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1
+ """
2
+ Computational functions for interval arithmetic.
3
+
4
+ """
5
+
6
+ from .backend import xrange
7
+
8
+ from .libmpf import (
9
+ ComplexResult,
10
+ round_down, round_up, round_floor, round_ceiling, round_nearest,
11
+ prec_to_dps, repr_dps, dps_to_prec,
12
+ bitcount,
13
+ from_float,
14
+ fnan, finf, fninf, fzero, fhalf, fone, fnone,
15
+ mpf_sign, mpf_lt, mpf_le, mpf_gt, mpf_ge, mpf_eq, mpf_cmp,
16
+ mpf_min_max,
17
+ mpf_floor, from_int, to_int, to_str, from_str,
18
+ mpf_abs, mpf_neg, mpf_pos, mpf_add, mpf_sub, mpf_mul, mpf_mul_int,
19
+ mpf_div, mpf_shift, mpf_pow_int,
20
+ from_man_exp, MPZ_ONE)
21
+
22
+ from .libelefun import (
23
+ mpf_log, mpf_exp, mpf_sqrt, mpf_atan, mpf_atan2,
24
+ mpf_pi, mod_pi2, mpf_cos_sin
25
+ )
26
+
27
+ from .gammazeta import mpf_gamma, mpf_rgamma, mpf_loggamma, mpc_loggamma
28
+
29
+ def mpi_str(s, prec):
30
+ sa, sb = s
31
+ dps = prec_to_dps(prec) + 5
32
+ return "[%s, %s]" % (to_str(sa, dps), to_str(sb, dps))
33
+ #dps = prec_to_dps(prec)
34
+ #m = mpi_mid(s, prec)
35
+ #d = mpf_shift(mpi_delta(s, 20), -1)
36
+ #return "%s +/- %s" % (to_str(m, dps), to_str(d, 3))
37
+
38
+ mpi_zero = (fzero, fzero)
39
+ mpi_one = (fone, fone)
40
+
41
+ def mpi_eq(s, t):
42
+ return s == t
43
+
44
+ def mpi_ne(s, t):
45
+ return s != t
46
+
47
+ def mpi_lt(s, t):
48
+ sa, sb = s
49
+ ta, tb = t
50
+ if mpf_lt(sb, ta): return True
51
+ if mpf_ge(sa, tb): return False
52
+ return None
53
+
54
+ def mpi_le(s, t):
55
+ sa, sb = s
56
+ ta, tb = t
57
+ if mpf_le(sb, ta): return True
58
+ if mpf_gt(sa, tb): return False
59
+ return None
60
+
61
+ def mpi_gt(s, t): return mpi_lt(t, s)
62
+ def mpi_ge(s, t): return mpi_le(t, s)
63
+
64
+ def mpi_add(s, t, prec=0):
65
+ sa, sb = s
66
+ ta, tb = t
67
+ a = mpf_add(sa, ta, prec, round_floor)
68
+ b = mpf_add(sb, tb, prec, round_ceiling)
69
+ if a == fnan: a = fninf
70
+ if b == fnan: b = finf
71
+ return a, b
72
+
73
+ def mpi_sub(s, t, prec=0):
74
+ sa, sb = s
75
+ ta, tb = t
76
+ a = mpf_sub(sa, tb, prec, round_floor)
77
+ b = mpf_sub(sb, ta, prec, round_ceiling)
78
+ if a == fnan: a = fninf
79
+ if b == fnan: b = finf
80
+ return a, b
81
+
82
+ def mpi_delta(s, prec):
83
+ sa, sb = s
84
+ return mpf_sub(sb, sa, prec, round_up)
85
+
86
+ def mpi_mid(s, prec):
87
+ sa, sb = s
88
+ return mpf_shift(mpf_add(sa, sb, prec, round_nearest), -1)
89
+
90
+ def mpi_pos(s, prec):
91
+ sa, sb = s
92
+ a = mpf_pos(sa, prec, round_floor)
93
+ b = mpf_pos(sb, prec, round_ceiling)
94
+ return a, b
95
+
96
+ def mpi_neg(s, prec=0):
97
+ sa, sb = s
98
+ a = mpf_neg(sb, prec, round_floor)
99
+ b = mpf_neg(sa, prec, round_ceiling)
100
+ return a, b
101
+
102
+ def mpi_abs(s, prec=0):
103
+ sa, sb = s
104
+ sas = mpf_sign(sa)
105
+ sbs = mpf_sign(sb)
106
+ # Both points nonnegative?
