ #test values
180
+ tgt = y1*y2*y3
181
+ res = cheb.chebval3d(x1, x2, x3, self.c3d)
182
+ assert_almost_equal(res, tgt)
183
+
184
+ #test shape
185
+ z = np.ones((2, 3))
186
+ res = cheb.chebval3d(z, z, z, self.c3d)
187
+ assert_(res.shape == (2, 3))
188
+
189
+ def test_chebgrid2d(self):
190
+ x1, x2, x3 = self.x
191
+ y1, y2, y3 = self.y
192
+
193
+ #test values
194
+ tgt = np.einsum('i,j->ij', y1, y2)
195
+ res = cheb.chebgrid2d(x1, x2, self.c2d)
196
+ assert_almost_equal(res, tgt)
197
+
198
+ #test shape
199
+ z = np.ones((2, 3))
200
+ res = cheb.chebgrid2d(z, z, self.c2d)
201
+ assert_(res.shape == (2, 3)*2)
202
+
203
+ def test_chebgrid3d(self):
204
+ x1, x2, x3 = self.x
205
+ y1, y2, y3 = self.y
206
+
207
+ #test values
208
+ tgt = np.einsum('i,j,k->ijk', y1, y2, y3)
209
+ res = cheb.chebgrid3d(x1, x2, x3, self.c3d)
210
+ assert_almost_equal(res, tgt)
211
+
212
+ #test shape
213
+ z = np.ones((2, 3))
214
+ res = cheb.chebgrid3d(z, z, z, self.c3d)
215
+ assert_(res.shape == (2, 3)*3)
216
+
217
+
218
+ class TestIntegral:
219
+
220
+ def test_chebint(self):
221
+ # check exceptions
222
+ assert_raises(TypeError, cheb.chebint, [0], .5)
223
+ assert_raises(ValueError, cheb.chebint, [0], -1)
224
+ assert_raises(ValueError, cheb.chebint, [0], 1, [0, 0])
225
+ assert_raises(ValueError, cheb.chebint, [0], lbnd=[0])
226
+ assert_raises(ValueError, cheb.chebint, [0], scl=[0])
227
+ assert_raises(TypeError, cheb.chebint, [0], axis=.5)
228
+
229
+ # test integration of zero polynomial
230
+ for i in range(2, 5):
231
+ k = [0]*(i - 2) + [1]
232
+ res = cheb.chebint([0], m=i, k=k)
233
+ assert_almost_equal(res, [0, 1])
234
+
235
+ # check single integration with integration constant
236
+ for i in range(5):
237
+ scl = i + 1
238
+ pol = [0]*i + [1]
239
+ tgt = [i] + [0]*i + [1/scl]
240
+ chebpol = cheb.poly2cheb(pol)
241
+ chebint = cheb.chebint(chebpol, m=1, k=[i])
242
+ res = cheb.cheb2poly(chebint)
243
+ assert_almost_equal(trim(res), trim(tgt))
244
+
245
+ # check single integration with integration constant and lbnd
246
+ for i in range(5):
247
+ scl = i + 1
248
+ pol = [0]*i + [1]
249
+ chebpol = cheb.poly2cheb(pol)
250
+ chebint = cheb.chebint(chebpol, m=1, k=[i], lbnd=-1)
251
+ assert_almost_equal(cheb.chebval(-1, chebint), i)
252
+
253
+ # check single integration with integration constant and scaling
254
+ for i in range(5):
255
+ scl = i + 1
256
+ pol = [0]*i + [1]
257
+ tgt = [i] + [0]*i + [2/scl]
258
+ chebpol = cheb.poly2cheb(pol)
259
+ chebint = cheb.chebint(chebpol, m=1, k=[i], scl=2)
260
+ res = cheb.cheb2poly(chebint)
261
+ assert_almost_equal(trim(res), trim(tgt))
262
+
263
+ # check multiple integrations with default k
264
+ for i in range(5):
265
+ for j in range(2, 5):
266
+ pol = [0]*i + [1]
267
+ tgt = pol[:]
268
+ for k in range(j):
269
+ tgt = cheb.chebint(tgt, m=1)
270
+ res = cheb.chebint(pol, m=j)
271
+ assert_almost_equal(trim(res), trim(tgt))
272
+
273
+ # check multiple integrations with defined k
274
+ for i in range(5):
275
+ for j in range(2, 5):
276
+ pol = [0]*i + [1]
277
+ tgt = pol[:]
278
+ for k in range(j):
279
+ tgt = cheb.chebint(tgt, m=1, k=[k])
280
+ res = cheb.chebint(pol, m=j, k=list(range(j)))
281
+ assert_almost_equal(trim(res), trim(tgt))
282
+
283
+ # check multiple integrations with lbnd
284
+ for i in range(5):
285
+ for j in range(2, 5):
286
+ pol = [0]*i + [1]
287
+ tgt = pol[:]
288
+ for k in range(j):
289
+ tgt = cheb.chebint(tgt, m=1, k=[k], lbnd=-1)
290
+ res = cheb.chebint(pol, m=j, k=list(range(j)), lbnd=-1)
291
+ assert_almost_equal(trim(res), trim(tgt))
292
+
293
+ # check multiple integrations with scaling
294
+ for i in range(5):
295
+ for j in range(2, 5):
296
+ pol = [0]*i + [1]
297
+ tgt = pol[:]
298
+ for k in range(j):
299
+ tgt = cheb.chebint(tgt, m=1, k=[k], scl=2)
300
+ res = cheb.chebint(pol, m=j, k=list(range(j)), scl=2)
301
+ assert_almost_equal(trim(res), trim(tgt))
302
+
303
+ def test_chebint_axis(self):
304
+ # check that axis keyword works
305
+ c2d = np.random.random((3, 4))
306
+
307
+ tgt = np.vstack([cheb.chebint(c) for c in c2d.T]).T
308
+ res = cheb.chebint(c2d, axis=0)
309
+ assert_almost_equal(res, tgt)
310
+
311
+ tgt = np.vstack([cheb.chebint(c) for c in c2d])
312
+ res = cheb.chebint(c2d, axis=1)
313
+ assert_almost_equal(res, tgt)
314
+
315
+ tgt = np.vstack([cheb.chebint(c, k=3) for c in c2d])
316
+ res = cheb.chebint(c2d, k=3, axis=1)
317
+ assert_almost_equal(res, tgt)
318
+
319
+
320
+ class TestDerivative:
321
+
322
+ def test_chebder(self):
323
+ # check exceptions
324
+ assert_raises(TypeError, cheb.chebder, [0], .5)
325
+ assert_raises(ValueError, cheb.chebder, [0], -1)
326
+
327
+ # check that zeroth derivative does nothing
328
+ for i in range(5):
329
+ tgt = [0]*i + [1]
330
+ res = cheb.chebder(tgt, m=0)
331
+ assert_equal(trim(res), trim(tgt))
332
+
333
+ # check that derivation is the inverse of integration
334
+ for i in range(5):
335
+ for j in range(2, 5):
336
+ tgt = [0]*i + [1]
337
+ res = cheb.chebder(cheb.chebint(tgt, m=j), m=j)
338
+ assert_almost_equal(trim(res), trim(tgt))
339
+
340
+ # check derivation with scaling
341
+ for i in range(5):
342
+ for j in range(2, 5):
343
+ tgt = [0]*i + [1]
344
+ res = cheb.chebder(cheb.chebint(tgt, m=j, scl=2), m=j, scl=.5)
345
+ assert_almost_equal(trim(res), trim(tgt))
346
+
347
+ def test_chebder_axis(self):
348
+ # check that axis keyword works
349
+ c2d = np.random.random((3, 4))
350
+
351
+ tgt = np.vstack([cheb.chebder(c) for c in c2d.T]).T
352
+ res = cheb.chebder(c2d, axis=0)
353
+ assert_almost_equal(res, tgt)
354
+
355
+ tgt = np.vstack([cheb.chebder(c) for c in c2d])
356
+ res = cheb.chebder(c2d, axis=1)
357
+ assert_almost_equal(res, tgt)
358
+
359
+
360
+ class TestVander:
361
+ # some random values in [-1, 1)
362
+ x = np.random.random((3, 5))*2 - 1
363
+
364
+ def test_chebvander(self):
365
+ # check for 1d x
366
+ x = np.arange(3)
367
+ v = cheb.chebvander(x, 3)
368
+ assert_(v.shape == (3, 4))
369
+ for i in range(4):
370
+ coef = [0]*i + [1]
371
+ assert_almost_equal(v[..., i], cheb.chebval(x, coef))
372
+
373
+ # check for 2d x
374
+ x = np.array([[1, 2], [3, 4], [5, 6]])
375
+ v = cheb.chebvander(x, 3)
376
+ assert_(v.shape == (3, 2, 4))
377
+ for i in range(4):
378
+ coef = [0]*i + [1]
379
+ assert_almost_equal(v[..., i], cheb.chebval(x, coef))
380
+
381
+ def test_chebvander2d(self):
382
+ # also tests chebval2d for non-square coefficient array
383
+ x1, x2, x3 = self.x
384
+ c = np.random.random((2, 3))
385
+ van = cheb.chebvander2d(x1, x2, [1, 2])
386
+ tgt = cheb.chebval2d(x1, x2, c)
387
+ res = np.dot(van, c.flat)
388
+ assert_almost_equal(res, tgt)
389
+
390
+ # check shape
391
+ van = cheb.chebvander2d([x1], [x2], [1, 2])
392
+ assert_(van.shape == (1, 5, 6))
393
+
394
+ def test_chebvander3d(self):
395
+ # also tests chebval3d for non-square coefficient array
396
+ x1, x2, x3 = self.x
397
+ c = np.random.random((2, 3, 4))
398
+ van = cheb.chebvander3d(x1, x2, x3, [1, 2, 3])
399
+ tgt = cheb.chebval3d(x1, x2, x3, c)
400
+ res = np.dot(van, c.flat)
401
+ assert_almost_equal(res, tgt)
402
+
403
+ # check shape
404
+ van = cheb.chebvander3d([x1], [x2], [x3], [1, 2, 3])
405
+ assert_(van.shape == (1, 5, 24))
406
+
407
+
408
+ class TestFitting:
409
+
410
+ def test_chebfit(self):
411
+ def f(x):
412
+ return x*(x - 1)*(x - 2)
413
+
414
+ def f2(x):
415
+ return x**4 + x**2 + 1
416
+
417
+ # Test exceptions
418
+ assert_raises(ValueError, cheb.chebfit, [1], [1], -1)
419
+ assert_raises(TypeError, cheb.chebfit, [[1]], [1], 0)
420
+ assert_raises(TypeError, cheb.chebfit, [], [1], 0)
421
+ assert_raises(TypeError, cheb.chebfit, [1], [[[1]]], 0)
422
+ assert_raises(TypeError, cheb.chebfit, [1, 2], [1], 0)
423
+ assert_raises(TypeError, cheb.chebfit, [1], [1, 2], 0)
424
+ assert_raises(TypeError, cheb.chebfit, [1], [1], 0, w=[[1]])
425
+ assert_raises(TypeError, cheb.chebfit, [1], [1], 0, w=[1, 1])
426
+ assert_raises(ValueError, cheb.chebfit, [1], [1], [-1,])
427
+ assert_raises(ValueError, cheb.chebfit, [1], [1], [2, -1, 6])
428
+ assert_raises(TypeError, cheb.chebfit, [1], [1], [])
429
+
430
+ # Test fit
431
+ x = np.linspace(0, 2)
432
+ y = f(x)
433
+ #
434
+ coef3 = cheb.chebfit(x, y, 3)
435
+ assert_equal(len(coef3), 4)
436
+ assert_almost_equal(cheb.chebval(x, coef3), y)
437
+ coef3 = cheb.chebfit(x, y, [0, 1, 2, 3])
438
+ assert_equal(len(coef3), 4)
439
+ assert_almost_equal(cheb.chebval(x, coef3), y)
440
+ #
441
+ coef4 = cheb.chebfit(x, y, 4)
442
+ assert_equal(len(coef4), 5)
443
+ assert_almost_equal(cheb.chebval(x, coef4), y)
444
+ coef4 = cheb.chebfit(x, y, [0, 1, 2, 3, 4])
445
+ assert_equal(len(coef4), 5)
446
+ assert_almost_equal(cheb.chebval(x, coef4), y)
447
+ # check things still work if deg is not in strict increasing
448
+ coef4 = cheb.chebfit(x, y, [2, 3, 4, 1, 0])
449
+ assert_equal(len(coef4), 5)
450
+ assert_almost_equal(cheb.chebval(x, coef4), y)
451
+ #
452
+ coef2d = cheb.chebfit(x, np.array([y, y]).T, 3)
453
+ assert_almost_equal(coef2d, np.array([coef3, coef3]).T)
454
+ coef2d = cheb.chebfit(x, np.array([y, y]).T, [0, 1, 2, 3])
455
+ assert_almost_equal(coef2d, np.array([coef3, coef3]).T)
456
+ # test weighting
457
+ w = np.zeros_like(x)
458
+ yw = y.copy()
459
+ w[1::2] = 1
460
+ y[0::2] = 0
461
+ wcoef3 = cheb.chebfit(x, yw, 3, w=w)
462
+ assert_almost_equal(wcoef3, coef3)
463
+ wcoef3 = cheb.chebfit(x, yw, [0, 1, 2, 3], w=w)
464
+ assert_almost_equal(wcoef3, coef3)
465
+ #
466
+ wcoef2d = cheb.chebfit(x, np.array([yw, yw]).T, 3, w=w)
467
+ assert_almost_equal(wcoef2d, np.array([coef3, coef3]).T)
468
+ wcoef2d = cheb.chebfit(x, np.array([yw, yw]).T, [0, 1, 2, 3], w=w)
469
+ assert_almost_equal(wcoef2d, np.array([coef3, coef3]).T)
470
+ # test scaling with complex values x points whose square
471
+ # is zero when summed.
472
+ x = [1, 1j, -1, -1j]
473
+ assert_almost_equal(cheb.chebfit(x, x, 1), [0, 1])
474
+ assert_almost_equal(cheb.chebfit(x, x, [0, 1]), [0, 1])
475
+ # test fitting only even polynomials
476
+ x = np.linspace(-1, 1)
477
+ y = f2(x)
478
+ coef1 = cheb.chebfit(x, y, 4)
479
+ assert_almost_equal(cheb.chebval(x, coef1), y)
480
+ coef2 = cheb.chebfit(x, y, [0, 2, 4])
481
+ assert_almost_equal(cheb.chebval(x, coef2), y)
482
+ assert_almost_equal(coef1, coef2)
483
+
484
+
485
+ class TestInterpolate:
486
+
487
+ def f(self, x):
488
+ return x * (x - 1) * (x - 2)
489
+
490
+ def test_raises(self):
491
+ assert_raises(ValueError, cheb.chebinterpolate, self.f, -1)
492
+ assert_raises(TypeError, cheb.chebinterpolate, self.f, 10.)
493
+
494
+ def test_dimensions(self):
495
+ for deg in range(1, 5):
496
+ assert_(cheb.chebinterpolate(self.f, deg).shape == (deg + 1,))
497
+
498
+ def test_approximation(self):
499
+
500
+ def powx(x, p):
501
+ return x**p
502
+
503
+ x = np.linspace(-1, 1, 10)
504
+ for deg in range(0, 10):
505
+ for p in range(0, deg + 1):
506
+ c = cheb.chebinterpolate(powx, deg, (p,))
507
+ assert_almost_equal(cheb.chebval(x, c), powx(x, p), decimal=12)
508
+
509
+
510
+ class TestCompanion:
511
+
512
+ def test_raises(self):
513
+ assert_raises(ValueError, cheb.chebcompanion, [])
514
+ assert_raises(ValueError, cheb.chebcompanion, [1])
515
+
516
+ def test_dimensions(self):
517
+ for i in range(1, 5):
518
+ coef = [0]*i + [1]
519
+ assert_(cheb.chebcompanion(coef).shape == (i, i))
520
+
521
+ def test_linear_root(self):
522
+ assert_(cheb.chebcompanion([1, 2])[0, 0] == -.5)
523
+
524
+
525
+ class TestGauss:
526
+
527
+ def test_100(self):
528
+ x, w = cheb.chebgauss(100)
529
+
530
+ # test orthogonality. Note that the results need to be normalized,
531
+ # otherwise the huge values that can arise from fast growing
532
+ # functions like Laguerre can be very confusing.
533
+ v = cheb.chebvander(x, 99)
534
+ vv = np.dot(v.T * w, v)
535
+ vd = 1/np.sqrt(vv.diagonal())
536
+ vv = vd[:, None] * vv * vd
537
+ assert_almost_equal(vv, np.eye(100))
538
+
539
+ # check that the integral of 1 is correct
540
+ tgt = np.pi
541
+ assert_almost_equal(w.sum(), tgt)
542
+
543
+
544
+ class TestMisc:
545
+
546
+ def test_chebfromroots(self):
547
+ res = cheb.chebfromroots([])
548
+ assert_almost_equal(trim(res), [1])
549
+ for i in range(1, 5):
550
+ roots = np.cos(np.linspace(-np.pi, 0, 2*i + 1)[1::2])
551
+ tgt = [0]*i + [1]
552
+ res = cheb.chebfromroots(roots)*2**(i-1)
553
+ assert_almost_equal(trim(res), trim(tgt))
554
+
555
+ def test_chebroots(self):
556
+ assert_almost_equal(cheb.chebroots([1]), [])
557
+ assert_almost_equal(cheb.chebroots([1, 2]), [-.5])
558
+ for i in range(2, 5):
559
+ tgt = np.linspace(-1, 1, i)
560
+ res = cheb.chebroots(cheb.chebfromroots(tgt))
561
+ assert_almost_equal(trim(res), trim(tgt))
562
+
563
+ def test_chebtrim(self):
564
+ coef = [2, -1, 1, 0]
565
+
566
+ # Test exceptions
567
+ assert_raises(ValueError, cheb.chebtrim, coef, -1)
568
+
569
+ # Test results
570
+ assert_equal(cheb.chebtrim(coef), coef[:-1])
571
+ assert_equal(cheb.chebtrim(coef, 1), coef[:-3])
572
+ assert_equal(cheb.chebtrim(coef, 2), [0])
573
+
574
+ def test_chebline(self):
575
+ assert_equal(cheb.chebline(3, 4), [3, 4])
576
+
577
+ def test_cheb2poly(self):
578
+ for i in range(10):
579
+ assert_almost_equal(cheb.cheb2poly([0]*i + [1]), Tlist[i])
580
+
581
+ def test_poly2cheb(self):
582
+ for i in range(10):
583
+ assert_almost_equal(cheb.poly2cheb(Tlist[i]), [0]*i + [1])
584
+
585
+ def test_weight(self):
586
+ x = np.linspace(-1, 1, 11)[1:-1]
587
+ tgt = 1./(np.sqrt(1 + x) * np.sqrt(1 - x))
588
+ res = cheb.chebweight(x)
589
+ assert_almost_equal(res, tgt)
590
+
591
+ def test_chebpts1(self):
592
+ #test exceptions
593
+ assert_raises(ValueError, cheb.chebpts1, 1.5)
594
+ assert_raises(ValueError, cheb.chebpts1, 0)
595
+
596
+ #test points
597
+ tgt = [0]
598
+ assert_almost_equal(cheb.chebpts1(1), tgt)
599
+ tgt = [-0.70710678118654746, 0.70710678118654746]
600
+ assert_almost_equal(cheb.chebpts1(2), tgt)
601
+ tgt = [-0.86602540378443871, 0, 0.86602540378443871]
602
+ assert_almost_equal(cheb.chebpts1(3), tgt)
603
+ tgt = [-0.9238795325, -0.3826834323, 0.3826834323, 0.9238795325]
604
+ assert_almost_equal(cheb.chebpts1(4), tgt)
605
+
606
+ def test_chebpts2(self):
607
+ #test exceptions
608
+ assert_raises(ValueError, cheb.chebpts2, 1.5)
609
+ assert_raises(ValueError, cheb.chebpts2, 1)
610
+
611
+ #test points
612
+ tgt = [-1, 1]
613
+ assert_almost_equal(cheb.chebpts2(2), tgt)
614
+ tgt = [-1, 0, 1]
615
+ assert_almost_equal(cheb.chebpts2(3), tgt)
616
+ tgt = [-1, -0.5, .5, 1]
617
+ assert_almost_equal(cheb.chebpts2(4), tgt)
618
+ tgt = [-1.0, -0.707106781187, 0, 0.707106781187, 1.0]
619
+ assert_almost_equal(cheb.chebpts2(5), tgt)
parrot/lib/python3.10/site-packages/numpy/polynomial/tests/test_hermite.py ADDED
@@ -0,0 +1,555 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ """Tests for hermite module.
2
+
3
+ """
4
+ from functools import reduce
5
+
6
+ import numpy as np
7
+ import numpy.polynomial.hermite as herm
8
+ from numpy.polynomial.polynomial import polyval
9
+ from numpy.testing import (
10
+ assert_almost_equal, assert_raises, assert_equal, assert_,
11
+ )
12
+
13
+ H0 = np.array([1])
14
+ H1 = np.array([0, 2])
15
+ H2 = np.array([-2, 0, 4])
16
+ H3 = np.array([0, -12, 0, 8])
17
+ H4 = np.array([12, 0, -48, 0, 16])
18
+ H5 = np.array([0, 120, 0, -160, 0, 32])
19
+ H6 = np.array([-120, 0, 720, 0, -480, 0, 64])
20
+ H7 = np.array([0, -1680, 0, 3360, 0, -1344, 0, 128])
21
+ H8 = np.array([1680, 0, -13440, 0, 13440, 0, -3584, 0, 256])
22
+ H9 = np.array([0, 30240, 0, -80640, 0, 48384, 0, -9216, 0, 512])
23
+
24
+ Hlist = [H0, H1, H2, H3, H4, H5, H6, H7, H8, H9]
25
+
26
+
27
+ def trim(x):
28
+ return herm.hermtrim(x, tol=1e-6)
29
+
30
+
31
+ class TestConstants:
32
+
33
+ def test_hermdomain(self):
34
+ assert_equal(herm.hermdomain, [-1, 1])
35
+
36
+ def test_hermzero(self):
37
+ assert_equal(herm.hermzero, [0])
38
+
39
+ def test_hermone(self):
40
+ assert_equal(herm.hermone, [1])
41
+
42
+ def test_hermx(self):
43
+ assert_equal(herm.hermx, [0, .5])
44
+
45
+
46
+ class TestArithmetic:
47
+ x = np.linspace(-3, 3, 100)
48
+
49
+ def test_hermadd(self):
50
+ for i in range(5):
51
+ for j in range(5):
52
+ msg = f"At i={i}, j={j}"
53
+ tgt = np.zeros(max(i, j) + 1)
54
+ tgt[i] += 1
55
+ tgt[j] += 1
56
+ res = herm.hermadd([0]*i + [1], [0]*j + [1])
57
+ assert_equal(trim(res), trim(tgt), err_msg=msg)
58
+
59
+ def test_hermsub(self):
60
+ for i in range(5):
61
+ for j in range(5):
62
+ msg = f"At i={i}, j={j}"
63
+ tgt = np.zeros(max(i, j) + 1)
64
+ tgt[i] += 1
65
+ tgt[j] -= 1
66
+ res = herm.hermsub([0]*i + [1], [0]*j + [1])
67
+ assert_equal(trim(res), trim(tgt), err_msg=msg)
68
+
69
+ def test_hermmulx(self):
70
+ assert_equal(herm.hermmulx([0]), [0])
71
+ assert_equal(herm.hermmulx([1]), [0, .5])
72
+ for i in range(1, 5):
73
+ ser = [0]*i + [1]
74
+ tgt = [0]*(i - 1) + [i, 0, .5]
75
+ assert_equal(herm.hermmulx(ser), tgt)
76
+
77
+ def test_hermmul(self):
78
+ # check values of result
79
+ for i in range(5):
80
+ pol1 = [0]*i + [1]
81
+ val1 = herm.hermval(self.x, pol1)
82
+ for j in range(5):
83
+ msg = f"At i={i}, j={j}"
84
+ pol2 = [0]*j + [1]
85
+ val2 = herm.hermval(self.x, pol2)
86
+ pol3 = herm.hermmul(pol1, pol2)
87
+ val3 = herm.hermval(self.x, pol3)
88
+ assert_(len(pol3) == i + j + 1, msg)
89
+ assert_almost_equal(val3, val1*val2, err_msg=msg)
90
+
91
+ def test_hermdiv(self):
92
+ for i in range(5):
93
+ for j in range(5):
94
+ msg = f"At i={i}, j={j}"
95
+ ci = [0]*i + [1]
96
+ cj = [0]*j + [1]
97
+ tgt = herm.hermadd(ci, cj)
98
+ quo, rem = herm.hermdiv(tgt, ci)
99
+ res = herm.hermadd(herm.hermmul(quo, ci), rem)
100
+ assert_equal(trim(res), trim(tgt), err_msg=msg)
101
+
102
+ def test_hermpow(self):
103
+ for i in range(5):
104
+ for j in range(5):
105
+ msg = f"At i={i}, j={j}"
106
+ c = np.arange(i + 1)
107
+ tgt = reduce(herm.hermmul, [c]*j, np.array([1]))
108
+ res = herm.hermpow(c, j)
109
+ assert_equal(trim(res), trim(tgt), err_msg=msg)
110
+
111
+
112
+ class TestEvaluation:
113
+ # coefficients of 1 + 2*x + 3*x**2
114
+ c1d = np.array([2.5, 1., .75])
115
+ c2d = np.einsum('i,j->ij', c1d, c1d)
116
+ c3d = np.einsum('i,j,k->ijk', c1d, c1d, c1d)
117
+
118
+ # some random values in [-1, 1)
119
+ x = np.random.random((3, 5))*2 - 1
120
+ y = polyval(x, [1., 2., 3.])
121
+
122
+ def test_hermval(self):
123
+ #check empty input
124
+ assert_equal(herm.hermval([], [1]).size, 0)
125
+
126
+ #check normal input)
127
+ x = np.linspace(-1, 1)
128
+ y = [polyval(x, c) for c in Hlist]
129
+ for i in range(10):
130
+ msg = f"At i={i}"
131
+ tgt = y[i]
132
+ res = herm.hermval(x, [0]*i + [1])
133
+ assert_almost_equal(res, tgt, err_msg=msg)
134
+
135
+ #check that shape is preserved
136
+ for i in range(3):
137
+ dims = [2]*i
138
+ x = np.zeros(dims)
139
+ assert_equal(herm.hermval(x, [1]).shape, dims)
140
+ assert_equal(herm.hermval(x, [1, 0]).shape, dims)
141
+ assert_equal(herm.hermval(x, [1, 0, 0]).shape, dims)
142
+
143
+ def test_hermval2d(self):
144
+ x1, x2, x3 = self.x
145
+ y1, y2, y3 = self.y
146
+
147
+ #test exceptions
148
+ assert_raises(ValueError, herm.hermval2d, x1, x2[:2], self.c2d)
149
+
150
+ #test values
151
+ tgt = y1*y2
152
+ res = herm.hermval2d(x1, x2, self.c2d)
153
+ assert_almost_equal(res, tgt)
154
+
155
+ #test shape
156
+ z = np.ones((2, 3))
157
+ res = herm.hermval2d(z, z, self.c2d)
158
+ assert_(res.shape == (2, 3))
159
+
160
+ def test_hermval3d(self):
161
+ x1, x2, x3 = self.x
162
+ y1, y2, y3 = self.y
163
+
164
+ #test exceptions
165
+ assert_raises(ValueError, herm.hermval3d, x1, x2, x3[:2], self.c3d)
166
+
167
+ #test values
168
+ tgt = y1*y2*y3
169
+ res = herm.hermval3d(x1, x2, x3, self.c3d)
170
+ assert_almost_equal(res, tgt)
171
+
172
+ #test shape
173
+ z = np.ones((2, 3))
174
+ res = herm.hermval3d(z, z, z, self.c3d)
175
+ assert_(res.shape == (2, 3))
176
+
177
+ def test_hermgrid2d(self):
178
+ x1, x2, x3 = self.x
179
+ y1, y2, y3 = self.y
180
+
181
+ #test values
182
+ tgt = np.einsum('i,j->ij', y1, y2)
183
+ res = herm.hermgrid2d(x1, x2, self.c2d)
184
+ assert_almost_equal(res, tgt)
185
+
186
+ #test shape
187
+ z = np.ones((2, 3))
188
+ res = herm.hermgrid2d(z, z, self.c2d)
189
+ assert_(res.shape == (2, 3)*2)
190
+
191
+ def test_hermgrid3d(self):
192
+ x1, x2, x3 = self.x
193
+ y1, y2, y3 = self.y
194
+
195
+ #test values
196
+ tgt = np.einsum('i,j,k->ijk', y1, y2, y3)
197
+ res = herm.hermgrid3d(x1, x2, x3, self.c3d)
198
+ assert_almost_equal(res, tgt)
199
+
200
+ #test shape
201
+ z = np.ones((2, 3))
202
+ res = herm.hermgrid3d(z, z, z, self.c3d)
203
+ assert_(res.shape == (2, 3)*3)
204
+
205
+
206
+ class TestIntegral:
207
+
208
+ def test_hermint(self):
209
+ # check exceptions
210
+ assert_raises(TypeError, herm.hermint, [0], .5)
211
+ assert_raises(ValueError, herm.hermint, [0], -1)
212
+ assert_raises(ValueError, herm.hermint, [0], 1, [0, 0])
213
+ assert_raises(ValueError, herm.hermint, [0], lbnd=[0])
214
+ assert_raises(ValueError, herm.hermint, [0], scl=[0])
215
+ assert_raises(TypeError, herm.hermint, [0], axis=.5)
216
+
217
+ # test integration of zero polynomial
218
+ for i in range(2, 5):
219
+ k = [0]*(i - 2) + [1]
220
+ res = herm.hermint([0], m=i, k=k)
221
+ assert_almost_equal(res, [0, .5])
222
+
223
+ # check single integration with integration constant
224
+ for i in range(5):
225
+ scl = i + 1
226
+ pol = [0]*i + [1]
227
+ tgt = [i] + [0]*i + [1/scl]
228
+ hermpol = herm.poly2herm(pol)
229
+ hermint = herm.hermint(hermpol, m=1, k=[i])
230
+ res = herm.herm2poly(hermint)
231
+ assert_almost_equal(trim(res), trim(tgt))
232
+
233
+ # check single integration with integration constant and lbnd
234
+ for i in range(5):
235
+ scl = i + 1
236
+ pol = [0]*i + [1]
237
+ hermpol = herm.poly2herm(pol)
238
+ hermint = herm.hermint(hermpol, m=1, k=[i], lbnd=-1)
239
+ assert_almost_equal(herm.hermval(-1, hermint), i)
240
+
241
+ # check single integration with integration constant and scaling
242
+ for i in range(5):
243
+ scl = i + 1
244
+ pol = [0]*i + [1]
245
+ tgt = [i] + [0]*i + [2/scl]
246
+ hermpol = herm.poly2herm(pol)
247
+ hermint = herm.hermint(hermpol, m=1, k=[i], scl=2)
248
+ res = herm.herm2poly(hermint)
249
+ assert_almost_equal(trim(res), trim(tgt))
250
+
251
+ # check multiple integrations with default k
252
+ for i in range(5):
253
+ for j in range(2, 5):
254
+ pol = [0]*i + [1]
255
+ tgt = pol[:]
256
+ for k in range(j):
257
+ tgt = herm.hermint(tgt, m=1)
258
+ res = herm.hermint(pol, m=j)
259
+ assert_almost_equal(trim(res), trim(tgt))
260
+
261
+ # check multiple integrations with defined k
262
+ for i in range(5):
263
+ for j in range(2, 5):
264
+ pol = [0]*i + [1]
265
+ tgt = pol[:]
266
+ for k in range(j):
267
+ tgt = herm.hermint(tgt, m=1, k=[k])
268
+ res = herm.hermint(pol, m=j, k=list(range(j)))
269
+ assert_almost_equal(trim(res), trim(tgt))
270
+
271
+ # check multiple integrations with lbnd
272
+ for i in range(5):
273
+ for j in range(2, 5):
274
+ pol = [0]*i + [1]
275
+ tgt = pol[:]
276
+ for k in range(j):
277
+ tgt = herm.hermint(tgt, m=1, k=[k], lbnd=-1)
278
+ res = herm.hermint(pol, m=j, k=list(range(j)), lbnd=-1)
279
+ assert_almost_equal(trim(res), trim(tgt))
280
+
281
+ # check multiple integrations with scaling
282
+ for i in range(5):
283
+ for j in range(2, 5):
284
+ pol = [0]*i + [1]
285
+ tgt = pol[:]
286
+ for k in range(j):
287
+ tgt = herm.hermint(tgt, m=1, k=[k], scl=2)
288
+ res = herm.hermint(pol, m=j, k=list(range(j)), scl=2)
289
+ assert_almost_equal(trim(res), trim(tgt))
290
+
291
+ def test_hermint_axis(self):
292
+ # check that axis keyword works
293
+ c2d = np.random.random((3, 4))
294
+
295
+ tgt = np.vstack([herm.hermint(c) for c in c2d.T]).T
296
+ res = herm.hermint(c2d, axis=0)
297
+ assert_almost_equal(res, tgt)
298
+
299
+ tgt = np.vstack([herm.hermint(c) for c in c2d])
300
+ res = herm.hermint(c2d, axis=1)
301
+ assert_almost_equal(res, tgt)
302
+
303
+ tgt = np.vstack([herm.hermint(c, k=3) for c in c2d])
304
+ res = herm.hermint(c2d, k=3, axis=1)
305
+ assert_almost_equal(res, tgt)
306
+
307
+
308
+ class TestDerivative:
309
+
310
+ def test_hermder(self):
311
+ # check exceptions
312
+ assert_raises(TypeError, herm.hermder, [0], .5)
313
+ assert_raises(ValueError, herm.hermder, [0], -1)
314
+
315
+ # check that zeroth derivative does nothing
316
+ for i in range(5):
317
+ tgt = [0]*i + [1]
318
+ res = herm.hermder(tgt, m=0)
319
+ assert_equal(trim(res), trim(tgt))
320
+
321
+ # check that derivation is the inverse of integration
322
+ for i in range(5):
323
+ for j in range(2, 5):
324
+ tgt = [0]*i + [1]
325
+ res = herm.hermder(herm.hermint(tgt, m=j), m=j)
326
+ assert_almost_equal(trim(res), trim(tgt))
327
+
328
+ # check derivation with scaling
329
+ for i in range(5):
330
+ for j in range(2, 5):
331
+ tgt = [0]*i + [1]
332
+ res = herm.hermder(herm.hermint(tgt, m=j, scl=2), m=j, scl=.5)
333
+ assert_almost_equal(trim(res), trim(tgt))
334
+
335
+ def test_hermder_axis(self):
336
+ # check that axis keyword works
337
+ c2d = np.random.random((3, 4))
338
+
339
+ tgt = np.vstack([herm.hermder(c) for c in c2d.T]).T
340
+ res = herm.hermder(c2d, axis=0)
341
+ assert_almost_equal(res, tgt)
342
+
343
+ tgt = np.vstack([herm.hermder(c) for c in c2d])
344
+ res = herm.hermder(c2d, axis=1)
345
+ assert_almost_equal(res, tgt)
346
+
347
+
348
+ class TestVander:
349
+ # some random values in [-1, 1)
350
+ x = np.random.random((3, 5))*2 - 1
351
+
352
+ def test_hermvander(self):
353
+ # check for 1d x
354
+ x = np.arange(3)
355
+ v = herm.hermvander(x, 3)
356
+ assert_(v.shape == (3, 4))
357
+ for i in range(4):
358
+ coef = [0]*i + [1]
359
+ assert_almost_equal(v[..., i], herm.hermval(x, coef))
360
+
361
+ # check for 2d x
362
+ x = np.array([[1, 2], [3, 4], [5, 6]])
363
+ v = herm.hermvander(x, 3)
364
+ assert_(v.shape == (3, 2, 4))
365
+ for i in range(4):
366
+ coef = [0]*i + [1]
367
+ assert_almost_equal(v[..., i], herm.hermval(x, coef))
368
+
369
+ def test_hermvander2d(self):
370
+ # also tests hermval2d for non-square coefficient array
371
+ x1, x2, x3 = self.x
372
+ c = np.random.random((2, 3))
373
+ van = herm.hermvander2d(x1, x2, [1, 2])
374
+ tgt = herm.hermval2d(x1, x2, c)
375
+ res = np.dot(van, c.flat)
376
+ assert_almost_equal(res, tgt)
377
+
378
+ # check shape
379
+ van = herm.hermvander2d([x1], [x2], [1, 2])
380
+ assert_(van.shape == (1, 5, 6))
381
+
382
+ def test_hermvander3d(self):
383
+ # also tests hermval3d for non-square coefficient array
384
+ x1, x2, x3 = self.x
385
+ c = np.random.random((2, 3, 4))
386
+ van = herm.hermvander3d(x1, x2, x3, [1, 2, 3])
387
+ tgt = herm.hermval3d(x1, x2, x3, c)
388
+ res = np.dot(van, c.flat)
389
+ assert_almost_equal(res, tgt)
390
+
391
+ # check shape
392
+ van = herm.hermvander3d([x1], [x2], [x3], [1, 2, 3])
393
+ assert_(van.shape == (1, 5, 24))
394
+
395
+
396
+ class TestFitting:
397
+
398
+ def test_hermfit(self):
399
+ def f(x):
400
+ return x*(x - 1)*(x - 2)
401
+
402
+ def f2(x):
403
+ return x**4 + x**2 + 1
404
+
405
+ # Test exceptions
406
+ assert_raises(ValueError, herm.hermfit, [1], [1], -1)
407
+ assert_raises(TypeError, herm.hermfit, [[1]], [1], 0)
408
+ assert_raises(TypeError, herm.hermfit, [], [1], 0)
409
+ assert_raises(TypeError, herm.hermfit, [1], [[[1]]], 0)
410
+ assert_raises(TypeError, herm.hermfit, [1, 2], [1], 0)
411
+ assert_raises(TypeError, herm.hermfit, [1], [1, 2], 0)
412
+ assert_raises(TypeError, herm.hermfit, [1], [1], 0, w=[[1]])
413
+ assert_raises(TypeError, herm.hermfit, [1], [1], 0, w=[1, 1])
414
+ assert_raises(ValueError, herm.hermfit, [1], [1], [-1,])
415
+ assert_raises(ValueError, herm.hermfit, [1], [1], [2, -1, 6])
416
+ assert_raises(TypeError, herm.hermfit, [1], [1], [])
417
+
418
+ # Test fit
419
+ x = np.linspace(0, 2)
420
+ y = f(x)
421
+ #
422
+ coef3 = herm.hermfit(x, y, 3)
423
+ assert_equal(len(coef3), 4)
424
+ assert_almost_equal(herm.hermval(x, coef3), y)
425
+ coef3 = herm.hermfit(x, y, [0, 1, 2, 3])
426
+ assert_equal(len(coef3), 4)
427
+ assert_almost_equal(herm.hermval(x, coef3), y)
428
+ #
429
+ coef4 = herm.hermfit(x, y, 4)
430
+ assert_equal(len(coef4), 5)
431
+ assert_almost_equal(herm.hermval(x, coef4), y)
432
+ coef4 = herm.hermfit(x, y, [0, 1, 2, 3, 4])
433
+ assert_equal(len(coef4), 5)
434
+ assert_almost_equal(herm.hermval(x, coef4), y)
435
+ # check things still work if deg is not in strict increasing
436
+ coef4 = herm.hermfit(x, y, [2, 3, 4, 1, 0])
437
+ assert_equal(len(coef4), 5)
438
+ assert_almost_equal(herm.hermval(x, coef4), y)
439
+ #
440
+ coef2d = herm.hermfit(x, np.array([y, y]).T, 3)
441
+ assert_almost_equal(coef2d, np.array([coef3, coef3]).T)
442
+ coef2d = herm.hermfit(x, np.array([y, y]).T, [0, 1, 2, 3])
443
+ assert_almost_equal(coef2d, np.array([coef3, coef3]).T)
444
+ # test weighting
445
+ w = np.zeros_like(x)
446
+ yw = y.copy()
447
+ w[1::2] = 1
448
+ y[0::2] = 0
449
+ wcoef3 = herm.hermfit(x, yw, 3, w=w)
450
+ assert_almost_equal(wcoef3, coef3)
451
+ wcoef3 = herm.hermfit(x, yw, [0, 1, 2, 3], w=w)
452
+ assert_almost_equal(wcoef3, coef3)
453
+ #
454
+ wcoef2d = herm.hermfit(x, np.array([yw, yw]).T, 3, w=w)
455
+ assert_almost_equal(wcoef2d, np.array([coef3, coef3]).T)
456
+ wcoef2d = herm.hermfit(x, np.array([yw, yw]).T, [0, 1, 2, 3], w=w)
457
+ assert_almost_equal(wcoef2d, np.array([coef3, coef3]).T)
458
+ # test scaling with complex values x points whose square
459
+ # is zero when summed.
460
+ x = [1, 1j, -1, -1j]
461
+ assert_almost_equal(herm.hermfit(x, x, 1), [0, .5])
462
+ assert_almost_equal(herm.hermfit(x, x, [0, 1]), [0, .5])
463
+ # test fitting only even Legendre polynomials
464
+ x = np.linspace(-1, 1)
465
+ y = f2(x)
466
+ coef1 = herm.hermfit(x, y, 4)
467
+ assert_almost_equal(herm.hermval(x, coef1), y)
468
+ coef2 = herm.hermfit(x, y, [0, 2, 4])
469
+ assert_almost_equal(herm.hermval(x, coef2), y)
470
+ assert_almost_equal(coef1, coef2)
471
+
472
+
473
+ class TestCompanion:
474
+
475
+ def test_raises(self):
476
+ assert_raises(ValueError, herm.hermcompanion, [])
477
+ assert_raises(ValueError, herm.hermcompanion, [1])
478
+
479
+ def test_dimensions(self):
480
+ for i in range(1, 5):
481
+ coef = [0]*i + [1]
482
+ assert_(herm.hermcompanion(coef).shape == (i, i))
483
+
484
+ def test_linear_root(self):
485
+ assert_(herm.hermcompanion([1, 2])[0, 0] == -.25)
486
+
487
+
488
+ class TestGauss:
489
+
490
+ def test_100(self):
491
+ x, w = herm.hermgauss(100)
492
+
493
+ # test orthogonality. Note that the results need to be normalized,
494
+ # otherwise the huge values that can arise from fast growing
495
+ # functions like Laguerre can be very confusing.
496
+ v = herm.hermvander(x, 99)
497
+ vv = np.dot(v.T * w, v)
498
+ vd = 1/np.sqrt(vv.diagonal())
499
+ vv = vd[:, None] * vv * vd
500
+ assert_almost_equal(vv, np.eye(100))
501
+
502
+ # check that the integral of 1 is correct
503
+ tgt = np.sqrt(np.pi)
504
+ assert_almost_equal(w.sum(), tgt)
505
+
506
+
507
+ class TestMisc:
508
+
509
+ def test_hermfromroots(self):
510
+ res = herm.hermfromroots([])
511
+ assert_almost_equal(trim(res), [1])
512
+ for i in range(1, 5):
513
+ roots = np.cos(np.linspace(-np.pi, 0, 2*i + 1)[1::2])
514
+ pol = herm.hermfromroots(roots)
515
+ res = herm.hermval(roots, pol)
516
+ tgt = 0
517
+ assert_(len(pol) == i + 1)
518
+ assert_almost_equal(herm.herm2poly(pol)[-1], 1)
519
+ assert_almost_equal(res, tgt)
520
+
521
+ def test_hermroots(self):
522
+ assert_almost_equal(herm.hermroots([1]), [])
523
+ assert_almost_equal(herm.hermroots([1, 1]), [-.5])
524
+ for i in range(2, 5):
525
+ tgt = np.linspace(-1, 1, i)
526
+ res = herm.hermroots(herm.hermfromroots(tgt))
527
+ assert_almost_equal(trim(res), trim(tgt))
528
+
529
+ def test_hermtrim(self):
530
+ coef = [2, -1, 1, 0]
531
+
532
+ # Test exceptions
533
+ assert_raises(ValueError, herm.hermtrim, coef, -1)
534
+
535
+ # Test results
536
+ assert_equal(herm.hermtrim(coef), coef[:-1])
537
+ assert_equal(herm.hermtrim(coef, 1), coef[:-3])
538
+ assert_equal(herm.hermtrim(coef, 2), [0])
539
+
540
+ def test_hermline(self):
541
+ assert_equal(herm.hermline(3, 4), [3, 2])
542
+
543
+ def test_herm2poly(self):
544
+ for i in range(10):
545
+ assert_almost_equal(herm.herm2poly([0]*i + [1]), Hlist[i])
546
+
547
+ def test_poly2herm(self):
548
+ for i in range(10):
549
+ assert_almost_equal(herm.poly2herm(Hlist[i]), [0]*i + [1])
550
+
551
+ def test_weight(self):
552
+ x = np.linspace(-5, 5, 11)
553
+ tgt = np.exp(-x**2)
554
+ res = herm.hermweight(x)
555
+ assert_almost_equal(res, tgt)
parrot/lib/python3.10/site-packages/numpy/polynomial/tests/test_laguerre.py ADDED
@@ -0,0 +1,537 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ """Tests for laguerre module.
2
+
3
+ """
4
+ from functools import reduce
5
+
6
+ import numpy as np
7
+ import numpy.polynomial.laguerre as lag
8
+ from numpy.polynomial.polynomial import polyval
9
+ from numpy.testing import (
10
+ assert_almost_equal, assert_raises, assert_equal, assert_,
11
+ )
12
+
13
+ L0 = np.array([1])/1
14
+ L1 = np.array([1, -1])/1
15
+ L2 = np.array([2, -4, 1])/2
16
+ L3 = np.array([6, -18, 9, -1])/6
17
+ L4 = np.array([24, -96, 72, -16, 1])/24
18
+ L5 = np.array([120, -600, 600, -200, 25, -1])/120
19
+ L6 = np.array([720, -4320, 5400, -2400, 450, -36, 1])/720
20
+
21
+ Llist = [L0, L1, L2, L3, L4, L5, L6]
22
+
23
+
24
+ def trim(x):
25
+ return lag.lagtrim(x, tol=1e-6)
26
+
27
+
28
+ class TestConstants:
29
+
30
+ def test_lagdomain(self):
31
+ assert_equal(lag.lagdomain, [0, 1])
32
+
33
+ def test_lagzero(self):
34
+ assert_equal(lag.lagzero, [0])
35
+
36
+ def test_lagone(self):
37
+ assert_equal(lag.lagone, [1])
38
+
39
+ def test_lagx(self):
40
+ assert_equal(lag.lagx, [1, -1])
41
+
42
+
43
+ class TestArithmetic:
44
+ x = np.linspace(-3, 3, 100)
45
+
46
+ def test_lagadd(self):
47
+ for i in range(5):
48
+ for j in range(5):
49
+ msg = f"At i={i}, j={j}"
50
+ tgt = np.zeros(max(i, j) + 1)
51
+ tgt[i] += 1
52
+ tgt[j] += 1
53
+ res = lag.lagadd([0]*i + [1], [0]*j + [1])
54
+ assert_equal(trim(res), trim(tgt), err_msg=msg)
55
+
56
+ def test_lagsub(self):
57
+ for i in range(5):
58
+ for j in range(5):
59
+ msg = f"At i={i}, j={j}"
60
+ tgt = np.zeros(max(i, j) + 1)
61
+ tgt[i] += 1
62
+ tgt[j] -= 1
63
+ res = lag.lagsub([0]*i + [1], [0]*j + [1])
64
+ assert_equal(trim(res), trim(tgt), err_msg=msg)
65
+
66
+ def test_lagmulx(self):
67
+ assert_equal(lag.lagmulx([0]), [0])
68
+ assert_equal(lag.lagmulx([1]), [1, -1])
69
+ for i in range(1, 5):
70
+ ser = [0]*i + [1]
71
+ tgt = [0]*(i - 1) + [-i, 2*i + 1, -(i + 1)]
72
+ assert_almost_equal(lag.lagmulx(ser), tgt)
73
+
74
+ def test_lagmul(self):
75
+ # check values of result
76
+ for i in range(5):
77
+ pol1 = [0]*i + [1]
78
+ val1 = lag.lagval(self.x, pol1)
79
+ for j in range(5):
80
+ msg = f"At i={i}, j={j}"
81
+ pol2 = [0]*j + [1]
82
+ val2 = lag.lagval(self.x, pol2)
83
+ pol3 = lag.lagmul(pol1, pol2)
84
+ val3 = lag.lagval(self.x, pol3)
85
+ assert_(len(pol3) == i + j + 1, msg)
86
+ assert_almost_equal(val3, val1*val2, err_msg=msg)
87
+
88
+ def test_lagdiv(self):
89
+ for i in range(5):
90
+ for j in range(5):
91
+ msg = f"At i={i}, j={j}"
92
+ ci = [0]*i + [1]
93
+ cj = [0]*j + [1]
94
+ tgt = lag.lagadd(ci, cj)
95
+ quo, rem = lag.lagdiv(tgt, ci)
96
+ res = lag.lagadd(lag.lagmul(quo, ci), rem)
97
+ assert_almost_equal(trim(res), trim(tgt), err_msg=msg)
98
+
99
+ def test_lagpow(self):
100
+ for i in range(5):
101
+ for j in range(5):
102
+ msg = f"At i={i}, j={j}"
103
+ c = np.arange(i + 1)
104
+ tgt = reduce(lag.lagmul, [c]*j, np.array([1]))
105
+ res = lag.lagpow(c, j)
106
+ assert_equal(trim(res), trim(tgt), err_msg=msg)
107
+
108
+
109
+ class TestEvaluation:
110
+ # coefficients of 1 + 2*x + 3*x**2
111
+ c1d = np.array([9., -14., 6.])
112
+ c2d = np.einsum('i,j->ij', c1d, c1d)
113
+ c3d = np.einsum('i,j,k->ijk', c1d, c1d, c1d)
114
+
115
+ # some random values in [-1, 1)
116
+ x = np.random.random((3, 5))*2 - 1
117
+ y = polyval(x, [1., 2., 3.])
118
+
119
+ def test_lagval(self):
120
+ #check empty input
121
+ assert_equal(lag.lagval([], [1]).size, 0)
122
+
123
+ #check normal input)
124
+ x = np.linspace(-1, 1)
125
+ y = [polyval(x, c) for c in Llist]
126
+ for i in range(7):
127
+ msg = f"At i={i}"
128
+ tgt = y[i]
129
+ res = lag.lagval(x, [0]*i + [1])
130
+ assert_almost_equal(res, tgt, err_msg=msg)
131
+
132
+ #check that shape is preserved
133
+ for i in range(3):
134
+ dims = [2]*i
135
+ x = np.zeros(dims)
136
+ assert_equal(lag.lagval(x, [1]).shape, dims)
137
+ assert_equal(lag.lagval(x, [1, 0]).shape, dims)
138
+ assert_equal(lag.lagval(x, [1, 0, 0]).shape, dims)
139
+
140
+ def test_lagval2d(self):
141
+ x1, x2, x3 = self.x
142
+ y1, y2, y3 = self.y
143
+
144
+ #test exceptions
145
+ assert_raises(ValueError, lag.lagval2d, x1, x2[:2], self.c2d)
146
+
147
+ #test values
148
+ tgt = y1*y2
149
+ res = lag.lagval2d(x1, x2, self.c2d)
150
+ assert_almost_equal(res, tgt)
151
+
152
+ #test shape
153
+ z = np.ones((2, 3))
154
+ res = lag.lagval2d(z, z, self.c2d)
155
+ assert_(res.shape == (2, 3))
156
+
157
+ def test_lagval3d(self):
158
+ x1, x2, x3 = self.x
159
+ y1, y2, y3 = self.y
160
+
161
+ #test exceptions
162
+ assert_raises(ValueError, lag.lagval3d, x1, x2, x3[:2], self.c3d)
163
+
164
+ #test values
165
+ tgt = y1*y2*y3
166
+ res = lag.lagval3d(x1, x2, x3, self.c3d)
167
+ assert_almost_equal(res, tgt)
168
+
169
+ #test shape
170
+ z = np.ones((2, 3))
171
+ res = lag.lagval3d(z, z, z, self.c3d)
172
+ assert_(res.shape == (2, 3))
173
+
174
+ def test_laggrid2d(self):
175
+ x1, x2, x3 = self.x
176
+ y1, y2, y3 = self.y
177
+
178
+ #test values
179
+ tgt = np.einsum('i,j->ij', y1, y2)
180
+ res = lag.laggrid2d(x1, x2, self.c2d)
181
+ assert_almost_equal(res, tgt)
182
+
183
+ #test shape
184
+ z = np.ones((2, 3))
185
+ res = lag.laggrid2d(z, z, self.c2d)
186
+ assert_(res.shape == (2, 3)*2)
187
+
188
+ def test_laggrid3d(self):
189
+ x1, x2, x3 = self.x
190
+ y1, y2, y3 = self.y
191
+
192
+ #test values
193
+ tgt = np.einsum('i,j,k->ijk', y1, y2, y3)
194
+ res = lag.laggrid3d(x1, x2, x3, self.c3d)
195
+ assert_almost_equal(res, tgt)
196
+
197
+ #test shape
198
+ z = np.ones((2, 3))
199
+ res = lag.laggrid3d(z, z, z, self.c3d)
200
+ assert_(res.shape == (2, 3)*3)
201
+
202
+
203
+ class TestIntegral:
204
+
205
+ def test_lagint(self):
206
+ # check exceptions
207
+ assert_raises(TypeError, lag.lagint, [0], .5)
208
+ assert_raises(ValueError, lag.lagint, [0], -1)
209
+ assert_raises(ValueError, lag.lagint, [0], 1, [0, 0])
210
+ assert_raises(ValueError, lag.lagint, [0], lbnd=[0])
211
+ assert_raises(ValueError, lag.lagint, [0], scl=[0])
212
+ assert_raises(TypeError, lag.lagint, [0], axis=.5)
213
+
214
+ # test integration of zero polynomial
215
+ for i in range(2, 5):
216
+ k = [0]*(i - 2) + [1]
217
+ res = lag.lagint([0], m=i, k=k)
218
+ assert_almost_equal(res, [1, -1])
219
+
220
+ # check single integration with integration constant
221
+ for i in range(5):
222
+ scl = i + 1
223
+ pol = [0]*i + [1]
224
+ tgt = [i] + [0]*i + [1/scl]
225
+ lagpol = lag.poly2lag(pol)
226
+ lagint = lag.lagint(lagpol, m=1, k=[i])
227
+ res = lag.lag2poly(lagint)
228
+ assert_almost_equal(trim(res), trim(tgt))
229
+
230
+ # check single integration with integration constant and lbnd
231
+ for i in range(5):
232
+ scl = i + 1
233
+ pol = [0]*i + [1]
234
+ lagpol = lag.poly2lag(pol)
235
+ lagint = lag.lagint(lagpol, m=1, k=[i], lbnd=-1)
236
+ assert_almost_equal(lag.lagval(-1, lagint), i)
237
+
238
+ # check single integration with integration constant and scaling
239
+ for i in range(5):
240
+ scl = i + 1
241
+ pol = [0]*i + [1]
242
+ tgt = [i] + [0]*i + [2/scl]
243
+ lagpol = lag.poly2lag(pol)
244
+ lagint = lag.lagint(lagpol, m=1, k=[i], scl=2)
245
+ res = lag.lag2poly(lagint)
246
+ assert_almost_equal(trim(res), trim(tgt))
247
+
248
+ # check multiple integrations with default k
249
+ for i in range(5):
250
+ for j in range(2, 5):
251
+ pol = [0]*i + [1]
252
+ tgt = pol[:]
253
+ for k in range(j):
254
+ tgt = lag.lagint(tgt, m=1)
255
+ res = lag.lagint(pol, m=j)
256
+ assert_almost_equal(trim(res), trim(tgt))
257
+
258
+ # check multiple integrations with defined k
259
+ for i in range(5):
260
+ for j in range(2, 5):
261
+ pol = [0]*i + [1]
262
+ tgt = pol[:]
263
+ for k in range(j):
264
+ tgt = lag.lagint(tgt, m=1, k=[k])
265
+ res = lag.lagint(pol, m=j, k=list(range(j)))
266
+ assert_almost_equal(trim(res), trim(tgt))
267
+
268
+ # check multiple integrations with lbnd
269
+ for i in range(5):
270
+ for j in range(2, 5):
271
+ pol = [0]*i + [1]
272
+ tgt = pol[:]
273
+ for k in range(j):
274
+ tgt = lag.lagint(tgt, m=1, k=[k], lbnd=-1)
275
+ res = lag.lagint(pol, m=j, k=list(range(j)), lbnd=-1)
276
+ assert_almost_equal(trim(res), trim(tgt))
277
+
278
+ # check multiple integrations with scaling
279
+ for i in range(5):
280
+ for j in range(2, 5):
281
+ pol = [0]*i + [1]
282
+ tgt = pol[:]
283
+ for k in range(j):
284
+ tgt = lag.lagint(tgt, m=1, k=[k], scl=2)
285
+ res = lag.lagint(pol, m=j, k=list(range(j)), scl=2)
286
+ assert_almost_equal(trim(res), trim(tgt))
287
+
288
+ def test_lagint_axis(self):
289
+ # check that axis keyword works
290
+ c2d = np.random.random((3, 4))
291
+
292
+ tgt = np.vstack([lag.lagint(c) for c in c2d.T]).T
293
+ res = lag.lagint(c2d, axis=0)
294
+ assert_almost_equal(res, tgt)
295
+
296
+ tgt = np.vstack([lag.lagint(c) for c in c2d])
297
+ res = lag.lagint(c2d, axis=1)
298
+ assert_almost_equal(res, tgt)
299
+
300
+ tgt = np.vstack([lag.lagint(c, k=3) for c in c2d])
301
+ res = lag.lagint(c2d, k=3, axis=1)
302
+ assert_almost_equal(res, tgt)
303
+
304
+
305
+ class TestDerivative:
306
+
307
+ def test_lagder(self):
308
+ # check exceptions
309
+ assert_raises(TypeError, lag.lagder, [0], .5)
310
+ assert_raises(ValueError, lag.lagder, [0], -1)
311
+
312
+ # check that zeroth derivative does nothing
313
+ for i in range(5):
314
+ tgt = [0]*i + [1]
315
+ res = lag.lagder(tgt, m=0)
316
+ assert_equal(trim(res), trim(tgt))
317
+
318
+ # check that derivation is the inverse of integration
319
+ for i in range(5):
320
+ for j in range(2, 5):
321
+ tgt = [0]*i + [1]
322
+ res = lag.lagder(lag.lagint(tgt, m=j), m=j)
323
+ assert_almost_equal(trim(res), trim(tgt))
324
+
325
+ # check derivation with scaling
326
+ for i in range(5):
327
+ for j in range(2, 5):
328
+ tgt = [0]*i + [1]
329
+ res = lag.lagder(lag.lagint(tgt, m=j, scl=2), m=j, scl=.5)
330
+ assert_almost_equal(trim(res), trim(tgt))
331
+
332
+ def test_lagder_axis(self):
333
+ # check that axis keyword works
334
+ c2d = np.random.random((3, 4))
335
+
336
+ tgt = np.vstack([lag.lagder(c) for c in c2d.T]).T
337
+ res = lag.lagder(c2d, axis=0)
338
+ assert_almost_equal(res, tgt)
339
+
340
+ tgt = np.vstack([lag.lagder(c) for c in c2d])
341
+ res = lag.lagder(c2d, axis=1)
342
+ assert_almost_equal(res, tgt)
343
+
344
+
345
+ class TestVander:
346
+ # some random values in [-1, 1)
347
+ x = np.random.random((3, 5))*2 - 1
348
+
349
+ def test_lagvander(self):
350
+ # check for 1d x
351
+ x = np.arange(3)
352
+ v = lag.lagvander(x, 3)
353
+ assert_(v.shape == (3, 4))
354
+ for i in range(4):
355
+ coef = [0]*i + [1]
356
+ assert_almost_equal(v[..., i], lag.lagval(x, coef))
357
+
358
+ # check for 2d x
359
+ x = np.array([[1, 2], [3, 4], [5, 6]])
360
+ v = lag.lagvander(x, 3)
361
+ assert_(v.shape == (3, 2, 4))
362
+ for i in range(4):
363
+ coef = [0]*i + [1]
364
+ assert_almost_equal(v[..., i], lag.lagval(x, coef))
365
+
366
+ def test_lagvander2d(self):
367
+ # also tests lagval2d for non-square coefficient array
368
+ x1, x2, x3 = self.x
369
+ c = np.random.random((2, 3))
370
+ van = lag.lagvander2d(x1, x2, [1, 2])
371
+ tgt = lag.lagval2d(x1, x2, c)
372
+ res = np.dot(van, c.flat)
373
+ assert_almost_equal(res, tgt)
374
+
375
+ # check shape
376
+ van = lag.lagvander2d([x1], [x2], [1, 2])
377
+ assert_(van.shape == (1, 5, 6))
378
+
379
+ def test_lagvander3d(self):
380
+ # also tests lagval3d for non-square coefficient array
381
+ x1, x2, x3 = self.x
382
+ c = np.random.random((2, 3, 4))
383
+ van = lag.lagvander3d(x1, x2, x3, [1, 2, 3])
384
+ tgt = lag.lagval3d(x1, x2, x3, c)
385
+ res = np.dot(van, c.flat)
386
+ assert_almost_equal(res, tgt)
387
+
388
+ # check shape
389
+ van = lag.lagvander3d([x1], [x2], [x3], [1, 2, 3])
390
+ assert_(van.shape == (1, 5, 24))
391
+
392
+
393
+ class TestFitting:
394
+
395
+ def test_lagfit(self):
396
+ def f(x):
397
+ return x*(x - 1)*(x - 2)
398
+
399
+ # Test exceptions
400
+ assert_raises(ValueError, lag.lagfit, [1], [1], -1)
401
+ assert_raises(TypeError, lag.lagfit, [[1]], [1], 0)
402
+ assert_raises(TypeError, lag.lagfit, [], [1], 0)
403
+ assert_raises(TypeError, lag.lagfit, [1], [[[1]]], 0)
404
+ assert_raises(TypeError, lag.lagfit, [1, 2], [1], 0)
405
+ assert_raises(TypeError, lag.lagfit, [1], [1, 2], 0)
406
+ assert_raises(TypeError, lag.lagfit, [1], [1], 0, w=[[1]])
407
+ assert_raises(TypeError, lag.lagfit, [1], [1], 0, w=[1, 1])
408
+ assert_raises(ValueError, lag.lagfit, [1], [1], [-1,])
409
+ assert_raises(ValueError, lag.lagfit, [1], [1], [2, -1, 6])
410
+ assert_raises(TypeError, lag.lagfit, [1], [1], [])
411
+
412
+ # Test fit
413
+ x = np.linspace(0, 2)
414
+ y = f(x)
415
+ #
416
+ coef3 = lag.lagfit(x, y, 3)
417
+ assert_equal(len(coef3), 4)
418
+ assert_almost_equal(lag.lagval(x, coef3), y)
419
+ coef3 = lag.lagfit(x, y, [0, 1, 2, 3])
420
+ assert_equal(len(coef3), 4)
421
+ assert_almost_equal(lag.lagval(x, coef3), y)
422
+ #
423
+ coef4 = lag.lagfit(x, y, 4)
424
+ assert_equal(len(coef4), 5)
425
+ assert_almost_equal(lag.lagval(x, coef4), y)
426
+ coef4 = lag.lagfit(x, y, [0, 1, 2, 3, 4])
427
+ assert_equal(len(coef4), 5)
428
+ assert_almost_equal(lag.lagval(x, coef4), y)
429
+ #
430
+ coef2d = lag.lagfit(x, np.array([y, y]).T, 3)
431
+ assert_almost_equal(coef2d, np.array([coef3, coef3]).T)
432
+ coef2d = lag.lagfit(x, np.array([y, y]).T, [0, 1, 2, 3])
433
+ assert_almost_equal(coef2d, np.array([coef3, coef3]).T)
434
+ # test weighting
435
+ w = np.zeros_like(x)
436
+ yw = y.copy()
437
+ w[1::2] = 1
438
+ y[0::2] = 0
439
+ wcoef3 = lag.lagfit(x, yw, 3, w=w)
440
+ assert_almost_equal(wcoef3, coef3)
441
+ wcoef3 = lag.lagfit(x, yw, [0, 1, 2, 3], w=w)
442
+ assert_almost_equal(wcoef3, coef3)
443
+ #
444
+ wcoef2d = lag.lagfit(x, np.array([yw, yw]).T, 3, w=w)
445
+ assert_almost_equal(wcoef2d, np.array([coef3, coef3]).T)
446
+ wcoef2d = lag.lagfit(x, np.array([yw, yw]).T, [0, 1, 2, 3], w=w)
447
+ assert_almost_equal(wcoef2d, np.array([coef3, coef3]).T)
448
+ # test scaling with complex values x points whose square
449
+ # is zero when summed.
450
+ x = [1, 1j, -1, -1j]
451
+ assert_almost_equal(lag.lagfit(x, x, 1), [1, -1])
452
+ assert_almost_equal(lag.lagfit(x, x, [0, 1]), [1, -1])
453
+
454
+
455
+ class TestCompanion:
456
+
457
+ def test_raises(self):
458
+ assert_raises(ValueError, lag.lagcompanion, [])
459
+ assert_raises(ValueError, lag.lagcompanion, [1])
460
+
461
+ def test_dimensions(self):
462
+ for i in range(1, 5):
463
+ coef = [0]*i + [1]
464
+ assert_(lag.lagcompanion(coef).shape == (i, i))
465
+
466
+ def test_linear_root(self):
467
+ assert_(lag.lagcompanion([1, 2])[0, 0] == 1.5)
468
+
469
+
470
+ class TestGauss:
471
+
472
+ def test_100(self):
473
+ x, w = lag.laggauss(100)
474
+
475
+ # test orthogonality. Note that the results need to be normalized,
476
+ # otherwise the huge values that can arise from fast growing
477
+ # functions like Laguerre can be very confusing.