107
+ if sas >= 0:
108
+ a = mpf_pos(sa, prec, round_floor)
109
+ b = mpf_pos(sb, prec, round_ceiling)
110
+ # Upper point nonnegative?
111
+ elif sbs >= 0:
112
+ a = fzero
113
+ negsa = mpf_neg(sa)
114
+ if mpf_lt(negsa, sb):
115
+ b = mpf_pos(sb, prec, round_ceiling)
116
+ else:
117
+ b = mpf_pos(negsa, prec, round_ceiling)
118
+ # Both negative?
119
+ else:
120
+ a = mpf_neg(sb, prec, round_floor)
121
+ b = mpf_neg(sa, prec, round_ceiling)
122
+ return a, b
123
+
124
+ # TODO: optimize
125
+ def mpi_mul_mpf(s, t, prec):
126
+ return mpi_mul(s, (t, t), prec)
127
+
128
+ def mpi_div_mpf(s, t, prec):
129
+ return mpi_div(s, (t, t), prec)
130
+
131
+ def mpi_mul(s, t, prec=0):
132
+ sa, sb = s
133
+ ta, tb = t
134
+ sas = mpf_sign(sa)
135
+ sbs = mpf_sign(sb)
136
+ tas = mpf_sign(ta)
137
+ tbs = mpf_sign(tb)
138
+ if sas == sbs == 0:
139
+ # Should maybe be undefined
140
+ if ta == fninf or tb == finf:
141
+ return fninf, finf
142
+ return fzero, fzero
143
+ if tas == tbs == 0:
144
+ # Should maybe be undefined
145
+ if sa == fninf or sb == finf:
146
+ return fninf, finf
147
+ return fzero, fzero
148
+ if sas >= 0:
149
+ # positive * positive
150
+ if tas >= 0:
151
+ a = mpf_mul(sa, ta, prec, round_floor)
152
+ b = mpf_mul(sb, tb, prec, round_ceiling)
153
+ if a == fnan: a = fzero
154
+ if b == fnan: b = finf
155
+ # positive * negative
156
+ elif tbs <= 0:
157
+ a = mpf_mul(sb, ta, prec, round_floor)
158
+ b = mpf_mul(sa, tb, prec, round_ceiling)
159
+ if a == fnan: a = fninf
160
+ if b == fnan: b = fzero
161
+ # positive * both signs
162
+ else:
163
+ a = mpf_mul(sb, ta, prec, round_floor)
164
+ b = mpf_mul(sb, tb, prec, round_ceiling)
165
+ if a == fnan: a = fninf
166
+ if b == fnan: b = finf
167
+ elif sbs <= 0:
168
+ # negative * positive
169
+ if tas >= 0:
170
+ a = mpf_mul(sa, tb, prec, round_floor)
171
+ b = mpf_mul(sb, ta, prec, round_ceiling)
172
+ if a == fnan: a = fninf
173
+ if b == fnan: b = fzero
174
+ # negative * negative
175
+ elif tbs <= 0:
176
+ a = mpf_mul(sb, tb, prec, round_floor)
177
+ b = mpf_mul(sa, ta, prec, round_ceiling)
178
+ if a == fnan: a = fzero
179
+ if b == fnan: b = finf
180
+ # negative * both signs
181
+ else:
182
+ a = mpf_mul(sa, tb, prec, round_floor)
183
+ b = mpf_mul(sa, ta, prec, round_ceiling)
184
+ if a == fnan: a = fninf
185
+ if b == fnan: b = finf
186
+ else:
187
+ # General case: perform all cross-multiplications and compare
188
+ # Since the multiplications can be done exactly, we need only