478
+ v = lag.lagvander(x, 99)
479
+ vv = np.dot(v.T * w, v)
480
+ vd = 1/np.sqrt(vv.diagonal())
481
+ vv = vd[:, None] * vv * vd
482
+ assert_almost_equal(vv, np.eye(100))
483
+
484
+ # check that the integral of 1 is correct
485
+ tgt = 1.0
486
+ assert_almost_equal(w.sum(), tgt)
487
+
488
+
489
+ class TestMisc:
490
+
491
+ def test_lagfromroots(self):
492
+ res = lag.lagfromroots([])
493
+ assert_almost_equal(trim(res), [1])
494
+ for i in range(1, 5):
495
+ roots = np.cos(np.linspace(-np.pi, 0, 2*i + 1)[1::2])
496
+ pol = lag.lagfromroots(roots)
497
+ res = lag.lagval(roots, pol)
498
+ tgt = 0
499
+ assert_(len(pol) == i + 1)
500
+ assert_almost_equal(lag.lag2poly(pol)[-1], 1)
501
+ assert_almost_equal(res, tgt)
502
+
503
+ def test_lagroots(self):
504
+ assert_almost_equal(lag.lagroots([1]), [])
505
+ assert_almost_equal(lag.lagroots([0, 1]), [1])
506
+ for i in range(2, 5):
507
+ tgt = np.linspace(0, 3, i)
508
+ res = lag.lagroots(lag.lagfromroots(tgt))
509
+ assert_almost_equal(trim(res), trim(tgt))
510
+
511
+ def test_lagtrim(self):
512
+ coef = [2, -1, 1, 0]
513
+
514
+ # Test exceptions
515
+ assert_raises(ValueError, lag.lagtrim, coef, -1)
516
+
517
+ # Test results
518
+ assert_equal(lag.lagtrim(coef), coef[:-1])
519
+ assert_equal(lag.lagtrim(coef, 1), coef[:-3])
520
+ assert_equal(lag.lagtrim(coef, 2), [0])
521
+
522
+ def test_lagline(self):
523
+ assert_equal(lag.lagline(3, 4), [7, -4])
524
+
525
+ def test_lag2poly(self):
526
+ for i in range(7):
527
+ assert_almost_equal(lag.lag2poly([0]*i + [1]), Llist[i])
528
+
529
+ def test_poly2lag(self):
530
+ for i in range(7):
531
+ assert_almost_equal(lag.poly2lag(Llist[i]), [0]*i + [1])
532
+
533
+ def test_weight(self):
534
+ x = np.linspace(0, 10, 11)
535
+ tgt = np.exp(-x)
536
+ res = lag.lagweight(x)
537
+ assert_almost_equal(res, tgt)
parrot/lib/python3.10/site-packages/numpy/random/__init__.pxd ADDED
@@ -0,0 +1,14 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ cimport numpy as np
2
+ from libc.stdint cimport uint32_t, uint64_t
3
+
4
+ cdef extern from "numpy/random/bitgen.h":
5
+ struct bitgen:
6
+ void *state
7
+ uint64_t (*next_uint64)(void *st) nogil
8
+ uint32_t (*next_uint32)(void *st) nogil
9
+ double (*next_double)(void *st) nogil
10
+ uint64_t (*next_raw)(void *st) nogil
11
+
12
+ ctypedef bitgen bitgen_t
13
+
14
+ from numpy.random.bit_generator cimport BitGenerator, SeedSequence
parrot/lib/python3.10/site-packages/numpy/random/__init__.pyi ADDED
@@ -0,0 +1,71 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ from numpy._pytesttester import PytestTester
2
+
3
+ from numpy.random._generator import Generator as Generator
4
+ from numpy.random._generator import default_rng as default_rng
5
+ from numpy.random._mt19937 import MT19937 as MT19937
6
+ from numpy.random._pcg64 import (
7
+ PCG64 as PCG64,
8
+ PCG64DXSM as PCG64DXSM,
9
+ )
10
+ from numpy.random._philox import Philox as Philox
11
+ from numpy.random._sfc64 import SFC64 as SFC64
12
+ from numpy.random.bit_generator import BitGenerator as BitGenerator
13
+ from numpy.random.bit_generator import SeedSequence as SeedSequence
14
+ from numpy.random.mtrand import (
15
+ RandomState as RandomState,
16
+ beta as beta,
17
+ binomial as binomial,
18
+ bytes as bytes,
19
+ chisquare as chisquare,
20
+ choice as choice,
21
+ dirichlet as dirichlet,
22
+ exponential as exponential,
23
+ f as f,
24
+ gamma as gamma,
25
+ geometric as geometric,
26
+ get_bit_generator as get_bit_generator,
27
+ get_state as get_state,
28
+ gumbel as gumbel,
29
+ hypergeometric as hypergeometric,
30
+ laplace as laplace,
31
+ logistic as logistic,
32
+ lognormal as lognormal,
33
+ logseries as logseries,
34
+ multinomial as multinomial,
35
+ multivariate_normal as multivariate_normal,
36
+ negative_binomial as negative_binomial,
37
+ noncentral_chisquare as noncentral_chisquare,
38
+ noncentral_f as noncentral_f,
39
+ normal as normal,
40
+ pareto as pareto,
41
+ permutation as permutation,
42
+ poisson as poisson,
43
+ power as power,
44
+ rand as rand,
45
+ randint as randint,
46
+ randn as randn,
47
+ random as random,
48
+ random_integers as random_integers,
49
+ random_sample as random_sample,
50
+ ranf as ranf,
51
+ rayleigh as rayleigh,
52
+ sample as sample,
53
+ seed as seed,
54
+ set_bit_generator as set_bit_generator,
55
+ set_state as set_state,
56
+ shuffle as shuffle,
57
+ standard_cauchy as standard_cauchy,
58
+ standard_exponential as standard_exponential,
59
+ standard_gamma as standard_gamma,
60
+ standard_normal as standard_normal,
61
+ standard_t as standard_t,
62
+ triangular as triangular,
63
+ uniform as uniform,
64
+ vonmises as vonmises,
65
+ wald as wald,
66
+ weibull as weibull,
67
+ zipf as zipf,
68
+ )
69
+
70
+ __all__: list[str]
71
+ test: PytestTester
parrot/lib/python3.10/site-packages/numpy/random/_bounded_integers.pxd ADDED
@@ -0,0 +1,29 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ from libc.stdint cimport (uint8_t, uint16_t, uint32_t, uint64_t,
2
+ int8_t, int16_t, int32_t, int64_t, intptr_t)
3
+ import numpy as np
4
+ cimport numpy as np
5
+ ctypedef np.npy_bool bool_t
6
+
7
+ from numpy.random cimport bitgen_t
8
+
9
+ cdef inline uint64_t _gen_mask(uint64_t max_val) noexcept nogil:
10
+ """Mask generator for use in bounded random numbers"""
11
+ # Smallest bit mask >= max
12
+ cdef uint64_t mask = max_val
13
+ mask |= mask >> 1
14
+ mask |= mask >> 2
15
+ mask |= mask >> 4
16
+ mask |= mask >> 8
17
+ mask |= mask >> 16
18
+ mask |= mask >> 32
19
+ return mask
20
+
21
+ cdef object _rand_uint64(object low, object high, object size, bint use_masked, bint closed, bitgen_t *state, object lock)
22
+ cdef object _rand_uint32(object low, object high, object size, bint use_masked, bint closed, bitgen_t *state, object lock)
23
+ cdef object _rand_uint16(object low, object high, object size, bint use_masked, bint closed, bitgen_t *state, object lock)
24
+ cdef object _rand_uint8(object low, object high, object size, bint use_masked, bint closed, bitgen_t *state, object lock)
25
+ cdef object _rand_bool(object low, object high, object size, bint use_masked, bint closed, bitgen_t *state, object lock)
26
+ cdef object _rand_int64(object low, object high, object size, bint use_masked, bint closed, bitgen_t *state, object lock)
27
+ cdef object _rand_int32(object low, object high, object size, bint use_masked, bint closed, bitgen_t *state, object lock)
28
+ cdef object _rand_int16(object low, object high, object size, bint use_masked, bint closed, bitgen_t *state, object lock)
29
+ cdef object _rand_int8(object low, object high, object size, bint use_masked, bint closed, bitgen_t *state, object lock)
parrot/lib/python3.10/site-packages/numpy/random/_generator.pyi ADDED
@@ -0,0 +1,784 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ from collections.abc import Callable
2
+ from typing import Any, overload, TypeVar, Literal
3
+
4
+ import numpy as np
5
+ from numpy import (
6
+ dtype,
7
+ float32,
8
+ float64,
9
+ int8,
10
+ int16,
11
+ int32,
12
+ int64,
13
+ int_,
14
+ uint,
15
+ uint8,
16
+ uint16,
17
+ uint32,
18
+ uint64,
19
+ )
20
+ from numpy.random import BitGenerator, SeedSequence
21
+ from numpy._typing import (
22
+ ArrayLike,
23
+ NDArray,
24
+ _ArrayLikeFloat_co,
25
+ _ArrayLikeInt_co,
26
+ _DoubleCodes,
27
+ _DTypeLikeBool,
28
+ _DTypeLikeInt,
29
+ _DTypeLikeUInt,
30
+ _Float32Codes,
31
+ _Float64Codes,
32
+ _FloatLike_co,
33
+ _Int8Codes,
34
+ _Int16Codes,
35
+ _Int32Codes,
36
+ _Int64Codes,
37
+ _IntCodes,
38
+ _ShapeLike,
39
+ _SingleCodes,
40
+ _SupportsDType,
41
+ _UInt8Codes,
42
+ _UInt16Codes,
43
+ _UInt32Codes,
44
+ _UInt64Codes,
45
+ _UIntCodes,
46
+ )
47
+
48
+ _ArrayType = TypeVar("_ArrayType", bound=NDArray[Any])
49
+
50
+ _DTypeLikeFloat32 = (
51
+ dtype[float32]
52
+ | _SupportsDType[dtype[float32]]
53
+ | type[float32]
54
+ | _Float32Codes
55
+ | _SingleCodes
56
+ )
57
+
58
+ _DTypeLikeFloat64 = (
59
+ dtype[float64]
60
+ | _SupportsDType[dtype[float64]]
61
+ | type[float]
62
+ | type[float64]
63
+ | _Float64Codes
64
+ | _DoubleCodes
65
+ )
66
+
67
+ class Generator:
68
+ def __init__(self, bit_generator: BitGenerator) -> None: ...
69
+ def __repr__(self) -> str: ...
70
+ def __str__(self) -> str: ...
71
+ def __getstate__(self) -> None: ...
72
+ def __setstate__(self, state: dict[str, Any] | None) -> None: ...
73
+ def __reduce__(self) -> tuple[
74
+ Callable[[BitGenerator], Generator],
75
+ tuple[BitGenerator],
76
+ None]: ...
77
+ @property
78
+ def bit_generator(self) -> BitGenerator: ...
79
+ def spawn(self, n_children: int) -> list[Generator]: ...
80
+ def bytes(self, length: int) -> bytes: ...
81
+ @overload
82
+ def standard_normal( # type: ignore[misc]
83
+ self,
84
+ size: None = ...,
85
+ dtype: _DTypeLikeFloat32 | _DTypeLikeFloat64 = ...,
86
+ out: None = ...,
87
+ ) -> float: ...
88
+ @overload
89
+ def standard_normal( # type: ignore[misc]
90
+ self,
91
+ size: _ShapeLike = ...,
92
+ ) -> NDArray[float64]: ...
93
+ @overload
94
+ def standard_normal( # type: ignore[misc]
95
+ self,
96
+ *,
97
+ out: NDArray[float64] = ...,
98
+ ) -> NDArray[float64]: ...
99
+ @overload
100
+ def standard_normal( # type: ignore[misc]
101
+ self,
102
+ size: _ShapeLike = ...,
103
+ dtype: _DTypeLikeFloat32 = ...,
104
+ out: None | NDArray[float32] = ...,
105
+ ) -> NDArray[float32]: ...
106
+ @overload
107
+ def standard_normal( # type: ignore[misc]
108
+ self,
109
+ size: _ShapeLike = ...,
110
+ dtype: _DTypeLikeFloat64 = ...,
111
+ out: None | NDArray[float64] = ...,
112
+ ) -> NDArray[float64]: ...
113
+ @overload
114
+ def permutation(self, x: int, axis: int = ...) -> NDArray[int64]: ...
115
+ @overload
116
+ def permutation(self, x: ArrayLike, axis: int = ...) -> NDArray[Any]: ...
117
+ @overload
118
+ def standard_exponential( # type: ignore[misc]
119
+ self,
120
+ size: None = ...,
121
+ dtype: _DTypeLikeFloat32 | _DTypeLikeFloat64 = ...,
122
+ method: Literal["zig", "inv"] = ...,
123
+ out: None = ...,
124
+ ) -> float: ...
125
+ @overload
126
+ def standard_exponential(
127
+ self,
128
+ size: _ShapeLike = ...,
129
+ ) -> NDArray[float64]: ...
130
+ @overload
131
+ def standard_exponential(
132
+ self,
133
+ *,
134
+ out: NDArray[float64] = ...,
135
+ ) -> NDArray[float64]: ...
136
+ @overload
137
+ def standard_exponential(
138
+ self,
139
+ size: _ShapeLike = ...,
140
+ *,
141
+ method: Literal["zig", "inv"] = ...,
142
+ out: None | NDArray[float64] = ...,
143
+ ) -> NDArray[float64]: ...
144
+ @overload
145
+ def standard_exponential(
146
+ self,
147
+ size: _ShapeLike = ...,
148
+ dtype: _DTypeLikeFloat32 = ...,
149
+ method: Literal["zig", "inv"] = ...,
150
+ out: None | NDArray[float32] = ...,
151
+ ) -> NDArray[float32]: ...
152
+ @overload
153
+ def standard_exponential(
154
+ self,
155
+ size: _ShapeLike = ...,
156
+ dtype: _DTypeLikeFloat64 = ...,
157
+ method: Literal["zig", "inv"] = ...,
158
+ out: None | NDArray[float64] = ...,
159
+ ) -> NDArray[float64]: ...
160
+ @overload
161
+ def random( # type: ignore[misc]
162
+ self,
163
+ size: None = ...,
164
+ dtype: _DTypeLikeFloat32 | _DTypeLikeFloat64 = ...,
165
+ out: None = ...,
166
+ ) -> float: ...
167
+ @overload
168
+ def random(
169
+ self,
170
+ *,
171
+ out: NDArray[float64] = ...,
172
+ ) -> NDArray[float64]: ...
173
+ @overload
174
+ def random(
175
+ self,
176
+ size: _ShapeLike = ...,
177
+ *,
178
+ out: None | NDArray[float64] = ...,
179
+ ) -> NDArray[float64]: ...
180
+ @overload
181
+ def random(
182
+ self,
183
+ size: _ShapeLike = ...,
184
+ dtype: _DTypeLikeFloat32 = ...,
185
+ out: None | NDArray[float32] = ...,
186
+ ) -> NDArray[float32]: ...
187
+ @overload
188
+ def random(
189
+ self,
190
+ size: _ShapeLike = ...,
191
+ dtype: _DTypeLikeFloat64 = ...,
192
+ out: None | NDArray[float64] = ...,
193
+ ) -> NDArray[float64]: ...
194
+ @overload
195
+ def beta(
196
+ self,
197
+ a: _FloatLike_co,
198
+ b: _FloatLike_co,
199
+ size: None = ...,
200
+ ) -> float: ... # type: ignore[misc]
201
+ @overload
202
+ def beta(
203
+ self, a: _ArrayLikeFloat_co, b: _ArrayLikeFloat_co, size: None | _ShapeLike = ...
204
+ ) -> NDArray[float64]: ...
205
+ @overload
206
+ def exponential(self, scale: _FloatLike_co = ..., size: None = ...) -> float: ... # type: ignore[misc]
207
+ @overload
208
+ def exponential(
209
+ self, scale: _ArrayLikeFloat_co = ..., size: None | _ShapeLike = ...
210
+ ) -> NDArray[float64]: ...
211
+ @overload
212
+ def integers( # type: ignore[misc]
213
+ self,
214
+ low: int,
215
+ high: None | int = ...,
216
+ size: None = ...,
217
+ ) -> int: ...
218
+ @overload
219
+ def integers( # type: ignore[misc]
220
+ self,
221
+ low: int,
222
+ high: None | int = ...,
223
+ size: None = ...,
224
+ dtype: type[bool] = ...,
225
+ endpoint: bool = ...,
226
+ ) -> bool: ...
227
+ @overload
228
+ def integers( # type: ignore[misc]
229
+ self,
230
+ low: int,
231
+ high: None | int = ...,
232
+ size: None = ...,
233
+ dtype: type[np.bool] = ...,
234
+ endpoint: bool = ...,
235
+ ) -> np.bool: ...
236
+ @overload
237
+ def integers( # type: ignore[misc]
238
+ self,
239
+ low: int,
240
+ high: None | int = ...,
241
+ size: None = ...,
242
+ dtype: type[int] = ...,
243
+ endpoint: bool = ...,
244
+ ) -> int: ...
245
+ @overload
246
+ def integers( # type: ignore[misc]
247
+ self,
248
+ low: int,
249
+ high: None | int = ...,
250
+ size: None = ...,
251
+ dtype: dtype[uint8] | type[uint8] | _UInt8Codes | _SupportsDType[dtype[uint8]] = ...,
252
+ endpoint: bool = ...,
253
+ ) -> uint8: ...
254
+ @overload
255
+ def integers( # type: ignore[misc]
256
+ self,
257
+ low: int,
258
+ high: None | int = ...,
259
+ size: None = ...,
260
+ dtype: dtype[uint16] | type[uint16] | _UInt16Codes | _SupportsDType[dtype[uint16]] = ...,
261
+ endpoint: bool = ...,
262
+ ) -> uint16: ...
263
+ @overload
264
+ def integers( # type: ignore[misc]
265
+ self,
266
+ low: int,
267
+ high: None | int = ...,
268
+ size: None = ...,
269
+ dtype: dtype[uint32] | type[uint32] | _UInt32Codes | _SupportsDType[dtype[uint32]] = ...,
270
+ endpoint: bool = ...,
271
+ ) -> uint32: ...
272
+ @overload
273
+ def integers( # type: ignore[misc]
274
+ self,
275
+ low: int,
276
+ high: None | int = ...,
277
+ size: None = ...,
278
+ dtype: dtype[uint] | type[uint] | _UIntCodes | _SupportsDType[dtype[uint]] = ...,
279
+ endpoint: bool = ...,
280
+ ) -> uint: ...
281
+ @overload
282
+ def integers( # type: ignore[misc]
283
+ self,
284
+ low: int,
285
+ high: None | int = ...,
286
+ size: None = ...,
287
+ dtype: dtype[uint64] | type[uint64] | _UInt64Codes | _SupportsDType[dtype[uint64]] = ...,
288
+ endpoint: bool = ...,
289
+ ) -> uint64: ...
290
+ @overload
291
+ def integers( # type: ignore[misc]
292
+ self,
293
+ low: int,
294
+ high: None | int = ...,
295
+ size: None = ...,
296
+ dtype: dtype[int8] | type[int8] | _Int8Codes | _SupportsDType[dtype[int8]] = ...,
297
+ endpoint: bool = ...,
298
+ ) -> int8: ...
299
+ @overload
300
+ def integers( # type: ignore[misc]
301
+ self,
302
+ low: int,
303
+ high: None | int = ...,
304
+ size: None = ...,
305
+ dtype: dtype[int16] | type[int16] | _Int16Codes | _SupportsDType[dtype[int16]] = ...,
306
+ endpoint: bool = ...,
307
+ ) -> int16: ...
308
+ @overload
309
+ def integers( # type: ignore[misc]
310
+ self,
311
+ low: int,
312
+ high: None | int = ...,
313
+ size: None = ...,
314
+ dtype: dtype[int32] | type[int32] | _Int32Codes | _SupportsDType[dtype[int32]] = ...,
315
+ endpoint: bool = ...,
316
+ ) -> int32: ...
317
+ @overload
318
+ def integers( # type: ignore[misc]
319
+ self,
320
+ low: int,
321
+ high: None | int = ...,
322
+ size: None = ...,
323
+ dtype: dtype[int_] | type[int] | type[int_] | _IntCodes | _SupportsDType[dtype[int_]] = ...,
324
+ endpoint: bool = ...,
325
+ ) -> int_: ...
326
+ @overload
327
+ def integers( # type: ignore[misc]
328
+ self,
329
+ low: int,
330
+ high: None | int = ...,
331
+ size: None = ...,
332
+ dtype: dtype[int64] | type[int64] | _Int64Codes | _SupportsDType[dtype[int64]] = ...,
333
+ endpoint: bool = ...,
334
+ ) -> int64: ...
335
+ @overload
336
+ def integers( # type: ignore[misc]
337
+ self,
338
+ low: _ArrayLikeInt_co,
339
+ high: None | _ArrayLikeInt_co = ...,
340
+ size: None | _ShapeLike = ...,
341
+ ) -> NDArray[int64]: ...
342
+ @overload
343
+ def integers( # type: ignore[misc]
344
+ self,
345
+ low: _ArrayLikeInt_co,
346
+ high: None | _ArrayLikeInt_co = ...,
347
+ size: None | _ShapeLike = ...,
348
+ dtype: _DTypeLikeBool = ...,
349
+ endpoint: bool = ...,
350
+ ) -> NDArray[np.bool]: ...
351
+ @overload
352
+ def integers( # type: ignore[misc]
353
+ self,
354
+ low: _ArrayLikeInt_co,
355
+ high: None | _ArrayLikeInt_co = ...,
356
+ size: None | _ShapeLike = ...,
357
+ dtype: dtype[int8] | type[int8] | _Int8Codes | _SupportsDType[dtype[int8]] = ...,
358
+ endpoint: bool = ...,
359
+ ) -> NDArray[int8]: ...
360
+ @overload
361
+ def integers( # type: ignore[misc]
362
+ self,
363
+ low: _ArrayLikeInt_co,
364
+ high: None | _ArrayLikeInt_co = ...,
365
+ size: None | _ShapeLike = ...,
366
+ dtype: dtype[int16] | type[int16] | _Int16Codes | _SupportsDType[dtype[int16]] = ...,
367
+ endpoint: bool = ...,
368
+ ) -> NDArray[int16]: ...
369
+ @overload
370
+ def integers( # type: ignore[misc]
371
+ self,
372
+ low: _ArrayLikeInt_co,
373
+ high: None | _ArrayLikeInt_co = ...,
374
+ size: None | _ShapeLike = ...,
375
+ dtype: dtype[int32] | type[int32] | _Int32Codes | _SupportsDType[dtype[int32]] = ...,
376
+ endpoint: bool = ...,
377
+ ) -> NDArray[int32]: ...
378
+ @overload
379
+ def integers( # type: ignore[misc]
380
+ self,
381
+ low: _ArrayLikeInt_co,
382
+ high: None | _ArrayLikeInt_co = ...,
383
+ size: None | _ShapeLike = ...,
384
+ dtype: None | dtype[int64] | type[int64] | _Int64Codes | _SupportsDType[dtype[int64]] = ...,
385
+ endpoint: bool = ...,
386
+ ) -> NDArray[int64]: ...
387
+ @overload
388
+ def integers( # type: ignore[misc]
389
+ self,
390
+ low: _ArrayLikeInt_co,
391
+ high: None | _ArrayLikeInt_co = ...,
392
+ size: None | _ShapeLike = ...,
393
+ dtype: dtype[uint8] | type[uint8] | _UInt8Codes | _SupportsDType[dtype[uint8]] = ...,
394
+ endpoint: bool = ...,
395
+ ) -> NDArray[uint8]: ...
396
+ @overload
397
+ def integers( # type: ignore[misc]
398
+ self,
399
+ low: _ArrayLikeInt_co,
400
+ high: None | _ArrayLikeInt_co = ...,
401
+ size: None | _ShapeLike = ...,
402
+ dtype: dtype[uint16] | type[uint16] | _UInt16Codes | _SupportsDType[dtype[uint16]] = ...,
403
+ endpoint: bool = ...,
404
+ ) -> NDArray[uint16]: ...
405
+ @overload
406
+ def integers( # type: ignore[misc]
407
+ self,
408
+ low: _ArrayLikeInt_co,
409
+ high: None | _ArrayLikeInt_co = ...,
410
+ size: None | _ShapeLike = ...,
411
+ dtype: dtype[uint32] | type[uint32] | _UInt32Codes | _SupportsDType[dtype[uint32]] = ...,
412
+ endpoint: bool = ...,
413
+ ) -> NDArray[uint32]: ...
414
+ @overload
415
+ def integers( # type: ignore[misc]
416
+ self,
417
+ low: _ArrayLikeInt_co,
418
+ high: None | _ArrayLikeInt_co = ...,
419
+ size: None | _ShapeLike = ...,
420
+ dtype: dtype[uint64] | type[uint64] | _UInt64Codes | _SupportsDType[dtype[uint64]] = ...,
421
+ endpoint: bool = ...,
422
+ ) -> NDArray[uint64]: ...
423
+ @overload
424
+ def integers( # type: ignore[misc]
425
+ self,
426
+ low: _ArrayLikeInt_co,
427
+ high: None | _ArrayLikeInt_co = ...,
428
+ size: None | _ShapeLike = ...,
429
+ dtype: dtype[int_] | type[int] | type[int_] | _IntCodes | _SupportsDType[dtype[int_]] = ...,
430
+ endpoint: bool = ...,
431
+ ) -> NDArray[int_]: ...
432
+ @overload
433
+ def integers( # type: ignore[misc]
434
+ self,
435
+ low: _ArrayLikeInt_co,
436
+ high: None | _ArrayLikeInt_co = ...,
437
+ size: None | _ShapeLike = ...,
438
+ dtype: dtype[uint] | type[uint] | _UIntCodes | _SupportsDType[dtype[uint]] = ...,
439
+ endpoint: bool = ...,
440
+ ) -> NDArray[uint]: ...
441
+ # TODO: Use a TypeVar _T here to get away from Any output? Should be int->NDArray[int64], ArrayLike[_T] -> _T | NDArray[Any]
442
+ @overload
443
+ def choice(
444
+ self,
445
+ a: int,
446
+ size: None = ...,
447
+ replace: bool = ...,
448
+ p: None | _ArrayLikeFloat_co = ...,
449
+ axis: int = ...,
450
+ shuffle: bool = ...,
451
+ ) -> int: ...
452
+ @overload
453
+ def choice(
454
+ self,
455
+ a: int,
456
+ size: _ShapeLike = ...,
457
+ replace: bool = ...,
458
+ p: None | _ArrayLikeFloat_co = ...,
459
+ axis: int = ...,
460
+ shuffle: bool = ...,
461
+ ) -> NDArray[int64]: ...
462
+ @overload
463
+ def choice(
464
+ self,
465
+ a: ArrayLike,
466
+ size: None = ...,
467
+ replace: bool = ...,
468
+ p: None | _ArrayLikeFloat_co = ...,
469
+ axis: int = ...,
470
+ shuffle: bool = ...,
471
+ ) -> Any: ...
472
+ @overload
473
+ def choice(
474
+ self,
475
+ a: ArrayLike,
476
+ size: _ShapeLike = ...,
477
+ replace: bool = ...,
478
+ p: None | _ArrayLikeFloat_co = ...,
479
+ axis: int = ...,
480
+ shuffle: bool = ...,
481
+ ) -> NDArray[Any]: ...
482
+ @overload
483
+ def uniform(
484
+ self,
485
+ low: _FloatLike_co = ...,
486
+ high: _FloatLike_co = ...,
487
+ size: None = ...,
488
+ ) -> float: ... # type: ignore[misc]
489
+ @overload
490
+ def uniform(
491
+ self,
492
+ low: _ArrayLikeFloat_co = ...,
493
+ high: _ArrayLikeFloat_co = ...,
494
+ size: None | _ShapeLike = ...,
495
+ ) -> NDArray[float64]: ...
496
+ @overload
497
+ def normal(
498
+ self,
499
+ loc: _FloatLike_co = ...,
500
+ scale: _FloatLike_co = ...,
501
+ size: None = ...,
502
+ ) -> float: ... # type: ignore[misc]
503
+ @overload
504
+ def normal(
505
+ self,
506
+ loc: _ArrayLikeFloat_co = ...,
507
+ scale: _ArrayLikeFloat_co = ...,
508
+ size: None | _ShapeLike = ...,
509
+ ) -> NDArray[float64]: ...
510
+ @overload
511
+ def standard_gamma( # type: ignore[misc]
512
+ self,
513
+ shape: _FloatLike_co,
514
+ size: None = ...,
515
+ dtype: _DTypeLikeFloat32 | _DTypeLikeFloat64 = ...,
516
+ out: None = ...,
517
+ ) -> float: ...
518
+ @overload
519
+ def standard_gamma(
520
+ self,
521
+ shape: _ArrayLikeFloat_co,
522
+ size: None | _ShapeLike = ...,
523
+ ) -> NDArray[float64]: ...
524
+ @overload
525
+ def standard_gamma(
526
+ self,
527
+ shape: _ArrayLikeFloat_co,
528
+ *,
529
+ out: NDArray[float64] = ...,
530
+ ) -> NDArray[float64]: ...
531
+ @overload
532
+ def standard_gamma(
533
+ self,
534
+ shape: _ArrayLikeFloat_co,
535
+ size: None | _ShapeLike = ...,
536
+ dtype: _DTypeLikeFloat32 = ...,
537
+ out: None | NDArray[float32] = ...,
538
+ ) -> NDArray[float32]: ...
539
+ @overload
540
+ def standard_gamma(
541
+ self,
542
+ shape: _ArrayLikeFloat_co,
543
+ size: None | _ShapeLike = ...,
544
+ dtype: _DTypeLikeFloat64 = ...,
545
+ out: None | NDArray[float64] = ...,
546
+ ) -> NDArray[float64]: ...
547
+ @overload
548
+ def gamma(self, shape: _FloatLike_co, scale: _FloatLike_co = ..., size: None = ...) -> float: ... # type: ignore[misc]
549
+ @overload
550
+ def gamma(
551
+ self,
552
+ shape: _ArrayLikeFloat_co,
553
+ scale: _ArrayLikeFloat_co = ...,
554
+ size: None | _ShapeLike = ...,
555
+ ) -> NDArray[float64]: ...
556
+ @overload
557
+ def f(self, dfnum: _FloatLike_co, dfden: _FloatLike_co, size: None = ...) -> float: ... # type: ignore[misc]
558
+ @overload
559
+ def f(
560
+ self, dfnum: _ArrayLikeFloat_co, dfden: _ArrayLikeFloat_co, size: None | _ShapeLike = ...
561
+ ) -> NDArray[float64]: ...
562
+ @overload
563
+ def noncentral_f(self, dfnum: _FloatLike_co, dfden: _FloatLike_co, nonc: _FloatLike_co, size: None = ...) -> float: ... # type: ignore[misc]
564
+ @overload
565
+ def noncentral_f(
566
+ self,
567
+ dfnum: _ArrayLikeFloat_co,
568
+ dfden: _ArrayLikeFloat_co,
569
+ nonc: _ArrayLikeFloat_co,
570
+ size: None | _ShapeLike = ...,
571
+ ) -> NDArray[float64]: ...
572
+ @overload
573
+ def chisquare(self, df: _FloatLike_co, size: None = ...) -> float: ... # type: ignore[misc]
574
+ @overload
575
+ def chisquare(
576
+ self, df: _ArrayLikeFloat_co, size: None | _ShapeLike = ...
577
+ ) -> NDArray[float64]: ...
578
+ @overload
579
+ def noncentral_chisquare(self, df: _FloatLike_co, nonc: _FloatLike_co, size: None = ...) -> float: ... # type: ignore[misc]
580
+ @overload
581
+ def noncentral_chisquare(
582
+ self, df: _ArrayLikeFloat_co, nonc: _ArrayLikeFloat_co, size: None | _ShapeLike = ...
583
+ ) -> NDArray[float64]: ...
584
+ @overload
585
+ def standard_t(self, df: _FloatLike_co, size: None = ...) -> float: ... # type: ignore[misc]
586
+ @overload
587
+ def standard_t(
588
+ self, df: _ArrayLikeFloat_co, size: None = ...
589
+ ) -> NDArray[float64]: ...
590
+ @overload
591
+ def standard_t(
592
+ self, df: _ArrayLikeFloat_co, size: _ShapeLike = ...
593
+ ) -> NDArray[float64]: ...
594
+ @overload
595
+ def vonmises(self, mu: _FloatLike_co, kappa: _FloatLike_co, size: None = ...) -> float: ... # type: ignore[misc]
596
+ @overload
597
+ def vonmises(
598
+ self, mu: _ArrayLikeFloat_co, kappa: _ArrayLikeFloat_co, size: None | _ShapeLike = ...
599
+ ) -> NDArray[float64]: ...
600
+ @overload
601
+ def pareto(self, a: _FloatLike_co, size: None = ...) -> float: ... # type: ignore[misc]
602
+ @overload
603
+ def pareto(
604
+ self, a: _ArrayLikeFloat_co, size: None | _ShapeLike = ...
605
+ ) -> NDArray[float64]: ...
606
+ @overload
607
+ def weibull(self, a: _FloatLike_co, size: None = ...) -> float: ... # type: ignore[misc]
608
+ @overload
609
+ def weibull(
610
+ self, a: _ArrayLikeFloat_co, size: None | _ShapeLike = ...
611
+ ) -> NDArray[float64]: ...
612
+ @overload
613
+ def power(self, a: _FloatLike_co, size: None = ...) -> float: ... # type: ignore[misc]
614
+ @overload
615
+ def power(
616
+ self, a: _ArrayLikeFloat_co, size: None | _ShapeLike = ...
617
+ ) -> NDArray[float64]: ...
618
+ @overload
619
+ def standard_cauchy(self, size: None = ...) -> float: ... # type: ignore[misc]
620
+ @overload
621
+ def standard_cauchy(self, size: _ShapeLike = ...) -> NDArray[float64]: ...
622
+ @overload
623
+ def laplace(
624
+ self,
625
+ loc: _FloatLike_co = ...,
626
+ scale: _FloatLike_co = ...,
627
+ size: None = ...,
628
+ ) -> float: ... # type: ignore[misc]
629
+ @overload
630
+ def laplace(
631
+ self,
632
+ loc: _ArrayLikeFloat_co = ...,
633
+ scale: _ArrayLikeFloat_co = ...,
634
+ size: None | _ShapeLike = ...,
635
+ ) -> NDArray[float64]: ...
636
+ @overload
637
+ def gumbel(
638
+ self,
639
+ loc: _FloatLike_co = ...,
640
+ scale: _FloatLike_co = ...,
641
+ size: None = ...,
642
+ ) -> float: ... # type: ignore[misc]
643
+ @overload
644
+ def gumbel(
645
+ self,
646
+ loc: _ArrayLikeFloat_co = ...,
647
+ scale: _ArrayLikeFloat_co = ...,
648
+ size: None | _ShapeLike = ...,
649
+ ) -> NDArray[float64]: ...
650
+ @overload
651
+ def logistic(
652
+ self,
653
+ loc: _FloatLike_co = ...,
654
+ scale: _FloatLike_co = ...,
655
+ size: None = ...,
656
+ ) -> float: ... # type: ignore[misc]
657
+ @overload
658
+ def logistic(
659
+ self,
660
+ loc: _ArrayLikeFloat_co = ...,
661
+ scale: _ArrayLikeFloat_co = ...,
662
+ size: None | _ShapeLike = ...,
663
+ ) -> NDArray[float64]: ...
664
+ @overload
665
+ def lognormal(
666
+ self,
667
+ mean: _FloatLike_co = ...,
668
+ sigma: _FloatLike_co = ...,
669
+ size: None = ...,
670
+ ) -> float: ... # type: ignore[misc]
671
+ @overload
672
+ def lognormal(
673
+ self,
674
+ mean: _ArrayLikeFloat_co = ...,
675
+ sigma: _ArrayLikeFloat_co = ...,
676
+ size: None | _ShapeLike = ...,
677
+ ) -> NDArray[float64]: ...
678
+ @overload
679
+ def rayleigh(self, scale: _FloatLike_co = ..., size: None = ...) -> float: ... # type: ignore[misc]
680
+ @overload
681
+ def rayleigh(
682
+ self, scale: _ArrayLikeFloat_co = ..., size: None | _ShapeLike = ...
683
+ ) -> NDArray[float64]: ...
684
+ @overload
685
+ def wald(self, mean: _FloatLike_co, scale: _FloatLike_co, size: None = ...) -> float: ... # type: ignore[misc]
686
+ @overload
687
+ def wald(
688
+ self, mean: _ArrayLikeFloat_co, scale: _ArrayLikeFloat_co, size: None | _ShapeLike = ...
689
+ ) -> NDArray[float64]: ...
690
+ @overload
691
+ def triangular(
692
+ self,
693
+ left: _FloatLike_co,
694
+ mode: _FloatLike_co,
695
+ right: _FloatLike_co,
696
+ size: None = ...,
697
+ ) -> float: ... # type: ignore[misc]
698
+ @overload
699
+ def triangular(
700
+ self,
701
+ left: _ArrayLikeFloat_co,
702
+ mode: _ArrayLikeFloat_co,
703
+ right: _ArrayLikeFloat_co,
704
+ size: None | _ShapeLike = ...,
705
+ ) -> NDArray[float64]: ...
706
+ @overload
707
+ def binomial(self, n: int, p: _FloatLike_co, size: None = ...) -> int: ... # type: ignore[misc]
708
+ @overload
709
+ def binomial(
710
+ self, n: _ArrayLikeInt_co, p: _ArrayLikeFloat_co, size: None | _ShapeLike = ...
711
+ ) -> NDArray[int64]: ...
712
+ @overload
713
+ def negative_binomial(self, n: _FloatLike_co, p: _FloatLike_co, size: None = ...) -> int: ... # type: ignore[misc]
714
+ @overload
715
+ def negative_binomial(
716
+ self, n: _ArrayLikeFloat_co, p: _ArrayLikeFloat_co, size: None | _ShapeLike = ...
717
+ ) -> NDArray[int64]: ...
718
+ @overload
719
+ def poisson(self, lam: _FloatLike_co = ..., size: None = ...) -> int: ... # type: ignore[misc]
720
+ @overload
721
+ def poisson(
722
+ self, lam: _ArrayLikeFloat_co = ..., size: None | _ShapeLike = ...
723
+ ) -> NDArray[int64]: ...
724
+ @overload
725
+ def zipf(self, a: _FloatLike_co, size: None = ...) -> int: ... # type: ignore[misc]
726
+ @overload
727
+ def zipf(
728
+ self, a: _ArrayLikeFloat_co, size: None | _ShapeLike = ...
729
+ ) -> NDArray[int64]: ...
730
+ @overload
731
+ def geometric(self, p: _FloatLike_co, size: None = ...) -> int: ... # type: ignore[misc]
732
+ @overload
733
+ def geometric(
734
+ self, p: _ArrayLikeFloat_co, size: None | _ShapeLike = ...
735
+ ) -> NDArray[int64]: ...
736
+ @overload
737
+ def hypergeometric(self, ngood: int, nbad: int, nsample: int, size: None = ...) -> int: ... # type: ignore[misc]
738
+ @overload
739
+ def hypergeometric(
740
+ self,
741
+ ngood: _ArrayLikeInt_co,
742
+ nbad: _ArrayLikeInt_co,
743
+ nsample: _ArrayLikeInt_co,
744
+ size: None | _ShapeLike = ...,
745
+ ) -> NDArray[int64]: ...
746
+ @overload
747
+ def logseries(self, p: _FloatLike_co, size: None = ...) -> int: ... # type: ignore[misc]
748
+ @overload
749
+ def logseries(
750
+ self, p: _ArrayLikeFloat_co, size: None | _ShapeLike = ...
751
+ ) -> NDArray[int64]: ...
752
+ def multivariate_normal(
753
+ self,
754
+ mean: _ArrayLikeFloat_co,
755
+ cov: _ArrayLikeFloat_co,
756
+ size: None | _ShapeLike = ...,
757
+ check_valid: Literal["warn", "raise", "ignore"] = ...,
758
+ tol: float = ...,
759
+ *,
760
+ method: Literal["svd", "eigh", "cholesky"] = ...,
761
+ ) -> NDArray[float64]: ...
762
+ def multinomial(
763
+ self, n: _ArrayLikeInt_co,
764
+ pvals: _ArrayLikeFloat_co,
765
+ size: None | _ShapeLike = ...
766
+ ) -> NDArray[int64]: ...
767
+ def multivariate_hypergeometric(
768
+ self,
769
+ colors: _ArrayLikeInt_co,
770
+ nsample: int,
771
+ size: None | _ShapeLike = ...,
772
+ method: Literal["marginals", "count"] = ...,
773
+ ) -> NDArray[int64]: ...
774
+ def dirichlet(
775
+ self, alpha: _ArrayLikeFloat_co, size: None | _ShapeLike = ...
776
+ ) -> NDArray[float64]: ...
777
+ def permuted(
778
+ self, x: ArrayLike, *, axis: None | int = ..., out: None | NDArray[Any] = ...
779
+ ) -> NDArray[Any]: ...
780
+ def shuffle(self, x: ArrayLike, axis: int = ...) -> None: ...
781
+
782
+ def default_rng(
783
+ seed: None | _ArrayLikeInt_co | SeedSequence | BitGenerator | Generator = ...
784
+ ) -> Generator: ...
parrot/lib/python3.10/site-packages/numpy/random/bit_generator.pxd ADDED
@@ -0,0 +1,35 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ cimport numpy as np
2
+ from libc.stdint cimport uint32_t, uint64_t
3
+
4
+ cdef extern from "numpy/random/bitgen.h":
5
+ struct bitgen:
6
+ void *state
7
+ uint64_t (*next_uint64)(void *st) nogil
8
+ uint32_t (*next_uint32)(void *st) nogil
9
+ double (*next_double)(void *st) nogil
10
+ uint64_t (*next_raw)(void *st) nogil
11
+
12
+ ctypedef bitgen bitgen_t
13
+
14
+ cdef class BitGenerator():
15
+ cdef readonly object _seed_seq
16
+ cdef readonly object lock
17
+ cdef bitgen_t _bitgen
18
+ cdef readonly object _ctypes
19
+ cdef readonly object _cffi
20
+ cdef readonly object capsule
21
+
22
+
23
+ cdef class SeedSequence():
24
+ cdef readonly object entropy
25
+ cdef readonly tuple spawn_key
26
+ cdef readonly Py_ssize_t pool_size
27
+ cdef readonly object pool
28
+ cdef readonly uint32_t n_children_spawned
29
+
30
+ cdef mix_entropy(self, np.ndarray[np.npy_uint32, ndim=1] mixer,
31
+ np.ndarray[np.npy_uint32, ndim=1] entropy_array)
32
+ cdef get_assembled_entropy(self)
33
+
34
+ cdef class SeedlessSequence():
35
+ pass
parrot/lib/python3.10/site-packages/numpy/random/bit_generator.pyi ADDED
@@ -0,0 +1,124 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ import abc
2
+ from threading import Lock
3
+ from collections.abc import Callable, Mapping, Sequence
4
+ from typing import (
5
+ Any,
6
+ NamedTuple,
7
+ TypedDict,
8
+ TypeVar,
9
+ overload,
10
+ Literal,
11
+ )
12
+
13
+ from numpy import dtype, uint32, uint64
14
+ from numpy._typing import (
15
+ NDArray,
16
+ _ArrayLikeInt_co,
17
+ _ShapeLike,
18
+ _SupportsDType,
19
+ _UInt32Codes,
20
+ _UInt64Codes,
21
+ )
22
+
23
+ _T = TypeVar("_T")
24
+
25
+ _DTypeLikeUint32 = (
26
+ dtype[uint32]
27
+ | _SupportsDType[dtype[uint32]]
28
+ | type[uint32]
29
+ | _UInt32Codes
30
+ )
31
+ _DTypeLikeUint64 = (
32
+ dtype[uint64]
33
+ | _SupportsDType[dtype[uint64]]
34
+ | type[uint64]
35
+ | _UInt64Codes
36
+ )
37
+
38
+ class _SeedSeqState(TypedDict):
39
+ entropy: None | int | Sequence[int]
40
+ spawn_key: tuple[int, ...]
41
+ pool_size: int
42
+ n_children_spawned: int
43
+
44
+ class _Interface(NamedTuple):
45
+ state_address: Any
46
+ state: Any
47
+ next_uint64: Any
48
+ next_uint32: Any
49
+ next_double: Any
50
+ bit_generator: Any
51
+
52
+ class ISeedSequence(abc.ABC):
53
+ @abc.abstractmethod
54
+ def generate_state(
55
+ self, n_words: int, dtype: _DTypeLikeUint32 | _DTypeLikeUint64 = ...
56
+ ) -> NDArray[uint32 | uint64]: ...
57
+
58
+ class ISpawnableSeedSequence(ISeedSequence):
59
+ @abc.abstractmethod
60
+ def spawn(self: _T, n_children: int) -> list[_T]: ...
61
+
62
+ class SeedlessSeedSequence(ISpawnableSeedSequence):
63
+ def generate_state(
64
+ self, n_words: int, dtype: _DTypeLikeUint32 | _DTypeLikeUint64 = ...
65
+ ) -> NDArray[uint32 | uint64]: ...
66
+ def spawn(self: _T, n_children: int) -> list[_T]: ...
67
+
68
+ class SeedSequence(ISpawnableSeedSequence):
69
+ entropy: None | int | Sequence[int]
70
+ spawn_key: tuple[int, ...]
71
+ pool_size: int
72
+ n_children_spawned: int
73
+ pool: NDArray[uint32]
74
+ def __init__(
75
+ self,
76
+ entropy: None | int | Sequence[int] | _ArrayLikeInt_co = ...,
77
+ *,
78
+ spawn_key: Sequence[int] = ...,
79
+ pool_size: int = ...,
80
+ n_children_spawned: int = ...,
81
+ ) -> None: ...
82
+ def __repr__(self) -> str: ...
83
+ @property
84
+ def state(
85
+ self,
86
+ ) -> _SeedSeqState: ...
87
+ def generate_state(
88
+ self, n_words: int, dtype: _DTypeLikeUint32 | _DTypeLikeUint64 = ...
89
+ ) -> NDArray[uint32 | uint64]: ...
90
+ def spawn(self, n_children: int) -> list[SeedSequence]: ...
91
+
92
+ class BitGenerator(abc.ABC):
93
+ lock: Lock
94
+ def __init__(self, seed: None | _ArrayLikeInt_co | SeedSequence = ...) -> None: ...
95
+ def __getstate__(self) -> tuple[dict[str, Any], ISeedSequence]: ...
96
+ def __setstate__(
97
+ self, state_seed_seq: dict[str, Any] | tuple[dict[str, Any], ISeedSequence]
98
+ ) -> None: ...
99
+ def __reduce__(
100
+ self,
101
+ ) -> tuple[
102
+ Callable[[str], BitGenerator],
103
+ tuple[str],
104
+ tuple[dict[str, Any], ISeedSequence]
105
+ ]: ...
106
+ @abc.abstractmethod
107
+ @property
108
+ def state(self) -> Mapping[str, Any]: ...
109
+ @state.setter
110
+ def state(self, value: Mapping[str, Any]) -> None: ...
111
+ @property
112
+ def seed_seq(self) -> ISeedSequence: ...
113
+ def spawn(self, n_children: int) -> list[BitGenerator]: ...
114
+ @overload
115
+ def random_raw(self, size: None = ..., output: Literal[True] = ...) -> int: ... # type: ignore[misc]
116
+ @overload
117
+ def random_raw(self, size: _ShapeLike = ..., output: Literal[True] = ...) -> NDArray[uint64]: ... # type: ignore[misc]
118
+ @overload
119
+ def random_raw(self, size: None | _ShapeLike = ..., output: Literal[False] = ...) -> None: ... # type: ignore[misc]
120
+ def _benchmark(self, cnt: int, method: str = ...) -> None: ...
121
+ @property
122
+ def ctypes(self) -> _Interface: ...
123
+ @property
124
+ def cffi(self) -> _Interface: ...
parrot/lib/python3.10/site-packages/numpy/random/mtrand.pyi ADDED
@@ -0,0 +1,681 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ import builtins
2
+ from collections.abc import Callable
3
+ from typing import Any, overload, Literal
4
+
5
+ import numpy as np
6
+ from numpy import (
7
+ dtype,
8
+ float32,
9
+ float64,
10
+ int8,
11
+ int16,
12
+ int32,
13
+ int64,
14
+ int_,
15
+ long,
16
+ uint8,
17
+ uint16,
18
+ uint32,
19
+ uint64,
20
+ uint,
21
+ ulong,
22
+ )
23
+ from numpy.random.bit_generator import BitGenerator
24
+ from numpy._typing import (
25
+ ArrayLike,
26
+ NDArray,
27
+ _ArrayLikeFloat_co,
28
+ _ArrayLikeInt_co,
29
+ _DoubleCodes,
30
+ _DTypeLikeBool,
31
+ _DTypeLikeInt,
32
+ _DTypeLikeUInt,
33
+ _Float32Codes,
34
+ _Float64Codes,
35
+ _Int8Codes,
36
+ _Int16Codes,
37
+ _Int32Codes,
38
+ _Int64Codes,
39
+ _IntCodes,
40
+ _LongCodes,
41
+ _ShapeLike,
42
+ _SingleCodes,
43
+ _SupportsDType,
44
+ _UInt8Codes,
45
+ _UInt16Codes,
46
+ _UInt32Codes,
47
+ _UInt64Codes,
48
+ _UIntCodes,
49
+ _ULongCodes,
50
+ )
51
+
52
+ _DTypeLikeFloat32 = (
53
+ dtype[float32]
54
+ | _SupportsDType[dtype[float32]]
55
+ | type[float32]
56
+ | _Float32Codes
57
+ | _SingleCodes
58
+ )
59
+
60
+ _DTypeLikeFloat64 = (
61
+ dtype[float64]
62
+ | _SupportsDType[dtype[float64]]
63
+ | type[float]
64
+ | type[float64]
65
+ | _Float64Codes
66
+ | _DoubleCodes
67
+ )
68
+
69
+ class RandomState:
70
+ _bit_generator: BitGenerator
71
+ def __init__(self, seed: None | _ArrayLikeInt_co | BitGenerator = ...) -> None: ...
72
+ def __repr__(self) -> str: ...
73
+ def __str__(self) -> str: ...
74
+ def __getstate__(self) -> dict[str, Any]: ...
75
+ def __setstate__(self, state: dict[str, Any]) -> None: ...
76
+ def __reduce__(self) -> tuple[Callable[[BitGenerator], RandomState], tuple[BitGenerator], dict[str, Any]]: ...
77
+ def seed(self, seed: None | _ArrayLikeFloat_co = ...) -> None: ...
78
+ @overload
79
+ def get_state(self, legacy: Literal[False] = ...) -> dict[str, Any]: ...
80
+ @overload
81
+ def get_state(
82
+ self, legacy: Literal[True] = ...
83
+ ) -> dict[str, Any] | tuple[str, NDArray[uint32], int, int, float]: ...
84
+ def set_state(
85
+ self, state: dict[str, Any] | tuple[str, NDArray[uint32], int, int, float]
86
+ ) -> None: ...
87
+ @overload
88
+ def random_sample(self, size: None = ...) -> float: ... # type: ignore[misc]
89
+ @overload
90
+ def random_sample(self, size: _ShapeLike) -> NDArray[float64]: ...
91
+ @overload
92
+ def random(self, size: None = ...) -> float: ... # type: ignore[misc]
93
+ @overload
94
+ def random(self, size: _ShapeLike) -> NDArray[float64]: ...
95
+ @overload
96
+ def beta(self, a: float, b: float, size: None = ...) -> float: ... # type: ignore[misc]
97
+ @overload
98
+ def beta(
99
+ self, a: _ArrayLikeFloat_co, b: _ArrayLikeFloat_co, size: None | _ShapeLike = ...
100
+ ) -> NDArray[float64]: ...
101
+ @overload
102
+ def exponential(self, scale: float = ..., size: None = ...) -> float: ... # type: ignore[misc]
103
+ @overload
104
+ def exponential(
105
+ self, scale: _ArrayLikeFloat_co = ..., size: None | _ShapeLike = ...
106
+ ) -> NDArray[float64]: ...
107
+ @overload
108
+ def standard_exponential(self, size: None = ...) -> float: ... # type: ignore[misc]
109
+ @overload
110
+ def standard_exponential(self, size: _ShapeLike) -> NDArray[float64]: ...
111
+ @overload
112
+ def tomaxint(self, size: None = ...) -> int: ... # type: ignore[misc]
113
+ @overload
114
+ # Generates long values, but stores it in a 64bit int:
115
+ def tomaxint(self, size: _ShapeLike) -> NDArray[int64]: ...
116
+ @overload
117
+ def randint( # type: ignore[misc]
118
+ self,
119
+ low: int,
120
+ high: None | int = ...,
121
+ size: None = ...,
122
+ ) -> int: ...
123
+ @overload
124
+ def randint( # type: ignore[misc]
125
+ self,
126
+ low: int,
127
+ high: None | int = ...,
128
+ size: None = ...,
129
+ dtype: type[bool] = ...,
130
+ ) -> bool: ...
131
+ @overload
132
+ def randint( # type: ignore[misc]
133
+ self,
134
+ low: int,
135
+ high: None | int = ...,
136
+ size: None = ...,
137
+ dtype: type[np.bool] = ...,
138
+ ) -> np.bool: ...
139
+ @overload
140
+ def randint( # type: ignore[misc]
141
+ self,
142
+ low: int,
143
+ high: None | int = ...,
144
+ size: None = ...,
145
+ dtype: type[int] = ...,
146
+ ) -> int: ...
147
+ @overload
148
+ def randint( # type: ignore[misc]
149
+ self,
150
+ low: int,
151
+ high: None | int = ...,
152
+ size: None = ...,
153
+ dtype: dtype[uint8] | type[uint8] | _UInt8Codes | _SupportsDType[dtype[uint8]] = ...,
154
+ ) -> uint8: ...
155
+ @overload
156
+ def randint( # type: ignore[misc]
157
+ self,
158
+ low: int,
159
+ high: None | int = ...,
160
+ size: None = ...,
161
+ dtype: dtype[uint16] | type[uint16] | _UInt16Codes | _SupportsDType[dtype[uint16]] = ...,
162
+ ) -> uint16: ...
163
+ @overload
164
+ def randint( # type: ignore[misc]
165
+ self,
166
+ low: int,
167
+ high: None | int = ...,
168
+ size: None = ...,
169
+ dtype: dtype[uint32] | type[uint32] | _UInt32Codes | _SupportsDType[dtype[uint32]] = ...,
170
+ ) -> uint32: ...
171
+ @overload
172
+ def randint( # type: ignore[misc]
173
+ self,
174
+ low: int,
175
+ high: None | int = ...,
176
+ size: None = ...,
177
+ dtype: dtype[uint] | type[uint] | _UIntCodes | _SupportsDType[dtype[uint]] = ...,
178
+ ) -> uint: ...
179
+ @overload
180
+ def randint( # type: ignore[misc]
181
+ self,
182
+ low: int,
183
+ high: None | int = ...,
184
+ size: None = ...,
185
+ dtype: dtype[ulong] | type[ulong] | _ULongCodes | _SupportsDType[dtype[ulong]] = ...,
186
+ ) -> ulong: ...
187
+ @overload
188
+ def randint( # type: ignore[misc]
189
+ self,
190
+ low: int,
191
+ high: None | int = ...,
192
+ size: None = ...,
193
+ dtype: dtype[uint64] | type[uint64] | _UInt64Codes | _SupportsDType[dtype[uint64]] = ...,
194
+ ) -> uint64: ...
195
+ @overload
196
+ def randint( # type: ignore[misc]
197
+ self,
198
+ low: int,
199
+ high: None | int = ...,
200
+ size: None = ...,
201
+ dtype: dtype[int8] | type[int8] | _Int8Codes | _SupportsDType[dtype[int8]] = ...,
202
+ ) -> int8: ...
203
+ @overload
204
+ def randint( # type: ignore[misc]
205
+ self,
206
+ low: int,
207
+ high: None | int = ...,
208
+ size: None = ...,
209
+ dtype: dtype[int16] | type[int16] | _Int16Codes | _SupportsDType[dtype[int16]] = ...,
210
+ ) -> int16: ...
211
+ @overload
212
+ def randint( # type: ignore[misc]
213
+ self,
214
+ low: int,
215
+ high: None | int = ...,
216
+ size: None = ...,
217
+ dtype: dtype[int32] | type[int32] | _Int32Codes | _SupportsDType[dtype[int32]] = ...,
218
+ ) -> int32: ...
219
+ @overload
220
+ def randint( # type: ignore[misc]
221
+ self,
222
+ low: int,
223
+ high: None | int = ...,
224
+ size: None = ...,
225
+ dtype: dtype[int_] | type[int_] | _IntCodes | _SupportsDType[dtype[int_]] = ...,
226
+ ) -> int_: ...
227
+ @overload
228
+ def randint( # type: ignore[misc]
229
+ self,
230
+ low: int,
231
+ high: None | int = ...,
232
+ size: None = ...,
233
+ dtype: dtype[long] | type[long] | _LongCodes | _SupportsDType[dtype[long]] = ...,
234
+ ) -> long: ...
235
+ @overload
236
+ def randint( # type: ignore[misc]
237
+ self,
238
+ low: int,
239
+ high: None | int = ...,
240
+ size: None = ...,
241
+ dtype: dtype[int64] | type[int64] | _Int64Codes | _SupportsDType[dtype[int64]] = ...,
242
+ ) -> int64: ...
243
+ @overload
244
+ def randint( # type: ignore[misc]
245
+ self,
246
+ low: _ArrayLikeInt_co,
247
+ high: None | _ArrayLikeInt_co = ...,
248
+ size: None | _ShapeLike = ...,
249
+ ) -> NDArray[long]: ...
250
+ @overload
251
+ def randint( # type: ignore[misc]
252
+ self,
253
+ low: _ArrayLikeInt_co,
254
+ high: None | _ArrayLikeInt_co = ...,
255
+ size: None | _ShapeLike = ...,
256
+ dtype: _DTypeLikeBool = ...,
257
+ ) -> NDArray[np.bool]: ...
258
+ @overload
259
+ def randint( # type: ignore[misc]
260
+ self,
261
+ low: _ArrayLikeInt_co,
262
+ high: None | _ArrayLikeInt_co = ...,
263
+ size: None | _ShapeLike = ...,
264
+ dtype: dtype[int8] | type[int8] | _Int8Codes | _SupportsDType[dtype[int8]] = ...,
265
+ ) -> NDArray[int8]: ...
266
+ @overload
267
+ def randint( # type: ignore[misc]
268
+ self,
269
+ low: _ArrayLikeInt_co,
270
+ high: None | _ArrayLikeInt_co = ...,
271
+ size: None | _ShapeLike = ...,
272
+ dtype: dtype[int16] | type[int16] | _Int16Codes | _SupportsDType[dtype[int16]] = ...,
273
+ ) -> NDArray[int16]: ...
274
+ @overload
275
+ def randint( # type: ignore[misc]
276
+ self,
277
+ low: _ArrayLikeInt_co,
278
+ high: None | _ArrayLikeInt_co = ...,
279
+ size: None | _ShapeLike = ...,
280
+ dtype: dtype[int32] | type[int32] | _Int32Codes | _SupportsDType[dtype[int32]] = ...,
281
+ ) -> NDArray[int32]: ...
282
+ @overload
283
+ def randint( # type: ignore[misc]
284
+ self,
285
+ low: _ArrayLikeInt_co,
286
+ high: None | _ArrayLikeInt_co = ...,
287
+ size: None | _ShapeLike = ...,
288
+ dtype: None | dtype[int64] | type[int64] | _Int64Codes | _SupportsDType[dtype[int64]] = ...,
289
+ ) -> NDArray[int64]: ...
290
+ @overload
291
+ def randint( # type: ignore[misc]
292
+ self,
293
+ low: _ArrayLikeInt_co,
294
+ high: None | _ArrayLikeInt_co = ...,
295
+ size: None | _ShapeLike = ...,
296
+ dtype: dtype[uint8] | type[uint8] | _UInt8Codes | _SupportsDType[dtype[uint8]] = ...,
297
+ ) -> NDArray[uint8]: ...
298
+ @overload
299
+ def randint( # type: ignore[misc]
300
+ self,
301
+ low: _ArrayLikeInt_co,
302
+ high: None | _ArrayLikeInt_co = ...,
303
+ size: None | _ShapeLike = ...,
304
+ dtype: dtype[uint16] | type[uint16] | _UInt16Codes | _SupportsDType[dtype[uint16]] = ...,
305
+ ) -> NDArray[uint16]: ...
306
+ @overload
307
+ def randint( # type: ignore[misc]
308
+ self,
309
+ low: _ArrayLikeInt_co,
310
+ high: None | _ArrayLikeInt_co = ...,
311
+ size: None | _ShapeLike = ...,
312
+ dtype: dtype[uint32] | type[uint32] | _UInt32Codes | _SupportsDType[dtype[uint32]] = ...,
313
+ ) -> NDArray[uint32]: ...
314
+ @overload
315
+ def randint( # type: ignore[misc]
316
+ self,
317
+ low: _ArrayLikeInt_co,
318
+ high: None | _ArrayLikeInt_co = ...,
319
+ size: None | _ShapeLike = ...,
320
+ dtype: dtype[uint64] | type[uint64] | _UInt64Codes | _SupportsDType[dtype[uint64]] = ...,
321
+ ) -> NDArray[uint64]: ...
322
+ @overload
323
+ def randint( # type: ignore[misc]
324
+ self,
325
+ low: _ArrayLikeInt_co,
326
+ high: None | _ArrayLikeInt_co = ...,
327
+ size: None | _ShapeLike = ...,
328
+ dtype: dtype[long] | type[int] | type[long] | _LongCodes | _SupportsDType[dtype[long]] = ...,
329
+ ) -> NDArray[long]: ...
330
+ @overload
331
+ def randint( # type: ignore[misc]
332
+ self,
333
+ low: _ArrayLikeInt_co,
334
+ high: None | _ArrayLikeInt_co = ...,
335
+ size: None | _ShapeLike = ...,
336
+ dtype: dtype[ulong] | type[ulong] | _ULongCodes | _SupportsDType[dtype[ulong]] = ...,
337
+ ) -> NDArray[ulong]: ...
338
+ def bytes(self, length: int) -> builtins.bytes: ...
339
+ @overload
340
+ def choice(
341
+ self,
342
+ a: int,
343
+ size: None = ...,
344
+ replace: bool = ...,
345
+ p: None | _ArrayLikeFloat_co = ...,
346
+ ) -> int: ...
347
+ @overload
348
+ def choice(
349
+ self,
350
+ a: int,
351
+ size: _ShapeLike = ...,
352
+ replace: bool = ...,
353
+ p: None | _ArrayLikeFloat_co = ...,
354
+ ) -> NDArray[long]: ...
355
+ @overload
356
+ def choice(
357
+ self,
358
+ a: ArrayLike,
359
+ size: None = ...,
360
+ replace: bool = ...,
361
+ p: None | _ArrayLikeFloat_co = ...,
362
+ ) -> Any: ...
363
+ @overload
364
+ def choice(
365
+ self,
366
+ a: ArrayLike,
367
+ size: _ShapeLike = ...,
368
+ replace: bool = ...,
369
+ p: None | _ArrayLikeFloat_co = ...,
370
+ ) -> NDArray[Any]: ...
371
+ @overload
372
+ def uniform(self, low: float = ..., high: float = ..., size: None = ...) -> float: ... # type: ignore[misc]
373
+ @overload
374
+ def uniform(
375
+ self,
376
+ low: _ArrayLikeFloat_co = ...,
377
+ high: _ArrayLikeFloat_co = ...,
378
+ size: None | _ShapeLike = ...,
379
+ ) -> NDArray[float64]: ...
380
+ @overload
381
+ def rand(self) -> float: ...
382
+ @overload
383
+ def rand(self, *args: int) -> NDArray[float64]: ...
384
+ @overload
385
+ def randn(self) -> float: ...
386
+ @overload
387
+ def randn(self, *args: int) -> NDArray[float64]: ...
388
+ @overload
389
+ def random_integers(self, low: int, high: None | int = ..., size: None = ...) -> int: ... # type: ignore[misc]
390
+ @overload
391
+ def random_integers(
392
+ self,
393
+ low: _ArrayLikeInt_co,
394
+ high: None | _ArrayLikeInt_co = ...,
395
+ size: None | _ShapeLike = ...,
396
+ ) -> NDArray[long]: ...
397
+ @overload
398
+ def standard_normal(self, size: None = ...) -> float: ... # type: ignore[misc]
399
+ @overload
400
+ def standard_normal( # type: ignore[misc]
401
+ self, size: _ShapeLike = ...
402
+ ) -> NDArray[float64]: ...
403
+ @overload
404
+ def normal(self, loc: float = ..., scale: float = ..., size: None = ...) -> float: ... # type: ignore[misc]
405
+ @overload
406
+ def normal(
407
+ self,
408
+ loc: _ArrayLikeFloat_co = ...,
409
+ scale: _ArrayLikeFloat_co = ...,
410
+ size: None | _ShapeLike = ...,
411
+ ) -> NDArray[float64]: ...
412
+ @overload
413
+ def standard_gamma( # type: ignore[misc]
414
+ self,
415
+ shape: float,
416
+ size: None = ...,
417
+ ) -> float: ...
418
+ @overload
419
+ def standard_gamma(
420
+ self,
421
+ shape: _ArrayLikeFloat_co,
422
+ size: None | _ShapeLike = ...,
423
+ ) -> NDArray[float64]: ...
424
+ @overload
425
+ def gamma(self, shape: float, scale: float = ..., size: None = ...) -> float: ... # type: ignore[misc]
426
+ @overload
427
+ def gamma(
428
+ self,
429
+ shape: _ArrayLikeFloat_co,
430
+ scale: _ArrayLikeFloat_co = ...,
431
+ size: None | _ShapeLike = ...,
432
+ ) -> NDArray[float64]: ...
433
+ @overload
434
+ def f(self, dfnum: float, dfden: float, size: None = ...) -> float: ... # type: ignore[misc]
435
+ @overload
436
+ def f(
437
+ self, dfnum: _ArrayLikeFloat_co, dfden: _ArrayLikeFloat_co, size: None | _ShapeLike = ...
438
+ ) -> NDArray[float64]: ...
439
+ @overload
440
+ def noncentral_f(self, dfnum: float, dfden: float, nonc: float, size: None = ...) -> float: ... # type: ignore[misc]
441
+ @overload
442
+ def noncentral_f(
443
+ self,
444
+ dfnum: _ArrayLikeFloat_co,
445
+ dfden: _ArrayLikeFloat_co,
446
+ nonc: _ArrayLikeFloat_co,
447
+ size: None | _ShapeLike = ...,
448
+ ) -> NDArray[float64]: ...
449
+ @overload
450
+ def chisquare(self, df: float, size: None = ...) -> float: ... # type: ignore[misc]
451
+ @overload
452
+ def chisquare(
453
+ self, df: _ArrayLikeFloat_co, size: None | _ShapeLike = ...
454
+ ) -> NDArray[float64]: ...
455
+ @overload
456
+ def noncentral_chisquare(self, df: float, nonc: float, size: None = ...) -> float: ... # type: ignore[misc]
457
+ @overload
458
+ def noncentral_chisquare(
459
+ self, df: _ArrayLikeFloat_co, nonc: _ArrayLikeFloat_co, size: None | _ShapeLike = ...
460
+ ) -> NDArray[float64]: ...
461
+ @overload
462
+ def standard_t(self, df: float, size: None = ...) -> float: ... # type: ignore[misc]
463
+ @overload
464
+ def standard_t(
465
+ self, df: _ArrayLikeFloat_co, size: None = ...
466
+ ) -> NDArray[float64]: ...
467
+ @overload
468
+ def standard_t(
469
+ self, df: _ArrayLikeFloat_co, size: _ShapeLike = ...
470
+ ) -> NDArray[float64]: ...
471
+ @overload
472
+ def vonmises(self, mu: float, kappa: float, size: None = ...) -> float: ... # type: ignore[misc]
473
+ @overload
474
+ def vonmises(
475
+ self, mu: _ArrayLikeFloat_co, kappa: _ArrayLikeFloat_co, size: None | _ShapeLike = ...
476
+ ) -> NDArray[float64]: ...
477
+ @overload
478
+ def pareto(self, a: float, size: None = ...) -> float: ... # type: ignore[misc]
479
+ @overload
480
+ def pareto(
481
+ self, a: _ArrayLikeFloat_co, size: None | _ShapeLike = ...
482
+ ) -> NDArray[float64]: ...
483
+ @overload
484
+ def weibull(self, a: float, size: None = ...) -> float: ... # type: ignore[misc]
485
+ @overload
486
+ def weibull(
487
+ self, a: _ArrayLikeFloat_co, size: None | _ShapeLike = ...
488
+ ) -> NDArray[float64]: ...
489
+ @overload
490
+ def power(self, a: float, size: None = ...) -> float: ... # type: ignore[misc]
491
+ @overload
492
+ def power(
493
+ self, a: _ArrayLikeFloat_co, size: None | _ShapeLike = ...
494
+ ) -> NDArray[float64]: ...
495
+ @overload
496
+ def standard_cauchy(self, size: None = ...) -> float: ... # type: ignore[misc]
497
+ @overload
498
+ def standard_cauchy(self, size: _ShapeLike = ...) -> NDArray[float64]: ...