189
+ # do 4 (instead of 8: two for each rounding mode)
190
+ cases = [mpf_mul(sa, ta), mpf_mul(sa, tb), mpf_mul(sb, ta), mpf_mul(sb, tb)]
191
+ if fnan in cases:
192
+ a, b = (fninf, finf)
193
+ else:
194
+ a, b = mpf_min_max(cases)
195
+ a = mpf_pos(a, prec, round_floor)
196
+ b = mpf_pos(b, prec, round_ceiling)
197
+ return a, b
198
+
199
+ def mpi_square(s, prec=0):
200
+ sa, sb = s
201
+ if mpf_ge(sa, fzero):
202
+ a = mpf_mul(sa, sa, prec, round_floor)
203
+ b = mpf_mul(sb, sb, prec, round_ceiling)
204
+ elif mpf_le(sb, fzero):
205
+ a = mpf_mul(sb, sb, prec, round_floor)
206
+ b = mpf_mul(sa, sa, prec, round_ceiling)
207
+ else:
208
+ sa = mpf_neg(sa)
209
+ sa, sb = mpf_min_max([sa, sb])
210
+ a = fzero
211
+ b = mpf_mul(sb, sb, prec, round_ceiling)
212
+ return a, b
213
+
214
+ def mpi_div(s, t, prec):
215
+ sa, sb = s
216
+ ta, tb = t
217
+ sas = mpf_sign(sa)
218
+ sbs = mpf_sign(sb)
219
+ tas = mpf_sign(ta)
220
+ tbs = mpf_sign(tb)
221
+ # 0 / X
222
+ if sas == sbs == 0:
223
+ # 0 / <interval containing 0>
224
+ if (tas < 0 and tbs > 0) or (tas == 0 or tbs == 0):
225
+ return fninf, finf
226
+ return fzero, fzero
227
+ # Denominator contains both negative and positive numbers;
228
+ # this should properly be a multi-interval, but the closest
229
+ # match is the entire (extended) real line
230
+ if tas < 0 and tbs > 0:
231
+ return fninf, finf
232
+ # Assume denominator to be nonnegative
233
+ if tas < 0:
234
+ return mpi_div(mpi_neg(s), mpi_neg(t), prec)
235
+ # Division by zero
236
+ # XXX: make sure all results make sense
237
+ if tas == 0:
238
+ # Numerator contains both signs?
239
+ if sas < 0 and sbs > 0:
240
+ return fninf, finf
241
+ if tas == tbs:
242
+ return fninf, finf
243
+ # Numerator positive?
244
+ if sas >= 0:
245
+ a = mpf_div(sa, tb, prec, round_floor)
246
+ b = finf
247
+ if sbs <= 0:
248
+ a = fninf
249
+ b = mpf_div(sb, tb, prec, round_ceiling)
250
+ # Division with positive denominator
251
+ # We still have to handle nans resulting from inf/0 or inf/inf
252
+ else:
253
+ # Nonnegative numerator
254
+ if sas >= 0:
255
+ a = mpf_div(sa, tb, prec, round_floor)
256
+ b = mpf_div(sb, ta, prec, round_ceiling)
257
+ if a == fnan: a = fzero
258
+ if b == fnan: b = finf
259
+ # Nonpositive numerator
260
+ elif sbs <= 0:
261
+ a = mpf_div(sa, ta, prec, round_floor)
262
+ b = mpf_div(sb, tb, prec, round_ceiling)
263
+ if a == fnan: a = fninf
264
+ if b == fnan: b = fzero
265
+ # Numerator contains both signs?