499
+ @overload
500
+ def laplace(self, loc: float = ..., scale: float = ..., size: None = ...) -> float: ... # type: ignore[misc]
501
+ @overload
502
+ def laplace(
503
+ self,
504
+ loc: _ArrayLikeFloat_co = ...,
505
+ scale: _ArrayLikeFloat_co = ...,
506
+ size: None | _ShapeLike = ...,
507
+ ) -> NDArray[float64]: ...
508
+ @overload
509
+ def gumbel(self, loc: float = ..., scale: float = ..., size: None = ...) -> float: ... # type: ignore[misc]
510
+ @overload
511
+ def gumbel(
512
+ self,
513
+ loc: _ArrayLikeFloat_co = ...,
514
+ scale: _ArrayLikeFloat_co = ...,
515
+ size: None | _ShapeLike = ...,
516
+ ) -> NDArray[float64]: ...
517
+ @overload
518
+ def logistic(self, loc: float = ..., scale: float = ..., size: None = ...) -> float: ... # type: ignore[misc]
519
+ @overload
520
+ def logistic(
521
+ self,
522
+ loc: _ArrayLikeFloat_co = ...,
523
+ scale: _ArrayLikeFloat_co = ...,
524
+ size: None | _ShapeLike = ...,
525
+ ) -> NDArray[float64]: ...
526
+ @overload
527
+ def lognormal(self, mean: float = ..., sigma: float = ..., size: None = ...) -> float: ... # type: ignore[misc]
528
+ @overload
529
+ def lognormal(
530
+ self,
531
+ mean: _ArrayLikeFloat_co = ...,
532
+ sigma: _ArrayLikeFloat_co = ...,
533
+ size: None | _ShapeLike = ...,
534
+ ) -> NDArray[float64]: ...
535
+ @overload
536
+ def rayleigh(self, scale: float = ..., size: None = ...) -> float: ... # type: ignore[misc]
537
+ @overload
538
+ def rayleigh(
539
+ self, scale: _ArrayLikeFloat_co = ..., size: None | _ShapeLike = ...
540
+ ) -> NDArray[float64]: ...
541
+ @overload
542
+ def wald(self, mean: float, scale: float, size: None = ...) -> float: ... # type: ignore[misc]
543
+ @overload
544
+ def wald(
545
+ self, mean: _ArrayLikeFloat_co, scale: _ArrayLikeFloat_co, size: None | _ShapeLike = ...
546
+ ) -> NDArray[float64]: ...
547
+ @overload
548
+ def triangular(self, left: float, mode: float, right: float, size: None = ...) -> float: ... # type: ignore[misc]
549
+ @overload
550
+ def triangular(
551
+ self,
552
+ left: _ArrayLikeFloat_co,
553
+ mode: _ArrayLikeFloat_co,
554
+ right: _ArrayLikeFloat_co,
555
+ size: None | _ShapeLike = ...,
556
+ ) -> NDArray[float64]: ...
557
+ @overload
558
+ def binomial(self, n: int, p: float, size: None = ...) -> int: ... # type: ignore[misc]
559
+ @overload
560
+ def binomial(
561
+ self, n: _ArrayLikeInt_co, p: _ArrayLikeFloat_co, size: None | _ShapeLike = ...
562
+ ) -> NDArray[long]: ...
563
+ @overload
564
+ def negative_binomial(self, n: float, p: float, size: None = ...) -> int: ... # type: ignore[misc]
565
+ @overload
566
+ def negative_binomial(
567
+ self, n: _ArrayLikeFloat_co, p: _ArrayLikeFloat_co, size: None | _ShapeLike = ...
568
+ ) -> NDArray[long]: ...
569
+ @overload
570
+ def poisson(self, lam: float = ..., size: None = ...) -> int: ... # type: ignore[misc]
571
+ @overload
572
+ def poisson(
573
+ self, lam: _ArrayLikeFloat_co = ..., size: None | _ShapeLike = ...
574
+ ) -> NDArray[long]: ...
575
+ @overload
576
+ def zipf(self, a: float, size: None = ...) -> int: ... # type: ignore[misc]
577
+ @overload
578
+ def zipf(
579
+ self, a: _ArrayLikeFloat_co, size: None | _ShapeLike = ...
580
+ ) -> NDArray[long]: ...
581
+ @overload
582
+ def geometric(self, p: float, size: None = ...) -> int: ... # type: ignore[misc]
583
+ @overload
584
+ def geometric(
585
+ self, p: _ArrayLikeFloat_co, size: None | _ShapeLike = ...
586
+ ) -> NDArray[long]: ...
587
+ @overload
588
+ def hypergeometric(self, ngood: int, nbad: int, nsample: int, size: None = ...) -> int: ... # type: ignore[misc]
589
+ @overload
590
+ def hypergeometric(
591
+ self,
592
+ ngood: _ArrayLikeInt_co,
593
+ nbad: _ArrayLikeInt_co,
594
+ nsample: _ArrayLikeInt_co,
595
+ size: None | _ShapeLike = ...,
596
+ ) -> NDArray[long]: ...
597
+ @overload
598
+ def logseries(self, p: float, size: None = ...) -> int: ... # type: ignore[misc]
599
+ @overload
600
+ def logseries(
601
+ self, p: _ArrayLikeFloat_co, size: None | _ShapeLike = ...
602
+ ) -> NDArray[long]: ...
603
+ def multivariate_normal(
604
+ self,
605
+ mean: _ArrayLikeFloat_co,
606
+ cov: _ArrayLikeFloat_co,
607
+ size: None | _ShapeLike = ...,
608
+ check_valid: Literal["warn", "raise", "ignore"] = ...,
609
+ tol: float = ...,
610
+ ) -> NDArray[float64]: ...
611
+ def multinomial(
612
+ self, n: _ArrayLikeInt_co, pvals: _ArrayLikeFloat_co, size: None | _ShapeLike = ...
613
+ ) -> NDArray[long]: ...
614
+ def dirichlet(
615
+ self, alpha: _ArrayLikeFloat_co, size: None | _ShapeLike = ...
616
+ ) -> NDArray[float64]: ...
617
+ def shuffle(self, x: ArrayLike) -> None: ...
618
+ @overload
619
+ def permutation(self, x: int) -> NDArray[long]: ...
620
+ @overload
621
+ def permutation(self, x: ArrayLike) -> NDArray[Any]: ...
622
+
623
+ _rand: RandomState
624
+
625
+ beta = _rand.beta
626
+ binomial = _rand.binomial
627
+ bytes = _rand.bytes
628
+ chisquare = _rand.chisquare
629
+ choice = _rand.choice
630
+ dirichlet = _rand.dirichlet
631
+ exponential = _rand.exponential
632
+ f = _rand.f
633
+ gamma = _rand.gamma
634
+ get_state = _rand.get_state
635
+ geometric = _rand.geometric
636
+ gumbel = _rand.gumbel
637
+ hypergeometric = _rand.hypergeometric
638
+ laplace = _rand.laplace
639
+ logistic = _rand.logistic
640
+ lognormal = _rand.lognormal
641
+ logseries = _rand.logseries
642
+ multinomial = _rand.multinomial
643
+ multivariate_normal = _rand.multivariate_normal
644
+ negative_binomial = _rand.negative_binomial
645
+ noncentral_chisquare = _rand.noncentral_chisquare
646
+ noncentral_f = _rand.noncentral_f
647
+ normal = _rand.normal
648
+ pareto = _rand.pareto
649
+ permutation = _rand.permutation
650
+ poisson = _rand.poisson
651
+ power = _rand.power
652
+ rand = _rand.rand
653
+ randint = _rand.randint
654
+ randn = _rand.randn
655
+ random = _rand.random
656
+ random_integers = _rand.random_integers
657
+ random_sample = _rand.random_sample
658
+ rayleigh = _rand.rayleigh
659
+ seed = _rand.seed
660
+ set_state = _rand.set_state
661
+ shuffle = _rand.shuffle
662
+ standard_cauchy = _rand.standard_cauchy
663
+ standard_exponential = _rand.standard_exponential
664
+ standard_gamma = _rand.standard_gamma
665
+ standard_normal = _rand.standard_normal
666
+ standard_t = _rand.standard_t
667
+ triangular = _rand.triangular
668
+ uniform = _rand.uniform
669
+ vonmises = _rand.vonmises
670
+ wald = _rand.wald
671
+ weibull = _rand.weibull
672
+ zipf = _rand.zipf
673
+ # Two legacy that are trivial wrappers around random_sample
674
+ sample = _rand.random_sample
675
+ ranf = _rand.random_sample
676
+
677
+ def set_bit_generator(bitgen: BitGenerator) -> None:
678
+ ...
679
+
680
+ def get_bit_generator() -> BitGenerator:
681
+ ...
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vllm/lib/python3.10/site-packages/wandb/vendor/pygments/__init__.py ADDED
@@ -0,0 +1,90 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ # -*- coding: utf-8 -*-
2
+ """
3
+ Pygments
4
+ ~~~~~~~~
5
+
6
+ Pygments is a syntax highlighting package written in Python.
7
+
8
+ It is a generic syntax highlighter for general use in all kinds of software
9
+ such as forum systems, wikis or other applications that need to prettify
10
+ source code. Highlights are:
11
+
12
+ * a wide range of common languages and markup formats is supported
13
+ * special attention is paid to details, increasing quality by a fair amount
14
+ * support for new languages and formats are added easily
15
+ * a number of output formats, presently HTML, LaTeX, RTF, SVG, all image
16
+ formats that PIL supports, and ANSI sequences
17
+ * it is usable as a command-line tool and as a library
18
+ * ... and it highlights even Brainfuck!
19
+
20
+ The `Pygments tip`_ is installable with ``easy_install Pygments==dev``.
21
+
22
+ .. _Pygments tip:
23
+ http://bitbucket.org/birkenfeld/pygments-main/get/tip.zip#egg=Pygments-dev
24
+
25
+ :copyright: Copyright 2006-2017 by the Pygments team, see AUTHORS.
26
+ :license: BSD, see LICENSE for details.
27
+ """
28
+ import sys
29
+
30
+ from pygments.util import StringIO, BytesIO
31
+
32
+ __version__ = '2.2.0'
33
+ __docformat__ = 'restructuredtext'
34
+
35
+ __all__ = ['lex', 'format', 'highlight']
36
+
37
+
38
+ def lex(code, lexer):
39
+ """
40
+ Lex ``code`` with ``lexer`` and return an iterable of tokens.
41
+ """
42
+ try:
43
+ return lexer.get_tokens(code)
44
+ except TypeError as err:
45
+ if (isinstance(err.args[0], str) and
46
+ ('unbound method get_tokens' in err.args[0] or
47
+ 'missing 1 required positional argument' in err.args[0])):
48
+ raise TypeError('lex() argument must be a lexer instance, '
49
+ 'not a class')
50
+ raise
51
+
52
+
53
+ def format(tokens, formatter, outfile=None): # pylint: disable=redefined-builtin
54
+ """
55
+ Format a tokenlist ``tokens`` with the formatter ``formatter``.
56
+
57
+ If ``outfile`` is given and a valid file object (an object
58
+ with a ``write`` method), the result will be written to it, otherwise
59
+ it is returned as a string.
60
+ """
61
+ try:
62
+ if not outfile:
63
+ realoutfile = getattr(formatter, 'encoding', None) and BytesIO() or StringIO()
64
+ formatter.format(tokens, realoutfile)
65
+ return realoutfile.getvalue()
66
+ else:
67
+ formatter.format(tokens, outfile)
68
+ except TypeError as err:
69
+ if (isinstance(err.args[0], str) and
70
+ ('unbound method format' in err.args[0] or
71
+ 'missing 1 required positional argument' in err.args[0])):
72
+ raise TypeError('format() argument must be a formatter instance, '
73
+ 'not a class')
74
+ raise
75
+
76
+
77
+ def highlight(code, lexer, formatter, outfile=None):
78
+ """
79
+ Lex ``code`` with ``lexer`` and format it with the formatter ``formatter``.
80
+
81
+ If ``outfile`` is given and a valid file object (an object
82
+ with a ``write`` method), the result will be written to it, otherwise
83
+ it is returned as a string.
84
+ """
85
+ return format(lex(code, lexer), formatter, outfile)
86
+
87
+
88
+ if __name__ == '__main__': # pragma: no cover
89
+ from pygments.cmdline import main
90
+ sys.exit(main(sys.argv))
vllm/lib/python3.10/site-packages/wandb/vendor/pygments/cmdline.py ADDED
@@ -0,0 +1,568 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ # -*- coding: utf-8 -*-
2
+ """
3
+ pygments.cmdline
4
+ ~~~~~~~~~~~~~~~~
5
+
6
+ Command line interface.
7
+
8
+ :copyright: Copyright 2006-2017 by the Pygments team, see AUTHORS.
9
+ :license: BSD, see LICENSE for details.
10
+ """
11
+
12
+ from __future__ import print_function
13
+
14
+ import sys
15
+ import getopt
16
+ from textwrap import dedent
17
+
18
+ from pygments import __version__, highlight
19
+ from pygments.util import ClassNotFound, OptionError, docstring_headline, \
20
+ guess_decode, guess_decode_from_terminal, terminal_encoding
21
+ from pygments.lexers import get_all_lexers, get_lexer_by_name, guess_lexer, \
22
+ load_lexer_from_file, get_lexer_for_filename, find_lexer_class_for_filename
23
+ from pygments.lexers.special import TextLexer
24
+ from pygments.formatters.latex import LatexEmbeddedLexer, LatexFormatter
25
+ from pygments.formatters import get_all_formatters, get_formatter_by_name, \
26
+ load_formatter_from_file, get_formatter_for_filename, find_formatter_class
27
+ from pygments.formatters.terminal import TerminalFormatter
28
+ from pygments.filters import get_all_filters, find_filter_class
29
+ from pygments.styles import get_all_styles, get_style_by_name
30
+
31
+
32
+ USAGE = """\
33
+ Usage: %s [-l <lexer> | -g] [-F <filter>[:<options>]] [-f <formatter>]
34
+ [-O <options>] [-P <option=value>] [-s] [-v] [-x] [-o <outfile>] [<infile>]
35
+
36
+ %s -S <style> -f <formatter> [-a <arg>] [-O <options>] [-P <option=value>]
37
+ %s -L [<which> ...]
38
+ %s -N <filename>
39
+ %s -H <type> <name>
40
+ %s -h | -V
41
+
42
+ Highlight the input file and write the result to <outfile>.
43
+
44
+ If no input file is given, use stdin, if -o is not given, use stdout.
45
+
46
+ If -s is passed, lexing will be done in "streaming" mode, reading and
47
+ highlighting one line at a time. This will only work properly with
48
+ lexers that have no constructs spanning multiple lines!
49
+
50
+ <lexer> is a lexer name (query all lexer names with -L). If -l is not
51
+ given, the lexer is guessed from the extension of the input file name
52
+ (this obviously doesn't work if the input is stdin). If -g is passed,
53
+ attempt to guess the lexer from the file contents, or pass through as
54
+ plain text if this fails (this can work for stdin).
55
+
56
+ Likewise, <formatter> is a formatter name, and will be guessed from
57
+ the extension of the output file name. If no output file is given,
58
+ the terminal formatter will be used by default.
59
+
60
+ The additional option -x allows custom lexers and formatters to be
61
+ loaded from a .py file relative to the current working directory. For
62
+ example, ``-l ./customlexer.py -x``. By default, this option expects a
63
+ file with a class named CustomLexer or CustomFormatter; you can also
64
+ specify your own class name with a colon (``-l ./lexer.py:MyLexer``).
65
+ Users should be very careful not to use this option with untrusted files,
66
+ because it will import and run them.
67
+
68
+ With the -O option, you can give the lexer and formatter a comma-
69
+ separated list of options, e.g. ``-O bg=light,python=cool``.
70
+
71
+ The -P option adds lexer and formatter options like the -O option, but
72
+ you can only give one option per -P. That way, the option value may
73
+ contain commas and equals signs, which it can't with -O, e.g.
74
+ ``-P "heading=Pygments, the Python highlighter".
75
+
76
+ With the -F option, you can add filters to the token stream, you can
77
+ give options in the same way as for -O after a colon (note: there must
78
+ not be spaces around the colon).
79
+
80
+ The -O, -P and -F options can be given multiple times.
81
+
82
+ With the -S option, print out style definitions for style <style>
83
+ for formatter <formatter>. The argument given by -a is formatter
84
+ dependent.
85
+
86
+ The -L option lists lexers, formatters, styles or filters -- set
87
+ `which` to the thing you want to list (e.g. "styles"), or omit it to
88
+ list everything.
89
+
90
+ The -N option guesses and prints out a lexer name based solely on
91
+ the given filename. It does not take input or highlight anything.
92
+ If no specific lexer can be determined "text" is returned.
93
+
94
+ The -H option prints detailed help for the object <name> of type <type>,
95
+ where <type> is one of "lexer", "formatter" or "filter".
96
+
97
+ The -s option processes lines one at a time until EOF, rather than
98
+ waiting to process the entire file. This only works for stdin, and
99
+ is intended for streaming input such as you get from 'tail -f'.
100
+ Example usage: "tail -f sql.log | pygmentize -s -l sql"
101
+
102
+ The -v option prints a detailed traceback on unhandled exceptions,
103
+ which is useful for debugging and bug reports.
104
+
105
+ The -h option prints this help.
106
+ The -V option prints the package version.
107
+ """
108
+
109
+
110
+ def _parse_options(o_strs):
111
+ opts = {}
112
+ if not o_strs:
113
+ return opts
114
+ for o_str in o_strs:
115
+ if not o_str.strip():
116
+ continue
117
+ o_args = o_str.split(',')
118
+ for o_arg in o_args:
119
+ o_arg = o_arg.strip()
120
+ try:
121
+ o_key, o_val = o_arg.split('=', 1)
122
+ o_key = o_key.strip()
123
+ o_val = o_val.strip()
124
+ except ValueError:
125
+ opts[o_arg] = True
126
+ else:
127
+ opts[o_key] = o_val
128
+ return opts
129
+
130
+
131
+ def _parse_filters(f_strs):
132
+ filters = []
133
+ if not f_strs:
134
+ return filters
135
+ for f_str in f_strs:
136
+ if ':' in f_str:
137
+ fname, fopts = f_str.split(':', 1)
138
+ filters.append((fname, _parse_options([fopts])))
139
+ else:
140
+ filters.append((f_str, {}))
141
+ return filters
142
+
143
+
144
+ def _print_help(what, name):
145
+ try:
146
+ if what == 'lexer':
147
+ cls = get_lexer_by_name(name)
148
+ print("Help on the %s lexer:" % cls.name)
149
+ print(dedent(cls.__doc__))
150
+ elif what == 'formatter':
151
+ cls = find_formatter_class(name)
152
+ print("Help on the %s formatter:" % cls.name)
153
+ print(dedent(cls.__doc__))
154
+ elif what == 'filter':
155
+ cls = find_filter_class(name)
156
+ print("Help on the %s filter:" % name)
157
+ print(dedent(cls.__doc__))
158
+ return 0
159
+ except (AttributeError, ValueError):
160
+ print("%s not found!" % what, file=sys.stderr)
161
+ return 1
162
+
163
+
164
+ def _print_list(what):
165
+ if what == 'lexer':
166
+ print()
167
+ print("Lexers:")
168
+ print("~~~~~~~")
169
+
170
+ info = []
171
+ for fullname, names, exts, _ in get_all_lexers():
172
+ tup = (', '.join(names)+':', fullname,
173
+ exts and '(filenames ' + ', '.join(exts) + ')' or '')
174
+ info.append(tup)
175
+ info.sort()
176
+ for i in info:
177
+ print(('* %s\n %s %s') % i)
178
+
179
+ elif what == 'formatter':
180
+ print()
181
+ print("Formatters:")
182
+ print("~~~~~~~~~~~")
183
+
184
+ info = []
185
+ for cls in get_all_formatters():
186
+ doc = docstring_headline(cls)
187
+ tup = (', '.join(cls.aliases) + ':', doc, cls.filenames and
188
+ '(filenames ' + ', '.join(cls.filenames) + ')' or '')
189
+ info.append(tup)
190
+ info.sort()
191
+ for i in info:
192
+ print(('* %s\n %s %s') % i)
193
+
194
+ elif what == 'filter':
195
+ print()
196
+ print("Filters:")
197
+ print("~~~~~~~~")
198
+
199
+ for name in get_all_filters():
200
+ cls = find_filter_class(name)
201
+ print("* " + name + ':')
202
+ print(" %s" % docstring_headline(cls))
203
+
204
+ elif what == 'style':
205
+ print()
206
+ print("Styles:")
207
+ print("~~~~~~~")
208
+
209
+ for name in get_all_styles():
210
+ cls = get_style_by_name(name)
211
+ print("* " + name + ':')
212
+ print(" %s" % docstring_headline(cls))
213
+
214
+
215
+ def main_inner(popts, args, usage):
216
+ opts = {}
217
+ O_opts = []
218
+ P_opts = []
219
+ F_opts = []
220
+ for opt, arg in popts:
221
+ if opt == '-O':
222
+ O_opts.append(arg)
223
+ elif opt == '-P':
224
+ P_opts.append(arg)
225
+ elif opt == '-F':
226
+ F_opts.append(arg)
227
+ opts[opt] = arg
228
+
229
+ if opts.pop('-h', None) is not None:
230
+ print(usage)
231
+ return 0
232
+
233
+ if opts.pop('-V', None) is not None:
234
+ print('Pygments version %s, (c) 2006-2017 by Georg Brandl.' % __version__)
235
+ return 0
236
+
237
+ # handle ``pygmentize -L``
238
+ L_opt = opts.pop('-L', None)
239
+ if L_opt is not None:
240
+ if opts:
241
+ print(usage, file=sys.stderr)
242
+ return 2
243
+
244
+ # print version
245
+ main(['', '-V'])
246
+ if not args:
247
+ args = ['lexer', 'formatter', 'filter', 'style']
248
+ for arg in args:
249
+ _print_list(arg.rstrip('s'))
250
+ return 0
251
+
252
+ # handle ``pygmentize -H``
253
+ H_opt = opts.pop('-H', None)
254
+ if H_opt is not None:
255
+ if opts or len(args) != 2:
256
+ print(usage, file=sys.stderr)
257
+ return 2
258
+
259
+ what, name = args # pylint: disable=unbalanced-tuple-unpacking
260
+ if what not in ('lexer', 'formatter', 'filter'):
261
+ print(usage, file=sys.stderr)
262
+ return 2
263
+
264
+ return _print_help(what, name)
265
+
266
+ # parse -O options
267
+ parsed_opts = _parse_options(O_opts)
268
+ opts.pop('-O', None)
269
+
270
+ # parse -P options
271
+ for p_opt in P_opts:
272
+ try:
273
+ name, value = p_opt.split('=', 1)
274
+ except ValueError:
275
+ parsed_opts[p_opt] = True
276
+ else:
277
+ parsed_opts[name] = value
278
+ opts.pop('-P', None)
279
+
280
+ # encodings
281
+ inencoding = parsed_opts.get('inencoding', parsed_opts.get('encoding'))
282
+ outencoding = parsed_opts.get('outencoding', parsed_opts.get('encoding'))
283
+
284
+ # handle ``pygmentize -N``
285
+ infn = opts.pop('-N', None)
286
+ if infn is not None:
287
+ lexer = find_lexer_class_for_filename(infn)
288
+ if lexer is None:
289
+ lexer = TextLexer
290
+
291
+ print(lexer.aliases[0])
292
+ return 0
293
+
294
+ # handle ``pygmentize -S``
295
+ S_opt = opts.pop('-S', None)
296
+ a_opt = opts.pop('-a', None)
297
+ if S_opt is not None:
298
+ f_opt = opts.pop('-f', None)
299
+ if not f_opt:
300
+ print(usage, file=sys.stderr)
301
+ return 2
302
+ if opts or args:
303
+ print(usage, file=sys.stderr)
304
+ return 2
305
+
306
+ try:
307
+ parsed_opts['style'] = S_opt
308
+ fmter = get_formatter_by_name(f_opt, **parsed_opts)
309
+ except ClassNotFound as err:
310
+ print(err, file=sys.stderr)
311
+ return 1
312
+
313
+ print(fmter.get_style_defs(a_opt or ''))
314
+ return 0
315
+
316
+ # if no -S is given, -a is not allowed
317
+ if a_opt is not None:
318
+ print(usage, file=sys.stderr)
319
+ return 2
320
+
321
+ # parse -F options
322
+ F_opts = _parse_filters(F_opts)
323
+ opts.pop('-F', None)
324
+
325
+ allow_custom_lexer_formatter = False
326
+ # -x: allow custom (eXternal) lexers and formatters
327
+ if opts.pop('-x', None) is not None:
328
+ allow_custom_lexer_formatter = True
329
+
330
+ # select lexer
331
+ lexer = None
332
+
333
+ # given by name?
334
+ lexername = opts.pop('-l', None)
335
+ if lexername:
336
+ # custom lexer, located relative to user's cwd
337
+ if allow_custom_lexer_formatter and '.py' in lexername:
338
+ try:
339
+ if ':' in lexername:
340
+ filename, name = lexername.rsplit(':', 1)
341
+ lexer = load_lexer_from_file(filename, name,
342
+ **parsed_opts)
343
+ else:
344
+ lexer = load_lexer_from_file(lexername, **parsed_opts)
345
+ except ClassNotFound as err:
346
+ print('Error:', err, file=sys.stderr)
347
+ return 1
348
+ else:
349
+ try:
350
+ lexer = get_lexer_by_name(lexername, **parsed_opts)
351
+ except (OptionError, ClassNotFound) as err:
352
+ print('Error:', err, file=sys.stderr)
353
+ return 1
354
+
355
+ # read input code
356
+ code = None
357
+
358
+ if args:
359
+ if len(args) > 1:
360
+ print(usage, file=sys.stderr)
361
+ return 2
362
+
363
+ if '-s' in opts:
364
+ print('Error: -s option not usable when input file specified',
365
+ file=sys.stderr)
366
+ return 2
367
+
368
+ infn = args[0]
369
+ try:
370
+ with open(infn, 'rb') as infp:
371
+ code = infp.read()
372
+ except Exception as err:
373
+ print('Error: cannot read infile:', err, file=sys.stderr)
374
+ return 1
375
+ if not inencoding:
376
+ code, inencoding = guess_decode(code)
377
+
378
+ # do we have to guess the lexer?
379
+ if not lexer:
380
+ try:
381
+ lexer = get_lexer_for_filename(infn, code, **parsed_opts)
382
+ except ClassNotFound as err:
383
+ if '-g' in opts:
384
+ try:
385
+ lexer = guess_lexer(code, **parsed_opts)
386
+ except ClassNotFound:
387
+ lexer = TextLexer(**parsed_opts)
388
+ else:
389
+ print('Error:', err, file=sys.stderr)
390
+ return 1
391
+ except OptionError as err:
392
+ print('Error:', err, file=sys.stderr)
393
+ return 1
394
+
395
+ elif '-s' not in opts: # treat stdin as full file (-s support is later)
396
+ # read code from terminal, always in binary mode since we want to
397
+ # decode ourselves and be tolerant with it
398
+ if sys.version_info > (3,):
399
+ # Python 3: we have to use .buffer to get a binary stream
400
+ code = sys.stdin.buffer.read()
401
+ else:
402
+ code = sys.stdin.read()
403
+ if not inencoding:
404
+ code, inencoding = guess_decode_from_terminal(code, sys.stdin)
405
+ # else the lexer will do the decoding
406
+ if not lexer:
407
+ try:
408
+ lexer = guess_lexer(code, **parsed_opts)
409
+ except ClassNotFound:
410
+ lexer = TextLexer(**parsed_opts)
411
+
412
+ else: # -s option needs a lexer with -l
413
+ if not lexer:
414
+ print('Error: when using -s a lexer has to be selected with -l',
415
+ file=sys.stderr)
416
+ return 2
417
+
418
+ # process filters
419
+ for fname, fopts in F_opts:
420
+ try:
421
+ lexer.add_filter(fname, **fopts)
422
+ except ClassNotFound as err:
423
+ print('Error:', err, file=sys.stderr)
424
+ return 1
425
+
426
+ # select formatter
427
+ outfn = opts.pop('-o', None)
428
+ fmter = opts.pop('-f', None)
429
+ if fmter:
430
+ # custom formatter, located relative to user's cwd
431
+ if allow_custom_lexer_formatter and '.py' in fmter:
432
+ try:
433
+ if ':' in fmter:
434
+ file, fmtername = fmter.rsplit(':', 1)
435
+ fmter = load_formatter_from_file(file, fmtername,
436
+ **parsed_opts)
437
+ else:
438
+ fmter = load_formatter_from_file(fmter, **parsed_opts)
439
+ except ClassNotFound as err:
440
+ print('Error:', err, file=sys.stderr)
441
+ return 1
442
+ else:
443
+ try:
444
+ fmter = get_formatter_by_name(fmter, **parsed_opts)
445
+ except (OptionError, ClassNotFound) as err:
446
+ print('Error:', err, file=sys.stderr)
447
+ return 1
448
+
449
+ if outfn:
450
+ if not fmter:
451
+ try:
452
+ fmter = get_formatter_for_filename(outfn, **parsed_opts)
453
+ except (OptionError, ClassNotFound) as err:
454
+ print('Error:', err, file=sys.stderr)
455
+ return 1
456
+ try:
457
+ outfile = open(outfn, 'wb')
458
+ except Exception as err:
459
+ print('Error: cannot open outfile:', err, file=sys.stderr)
460
+ return 1
461
+ else:
462
+ if not fmter:
463
+ fmter = TerminalFormatter(**parsed_opts)
464
+ if sys.version_info > (3,):
465
+ # Python 3: we have to use .buffer to get a binary stream
466
+ outfile = sys.stdout.buffer
467
+ else:
468
+ outfile = sys.stdout
469
+
470
+ # determine output encoding if not explicitly selected
471
+ if not outencoding:
472
+ if outfn:
473
+ # output file? use lexer encoding for now (can still be None)
474
+ fmter.encoding = inencoding
475
+ else:
476
+ # else use terminal encoding
477
+ fmter.encoding = terminal_encoding(sys.stdout)
478
+
479
+ # provide coloring under Windows, if possible
480
+ if not outfn and sys.platform in ('win32', 'cygwin') and \
481
+ fmter.name in ('Terminal', 'Terminal256'): # pragma: no cover
482
+ # unfortunately colorama doesn't support binary streams on Py3
483
+ if sys.version_info > (3,):
484
+ from pygments.util import UnclosingTextIOWrapper
485
+ outfile = UnclosingTextIOWrapper(outfile, encoding=fmter.encoding)
486
+ fmter.encoding = None
487
+ try:
488
+ import colorama.initialise
489
+ except ImportError:
490
+ pass
491
+ else:
492
+ outfile = colorama.initialise.wrap_stream(
493
+ outfile, convert=None, strip=None, autoreset=False, wrap=True)
494
+
495
+ # When using the LaTeX formatter and the option `escapeinside` is
496
+ # specified, we need a special lexer which collects escaped text
497
+ # before running the chosen language lexer.
498
+ escapeinside = parsed_opts.get('escapeinside', '')
499
+ if len(escapeinside) == 2 and isinstance(fmter, LatexFormatter):
500
+ left = escapeinside[0]
501
+ right = escapeinside[1]
502
+ lexer = LatexEmbeddedLexer(left, right, lexer)
503
+
504
+ # ... and do it!
505
+ if '-s' not in opts:
506
+ # process whole input as per normal...
507
+ highlight(code, lexer, fmter, outfile)
508
+ return 0
509
+ else:
510
+ # line by line processing of stdin (eg: for 'tail -f')...
511
+ try:
512
+ while 1:
513
+ if sys.version_info > (3,):
514
+ # Python 3: we have to use .buffer to get a binary stream
515
+ line = sys.stdin.buffer.readline()
516
+ else:
517
+ line = sys.stdin.readline()
518
+ if not line:
519
+ break
520
+ if not inencoding:
521
+ line = guess_decode_from_terminal(line, sys.stdin)[0]
522
+ highlight(line, lexer, fmter, outfile)
523
+ if hasattr(outfile, 'flush'):
524
+ outfile.flush()
525
+ return 0
526
+ except KeyboardInterrupt: # pragma: no cover
527
+ return 0
528
+
529
+
530
+ def main(args=sys.argv):
531
+ """
532
+ Main command line entry point.
533
+ """
534
+ usage = USAGE % ((args[0],) * 6)
535
+
536
+ try:
537
+ popts, args = getopt.getopt(args[1:], "l:f:F:o:O:P:LS:a:N:vhVHgsx")
538
+ except getopt.GetoptError:
539
+ print(usage, file=sys.stderr)
540
+ return 2
541
+
542
+ try:
543
+ return main_inner(popts, args, usage)
544
+ except Exception:
545
+ if '-v' in dict(popts):
546
+ print(file=sys.stderr)
547
+ print('*' * 65, file=sys.stderr)
548
+ print('An unhandled exception occurred while highlighting.',
549
+ file=sys.stderr)
550
+ print('Please report the whole traceback to the issue tracker at',
551
+ file=sys.stderr)
552
+ print('<https://bitbucket.org/birkenfeld/pygments-main/issues>.',
553
+ file=sys.stderr)
554
+ print('*' * 65, file=sys.stderr)
555
+ print(file=sys.stderr)
556
+ raise
557
+ import traceback
558
+ info = traceback.format_exception(*sys.exc_info())
559
+ msg = info[-1].strip()
560
+ if len(info) >= 3:
561
+ # extract relevant file and position info
562
+ msg += '\n (f%s)' % info[-2].split('\n')[0].strip()[1:]
563
+ print(file=sys.stderr)
564
+ print('*** Error while highlighting:', file=sys.stderr)
565
+ print(msg, file=sys.stderr)
566
+ print('*** If this is a bug you want to report, please rerun with -v.',
567
+ file=sys.stderr)
568
+ return 1
vllm/lib/python3.10/site-packages/wandb/vendor/pygments/console.py ADDED
@@ -0,0 +1,74 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ # -*- coding: utf-8 -*-
2
+ """
3
+ pygments.console
4
+ ~~~~~~~~~~~~~~~~
5
+
6
+ Format colored console output.
7
+
8
+ :copyright: Copyright 2006-2017 by the Pygments team, see AUTHORS.
9
+ :license: BSD, see LICENSE for details.
10
+ """
11
+
12
+ esc = "\x1b["
13
+
14
+ codes = {}
15
+ codes[""] = ""
16
+ codes["reset"] = esc + "39;49;00m"
17
+
18
+ codes["bold"] = esc + "01m"
19
+ codes["faint"] = esc + "02m"
20
+ codes["standout"] = esc + "03m"
21
+ codes["underline"] = esc + "04m"
22
+ codes["blink"] = esc + "05m"
23
+ codes["overline"] = esc + "06m"
24
+
25
+ dark_colors = ["black", "darkred", "darkgreen", "brown", "darkblue",
26
+ "purple", "teal", "lightgray"]
27
+ light_colors = ["darkgray", "red", "green", "yellow", "blue",
28
+ "fuchsia", "turquoise", "white"]
29
+
30
+ x = 30
31
+ for d, l in zip(dark_colors, light_colors):
32
+ codes[d] = esc + "%im" % x
33
+ codes[l] = esc + "%i;01m" % x
34
+ x += 1
35
+
36
+ del d, l, x
37
+
38
+ codes["darkteal"] = codes["turquoise"]
39
+ codes["darkyellow"] = codes["brown"]
40
+ codes["fuscia"] = codes["fuchsia"]
41
+ codes["white"] = codes["bold"]
42
+
43
+
44
+ def reset_color():
45
+ return codes["reset"]
46
+
47
+
48
+ def colorize(color_key, text):
49
+ return codes[color_key] + text + codes["reset"]
50
+
51
+
52
+ def ansiformat(attr, text):
53
+ """
54
+ Format ``text`` with a color and/or some attributes::
55
+
56
+ color normal color
57
+ *color* bold color
58
+ _color_ underlined color
59
+ +color+ blinking color
60
+ """
61
+ result = []
62
+ if attr[:1] == attr[-1:] == '+':
63
+ result.append(codes['blink'])
64
+ attr = attr[1:-1]
65
+ if attr[:1] == attr[-1:] == '*':
66
+ result.append(codes['bold'])
67
+ attr = attr[1:-1]
68
+ if attr[:1] == attr[-1:] == '_':
69
+ result.append(codes['underline'])
70
+ attr = attr[1:-1]
71
+ result.append(codes[attr])
72
+ result.append(text)
73
+ result.append(codes['reset'])
74
+ return ''.join(result)
vllm/lib/python3.10/site-packages/wandb/vendor/pygments/filter.py ADDED
@@ -0,0 +1,74 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ # -*- coding: utf-8 -*-
2
+ """
3
+ pygments.filter
4
+ ~~~~~~~~~~~~~~~
5
+
6
+ Module that implements the default filter.
7
+
8
+ :copyright: Copyright 2006-2017 by the Pygments team, see AUTHORS.
9
+ :license: BSD, see LICENSE for details.
10
+ """
11
+
12
+
13
+ def apply_filters(stream, filters, lexer=None):
14
+ """
15
+ Use this method to apply an iterable of filters to
16
+ a stream. If lexer is given it's forwarded to the
17
+ filter, otherwise the filter receives `None`.
18
+ """
19
+ def _apply(filter_, stream):
20
+ for token in filter_.filter(lexer, stream):
21
+ yield token
22
+ for filter_ in filters:
23
+ stream = _apply(filter_, stream)
24
+ return stream
25
+
26
+
27
+ def simplefilter(f):
28
+ """
29
+ Decorator that converts a function into a filter::
30
+
31
+ @simplefilter
32
+ def lowercase(self, lexer, stream, options):
33
+ for ttype, value in stream:
34
+ yield ttype, value.lower()
35
+ """
36
+ return type(f.__name__, (FunctionFilter,), {
37
+ '__module__': getattr(f, '__module__'),
38
+ '__doc__': f.__doc__,
39
+ 'function': f,
40
+ })
41
+
42
+
43
+ class Filter(object):
44
+ """
45
+ Default filter. Subclass this class or use the `simplefilter`
46
+ decorator to create own filters.
47
+ """
48
+
49
+ def __init__(self, **options):
50
+ self.options = options
51
+
52
+ def filter(self, lexer, stream):
53
+ raise NotImplementedError
54
+
55
+
56
+ class FunctionFilter(Filter):
57
+ """
58
+ Abstract class used by `simplefilter` to create simple
59
+ function filters on the fly. The `simplefilter` decorator
60
+ automatically creates subclasses of this class for
61
+ functions passed to it.
62
+ """
63
+ function = None
64
+
65
+ def __init__(self, **options):
66
+ if not hasattr(self, 'function'):
67
+ raise TypeError('%r used without bound function' %
68
+ self.__class__.__name__)
69
+ Filter.__init__(self, **options)
70
+
71
+ def filter(self, lexer, stream):
72
+ # pylint: disable=not-callable
73
+ for ttype, value in self.function(lexer, stream, self.options):
74
+ yield ttype, value
vllm/lib/python3.10/site-packages/wandb/vendor/pygments/filters/__init__.py ADDED
@@ -0,0 +1,350 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ # -*- coding: utf-8 -*-
2
+ """
3
+ pygments.filters
4
+ ~~~~~~~~~~~~~~~~
5
+
6
+ Module containing filter lookup functions and default
7
+ filters.
8
+
9
+ :copyright: Copyright 2006-2017 by the Pygments team, see AUTHORS.
10
+ :license: BSD, see LICENSE for details.
11
+ """
12
+
13
+ import re
14
+
15
+ from pygments.token import String, Comment, Keyword, Name, Error, Whitespace, \
16
+ string_to_tokentype
17
+ from pygments.filter import Filter
18
+ from pygments.util import get_list_opt, get_int_opt, get_bool_opt, \
19
+ get_choice_opt, ClassNotFound, OptionError, text_type, string_types
20
+ from pygments.plugin import find_plugin_filters
21
+
22
+
23
+ def find_filter_class(filtername):
24
+ """Lookup a filter by name. Return None if not found."""
25
+ if filtername in FILTERS:
26
+ return FILTERS[filtername]
27
+ for name, cls in find_plugin_filters():
28
+ if name == filtername:
29
+ return cls
30
+ return None
31
+
32
+
33
+ def get_filter_by_name(filtername, **options):
34
+ """Return an instantiated filter.
35
+
36
+ Options are passed to the filter initializer if wanted.
37
+ Raise a ClassNotFound if not found.
38
+ """
39
+ cls = find_filter_class(filtername)
40
+ if cls:
41
+ return cls(**options)
42
+ else:
43
+ raise ClassNotFound('filter %r not found' % filtername)
44
+
45
+
46
+ def get_all_filters():
47
+ """Return a generator of all filter names."""
48
+ for name in FILTERS:
49
+ yield name
50
+ for name, _ in find_plugin_filters():
51
+ yield name
52
+
53
+
54
+ def _replace_special(ttype, value, regex, specialttype,
55
+ replacefunc=lambda x: x):
56
+ last = 0
57
+ for match in regex.finditer(value):
58
+ start, end = match.start(), match.end()
59
+ if start != last:
60
+ yield ttype, value[last:start]
61
+ yield specialttype, replacefunc(value[start:end])
62
+ last = end
63
+ if last != len(value):
64
+ yield ttype, value[last:]
65
+
66
+
67
+ class CodeTagFilter(Filter):
68
+ """Highlight special code tags in comments and docstrings.
69
+
70
+ Options accepted:
71
+
72
+ `codetags` : list of strings
73
+ A list of strings that are flagged as code tags. The default is to
74
+ highlight ``XXX``, ``TODO``, ``BUG`` and ``NOTE``.
75
+ """
76
+
77
+ def __init__(self, **options):
78
+ Filter.__init__(self, **options)
79
+ tags = get_list_opt(options, 'codetags',
80
+ ['XXX', 'TODO', 'BUG', 'NOTE'])
81
+ self.tag_re = re.compile(r'\b(%s)\b' % '|'.join([
82
+ re.escape(tag) for tag in tags if tag
83
+ ]))
84
+
85
+ def filter(self, lexer, stream):
86
+ regex = self.tag_re
87
+ for ttype, value in stream:
88
+ if ttype in String.Doc or \
89
+ ttype in Comment and \
90
+ ttype not in Comment.Preproc:
91
+ for sttype, svalue in _replace_special(ttype, value, regex,
92
+ Comment.Special):
93
+ yield sttype, svalue
94
+ else:
95
+ yield ttype, value
96
+
97
+
98
+ class KeywordCaseFilter(Filter):
99
+ """Convert keywords to lowercase or uppercase or capitalize them, which
100
+ means first letter uppercase, rest lowercase.
101
+
102
+ This can be useful e.g. if you highlight Pascal code and want to adapt the
103
+ code to your styleguide.
104
+
105
+ Options accepted:
106
+
107
+ `case` : string
108
+ The casing to convert keywords to. Must be one of ``'lower'``,
109
+ ``'upper'`` or ``'capitalize'``. The default is ``'lower'``.
110
+ """
111
+
112
+ def __init__(self, **options):
113
+ Filter.__init__(self, **options)
114
+ case = get_choice_opt(options, 'case',
115
+ ['lower', 'upper', 'capitalize'], 'lower')
116
+ self.convert = getattr(text_type, case)
117
+
118
+ def filter(self, lexer, stream):
119
+ for ttype, value in stream:
120
+ if ttype in Keyword:
121
+ yield ttype, self.convert(value)
122
+ else:
123
+ yield ttype, value
124
+
125
+
126
+ class NameHighlightFilter(Filter):
127
+ """Highlight a normal Name (and Name.*) token with a different token type.
128
+
129
+ Example::
130
+
131
+ filter = NameHighlightFilter(
132
+ names=['foo', 'bar', 'baz'],
133
+ tokentype=Name.Function,
134
+ )
135
+
136
+ This would highlight the names "foo", "bar" and "baz"
137
+ as functions. `Name.Function` is the default token type.
138
+
139
+ Options accepted:
140
+
141
+ `names` : list of strings
142
+ A list of names that should be given the different token type.
143
+ There is no default.
144
+ `tokentype` : TokenType or string
145
+ A token type or a string containing a token type name that is
146
+ used for highlighting the strings in `names`. The default is
147
+ `Name.Function`.
148
+ """
149
+
150
+ def __init__(self, **options):
151
+ Filter.__init__(self, **options)
152
+ self.names = set(get_list_opt(options, 'names', []))
153
+ tokentype = options.get('tokentype')
154
+ if tokentype:
155
+ self.tokentype = string_to_tokentype(tokentype)
156
+ else:
157
+ self.tokentype = Name.Function
158
+
159
+ def filter(self, lexer, stream):
160
+ for ttype, value in stream:
161
+ if ttype in Name and value in self.names:
162
+ yield self.tokentype, value
163
+ else:
164
+ yield ttype, value
165
+
166
+
167
+ class ErrorToken(Exception):
168
+ pass
169
+
170
+
171
+ class RaiseOnErrorTokenFilter(Filter):
172
+ """Raise an exception when the lexer generates an error token.
173
+
174
+ Options accepted:
175
+
176
+ `excclass` : Exception class
177
+ The exception class to raise.
178
+ The default is `pygments.filters.ErrorToken`.
179
+
180
+ .. versionadded:: 0.8
181
+ """
182
+
183
+ def __init__(self, **options):
184
+ Filter.__init__(self, **options)
185
+ self.exception = options.get('excclass', ErrorToken)
186
+ try:
187
+ # issubclass() will raise TypeError if first argument is not a class
188
+ if not issubclass(self.exception, Exception):
189
+ raise TypeError
190
+ except TypeError:
191
+ raise OptionError('excclass option is not an exception class')
192
+
193
+ def filter(self, lexer, stream):
194
+ for ttype, value in stream:
195
+ if ttype is Error:
196
+ raise self.exception(value)
197
+ yield ttype, value
198
+
199
+
200
+ class VisibleWhitespaceFilter(Filter):
201
+ """Convert tabs, newlines and/or spaces to visible characters.
202
+
203
+ Options accepted:
204
+
205
+ `spaces` : string or bool
206
+ If this is a one-character string, spaces will be replaces by this string.
207
+ If it is another true value, spaces will be replaced by ``·`` (unicode
208
+ MIDDLE DOT). If it is a false value, spaces will not be replaced. The
209
+ default is ``False``.
210
+ `tabs` : string or bool
211
+ The same as for `spaces`, but the default replacement character is ``»``
212
+ (unicode RIGHT-POINTING DOUBLE ANGLE QUOTATION MARK). The default value
213
+ is ``False``. Note: this will not work if the `tabsize` option for the
214
+ lexer is nonzero, as tabs will already have been expanded then.
215
+ `tabsize` : int
216
+ If tabs are to be replaced by this filter (see the `tabs` option), this
217
+ is the total number of characters that a tab should be expanded to.
218
+ The default is ``8``.
219
+ `newlines` : string or bool
220
+ The same as for `spaces`, but the default replacement character is ``¶``
221
+ (unicode PILCROW SIGN). The default value is ``False``.
222
+ `wstokentype` : bool
223
+ If true, give whitespace the special `Whitespace` token type. This allows
224
+ styling the visible whitespace differently (e.g. greyed out), but it can
225
+ disrupt background colors. The default is ``True``.
226
+
227
+ .. versionadded:: 0.8
228
+ """
229
+
230
+ def __init__(self, **options):
231
+ Filter.__init__(self, **options)
232
+ for name, default in [('spaces', u'·'),
233
+ ('tabs', u'»'),
234
+ ('newlines', u'¶')]:
235
+ opt = options.get(name, False)
236
+ if isinstance(opt, string_types) and len(opt) == 1:
237
+ setattr(self, name, opt)
238
+ else:
239
+ setattr(self, name, (opt and default or ''))
240
+ tabsize = get_int_opt(options, 'tabsize', 8)
241
+ if self.tabs:
242
+ self.tabs += ' ' * (tabsize - 1)
243
+ if self.newlines:
244
+ self.newlines += '\n'
245
+ self.wstt = get_bool_opt(options, 'wstokentype', True)
246
+
247
+ def filter(self, lexer, stream):
248
+ if self.wstt:
249
+ spaces = self.spaces or u' '
250
+ tabs = self.tabs or u'\t'
251
+ newlines = self.newlines or u'\n'
252
+ regex = re.compile(r'\s')
253
+ def replacefunc(wschar):
254
+ if wschar == ' ':
255
+ return spaces
256
+ elif wschar == '\t':
257
+ return tabs
258
+ elif wschar == '\n':
259
+ return newlines
260
+ return wschar
261
+
262
+ for ttype, value in stream:
263
+ for sttype, svalue in _replace_special(ttype, value, regex,
264
+ Whitespace, replacefunc):
265
+ yield sttype, svalue
266
+ else:
267
+ spaces, tabs, newlines = self.spaces, self.tabs, self.newlines
268
+ # simpler processing
269
+ for ttype, value in stream:
270
+ if spaces:
271
+ value = value.replace(' ', spaces)
272
+ if tabs:
273
+ value = value.replace('\t', tabs)
274
+ if newlines:
275
+ value = value.replace('\n', newlines)
276
+ yield ttype, value
277
+
278
+
279
+ class GobbleFilter(Filter):
280
+ """Gobbles source code lines (eats initial characters).
281
+
282
+ This filter drops the first ``n`` characters off every line of code. This
283
+ may be useful when the source code fed to the lexer is indented by a fixed
284
+ amount of space that isn't desired in the output.
285
+
286
+ Options accepted:
287
+
288
+ `n` : int
289
+ The number of characters to gobble.
290
+
291
+ .. versionadded:: 1.2
292
+ """
293
+ def __init__(self, **options):
294
+ Filter.__init__(self, **options)
295
+ self.n = get_int_opt(options, 'n', 0)
296
+
297
+ def gobble(self, value, left):
298
+ if left < len(value):
299
+ return value[left:], 0
300
+ else:
301
+ return u'', left - len(value)
302
+
303
+ def filter(self, lexer, stream):
304
+ n = self.n
305
+ left = n # How many characters left to gobble.
306
+ for ttype, value in stream:
307
+ # Remove ``left`` tokens from first line, ``n`` from all others.
308
+ parts = value.split('\n')
309
+ (parts[0], left) = self.gobble(parts[0], left)
310
+ for i in range(1, len(parts)):
311
+ (parts[i], left) = self.gobble(parts[i], n)
312
+ value = u'\n'.join(parts)
313
+
314
+ if value != '':
315
+ yield ttype, value
316
+
317
+
318
+ class TokenMergeFilter(Filter):
319
+ """Merges consecutive tokens with the same token type in the output
320
+ stream of a lexer.
321
+
322
+ .. versionadded:: 1.2
323
+ """
324
+ def __init__(self, **options):
325
+ Filter.__init__(self, **options)
326
+
327
+ def filter(self, lexer, stream):
328
+ current_type = None
329
+ current_value = None
330
+ for ttype, value in stream:
331
+ if ttype is current_type:
332
+ current_value += value
333
+ else:
334
+ if current_type is not None:
335
+ yield current_type, current_value
336
+ current_type = ttype
337
+ current_value = value
338
+ if current_type is not None:
339
+ yield current_type, current_value
340
+
341
+
342
+ FILTERS = {
343
+ 'codetagify': CodeTagFilter,
344
+ 'keywordcase': KeywordCaseFilter,
345
+ 'highlight': NameHighlightFilter,
346
+ 'raiseonerror': RaiseOnErrorTokenFilter,
347
+ 'whitespace': VisibleWhitespaceFilter,
348
+ 'gobble': GobbleFilter,
349
+ 'tokenmerge': TokenMergeFilter,
350
+ }
vllm/lib/python3.10/site-packages/wandb/vendor/pygments/filters/__pycache__/__init__.cpython-310.pyc ADDED
Binary file (11.4 kB). View file
 
vllm/lib/python3.10/site-packages/wandb/vendor/pygments/formatter.py ADDED
@@ -0,0 +1,95 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ # -*- coding: utf-8 -*-
2
+ """
3
+ pygments.formatter
4
+ ~~~~~~~~~~~~~~~~~~
5
+
6
+ Base formatter class.
7
+
8
+ :copyright: Copyright 2006-2017 by the Pygments team, see AUTHORS.
9
+ :license: BSD, see LICENSE for details.
10
+ """
11
+
12
+ import codecs
13
+
14
+ from pygments.util import get_bool_opt, string_types
15
+ from pygments.styles import get_style_by_name
16
+
17
+ __all__ = ['Formatter']
18
+
19
+
20
+ def _lookup_style(style):
21
+ if isinstance(style, string_types):
22
+ return get_style_by_name(style)
23
+ return style
24
+
25
+
26
+ class Formatter(object):
27
+ """
28
+ Converts a token stream to text.
29
+
30
+ Options accepted:
31
+
32
+ ``style``
33
+ The style to use, can be a string or a Style subclass
34
+ (default: "default"). Not used by e.g. the
35
+ TerminalFormatter.
36
+ ``full``
37
+ Tells the formatter to output a "full" document, i.e.
38
+ a complete self-contained document. This doesn't have
39
+ any effect for some formatters (default: false).
40
+ ``title``
41
+ If ``full`` is true, the title that should be used to
42
+ caption the document (default: '').
43
+ ``encoding``
44
+ If given, must be an encoding name. This will be used to
45
+ convert the Unicode token strings to byte strings in the
46
+ output. If it is "" or None, Unicode strings will be written
47
+ to the output file, which most file-like objects do not
48
+ support (default: None).
49
+ ``outencoding``
50
+ Overrides ``encoding`` if given.
51
+ """
52
+
53
+ #: Name of the formatter
54
+ name = None
55
+
56
+ #: Shortcuts for the formatter
57
+ aliases = []
58
+
59
+ #: fn match rules
60
+ filenames = []
61
+
62
+ #: If True, this formatter outputs Unicode strings when no encoding
63
+ #: option is given.
64
+ unicodeoutput = True
65
+
66
+ def __init__(self, **options):
67
+ self.style = _lookup_style(options.get('style', 'default'))
68
+ self.full = get_bool_opt(options, 'full', False)
69
+ self.title = options.get('title', '')
70
+ self.encoding = options.get('encoding', None) or None
71
+ if self.encoding in ('guess', 'chardet'):
72
+ # can happen for e.g. pygmentize -O encoding=guess
73
+ self.encoding = 'utf-8'
74
+ self.encoding = options.get('outencoding') or self.encoding
75
+ self.options = options
76
+
77
+ def get_style_defs(self, arg=''):
78
+ """
79
+ Return the style definitions for the current style as a string.
80
+
81
+ ``arg`` is an additional argument whose meaning depends on the
82
+ formatter used. Note that ``arg`` can also be a list or tuple
83
+ for some formatters like the html formatter.
84
+ """
85
+ return ''
86
+
87
+ def format(self, tokensource, outfile):
88
+ """
89
+ Format ``tokensource``, an iterable of ``(tokentype, tokenstring)``
90
+ tuples and write it into ``outfile``.
91
+ """
92
+ if self.encoding:
93
+ # wrap the outfile in a StreamWriter
94
+ outfile = codecs.lookup(self.encoding)[3](outfile)
95
+ return self.format_unencoded(tokensource, outfile)
vllm/lib/python3.10/site-packages/wandb/vendor/pygments/formatters/__init__.py ADDED
@@ -0,0 +1,153 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ # -*- coding: utf-8 -*-
2
+ """
3
+ pygments.formatters
4
+ ~~~~~~~~~~~~~~~~~~~
5
+
6
+ Pygments formatters.
7
+
8
+ :copyright: Copyright 2006-2017 by the Pygments team, see AUTHORS.
9
+ :license: BSD, see LICENSE for details.
10
+ """
11
+
12
+ import re
13
+ import sys
14
+ import types
15
+ import fnmatch
16
+ from os.path import basename
17
+
18
+ from pygments.formatters._mapping import FORMATTERS
19
+ from pygments.plugin import find_plugin_formatters
20
+ from pygments.util import ClassNotFound, itervalues
21
+
22
+ __all__ = ['get_formatter_by_name', 'get_formatter_for_filename',
23
+ 'get_all_formatters', 'load_formatter_from_file'] + list(FORMATTERS)
24
+
25
+ _formatter_cache = {} # classes by name
26
+ _pattern_cache = {}
27
+
28
+
29
+ def _fn_matches(fn, glob):
30
+ """Return whether the supplied file name fn matches pattern filename."""
31
+ if glob not in _pattern_cache:
32
+ pattern = _pattern_cache[glob] = re.compile(fnmatch.translate(glob))
33
+ return pattern.match(fn)
34
+ return _pattern_cache[glob].match(fn)
35
+
36
+
37
+ def _load_formatters(module_name):
38
+ """Load a formatter (and all others in the module too)."""
39
+ mod = __import__(module_name, None, None, ['__all__'])
40
+ for formatter_name in mod.__all__:
41
+ cls = getattr(mod, formatter_name)
42
+ _formatter_cache[cls.name] = cls
43
+
44
+
45
+ def get_all_formatters():
46
+ """Return a generator for all formatter classes."""
47
+ # NB: this returns formatter classes, not info like get_all_lexers().
48
+ for info in itervalues(FORMATTERS):
49
+ if info[1] not in _formatter_cache:
50
+ _load_formatters(info[0])
51
+ yield _formatter_cache[info[1]]
52
+ for _, formatter in find_plugin_formatters():
53
+ yield formatter
54
+
55
+
56
+ def find_formatter_class(alias):
57
+ """Lookup a formatter by alias.
58
+
59
+ Returns None if not found.
60
+ """
61
+ for module_name, name, aliases, _, _ in itervalues(FORMATTERS):
62
+ if alias in aliases:
63
+ if name not in _formatter_cache:
64
+ _load_formatters(module_name)
65
+ return _formatter_cache[name]
66
+ for _, cls in find_plugin_formatters():
67
+ if alias in cls.aliases:
68
+ return cls
69
+
70
+
71
+ def get_formatter_by_name(_alias, **options):
72
+ """Lookup and instantiate a formatter by alias.
73
+
74
+ Raises ClassNotFound if not found.
75
+ """
76
+ cls = find_formatter_class(_alias)
77
+ if cls is None:
78
+ raise ClassNotFound("no formatter found for name %r" % _alias)
79
+ return cls(**options)
80
+
81
+
82
+ def load_formatter_from_file(filename, formattername="CustomFormatter",
83
+ **options):
84
+ """Load a formatter from a file.
85
+
86
+ This method expects a file located relative to the current working
87
+ directory, which contains a class named CustomFormatter. By default,
88
+ it expects the Formatter to be named CustomFormatter; you can specify
89
+ your own class name as the second argument to this function.
90
+
91
+ Users should be very careful with the input, because this method
92
+ is equivalent to running eval on the input file.
93
+
94
+ Raises ClassNotFound if there are any problems importing the Formatter.
95
+
96
+ .. versionadded:: 2.2
97
+ """
98
+ try:
99
+ # This empty dict will contain the namespace for the exec'd file
100
+ custom_namespace = {}
101
+ exec(open(filename, 'rb').read(), custom_namespace)
102
+ # Retrieve the class `formattername` from that namespace
103
+ if formattername not in custom_namespace:
104
+ raise ClassNotFound('no valid %s class found in %s' %
105
+ (formattername, filename))
106
+ formatter_class = custom_namespace[formattername]
107
+ # And finally instantiate it with the options
108
+ return formatter_class(**options)
109
+ except IOError as err:
110
+ raise ClassNotFound('cannot read %s' % filename)
111
+ except ClassNotFound as err:
112
+ raise
113
+ except Exception as err:
114
+ raise ClassNotFound('error when loading custom formatter: %s' % err)
115
+
116
+
117
+ def get_formatter_for_filename(fn, **options):
118
+ """Lookup and instantiate a formatter by filename pattern.
119
+
120
+ Raises ClassNotFound if not found.
121
+ """
122
+ fn = basename(fn)
123
+ for modname, name, _, filenames, _ in itervalues(FORMATTERS):
124
+ for filename in filenames:
125
+ if _fn_matches(fn, filename):
126
+ if name not in _formatter_cache:
127
+ _load_formatters(modname)
128
+ return _formatter_cache[name](**options)
129
+ for cls in find_plugin_formatters():
130
+ for filename in cls.filenames:
131
+ if _fn_matches(fn, filename):
132
+ return cls(**options)
133
+ raise ClassNotFound("no formatter found for file name %r" % fn)
134
+
135
+
136
+ class _automodule(types.ModuleType):
137
+ """Automatically import formatters."""
138
+
139
+ def __getattr__(self, name):
140
+ info = FORMATTERS.get(name)
141
+ if info:
142
+ _load_formatters(info[0])
143
+ cls = _formatter_cache[info[1]]
144
+ setattr(self, name, cls)
145
+ return cls
146
+ raise AttributeError(name)
147
+
148
+
149
+ oldmod = sys.modules[__name__]
150
+ newmod = _automodule(__name__)
151
+ newmod.__dict__.update(oldmod.__dict__)
152
+ sys.modules[__name__] = newmod
153
+ del newmod.newmod, newmod.oldmod, newmod.sys, newmod.types
vllm/lib/python3.10/site-packages/wandb/vendor/pygments/formatters/__pycache__/__init__.cpython-310.pyc ADDED
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vllm/lib/python3.10/site-packages/wandb/vendor/pygments/formatters/__pycache__/_mapping.cpython-310.pyc ADDED
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vllm/lib/python3.10/site-packages/wandb/vendor/pygments/formatters/__pycache__/bbcode.cpython-310.pyc ADDED
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vllm/lib/python3.10/site-packages/wandb/vendor/pygments/formatters/__pycache__/html.cpython-310.pyc ADDED
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vllm/lib/python3.10/site-packages/wandb/vendor/pygments/formatters/__pycache__/img.cpython-310.pyc ADDED
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vllm/lib/python3.10/site-packages/wandb/vendor/pygments/formatters/__pycache__/irc.cpython-310.pyc ADDED
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vllm/lib/python3.10/site-packages/wandb/vendor/pygments/formatters/__pycache__/latex.cpython-310.pyc ADDED
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vllm/lib/python3.10/site-packages/wandb/vendor/pygments/formatters/__pycache__/other.cpython-310.pyc ADDED
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vllm/lib/python3.10/site-packages/wandb/vendor/pygments/formatters/__pycache__/rtf.cpython-310.pyc ADDED
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vllm/lib/python3.10/site-packages/wandb/vendor/pygments/formatters/__pycache__/svg.cpython-310.pyc ADDED
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vllm/lib/python3.10/site-packages/wandb/vendor/pygments/formatters/__pycache__/terminal.cpython-310.pyc ADDED
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vllm/lib/python3.10/site-packages/wandb/vendor/pygments/formatters/__pycache__/terminal256.cpython-310.pyc ADDED
Binary file (8.36 kB). View file
 
vllm/lib/python3.10/site-packages/wandb/vendor/pygments/formatters/_mapping.py ADDED
@@ -0,0 +1,85 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ # -*- coding: utf-8 -*-
2
+ """
3
+ pygments.formatters._mapping
4
+ ~~~~~~~~~~~~~~~~~~~~~~~~~~~~
5
+
6
+ Formatter mapping definitions. This file is generated by itself. Everytime
7
+ you change something on a builtin formatter definition, run this script from
8
+ the formatters folder to update it.
9
+
10
+ Do not alter the FORMATTERS dictionary by hand.
11
+
12
+ :copyright: Copyright 2006-2017 by the Pygments team, see AUTHORS.
13
+ :license: BSD, see LICENSE for details.
14
+ """
15
+
16
+ from __future__ import print_function
17
+
18
+ FORMATTERS = {
19
+ 'BBCodeFormatter': ('pygments.formatters.bbcode', 'BBCode', ('bbcode', 'bb'), (), 'Format tokens with BBcodes. These formatting codes are used by many bulletin boards, so you can highlight your sourcecode with pygments before posting it there.'),
20
+ 'BmpImageFormatter': ('pygments.formatters.img', 'img_bmp', ('bmp', 'bitmap'), ('*.bmp',), 'Create a bitmap image from source code. This uses the Python Imaging Library to generate a pixmap from the source code.'),
21
+ 'GifImageFormatter': ('pygments.formatters.img', 'img_gif', ('gif',), ('*.gif',), 'Create a GIF image from source code. This uses the Python Imaging Library to generate a pixmap from the source code.'),
22
+ 'HtmlFormatter': ('pygments.formatters.html', 'HTML', ('html',), ('*.html', '*.htm'), "Format tokens as HTML 4 ``<span>`` tags within a ``<pre>`` tag, wrapped in a ``<div>`` tag. The ``<div>``'s CSS class can be set by the `cssclass` option."),
23
+ 'IRCFormatter': ('pygments.formatters.irc', 'IRC', ('irc', 'IRC'), (), 'Format tokens with IRC color sequences'),
24
+ 'ImageFormatter': ('pygments.formatters.img', 'img', ('img', 'IMG', 'png'), ('*.png',), 'Create a PNG image from source code. This uses the Python Imaging Library to generate a pixmap from the source code.'),
25
+ 'JpgImageFormatter': ('pygments.formatters.img', 'img_jpg', ('jpg', 'jpeg'), ('*.jpg',), 'Create a JPEG image from source code. This uses the Python Imaging Library to generate a pixmap from the source code.'),
26
+ 'LatexFormatter': ('pygments.formatters.latex', 'LaTeX', ('latex', 'tex'), ('*.tex',), 'Format tokens as LaTeX code. This needs the `fancyvrb` and `color` standard packages.'),
27
+ 'NullFormatter': ('pygments.formatters.other', 'Text only', ('text', 'null'), ('*.txt',), 'Output the text unchanged without any formatting.'),
28
+ 'RawTokenFormatter': ('pygments.formatters.other', 'Raw tokens', ('raw', 'tokens'), ('*.raw',), 'Format tokens as a raw representation for storing token streams.'),
29
+ 'RtfFormatter': ('pygments.formatters.rtf', 'RTF', ('rtf',), ('*.rtf',), 'Format tokens as RTF markup. This formatter automatically outputs full RTF documents with color information and other useful stuff. Perfect for Copy and Paste into Microsoft(R) Word(R) documents.'),
30
+ 'SvgFormatter': ('pygments.formatters.svg', 'SVG', ('svg',), ('*.svg',), 'Format tokens as an SVG graphics file. This formatter is still experimental. Each line of code is a ``<text>`` element with explicit ``x`` and ``y`` coordinates containing ``<tspan>`` elements with the individual token styles.'),
31
+ 'Terminal256Formatter': ('pygments.formatters.terminal256', 'Terminal256', ('terminal256', 'console256', '256'), (), 'Format tokens with ANSI color sequences, for output in a 256-color terminal or console. Like in `TerminalFormatter` color sequences are terminated at newlines, so that paging the output works correctly.'),
32
+ 'TerminalFormatter': ('pygments.formatters.terminal', 'Terminal', ('terminal', 'console'), (), 'Format tokens with ANSI color sequences, for output in a text console. Color sequences are terminated at newlines, so that paging the output works correctly.'),
33
+ 'TerminalTrueColorFormatter': ('pygments.formatters.terminal256', 'TerminalTrueColor', ('terminal16m', 'console16m', '16m'), (), 'Format tokens with ANSI color sequences, for output in a true-color terminal or console. Like in `TerminalFormatter` color sequences are terminated at newlines, so that paging the output works correctly.'),
34
+ 'TestcaseFormatter': ('pygments.formatters.other', 'Testcase', ('testcase',), (), 'Format tokens as appropriate for a new testcase.')
35
+ }
36
+
37
+ if __name__ == '__main__': # pragma: no cover
38
+ import sys
39
+ import os
40
+
41
+ # lookup formatters
42
+ found_formatters = []
43
+ imports = []
44
+ sys.path.insert(0, os.path.join(os.path.dirname(__file__), '..', '..'))
45
+ from pygments.util import docstring_headline
46
+
47
+ for root, dirs, files in os.walk('.'):
48
+ for filename in files:
49
+ if filename.endswith('.py') and not filename.startswith('_'):
50
+ module_name = 'pygments.formatters%s.%s' % (
51
+ root[1:].replace('/', '.'), filename[:-3])
52
+ print(module_name)
53
+ module = __import__(module_name, None, None, [''])
54
+ for formatter_name in module.__all__:
55
+ formatter = getattr(module, formatter_name)
56
+ found_formatters.append(
57
+ '%r: %r' % (formatter_name,
58
+ (module_name,
59
+ formatter.name,
60
+ tuple(formatter.aliases),
61
+ tuple(formatter.filenames),
62
+ docstring_headline(formatter))))
63
+ # sort them to make the diff minimal
64
+ found_formatters.sort()
65
+
66
+ # extract useful sourcecode from this file
67
+ with open(__file__) as fp:
68
+ content = fp.read()
69
+ # replace crnl to nl for Windows.
70
+ #
71
+ # Note that, originally, contributers should keep nl of master
72
+ # repository, for example by using some kind of automatic
73
+ # management EOL, like `EolExtension
74
+ # <https://www.mercurial-scm.org/wiki/EolExtension>`.
75
+ content = content.replace("\r\n", "\n")
76
+ header = content[:content.find('FORMATTERS = {')]
77
+ footer = content[content.find("if __name__ == '__main__':"):]
78
+
79
+ # write new file
80
+ with open(__file__, 'w') as fp:
81
+ fp.write(header)
82
+ fp.write('FORMATTERS = {\n %s\n}\n\n' % ',\n '.join(found_formatters))
83
+ fp.write(footer)
84
+
85
+ print ('=== %d formatters processed.' % len(found_formatters))
vllm/lib/python3.10/site-packages/wandb/vendor/pygments/formatters/bbcode.py ADDED
@@ -0,0 +1,109 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ # -*- coding: utf-8 -*-
2
+ """
3
+ pygments.formatters.bbcode
4
+ ~~~~~~~~~~~~~~~~~~~~~~~~~~
5
+
6
+ BBcode formatter.
7
+
8
+ :copyright: Copyright 2006-2017 by the Pygments team, see AUTHORS.
9
+ :license: BSD, see LICENSE for details.
10
+ """
11
+
12
+
13
+ from pygments.formatter import Formatter
14
+ from pygments.util import get_bool_opt
15
+
16
+ __all__ = ['BBCodeFormatter']
17
+
18
+
19
+ class BBCodeFormatter(Formatter):
20
+ """
21
+ Format tokens with BBcodes. These formatting codes are used by many
22
+ bulletin boards, so you can highlight your sourcecode with pygments before
23
+ posting it there.
24
+
25
+ This formatter has no support for background colors and borders, as there
26
+ are no common BBcode tags for that.
27
+
28
+ Some board systems (e.g. phpBB) don't support colors in their [code] tag,
29
+ so you can't use the highlighting together with that tag.
30
+ Text in a [code] tag usually is shown with a monospace font (which this
31
+ formatter can do with the ``monofont`` option) and no spaces (which you
32
+ need for indentation) are removed.
33
+
34
+ Additional options accepted:
35
+
36
+ `style`
37
+ The style to use, can be a string or a Style subclass (default:
38
+ ``'default'``).
39
+
40
+ `codetag`
41
+ If set to true, put the output into ``[code]`` tags (default:
42
+ ``false``)
43
+
44
+ `monofont`
45
+ If set to true, add a tag to show the code with a monospace font
46
+ (default: ``false``).
47
+ """
48
+ name = 'BBCode'
49
+ aliases = ['bbcode', 'bb']
50
+ filenames = []
51
+
52
+ def __init__(self, **options):
53
+ Formatter.__init__(self, **options)
54
+ self._code = get_bool_opt(options, 'codetag', False)
55
+ self._mono = get_bool_opt(options, 'monofont', False)
56
+
57
+ self.styles = {}
58
+ self._make_styles()
59
+
60
+ def _make_styles(self):
61
+ for ttype, ndef in self.style:
62
+ start = end = ''
63
+ if ndef['color']:
64
+ start += '[color=#%s]' % ndef['color']
65
+ end = '[/color]' + end
66
+ if ndef['bold']:
67
+ start += '[b]'
68
+ end = '[/b]' + end
69
+ if ndef['italic']:
70
+ start += '[i]'
71
+ end = '[/i]' + end
72
+ if ndef['underline']:
73
+ start += '[u]'
74
+ end = '[/u]' + end
75
+ # there are no common BBcodes for background-color and border
76
+
77
+ self.styles[ttype] = start, end
78
+
79
+ def format_unencoded(self, tokensource, outfile):
80
+ if self._code:
81
+ outfile.write('[code]')
82
+ if self._mono:
83
+ outfile.write('[font=monospace]')
84
+
85
+ lastval = ''
86
+ lasttype = None
87
+
88
+ for ttype, value in tokensource:
89
+ while ttype not in self.styles:
90
+ ttype = ttype.parent
91
+ if ttype == lasttype:
92
+ lastval += value
93
+ else:
94
+ if lastval:
95
+ start, end = self.styles[lasttype]
96
+ outfile.write(''.join((start, lastval, end)))
97
+ lastval = value
98
+ lasttype = ttype
99
+
100
+ if lastval:
101
+ start, end = self.styles[lasttype]
102
+ outfile.write(''.join((start, lastval, end)))
103
+
104
+ if self._mono:
105
+ outfile.write('[/font]')
106
+ if self._code:
107
+ outfile.write('[/code]')
108
+ if self._code or self._mono:
109
+ outfile.write('\n')
vllm/lib/python3.10/site-packages/wandb/vendor/pygments/formatters/html.py ADDED
@@ -0,0 +1,851 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ # -*- coding: utf-8 -*-
2
+ """
3
+ pygments.formatters.html
4
+ ~~~~~~~~~~~~~~~~~~~~~~~~
5
+
6
+ Formatter for HTML output.
7
+
8
+ :copyright: Copyright 2006-2017 by the Pygments team, see AUTHORS.
9
+ :license: BSD, see LICENSE for details.
10
+ """
11
+
12
+ from __future__ import print_function
13
+
14
+ import os
15
+ import sys
16
+ import os.path
17
+
18
+ from pygments.formatter import Formatter
19
+ from pygments.token import Token, Text, STANDARD_TYPES
20
+ from pygments.util import get_bool_opt, get_int_opt, get_list_opt, \
21
+ StringIO, string_types, iteritems
22
+
23
+ try:
24
+ import ctags
25
+ except ImportError:
26
+ ctags = None
27
+
28
+ __all__ = ['HtmlFormatter']
29
+
30
+
31
+ _escape_html_table = {
32
+ ord('&'): u'&amp;',
33
+ ord('<'): u'&lt;',
34
+ ord('>'): u'&gt;',
35
+ ord('"'): u'&quot;',
36
+ ord("'"): u'&#39;',
37
+ }
38
+
39
+
40
+ def escape_html(text, table=_escape_html_table):
41
+ """Escape &, <, > as well as single and double quotes for HTML."""
42
+ return text.translate(table)
43
+
44
+
45
+ def _get_ttype_class(ttype):
46
+ fname = STANDARD_TYPES.get(ttype)
47
+ if fname:
48
+ return fname
49
+ aname = ''
50
+ while fname is None:
51
+ aname = '-' + ttype[-1] + aname
52
+ ttype = ttype.parent
53
+ fname = STANDARD_TYPES.get(ttype)
54
+ return fname + aname
55
+
56
+
57
+ CSSFILE_TEMPLATE = '''\
58
+ td.linenos { background-color: #f0f0f0; padding-right: 10px; }
59
+ span.lineno { background-color: #f0f0f0; padding: 0 5px 0 5px; }
60
+ pre { line-height: 125%%; }
61
+ %(styledefs)s
62
+ '''
63
+
64
+ DOC_HEADER = '''\
65
+ <!DOCTYPE html PUBLIC "-//W3C//DTD HTML 4.01//EN"
66
+ "http://www.w3.org/TR/html4/strict.dtd">
67
+
68
+ <html>
69
+ <head>
70
+ <title>%(title)s</title>
71
+ <meta http-equiv="content-type" content="text/html; charset=%(encoding)s">
72
+ <style type="text/css">
73
+ ''' + CSSFILE_TEMPLATE + '''
74
+ </style>
75
+ </head>
76
+ <body>
77
+ <h2>%(title)s</h2>
78
+
79
+ '''
80
+
81
+ DOC_HEADER_EXTERNALCSS = '''\
82
+ <!DOCTYPE html PUBLIC "-//W3C//DTD HTML 4.01//EN"
83
+ "http://www.w3.org/TR/html4/strict.dtd">
84
+
85
+ <html>
86
+ <head>
87
+ <title>%(title)s</title>
88
+ <meta http-equiv="content-type" content="text/html; charset=%(encoding)s">
89
+ <link rel="stylesheet" href="%(cssfile)s" type="text/css">
90
+ </head>
91
+ <body>
92
+ <h2>%(title)s</h2>
93
+
94
+ '''
95
+
96
+ DOC_FOOTER = '''\
97
+ </body>
98
+ </html>
99
+ '''
100
+
101
+
102
+ class HtmlFormatter(Formatter):
103
+ r"""
104
+ Format tokens as HTML 4 ``<span>`` tags within a ``<pre>`` tag, wrapped
105
+ in a ``<div>`` tag. The ``<div>``'s CSS class can be set by the `cssclass`
106
+ option.
107
+
108
+ If the `linenos` option is set to ``"table"``, the ``<pre>`` is
109
+ additionally wrapped inside a ``<table>`` which has one row and two
110
+ cells: one containing the line numbers and one containing the code.
111
+ Example:
112
+
113
+ .. sourcecode:: html
114
+
115
+ <div class="highlight" >
116
+ <table><tr>
117
+ <td class="linenos" title="click to toggle"
118
+ onclick="with (this.firstChild.style)
119
+ { display = (display == '') ? 'none' : '' }">
120
+ <pre>1
121
+ 2</pre>
122
+ </td>
123
+ <td class="code">
124
+ <pre><span class="Ke">def </span><span class="NaFu">foo</span>(bar):
125
+ <span class="Ke">pass</span>
126
+ </pre>
127
+ </td>
128
+ </tr></table></div>
129
+
130
+ (whitespace added to improve clarity).
131
+
132
+ Wrapping can be disabled using the `nowrap` option.
133
+
134
+ A list of lines can be specified using the `hl_lines` option to make these
135
+ lines highlighted (as of Pygments 0.11).
136
+
137
+ With the `full` option, a complete HTML 4 document is output, including
138
+ the style definitions inside a ``<style>`` tag, or in a separate file if
139
+ the `cssfile` option is given.
140
+
141
+ When `tagsfile` is set to the path of a ctags index file, it is used to
142
+ generate hyperlinks from names to their definition. You must enable
143
+ `lineanchors` and run ctags with the `-n` option for this to work. The
144
+ `python-ctags` module from PyPI must be installed to use this feature;
145
+ otherwise a `RuntimeError` will be raised.
146
+
147
+ The `get_style_defs(arg='')` method of a `HtmlFormatter` returns a string
148
+ containing CSS rules for the CSS classes used by the formatter. The
149
+ argument `arg` can be used to specify additional CSS selectors that
150
+ are prepended to the classes. A call `fmter.get_style_defs('td .code')`
151
+ would result in the following CSS classes:
152
+
153
+ .. sourcecode:: css
154
+
155
+ td .code .kw { font-weight: bold; color: #00FF00 }
156
+ td .code .cm { color: #999999 }
157
+ ...
158
+
159
+ If you have Pygments 0.6 or higher, you can also pass a list or tuple to the
160
+ `get_style_defs()` method to request multiple prefixes for the tokens:
161
+
162
+ .. sourcecode:: python
163
+
164
+ formatter.get_style_defs(['div.syntax pre', 'pre.syntax'])
165
+
166
+ The output would then look like this:
167
+
168
+ .. sourcecode:: css
169
+
170
+ div.syntax pre .kw,
171
+ pre.syntax .kw { font-weight: bold; color: #00FF00 }
172
+ div.syntax pre .cm,
173
+ pre.syntax .cm { color: #999999 }
174
+ ...
175
+
176
+ Additional options accepted:
177
+
178
+ `nowrap`
179
+ If set to ``True``, don't wrap the tokens at all, not even inside a ``<pre>``
180
+ tag. This disables most other options (default: ``False``).
181
+
182
+ `full`
183
+ Tells the formatter to output a "full" document, i.e. a complete
184
+ self-contained document (default: ``False``).
185
+
186
+ `title`
187
+ If `full` is true, the title that should be used to caption the
188
+ document (default: ``''``).
189
+
190
+ `style`
191
+ The style to use, can be a string or a Style subclass (default:
192
+ ``'default'``). This option has no effect if the `cssfile`
193
+ and `noclobber_cssfile` option are given and the file specified in
194
+ `cssfile` exists.
195
+
196
+ `noclasses`
197
+ If set to true, token ``<span>`` tags will not use CSS classes, but
198
+ inline styles. This is not recommended for larger pieces of code since
199
+ it increases output size by quite a bit (default: ``False``).
200
+
201
+ `classprefix`
202
+ Since the token types use relatively short class names, they may clash
203
+ with some of your own class names. In this case you can use the
204
+ `classprefix` option to give a string to prepend to all Pygments-generated
205
+ CSS class names for token types.
206
+ Note that this option also affects the output of `get_style_defs()`.
207
+
208
+ `cssclass`
209
+ CSS class for the wrapping ``<div>`` tag (default: ``'highlight'``).
210
+ If you set this option, the default selector for `get_style_defs()`
211
+ will be this class.
212
+
213
+ .. versionadded:: 0.9
214
+ If you select the ``'table'`` line numbers, the wrapping table will
215
+ have a CSS class of this string plus ``'table'``, the default is
216
+ accordingly ``'highlighttable'``.
217
+
218
+ `cssstyles`
219
+ Inline CSS styles for the wrapping ``<div>`` tag (default: ``''``).
220
+
221
+ `prestyles`
222
+ Inline CSS styles for the ``<pre>`` tag (default: ``''``).
223
+
224
+ .. versionadded:: 0.11
225
+
226
+ `cssfile`
227
+ If the `full` option is true and this option is given, it must be the
228
+ name of an external file. If the filename does not include an absolute
229
+ path, the file's path will be assumed to be relative to the main output
230
+ file's path, if the latter can be found. The stylesheet is then written
231
+ to this file instead of the HTML file.
232
+
233
+ .. versionadded:: 0.6
234
+
235
+ `noclobber_cssfile`
236
+ If `cssfile` is given and the specified file exists, the css file will
237
+ not be overwritten. This allows the use of the `full` option in
238
+ combination with a user specified css file. Default is ``False``.
239
+
240
+ .. versionadded:: 1.1
241
+
242
+ `linenos`
243
+ If set to ``'table'``, output line numbers as a table with two cells,
244
+ one containing the line numbers, the other the whole code. This is
245
+ copy-and-paste-friendly, but may cause alignment problems with some
246
+ browsers or fonts. If set to ``'inline'``, the line numbers will be
247
+ integrated in the ``<pre>`` tag that contains the code (that setting
248
+ is *new in Pygments 0.8*).
249
+
250
+ For compatibility with Pygments 0.7 and earlier, every true value
251
+ except ``'inline'`` means the same as ``'table'`` (in particular, that
252
+ means also ``True``).
253
+
254
+ The default value is ``False``, which means no line numbers at all.
255
+
256
+ **Note:** with the default ("table") line number mechanism, the line
257
+ numbers and code can have different line heights in Internet Explorer
258
+ unless you give the enclosing ``<pre>`` tags an explicit ``line-height``
259
+ CSS property (you get the default line spacing with ``line-height:
260
+ 125%``).
261
+
262
+ `hl_lines`
263
+ Specify a list of lines to be highlighted.
264
+
265
+ .. versionadded:: 0.11
266
+
267
+ `linenostart`
268
+ The line number for the first line (default: ``1``).
269
+
270
+ `linenostep`
271
+ If set to a number n > 1, only every nth line number is printed.
272
+
273
+ `linenospecial`
274
+ If set to a number n > 0, every nth line number is given the CSS
275
+ class ``"special"`` (default: ``0``).
276
+
277
+ `nobackground`
278
+ If set to ``True``, the formatter won't output the background color
279
+ for the wrapping element (this automatically defaults to ``False``
280
+ when there is no wrapping element [eg: no argument for the
281
+ `get_syntax_defs` method given]) (default: ``False``).
282
+
283
+ .. versionadded:: 0.6
284
+
285
+ `lineseparator`
286
+ This string is output between lines of code. It defaults to ``"\n"``,
287
+ which is enough to break a line inside ``<pre>`` tags, but you can
288
+ e.g. set it to ``"<br>"`` to get HTML line breaks.
289
+
290
+ .. versionadded:: 0.7
291
+
292
+ `lineanchors`
293
+ If set to a nonempty string, e.g. ``foo``, the formatter will wrap each
294
+ output line in an anchor tag with a ``name`` of ``foo-linenumber``.
295
+ This allows easy linking to certain lines.
296
+
297
+ .. versionadded:: 0.9
298
+
299
+ `linespans`
300
+ If set to a nonempty string, e.g. ``foo``, the formatter will wrap each
301
+ output line in a span tag with an ``id`` of ``foo-linenumber``.
302
+ This allows easy access to lines via javascript.
303
+
304
+ .. versionadded:: 1.6
305
+
306
+ `anchorlinenos`
307
+ If set to `True`, will wrap line numbers in <a> tags. Used in
308
+ combination with `linenos` and `lineanchors`.
309
+
310
+ `tagsfile`
311
+ If set to the path of a ctags file, wrap names in anchor tags that
312
+ link to their definitions. `lineanchors` should be used, and the
313
+ tags file should specify line numbers (see the `-n` option to ctags).
314
+
315
+ .. versionadded:: 1.6
316
+
317
+ `tagurlformat`
318
+ A string formatting pattern used to generate links to ctags definitions.
319
+ Available variables are `%(path)s`, `%(fname)s` and `%(fext)s`.
320
+ Defaults to an empty string, resulting in just `#prefix-number` links.
321
+
322
+ .. versionadded:: 1.6
323
+
324
+ `filename`
325
+ A string used to generate a filename when rendering <pre> blocks,
326
+ for example if displaying source code.
327
+
328
+ .. versionadded:: 2.1
329
+
330
+
331
+ **Subclassing the HTML formatter**
332
+
333
+ .. versionadded:: 0.7
334
+
335
+ The HTML formatter is now built in a way that allows easy subclassing, thus
336
+ customizing the output HTML code. The `format()` method calls
337
+ `self._format_lines()` which returns a generator that yields tuples of ``(1,
338
+ line)``, where the ``1`` indicates that the ``line`` is a line of the
339
+ formatted source code.
340
+
341
+ If the `nowrap` option is set, the generator is the iterated over and the
342
+ resulting HTML is output.
343
+
344
+ Otherwise, `format()` calls `self.wrap()`, which wraps the generator with
345
+ other generators. These may add some HTML code to the one generated by
346
+ `_format_lines()`, either by modifying the lines generated by the latter,
347
+ then yielding them again with ``(1, line)``, and/or by yielding other HTML
348
+ code before or after the lines, with ``(0, html)``. The distinction between
349
+ source lines and other code makes it possible to wrap the generator multiple
350
+ times.
351
+
352
+ The default `wrap()` implementation adds a ``<div>`` and a ``<pre>`` tag.
353
+
354
+ A custom `HtmlFormatter` subclass could look like this:
355
+
356
+ .. sourcecode:: python
357
+
358
+ class CodeHtmlFormatter(HtmlFormatter):
359
+
360
+ def wrap(self, source, outfile):
361
+ return self._wrap_code(source)
362
+
363
+ def _wrap_code(self, source):
364
+ yield 0, '<code>'
365
+ for i, t in source:
366
+ if i == 1:
367
+ # it's a line of formatted code
368
+ t += '<br>'
369
+ yield i, t
370
+ yield 0, '</code>'
371
+
372
+ This results in wrapping the formatted lines with a ``<code>`` tag, where the
373
+ source lines are broken using ``<br>`` tags.
374
+
375
+ After calling `wrap()`, the `format()` method also adds the "line numbers"
376
+ and/or "full document" wrappers if the respective options are set. Then, all
377
+ HTML yielded by the wrapped generator is output.
378
+ """
379
+
380
+ name = 'HTML'
381
+ aliases = ['html']
382
+ filenames = ['*.html', '*.htm']
383
+
384
+ def __init__(self, **options):
385
+ Formatter.__init__(self, **options)
386
+ self.title = self._decodeifneeded(self.title)
387
+ self.nowrap = get_bool_opt(options, 'nowrap', False)
388
+ self.noclasses = get_bool_opt(options, 'noclasses', False)
389
+ self.classprefix = options.get('classprefix', '')
390
+ self.cssclass = self._decodeifneeded(options.get('cssclass', 'highlight'))
391
+ self.cssstyles = self._decodeifneeded(options.get('cssstyles', ''))
392
+ self.prestyles = self._decodeifneeded(options.get('prestyles', ''))
393
+ self.cssfile = self._decodeifneeded(options.get('cssfile', ''))
394
+ self.noclobber_cssfile = get_bool_opt(options, 'noclobber_cssfile', False)
395
+ self.tagsfile = self._decodeifneeded(options.get('tagsfile', ''))
396
+ self.tagurlformat = self._decodeifneeded(options.get('tagurlformat', ''))
397
+ self.filename = self._decodeifneeded(options.get('filename', ''))
398
+
399
+ if self.tagsfile:
400
+ if not ctags:
401
+ raise RuntimeError('The "ctags" package must to be installed '
402
+ 'to be able to use the "tagsfile" feature.')
403
+ self._ctags = ctags.CTags(self.tagsfile)
404
+
405
+ linenos = options.get('linenos', False)
406
+ if linenos == 'inline':
407
+ self.linenos = 2
408
+ elif linenos:
409
+ # compatibility with <= 0.7
410
+ self.linenos = 1
411
+ else:
412
+ self.linenos = 0
413
+ self.linenostart = abs(get_int_opt(options, 'linenostart', 1))
414
+ self.linenostep = abs(get_int_opt(options, 'linenostep', 1))
415
+ self.linenospecial = abs(get_int_opt(options, 'linenospecial', 0))
416
+ self.nobackground = get_bool_opt(options, 'nobackground', False)
417
+ self.lineseparator = options.get('lineseparator', '\n')
418
+ self.lineanchors = options.get('lineanchors', '')
419
+ self.linespans = options.get('linespans', '')
420
+ self.anchorlinenos = options.get('anchorlinenos', False)
421
+ self.hl_lines = set()
422
+ for lineno in get_list_opt(options, 'hl_lines', []):
423
+ try:
424
+ self.hl_lines.add(int(lineno))
425
+ except ValueError:
426
+ pass
427
+
428
+ self._create_stylesheet()
429
+
430
+ def _get_css_class(self, ttype):
431
+ """Return the css class of this token type prefixed with
432
+ the classprefix option."""
433
+ ttypeclass = _get_ttype_class(ttype)
434
+ if ttypeclass:
435
+ return self.classprefix + ttypeclass
436
+ return ''
437
+
438
+ def _get_css_classes(self, ttype):
439
+ """Return the css classes of this token type prefixed with
440
+ the classprefix option."""
441
+ cls = self._get_css_class(ttype)
442
+ while ttype not in STANDARD_TYPES:
443
+ ttype = ttype.parent
444
+ cls = self._get_css_class(ttype) + ' ' + cls
445
+ return cls
446
+
447
+ def _create_stylesheet(self):
448
+ t2c = self.ttype2class = {Token: ''}
449
+ c2s = self.class2style = {}
450
+ for ttype, ndef in self.style:
451
+ name = self._get_css_class(ttype)
452
+ style = ''
453
+ if ndef['color']:
454
+ style += 'color: #%s; ' % ndef['color']
455
+ if ndef['bold']:
456
+ style += 'font-weight: bold; '
457
+ if ndef['italic']:
458
+ style += 'font-style: italic; '
459
+ if ndef['underline']:
460
+ style += 'text-decoration: underline; '
461
+ if ndef['bgcolor']:
462
+ style += 'background-color: #%s; ' % ndef['bgcolor']
463
+ if ndef['border']:
464
+ style += 'border: 1px solid #%s; ' % ndef['border']
465
+ if style:
466
+ t2c[ttype] = name
467
+ # save len(ttype) to enable ordering the styles by
468
+ # hierarchy (necessary for CSS cascading rules!)
469
+ c2s[name] = (style[:-2], ttype, len(ttype))
470
+
471
+ def get_style_defs(self, arg=None):
472
+ """
473
+ Return CSS style definitions for the classes produced by the current
474
+ highlighting style. ``arg`` can be a string or list of selectors to
475
+ insert before the token type classes.
476
+ """
477
+ if arg is None:
478
+ arg = ('cssclass' in self.options and '.'+self.cssclass or '')
479
+ if isinstance(arg, string_types):
480
+ args = [arg]
481
+ else:
482
+ args = list(arg)
483
+
484
+ def prefix(cls):
485
+ if cls:
486
+ cls = '.' + cls
487
+ tmp = []
488
+ for arg in args:
489
+ tmp.append((arg and arg + ' ' or '') + cls)
490
+ return ', '.join(tmp)
491
+
492
+ styles = [(level, ttype, cls, style)
493
+ for cls, (style, ttype, level) in iteritems(self.class2style)
494
+ if cls and style]
495
+ styles.sort()
496
+ lines = ['%s { %s } /* %s */' % (prefix(cls), style, repr(ttype)[6:])
497
+ for (level, ttype, cls, style) in styles]
498
+ if arg and not self.nobackground and \
499
+ self.style.background_color is not None:
500
+ text_style = ''
501
+ if Text in self.ttype2class:
502
+ text_style = ' ' + self.class2style[self.ttype2class[Text]][0]
503
+ lines.insert(0, '%s { background: %s;%s }' %
504
+ (prefix(''), self.style.background_color, text_style))
505
+ if self.style.highlight_color is not None:
506
+ lines.insert(0, '%s.hll { background-color: %s }' %
507
+ (prefix(''), self.style.highlight_color))
508
+ return '\n'.join(lines)
509
+
510
+ def _decodeifneeded(self, value):
511
+ if isinstance(value, bytes):
512
+ if self.encoding:
513
+ return value.decode(self.encoding)
514
+ return value.decode()
515
+ return value
516
+
517
+ def _wrap_full(self, inner, outfile):
518
+ if self.cssfile:
519
+ if os.path.isabs(self.cssfile):
520
+ # it's an absolute filename
521
+ cssfilename = self.cssfile
522
+ else:
523
+ try:
524
+ filename = outfile.name
525
+ if not filename or filename[0] == '<':
526
+ # pseudo files, e.g. name == '<fdopen>'
527
+ raise AttributeError
528
+ cssfilename = os.path.join(os.path.dirname(filename),
529
+ self.cssfile)
530
+ except AttributeError:
531
+ print('Note: Cannot determine output file name, '
532
+ 'using current directory as base for the CSS file name',
533
+ file=sys.stderr)
534
+ cssfilename = self.cssfile
535
+ # write CSS file only if noclobber_cssfile isn't given as an option.
536
+ try:
537
+ if not os.path.exists(cssfilename) or not self.noclobber_cssfile:
538
+ cf = open(cssfilename, "w")
539
+ cf.write(CSSFILE_TEMPLATE %
540
+ {'styledefs': self.get_style_defs('body')})
541
+ cf.close()
542
+ except IOError as err:
543
+ err.strerror = 'Error writing CSS file: ' + err.strerror
544
+ raise
545
+
546
+ yield 0, (DOC_HEADER_EXTERNALCSS %
547
+ dict(title=self.title,
548
+ cssfile=self.cssfile,
549
+ encoding=self.encoding))
550
+ else:
551
+ yield 0, (DOC_HEADER %
552
+ dict(title=self.title,
553
+ styledefs=self.get_style_defs('body'),
554
+ encoding=self.encoding))
555
+
556
+ for t, line in inner:
557
+ yield t, line
558
+ yield 0, DOC_FOOTER
559
+
560
+ def _wrap_tablelinenos(self, inner):
561
+ dummyoutfile = StringIO()
562
+ lncount = 0
563
+ for t, line in inner:
564
+ if t:
565
+ lncount += 1
566
+ dummyoutfile.write(line)
567
+
568
+ fl = self.linenostart
569
+ mw = len(str(lncount + fl - 1))
570
+ sp = self.linenospecial
571
+ st = self.linenostep
572
+ la = self.lineanchors
573
+ aln = self.anchorlinenos
574
+ nocls = self.noclasses
575
+ if sp:
576
+ lines = []
577
+
578
+ for i in range(fl, fl+lncount):
579
+ if i % st == 0:
580
+ if i % sp == 0:
581
+ if aln:
582
+ lines.append('<a href="#%s-%d" class="special">%*d</a>' %
583
+ (la, i, mw, i))
584
+ else:
585
+ lines.append('<span class="special">%*d</span>' % (mw, i))
586
+ else:
587
+ if aln:
588
+ lines.append('<a href="#%s-%d">%*d</a>' % (la, i, mw, i))
589
+ else:
590
+ lines.append('%*d' % (mw, i))
591
+ else:
592
+ lines.append('')
593
+ ls = '\n'.join(lines)
594
+ else:
595
+ lines = []
596
+ for i in range(fl, fl+lncount):
597
+ if i % st == 0:
598
+ if aln:
599
+ lines.append('<a href="#%s-%d">%*d</a>' % (la, i, mw, i))
600
+ else:
601
+ lines.append('%*d' % (mw, i))
602
+ else:
603
+ lines.append('')
604
+ ls = '\n'.join(lines)
605
+
606
+ # in case you wonder about the seemingly redundant <div> here: since the
607
+ # content in the other cell also is wrapped in a div, some browsers in
608
+ # some configurations seem to mess up the formatting...
609
+ if nocls:
610
+ yield 0, ('<table class="%stable">' % self.cssclass +
611
+ '<tr><td><div class="linenodiv" '
612
+ 'style="background-color: #f0f0f0; padding-right: 10px">'
613
+ '<pre style="line-height: 125%">' +
614
+ ls + '</pre></div></td><td class="code">')
615
+ else:
616
+ yield 0, ('<table class="%stable">' % self.cssclass +
617
+ '<tr><td class="linenos"><div class="linenodiv"><pre>' +
618
+ ls + '</pre></div></td><td class="code">')
619
+ yield 0, dummyoutfile.getvalue()
620
+ yield 0, '</td></tr></table>'
621
+
622
+ def _wrap_inlinelinenos(self, inner):
623
+ # need a list of lines since we need the width of a single number :(
624
+ lines = list(inner)
625
+ sp = self.linenospecial
626
+ st = self.linenostep
627
+ num = self.linenostart
628
+ mw = len(str(len(lines) + num - 1))
629
+
630
+ if self.noclasses:
631
+ if sp:
632
+ for t, line in lines:
633
+ if num % sp == 0:
634
+ style = 'background-color: #ffffc0; padding: 0 5px 0 5px'
635
+ else:
636
+ style = 'background-color: #f0f0f0; padding: 0 5px 0 5px'
637
+ yield 1, '<span style="%s">%*s </span>' % (
638
+ style, mw, (num % st and ' ' or num)) + line
639
+ num += 1
640
+ else:
641
+ for t, line in lines:
642
+ yield 1, ('<span style="background-color: #f0f0f0; '
643
+ 'padding: 0 5px 0 5px">%*s </span>' % (
644
+ mw, (num % st and ' ' or num)) + line)
645
+ num += 1
646
+ elif sp:
647
+ for t, line in lines:
648
+ yield 1, '<span class="lineno%s">%*s </span>' % (
649
+ num % sp == 0 and ' special' or '', mw,
650
+ (num % st and ' ' or num)) + line
651
+ num += 1
652
+ else:
653
+ for t, line in lines:
654
+ yield 1, '<span class="lineno">%*s </span>' % (
655
+ mw, (num % st and ' ' or num)) + line
656
+ num += 1
657
+
658
+ def _wrap_lineanchors(self, inner):
659
+ s = self.lineanchors
660
+ # subtract 1 since we have to increment i *before* yielding
661
+ i = self.linenostart - 1
662
+ for t, line in inner:
663
+ if t:
664
+ i += 1
665
+ yield 1, '<a name="%s-%d"></a>' % (s, i) + line
666
+ else:
667
+ yield 0, line
668
+
669
+ def _wrap_linespans(self, inner):
670
+ s = self.linespans
671
+ i = self.linenostart - 1
672
+ for t, line in inner:
673
+ if t:
674
+ i += 1
675
+ yield 1, '<span id="%s-%d">%s</span>' % (s, i, line)
676
+ else:
677
+ yield 0, line
678
+
679
+ def _wrap_div(self, inner):
680
+ style = []
681
+ if (self.noclasses and not self.nobackground and
682
+ self.style.background_color is not None):
683
+ style.append('background: %s' % (self.style.background_color,))
684
+ if self.cssstyles:
685
+ style.append(self.cssstyles)
686
+ style = '; '.join(style)
687
+
688
+ yield 0, ('<div' + (self.cssclass and ' class="%s"' % self.cssclass) +
689
+ (style and (' style="%s"' % style)) + '>')
690
+ for tup in inner:
691
+ yield tup
692
+ yield 0, '</div>\n'
693
+
694
+ def _wrap_pre(self, inner):
695
+ style = []
696
+ if self.prestyles:
697
+ style.append(self.prestyles)
698
+ if self.noclasses:
699
+ style.append('line-height: 125%')
700
+ style = '; '.join(style)
701
+
702
+ if self.filename:
703
+ yield 0, ('<span class="filename">' + self.filename + '</span>')
704
+
705
+ # the empty span here is to keep leading empty lines from being
706
+ # ignored by HTML parsers
707
+ yield 0, ('<pre' + (style and ' style="%s"' % style) + '><span></span>')
708
+ for tup in inner:
709
+ yield tup
710
+ yield 0, '</pre>'
711
+
712
+ def _format_lines(self, tokensource):
713
+ """
714
+ Just format the tokens, without any wrapping tags.
715
+ Yield individual lines.
716
+ """
717
+ nocls = self.noclasses
718
+ lsep = self.lineseparator
719
+ # for <span style=""> lookup only
720
+ getcls = self.ttype2class.get
721
+ c2s = self.class2style
722
+ escape_table = _escape_html_table
723
+ tagsfile = self.tagsfile
724
+
725
+ lspan = ''
726
+ line = []
727
+ for ttype, value in tokensource:
728
+ if nocls:
729
+ cclass = getcls(ttype)
730
+ while cclass is None:
731
+ ttype = ttype.parent
732
+ cclass = getcls(ttype)
733
+ cspan = cclass and '<span style="%s">' % c2s[cclass][0] or ''
734
+ else:
735
+ cls = self._get_css_classes(ttype)
736
+ cspan = cls and '<span class="%s">' % cls or ''
737
+
738
+ parts = value.translate(escape_table).split('\n')
739
+
740
+ if tagsfile and ttype in Token.Name:
741
+ filename, linenumber = self._lookup_ctag(value)
742
+ if linenumber:
743
+ base, filename = os.path.split(filename)
744
+ if base:
745
+ base += '/'
746
+ filename, extension = os.path.splitext(filename)
747
+ url = self.tagurlformat % {'path': base, 'fname': filename,
748
+ 'fext': extension}
749
+ parts[0] = "<a href=\"%s#%s-%d\">%s" % \
750
+ (url, self.lineanchors, linenumber, parts[0])
751
+ parts[-1] = parts[-1] + "</a>"
752
+
753
+ # for all but the last line
754
+ for part in parts[:-1]:
755
+ if line:
756
+ if lspan != cspan:
757
+ line.extend(((lspan and '</span>'), cspan, part,
758
+ (cspan and '</span>'), lsep))
759
+ else: # both are the same
760
+ line.extend((part, (lspan and '</span>'), lsep))
761
+ yield 1, ''.join(line)
762
+ line = []
763
+ elif part:
764
+ yield 1, ''.join((cspan, part, (cspan and '</span>'), lsep))
765
+ else:
766
+ yield 1, lsep
767
+ # for the last line
768
+ if line and parts[-1]:
769
+ if lspan != cspan:
770
+ line.extend(((lspan and '</span>'), cspan, parts[-1]))
771
+ lspan = cspan
772
+ else:
773
+ line.append(parts[-1])
774
+ elif parts[-1]:
775
+ line = [cspan, parts[-1]]
776
+ lspan = cspan
777
+ # else we neither have to open a new span nor set lspan
778
+
779
+ if line:
780
+ line.extend(((lspan and '</span>'), lsep))
781
+ yield 1, ''.join(line)
782
+
783
+ def _lookup_ctag(self, token):
784
+ entry = ctags.TagEntry()
785
+ if self._ctags.find(entry, token, 0):
786
+ return entry['file'], entry['lineNumber']
787
+ else:
788
+ return None, None
789
+
790
+ def _highlight_lines(self, tokensource):
791
+ """
792
+ Highlighted the lines specified in the `hl_lines` option by
793
+ post-processing the token stream coming from `_format_lines`.
794
+ """
795
+ hls = self.hl_lines
796
+
797
+ for i, (t, value) in enumerate(tokensource):
798
+ if t != 1:
799
+ yield t, value
800
+ if i + 1 in hls: # i + 1 because Python indexes start at 0
801
+ if self.noclasses:
802
+ style = ''
803
+ if self.style.highlight_color is not None:
804
+ style = (' style="background-color: %s"' %
805
+ (self.style.highlight_color,))
806
+ yield 1, '<span%s>%s</span>' % (style, value)
807
+ else:
808
+ yield 1, '<span class="hll">%s</span>' % value
809
+ else:
810
+ yield 1, value
811
+
812
+ def wrap(self, source, outfile):
813
+ """
814
+ Wrap the ``source``, which is a generator yielding
815
+ individual lines, in custom generators. See docstring
816
+ for `format`. Can be overridden.
817
+ """
818
+ return self._wrap_div(self._wrap_pre(source))
819
+
820
+ def format_unencoded(self, tokensource, outfile):
821
+ """
822
+ The formatting process uses several nested generators; which of
823
+ them are used is determined by the user's options.
824
+
825
+ Each generator should take at least one argument, ``inner``,
826
+ and wrap the pieces of text generated by this.
827
+
828
+ Always yield 2-tuples: (code, text). If "code" is 1, the text
829
+ is part of the original tokensource being highlighted, if it's
830
+ 0, the text is some piece of wrapping. This makes it possible to
831
+ use several different wrappers that process the original source
832
+ linewise, e.g. line number generators.
833
+ """
834
+ source = self._format_lines(tokensource)
835
+ if self.hl_lines:
836
+ source = self._highlight_lines(source)
837
+ if not self.nowrap:
838
+ if self.linenos == 2:
839
+ source = self._wrap_inlinelinenos(source)
840
+ if self.lineanchors:
841
+ source = self._wrap_lineanchors(source)
842
+ if self.linespans:
843
+ source = self._wrap_linespans(source)
844
+ source = self.wrap(source, outfile)
845
+ if self.linenos == 1:
846
+ source = self._wrap_tablelinenos(source)
847
+ if self.full:
848
+ source = self._wrap_full(source, outfile)
849
+
850
+ for t, piece in source:
851
+ outfile.write(piece)
vllm/lib/python3.10/site-packages/wandb/vendor/pygments/formatters/img.py ADDED
@@ -0,0 +1,600 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ # -*- coding: utf-8 -*-
2
+ """
3
+ pygments.formatters.img
4
+ ~~~~~~~~~~~~~~~~~~~~~~~
5
+
6
+ Formatter for Pixmap output.
7
+
8
+ :copyright: Copyright 2006-2017 by the Pygments team, see AUTHORS.
9
+ :license: BSD, see LICENSE for details.
10
+ """
11
+
12
+ import os
13
+ import sys
14
+
15
+ from pygments.formatter import Formatter
16
+ from pygments.util import get_bool_opt, get_int_opt, get_list_opt, \
17
+ get_choice_opt, xrange
18
+
19
+ import subprocess
20
+
21
+ # Import this carefully
22
+ try:
23
+ from PIL import Image, ImageDraw, ImageFont
24
+ pil_available = True
25
+ except ImportError:
26
+ pil_available = False
27
+
28
+ try:
29
+ import _winreg
30
+ except ImportError:
31
+ try:
32
+ import winreg as _winreg
33
+ except ImportError:
34
+ _winreg = None
35
+
36
+ __all__ = ['ImageFormatter', 'GifImageFormatter', 'JpgImageFormatter',
37
+ 'BmpImageFormatter']
38
+
39
+
40
+ # For some unknown reason every font calls it something different
41
+ STYLES = {
42
+ 'NORMAL': ['', 'Roman', 'Book', 'Normal', 'Regular', 'Medium'],
43
+ 'ITALIC': ['Oblique', 'Italic'],
44
+ 'BOLD': ['Bold'],
45
+ 'BOLDITALIC': ['Bold Oblique', 'Bold Italic'],
46
+ }
47
+
48
+ # A sane default for modern systems
49
+ DEFAULT_FONT_NAME_NIX = 'Bitstream Vera Sans Mono'
50
+ DEFAULT_FONT_NAME_WIN = 'Courier New'
51
+ DEFAULT_FONT_NAME_MAC = 'Courier New'
52
+
53
+
54
+ class PilNotAvailable(ImportError):
55
+ """When Python imaging library is not available"""
56
+
57
+
58
+ class FontNotFound(Exception):
59
+ """When there are no usable fonts specified"""
60
+
61
+
62
+ class FontManager(object):
63
+ """
64
+ Manages a set of fonts: normal, italic, bold, etc...
65
+ """
66
+
67
+ def __init__(self, font_name, font_size=14):
68
+ self.font_name = font_name
69
+ self.font_size = font_size
70
+ self.fonts = {}
71
+ self.encoding = None
72
+ if sys.platform.startswith('win'):
73
+ if not font_name:
74
+ self.font_name = DEFAULT_FONT_NAME_WIN
75
+ self._create_win()
76
+ elif sys.platform.startswith('darwin'):
77
+ if not font_name:
78
+ self.font_name = DEFAULT_FONT_NAME_MAC
79
+ self._create_mac()
80
+ else:
81
+ if not font_name:
82
+ self.font_name = DEFAULT_FONT_NAME_NIX
83
+ self._create_nix()
84
+
85
+ def _get_nix_font_path(self, name, style):
86
+ proc = subprocess.Popen(['fc-list', "%s:style=%s" % (name, style), 'file'],
87
+ stdout=subprocess.PIPE, stderr=None)
88
+ stdout, _ = proc.communicate()
89
+ if proc.returncode == 0:
90
+ lines = stdout.splitlines()
91
+ for line in lines:
92
+ if line.startswith(b'Fontconfig warning:'):
93
+ continue
94
+ path = line.decode().strip().strip(':')
95
+ if path:
96
+ return path
97
+ return None
98
+
99
+ def _create_nix(self):
100
+ for name in STYLES['NORMAL']:
101
+ path = self._get_nix_font_path(self.font_name, name)
102
+ if path is not None:
103
+ self.fonts['NORMAL'] = ImageFont.truetype(path, self.font_size)
104
+ break
105
+ else:
106
+ raise FontNotFound('No usable fonts named: "%s"' %
107
+ self.font_name)
108
+ for style in ('ITALIC', 'BOLD', 'BOLDITALIC'):
109
+ for stylename in STYLES[style]:
110
+ path = self._get_nix_font_path(self.font_name, stylename)
111
+ if path is not None:
112
+ self.fonts[style] = ImageFont.truetype(path, self.font_size)
113
+ break
114
+ else:
115
+ if style == 'BOLDITALIC':
116
+ self.fonts[style] = self.fonts['BOLD']
117
+ else:
118
+ self.fonts[style] = self.fonts['NORMAL']
119
+
120
+ def _get_mac_font_path(self, font_map, name, style):
121
+ return font_map.get((name + ' ' + style).strip().lower())
122
+
123
+ def _create_mac(self):
124
+ font_map = {}
125
+ for font_dir in (os.path.join(os.getenv("HOME"), 'Library/Fonts/'),
126
+ '/Library/Fonts/', '/System/Library/Fonts/'):
127
+ font_map.update(
128
+ ((os.path.splitext(f)[0].lower(), os.path.join(font_dir, f))
129
+ for f in os.listdir(font_dir) if f.lower().endswith('ttf')))
130
+
131
+ for name in STYLES['NORMAL']:
132
+ path = self._get_mac_font_path(font_map, self.font_name, name)
133
+ if path is not None:
134
+ self.fonts['NORMAL'] = ImageFont.truetype(path, self.font_size)
135
+ break
136
+ else:
137
+ raise FontNotFound('No usable fonts named: "%s"' %
138
+ self.font_name)
139
+ for style in ('ITALIC', 'BOLD', 'BOLDITALIC'):
140
+ for stylename in STYLES[style]:
141
+ path = self._get_mac_font_path(font_map, self.font_name, stylename)
142
+ if path is not None:
143
+ self.fonts[style] = ImageFont.truetype(path, self.font_size)
144
+ break
145
+ else:
146
+ if style == 'BOLDITALIC':
147
+ self.fonts[style] = self.fonts['BOLD']
148
+ else:
149
+ self.fonts[style] = self.fonts['NORMAL']
150
+
151
+ def _lookup_win(self, key, basename, styles, fail=False):
152
+ for suffix in ('', ' (TrueType)'):
153
+ for style in styles:
154
+ try:
155
+ valname = '%s%s%s' % (basename, style and ' '+style, suffix)
156
+ val, _ = _winreg.QueryValueEx(key, valname)
157
+ return val
158
+ except EnvironmentError:
159
+ continue
160
+ else:
161
+ if fail:
162
+ raise FontNotFound('Font %s (%s) not found in registry' %
163
+ (basename, styles[0]))
164
+ return None
165
+
166
+ def _create_win(self):
167
+ try:
168
+ key = _winreg.OpenKey(
169
+ _winreg.HKEY_LOCAL_MACHINE,
170
+ r'Software\Microsoft\Windows NT\CurrentVersion\Fonts')
171
+ except EnvironmentError:
172
+ try:
173
+ key = _winreg.OpenKey(
174
+ _winreg.HKEY_LOCAL_MACHINE,
175
+ r'Software\Microsoft\Windows\CurrentVersion\Fonts')
176
+ except EnvironmentError:
177
+ raise FontNotFound('Can\'t open Windows font registry key')
178
+ try:
179
+ path = self._lookup_win(key, self.font_name, STYLES['NORMAL'], True)
180
+ self.fonts['NORMAL'] = ImageFont.truetype(path, self.font_size)
181
+ for style in ('ITALIC', 'BOLD', 'BOLDITALIC'):
182
+ path = self._lookup_win(key, self.font_name, STYLES[style])
183
+ if path:
184
+ self.fonts[style] = ImageFont.truetype(path, self.font_size)
185
+ else:
186
+ if style == 'BOLDITALIC':
187
+ self.fonts[style] = self.fonts['BOLD']
188
+ else:
189
+ self.fonts[style] = self.fonts['NORMAL']
190
+ finally:
191
+ _winreg.CloseKey(key)
192
+
193
+ def get_char_size(self):
194
+ """
195
+ Get the character size.
196
+ """
197
+ return self.fonts['NORMAL'].getsize('M')
198
+
199
+ def get_font(self, bold, oblique):
200
+ """
201
+ Get the font based on bold and italic flags.
202
+ """
203
+ if bold and oblique:
204
+ return self.fonts['BOLDITALIC']
205
+ elif bold:
206
+ return self.fonts['BOLD']
207
+ elif oblique:
208
+ return self.fonts['ITALIC']
209
+ else:
210
+ return self.fonts['NORMAL']
211
+
212
+
213
+ class ImageFormatter(Formatter):
214
+ """
215
+ Create a PNG image from source code. This uses the Python Imaging Library to
216
+ generate a pixmap from the source code.
217
+
218
+ .. versionadded:: 0.10
219
+
220
+ Additional options accepted:
221
+
222
+ `image_format`
223
+ An image format to output to that is recognised by PIL, these include:
224
+
225
+ * "PNG" (default)
226
+ * "JPEG"
227
+ * "BMP"
228
+ * "GIF"
229
+
230
+ `line_pad`
231
+ The extra spacing (in pixels) between each line of text.
232
+
233
+ Default: 2
234
+
235
+ `font_name`
236
+ The font name to be used as the base font from which others, such as
237
+ bold and italic fonts will be generated. This really should be a
238
+ monospace font to look sane.
239
+
240
+ Default: "Bitstream Vera Sans Mono" on Windows, Courier New on \*nix
241
+
242
+ `font_size`
243
+ The font size in points to be used.
244
+
245
+ Default: 14
246
+
247
+ `image_pad`
248
+ The padding, in pixels to be used at each edge of the resulting image.
249
+
250
+ Default: 10
251
+
252
+ `line_numbers`
253
+ Whether line numbers should be shown: True/False
254
+
255
+ Default: True
256
+
257
+ `line_number_start`
258
+ The line number of the first line.
259
+
260
+ Default: 1
261
+
262
+ `line_number_step`
263
+ The step used when printing line numbers.
264
+
265
+ Default: 1
266
+
267
+ `line_number_bg`
268
+ The background colour (in "#123456" format) of the line number bar, or
269
+ None to use the style background color.
270
+
271
+ Default: "#eed"
272
+
273
+ `line_number_fg`
274
+ The text color of the line numbers (in "#123456"-like format).
275
+
276
+ Default: "#886"
277
+
278
+ `line_number_chars`
279
+ The number of columns of line numbers allowable in the line number
280
+ margin.
281
+
282
+ Default: 2
283
+
284
+ `line_number_bold`
285
+ Whether line numbers will be bold: True/False
286
+
287
+ Default: False
288
+
289
+ `line_number_italic`
290
+ Whether line numbers will be italicized: True/False
291
+
292
+ Default: False
293
+
294
+ `line_number_separator`
295
+ Whether a line will be drawn between the line number area and the
296
+ source code area: True/False
297
+
298
+ Default: True
299
+
300
+ `line_number_pad`
301
+ The horizontal padding (in pixels) between the line number margin, and
302
+ the source code area.
303
+
304
+ Default: 6
305
+
306
+ `hl_lines`
307
+ Specify a list of lines to be highlighted.
308
+
309
+ .. versionadded:: 1.2
310
+
311
+ Default: empty list
312
+
313
+ `hl_color`
314
+ Specify the color for highlighting lines.
315
+
316
+ .. versionadded:: 1.2
317
+
318
+ Default: highlight color of the selected style
319
+ """
320
+
321
+ # Required by the pygments mapper
322
+ name = 'img'
323
+ aliases = ['img', 'IMG', 'png']
324
+ filenames = ['*.png']
325
+
326
+ unicodeoutput = False
327
+
328
+ default_image_format = 'png'
329
+
330
+ def __init__(self, **options):
331
+ """
332
+ See the class docstring for explanation of options.
333
+ """
334
+ if not pil_available:
335
+ raise PilNotAvailable(
336
+ 'Python Imaging Library is required for this formatter')
337
+ Formatter.__init__(self, **options)
338
+ self.encoding = 'latin1' # let pygments.format() do the right thing
339
+ # Read the style
340
+ self.styles = dict(self.style)
341
+ if self.style.background_color is None:
342
+ self.background_color = '#fff'
343
+ else:
344
+ self.background_color = self.style.background_color
345
+ # Image options
346
+ self.image_format = get_choice_opt(
347
+ options, 'image_format', ['png', 'jpeg', 'gif', 'bmp'],
348
+ self.default_image_format, normcase=True)
349
+ self.image_pad = get_int_opt(options, 'image_pad', 10)
350
+ self.line_pad = get_int_opt(options, 'line_pad', 2)
351
+ # The fonts
352
+ fontsize = get_int_opt(options, 'font_size', 14)
353
+ self.fonts = FontManager(options.get('font_name', ''), fontsize)
354
+ self.fontw, self.fonth = self.fonts.get_char_size()
355
+ # Line number options
356
+ self.line_number_fg = options.get('line_number_fg', '#886')
357
+ self.line_number_bg = options.get('line_number_bg', '#eed')
358
+ self.line_number_chars = get_int_opt(options,
359
+ 'line_number_chars', 2)
360
+ self.line_number_bold = get_bool_opt(options,
361
+ 'line_number_bold', False)
362
+ self.line_number_italic = get_bool_opt(options,
363
+ 'line_number_italic', False)
364
+ self.line_number_pad = get_int_opt(options, 'line_number_pad', 6)
365
+ self.line_numbers = get_bool_opt(options, 'line_numbers', True)
366
+ self.line_number_separator = get_bool_opt(options,
367
+ 'line_number_separator', True)
368
+ self.line_number_step = get_int_opt(options, 'line_number_step', 1)
369
+ self.line_number_start = get_int_opt(options, 'line_number_start', 1)
370
+ if self.line_numbers:
371
+ self.line_number_width = (self.fontw * self.line_number_chars +
372
+ self.line_number_pad * 2)
373
+ else:
374
+ self.line_number_width = 0
375
+ self.hl_lines = []
376
+ hl_lines_str = get_list_opt(options, 'hl_lines', [])
377
+ for line in hl_lines_str:
378
+ try:
379
+ self.hl_lines.append(int(line))
380
+ except ValueError:
381
+ pass
382
+ self.hl_color = options.get('hl_color',
383
+ self.style.highlight_color) or '#f90'
384
+ self.drawables = []
385
+
386
+ def get_style_defs(self, arg=''):
387
+ raise NotImplementedError('The -S option is meaningless for the image '
388
+ 'formatter. Use -O style=<stylename> instead.')
389
+
390
+ def _get_line_height(self):
391
+ """
392
+ Get the height of a line.
393
+ """
394
+ return self.fonth + self.line_pad
395
+
396
+ def _get_line_y(self, lineno):
397
+ """
398
+ Get the Y coordinate of a line number.
399
+ """
400
+ return lineno * self._get_line_height() + self.image_pad
401
+
402
+ def _get_char_width(self):
403
+ """
404
+ Get the width of a character.
405
+ """
406
+ return self.fontw
407
+
408
+ def _get_char_x(self, charno):
409
+ """
410
+ Get the X coordinate of a character position.
411
+ """
412
+ return charno * self.fontw + self.image_pad + self.line_number_width
413
+
414
+ def _get_text_pos(self, charno, lineno):
415
+ """
416
+ Get the actual position for a character and line position.
417
+ """
418
+ return self._get_char_x(charno), self._get_line_y(lineno)
419
+
420
+ def _get_linenumber_pos(self, lineno):
421
+ """
422
+ Get the actual position for the start of a line number.
423
+ """
424
+ return (self.image_pad, self._get_line_y(lineno))
425
+
426
+ def _get_text_color(self, style):
427
+ """
428
+ Get the correct color for the token from the style.
429
+ """
430
+ if style['color'] is not None:
431
+ fill = '#' + style['color']
432
+ else:
433
+ fill = '#000'
434
+ return fill
435
+
436
+ def _get_style_font(self, style):
437
+ """
438
+ Get the correct font for the style.
439
+ """
440
+ return self.fonts.get_font(style['bold'], style['italic'])
441
+
442
+ def _get_image_size(self, maxcharno, maxlineno):
443
+ """
444
+ Get the required image size.
445
+ """
446
+ return (self._get_char_x(maxcharno) + self.image_pad,
447
+ self._get_line_y(maxlineno + 0) + self.image_pad)
448
+
449
+ def _draw_linenumber(self, posno, lineno):
450
+ """
451
+ Remember a line number drawable to paint later.
452
+ """
453
+ self._draw_text(
454
+ self._get_linenumber_pos(posno),
455
+ str(lineno).rjust(self.line_number_chars),
456
+ font=self.fonts.get_font(self.line_number_bold,
457
+ self.line_number_italic),
458
+ fill=self.line_number_fg,
459
+ )
460
+
461
+ def _draw_text(self, pos, text, font, **kw):
462
+ """
463
+ Remember a single drawable tuple to paint later.
464
+ """
465
+ self.drawables.append((pos, text, font, kw))
466
+
467
+ def _create_drawables(self, tokensource):
468
+ """
469
+ Create drawables for the token content.
470
+ """
471
+ lineno = charno = maxcharno = 0
472
+ for ttype, value in tokensource:
473
+ while ttype not in self.styles:
474
+ ttype = ttype.parent
475
+ style = self.styles[ttype]
476
+ # TODO: make sure tab expansion happens earlier in the chain. It
477
+ # really ought to be done on the input, as to do it right here is
478
+ # quite complex.
479
+ value = value.expandtabs(4)
480
+ lines = value.splitlines(True)
481
+ # print lines
482
+ for i, line in enumerate(lines):
483
+ temp = line.rstrip('\n')
484
+ if temp:
485
+ self._draw_text(
486
+ self._get_text_pos(charno, lineno),
487
+ temp,
488
+ font = self._get_style_font(style),
489
+ fill = self._get_text_color(style)
490
+ )
491
+ charno += len(temp)
492
+ maxcharno = max(maxcharno, charno)
493
+ if line.endswith('\n'):
494
+ # add a line for each extra line in the value
495
+ charno = 0
496
+ lineno += 1
497
+ self.maxcharno = maxcharno
498
+ self.maxlineno = lineno
499
+
500
+ def _draw_line_numbers(self):
501
+ """
502
+ Create drawables for the line numbers.
503
+ """
504
+ if not self.line_numbers:
505
+ return
506
+ for p in xrange(self.maxlineno):
507
+ n = p + self.line_number_start
508
+ if (n % self.line_number_step) == 0:
509
+ self._draw_linenumber(p, n)
510
+
511
+ def _paint_line_number_bg(self, im):
512
+ """
513
+ Paint the line number background on the image.
514
+ """
515
+ if not self.line_numbers:
516
+ return
517
+ if self.line_number_fg is None:
518
+ return
519
+ draw = ImageDraw.Draw(im)
520
+ recth = im.size[-1]
521
+ rectw = self.image_pad + self.line_number_width - self.line_number_pad
522
+ draw.rectangle([(0, 0), (rectw, recth)],
523
+ fill=self.line_number_bg)
524
+ draw.line([(rectw, 0), (rectw, recth)], fill=self.line_number_fg)
525
+ del draw
526
+
527
+ def format(self, tokensource, outfile):
528
+ """
529
+ Format ``tokensource``, an iterable of ``(tokentype, tokenstring)``
530
+ tuples and write it into ``outfile``.
531
+
532
+ This implementation calculates where it should draw each token on the
533
+ pixmap, then calculates the required pixmap size and draws the items.
534
+ """
535
+ self._create_drawables(tokensource)
536
+ self._draw_line_numbers()
537
+ im = Image.new(
538
+ 'RGB',
539
+ self._get_image_size(self.maxcharno, self.maxlineno),
540
+ self.background_color
541
+ )
542
+ self._paint_line_number_bg(im)
543
+ draw = ImageDraw.Draw(im)
544
+ # Highlight
545
+ if self.hl_lines:
546
+ x = self.image_pad + self.line_number_width - self.line_number_pad + 1
547
+ recth = self._get_line_height()
548
+ rectw = im.size[0] - x
549
+ for linenumber in self.hl_lines:
550
+ y = self._get_line_y(linenumber - 1)
551
+ draw.rectangle([(x, y), (x + rectw, y + recth)],
552
+ fill=self.hl_color)
553
+ for pos, value, font, kw in self.drawables:
554
+ draw.text(pos, value, font=font, **kw)
555
+ im.save(outfile, self.image_format.upper())
556
+
557
+
558
+ # Add one formatter per format, so that the "-f gif" option gives the correct result
559
+ # when used in pygmentize.
560
+
561
+ class GifImageFormatter(ImageFormatter):
562
+ """
563
+ Create a GIF image from source code. This uses the Python Imaging Library to
564
+ generate a pixmap from the source code.
565
+
566
+ .. versionadded:: 1.0
567
+ """
568
+
569
+ name = 'img_gif'
570
+ aliases = ['gif']
571
+ filenames = ['*.gif']
572
+ default_image_format = 'gif'
573
+
574
+
575
+ class JpgImageFormatter(ImageFormatter):
576
+ """
577
+ Create a JPEG image from source code. This uses the Python Imaging Library to
578
+ generate a pixmap from the source code.
579
+
580
+ .. versionadded:: 1.0
581
+ """
582
+
583
+ name = 'img_jpg'
584
+ aliases = ['jpg', 'jpeg']
585
+ filenames = ['*.jpg']
586
+ default_image_format = 'jpeg'
587
+
588
+
589
+ class BmpImageFormatter(ImageFormatter):
590
+ """
591
+ Create a bitmap image from source code. This uses the Python Imaging Library to
592
+ generate a pixmap from the source code.
593
+
594
+ .. versionadded:: 1.0
595
+ """
596
+
597
+ name = 'img_bmp'
598
+ aliases = ['bmp', 'bitmap']
599
+ filenames = ['*.bmp']
600
+ default_image_format = 'bmp'
vllm/lib/python3.10/site-packages/wandb/vendor/pygments/formatters/irc.py ADDED
@@ -0,0 +1,182 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ # -*- coding: utf-8 -*-
2
+ """
3
+ pygments.formatters.irc
4
+ ~~~~~~~~~~~~~~~~~~~~~~~
5
+
6
+ Formatter for IRC output
7
+
8
+ :copyright: Copyright 2006-2017 by the Pygments team, see AUTHORS.
9
+ :license: BSD, see LICENSE for details.
10
+ """
11
+
12
+ import sys
13
+
14
+ from pygments.formatter import Formatter
15
+ from pygments.token import Keyword, Name, Comment, String, Error, \
16
+ Number, Operator, Generic, Token, Whitespace
17
+ from pygments.util import get_choice_opt
18
+
19
+
20
+ __all__ = ['IRCFormatter']
21
+
22
+
23
+ #: Map token types to a tuple of color values for light and dark
24
+ #: backgrounds.
25
+ IRC_COLORS = {
26
+ Token: ('', ''),
27
+
28
+ Whitespace: ('lightgray', 'darkgray'),
29
+ Comment: ('lightgray', 'darkgray'),
30
+ Comment.Preproc: ('teal', 'turquoise'),
31
+ Keyword: ('darkblue', 'blue'),
32
+ Keyword.Type: ('teal', 'turquoise'),
33
+ Operator.Word: ('purple', 'fuchsia'),
34
+ Name.Builtin: ('teal', 'turquoise'),
35
+ Name.Function: ('darkgreen', 'green'),
36
+ Name.Namespace: ('_teal_', '_turquoise_'),
37
+ Name.Class: ('_darkgreen_', '_green_'),
38
+ Name.Exception: ('teal', 'turquoise'),
39
+ Name.Decorator: ('darkgray', 'lightgray'),
40
+ Name.Variable: ('darkred', 'red'),
41
+ Name.Constant: ('darkred', 'red'),
42
+ Name.Attribute: ('teal', 'turquoise'),
43
+ Name.Tag: ('blue', 'blue'),
44
+ String: ('brown', 'brown'),
45
+ Number: ('darkblue', 'blue'),
46
+
47
+ Generic.Deleted: ('red', 'red'),
48
+ Generic.Inserted: ('darkgreen', 'green'),
49
+ Generic.Heading: ('**', '**'),
50
+ Generic.Subheading: ('*purple*', '*fuchsia*'),
51
+ Generic.Error: ('red', 'red'),
52
+
53
+ Error: ('_red_', '_red_'),
54
+ }
55
+
56
+
57
+ IRC_COLOR_MAP = {
58
+ 'white': 0,
59
+ 'black': 1,
60
+ 'darkblue': 2,
61
+ 'green': 3,
62
+ 'red': 4,
63
+ 'brown': 5,
64
+ 'purple': 6,
65
+ 'orange': 7,
66
+ 'darkgreen': 7, #compat w/ ansi
67
+ 'yellow': 8,
68
+ 'lightgreen': 9,
69
+ 'turquoise': 9, # compat w/ ansi
70
+ 'teal': 10,
71
+ 'lightblue': 11,
72
+ 'darkred': 11, # compat w/ ansi
73
+ 'blue': 12,
74
+ 'fuchsia': 13,
75
+ 'darkgray': 14,
76
+ 'lightgray': 15,
77
+ }
78
+
79
+ def ircformat(color, text):
80
+ if len(color) < 1:
81
+ return text
82
+ add = sub = ''
83
+ if '_' in color: # italic
84
+ add += '\x1D'
85
+ sub = '\x1D' + sub
86
+ color = color.strip('_')
87
+ if '*' in color: # bold
88
+ add += '\x02'
89
+ sub = '\x02' + sub
90
+ color = color.strip('*')
91
+ # underline (\x1F) not supported
92
+ # backgrounds (\x03FF,BB) not supported
93
+ if len(color) > 0: # actual color - may have issues with ircformat("red", "blah")+"10" type stuff
94
+ add += '\x03' + str(IRC_COLOR_MAP[color]).zfill(2)
95
+ sub = '\x03' + sub
96
+ return add + text + sub
97
+ return '<'+add+'>'+text+'</'+sub+'>'
98
+
99
+
100
+ class IRCFormatter(Formatter):
101
+ r"""
102
+ Format tokens with IRC color sequences
103
+
104
+ The `get_style_defs()` method doesn't do anything special since there is
105
+ no support for common styles.
106
+
107
+ Options accepted:
108
+
109
+ `bg`
110
+ Set to ``"light"`` or ``"dark"`` depending on the terminal's background
111
+ (default: ``"light"``).
112
+
113
+ `colorscheme`
114
+ A dictionary mapping token types to (lightbg, darkbg) color names or
115
+ ``None`` (default: ``None`` = use builtin colorscheme).
116
+
117
+ `linenos`
118
+ Set to ``True`` to have line numbers in the output as well
119
+ (default: ``False`` = no line numbers).
120
+ """
121
+ name = 'IRC'
122
+ aliases = ['irc', 'IRC']
123
+ filenames = []
124
+
125
+ def __init__(self, **options):
126
+ Formatter.__init__(self, **options)
127
+ self.darkbg = get_choice_opt(options, 'bg',
128
+ ['light', 'dark'], 'light') == 'dark'
129
+ self.colorscheme = options.get('colorscheme', None) or IRC_COLORS
130
+ self.linenos = options.get('linenos', False)
131
+ self._lineno = 0
132
+
133
+ def _write_lineno(self, outfile):
134
+ self._lineno += 1
135
+ outfile.write("\n%04d: " % self._lineno)
136
+
137
+ def _format_unencoded_with_lineno(self, tokensource, outfile):
138
+ self._write_lineno(outfile)
139
+
140
+ for ttype, value in tokensource:
141
+ if value.endswith("\n"):
142
+ self._write_lineno(outfile)
143
+ value = value[:-1]
144
+ color = self.colorscheme.get(ttype)
145
+ while color is None:
146
+ ttype = ttype[:-1]
147
+ color = self.colorscheme.get(ttype)
148
+ if color:
149
+ color = color[self.darkbg]
150
+ spl = value.split('\n')
151
+ for line in spl[:-1]:
152
+ self._write_lineno(outfile)
153
+ if line:
154
+ outfile.write(ircformat(color, line[:-1]))
155
+ if spl[-1]:
156
+ outfile.write(ircformat(color, spl[-1]))
157
+ else:
158
+ outfile.write(value)
159
+
160
+ outfile.write("\n")
161
+
162
+ def format_unencoded(self, tokensource, outfile):
163
+ if self.linenos:
164
+ self._format_unencoded_with_lineno(tokensource, outfile)
165
+ return
166
+
167
+ for ttype, value in tokensource:
168
+ color = self.colorscheme.get(ttype)
169
+ while color is None:
170
+ ttype = ttype[:-1]
171
+ color = self.colorscheme.get(ttype)
172
+ if color:
173
+ color = color[self.darkbg]
174
+ spl = value.split('\n')
175
+ for line in spl[:-1]:
176
+ if line:
177
+ outfile.write(ircformat(color, line))
178
+ outfile.write('\n')
179
+ if spl[-1]:
180
+ outfile.write(ircformat(color, spl[-1]))
181
+ else:
182
+ outfile.write(value)