266
+ else:
267
+ a = mpf_div(sa, ta, prec, round_floor)
268
+ b = mpf_div(sb, ta, prec, round_ceiling)
269
+ if a == fnan: a = fninf
270
+ if b == fnan: b = finf
271
+ return a, b
272
+
273
+ def mpi_pi(prec):
274
+ a = mpf_pi(prec, round_floor)
275
+ b = mpf_pi(prec, round_ceiling)
276
+ return a, b
277
+
278
+ def mpi_exp(s, prec):
279
+ sa, sb = s
280
+ # exp is monotonic
281
+ a = mpf_exp(sa, prec, round_floor)
282
+ b = mpf_exp(sb, prec, round_ceiling)
283
+ return a, b
284
+
285
+ def mpi_log(s, prec):
286
+ sa, sb = s
287
+ # log is monotonic
288
+ a = mpf_log(sa, prec, round_floor)
289
+ b = mpf_log(sb, prec, round_ceiling)
290
+ return a, b
291
+
292
+ def mpi_sqrt(s, prec):
293
+ sa, sb = s
294
+ # sqrt is monotonic
295
+ a = mpf_sqrt(sa, prec, round_floor)
296
+ b = mpf_sqrt(sb, prec, round_ceiling)
297
+ return a, b
298
+
299
+ def mpi_atan(s, prec):
300
+ sa, sb = s
301
+ a = mpf_atan(sa, prec, round_floor)
302
+ b = mpf_atan(sb, prec, round_ceiling)
303
+ return a, b
304
+
305
+ def mpi_pow_int(s, n, prec):
306
+ sa, sb = s
307
+ if n < 0:
308
+ return mpi_div((fone, fone), mpi_pow_int(s, -n, prec+20), prec)
309
+ if n == 0:
310
+ return (fone, fone)
311
+ if n == 1:
312
+ return s
313
+ if n == 2:
314
+ return mpi_square(s, prec)
315
+ # Odd -- signs are preserved
316
+ if n & 1:
317
+ a = mpf_pow_int(sa, n, prec, round_floor)
318
+ b = mpf_pow_int(sb, n, prec, round_ceiling)
319
+ # Even -- important to ensure positivity
320
+ else:
321
+ sas = mpf_sign(sa)
322
+ sbs = mpf_sign(sb)
323
+ # Nonnegative?
324
+ if sas >= 0:
325
+ a = mpf_pow_int(sa, n, prec, round_floor)
326
+ b = mpf_pow_int(sb, n, prec, round_ceiling)
327
+ # Nonpositive?
328
+ elif sbs <= 0:
329
+ a = mpf_pow_int(sb, n, prec, round_floor)
330
+ b = mpf_pow_int(sa, n, prec, round_ceiling)
331
+ # Mixed signs?
332
+ else:
333
+ a = fzero
334
+ # max(-a,b)**n
335
+ sa = mpf_neg(sa)
336
+ if mpf_ge(sa, sb):
337
+ b = mpf_pow_int(sa, n, prec, round_ceiling)
338
+ else:
339
+ b = mpf_pow_int(sb, n, prec, round_ceiling)
340
+ return a, b
341
+
342
+ def mpi_pow(s, t, prec):
343
+ ta, tb = t
344
+ if ta == tb and ta not in (finf, fninf):
345
+ if ta == from_int(to_int(ta)):
346
+ return mpi_pow_int(s, to_int(ta), prec)
347
+ if ta == fhalf:
348
+ return mpi_sqrt(s, prec)
349
+ u = mpi_log(s, prec + 20)
350
+ v = mpi_mul(u, t, prec + 20)
351
+ return mpi_exp(v, prec)
352
+
353
+ def MIN(x, y):
354
+ if mpf_le(x, y):
355
+ return x
356
+ return y
357
+
358
+ def MAX(x, y):
359
+ if mpf_ge(x, y):
360
+ return x
361
+ return y
362
+
363
+ def cos_sin_quadrant(x, wp):
364
+ sign, man, exp, bc = x
365
+ if x == fzero:
366
+ return fone, fzero, 0
367
+ # TODO: combine evaluation code to avoid duplicate modulo
368
+ c, s = mpf_cos_sin(x, wp)
369
+ t, n, wp_ = mod_pi2(man, exp, exp+bc, 15)
370
+ if sign:
371
+ n = -1-n
372
+ return c, s, n
373
+
374
+ def mpi_cos_sin(x, prec):
375
+ a, b = x
376
+ if a == b == fzero:
377
+ return (fone, fone), (fzero, fzero)
378
+ # Guaranteed to contain both -1 and 1
379
+ if (finf in x) or (fninf in x):
380
+ return (fnone, fone), (fnone, fone)
381
+ wp = prec + 20
382
+ ca, sa, na = cos_sin_quadrant(a, wp)
383
+ cb, sb, nb = cos_sin_quadrant(b, wp)
384
+ ca, cb = mpf_min_max([ca, cb])
385
+ sa, sb = mpf_min_max([sa, sb])
386
+ # Both functions are monotonic within one quadrant
387
+ if na == nb:
388
+ pass
389
+ # Guaranteed to contain both -1 and 1
390
+ elif nb - na >= 4:
391
+ return (fnone, fone), (fnone, fone)
392
+ else:
393
+ # cos has maximum between a and b
394
+ if na//4 != nb//4:
395
+ cb = fone
396
+ # cos has minimum
397
+ if (na-2)//4 != (nb-2)//4:
398
+ ca = fnone
399
+ # sin has maximum
400
+ if (na-1)//4 != (nb-1)//4:
401
+ sb = fone
402
+ # sin has minimum
403
+ if (na-3)//4 != (nb-3)//4:
404
+ sa = fnone
405
+ # Perturb to force interval rounding
406
+ more = from_man_exp((MPZ_ONE<<wp) + (MPZ_ONE<<10), -wp)
407
+ less = from_man_exp((MPZ_ONE<<wp) - (MPZ_ONE<<10), -wp)
408
+ def finalize(v, rounding):
409
+ if bool(v[0]) == (rounding == round_floor):
410
+ p = more
411
+ else:
412
+ p = less
413
+ v = mpf_mul(v, p, prec, rounding)
414
+ sign, man, exp, bc = v
415
+ if exp+bc >= 1:
416
+ if sign:
417
+ return fnone
418
+ return fone
419
+ return v
420
+ ca = finalize(ca, round_floor)
421
+ cb = finalize(cb, round_ceiling)
422
+ sa = finalize(sa, round_floor)
423
+ sb = finalize(sb, round_ceiling)
424
+ return (ca,cb), (sa,sb)
425
+
426
+ def mpi_cos(x, prec):
427
+ return mpi_cos_sin(x, prec)[0]
428
+
429
+ def mpi_sin(x, prec):
430
+ return mpi_cos_sin(x, prec)[1]
431
+
432
+ def mpi_tan(x, prec):
433
+ cos, sin = mpi_cos_sin(x, prec+20)
434
+ return mpi_div(sin, cos, prec)
435
+
436
+ def mpi_cot(x, prec):
437
+ cos, sin = mpi_cos_sin(x, prec+20)
438
+ return mpi_div(cos, sin, prec)
439
+
440
+ def mpi_from_str_a_b(x, y, percent, prec):
441
+ wp = prec + 20
442
+ xa = from_str(x, wp, round_floor)
443
+ xb = from_str(x, wp, round_ceiling)
444
+ #ya = from_str(y, wp, round_floor)
445
+ y = from_str(y, wp, round_ceiling)
446
+ assert mpf_ge(y, fzero)
447
+ if percent:
448
+ y = mpf_mul(MAX(mpf_abs(xa), mpf_abs(xb)), y, wp, round_ceiling)
449
+ y = mpf_div(y, from_int(100), wp, round_ceiling)
450
+ a = mpf_sub(xa, y, prec, round_floor)
451
+ b = mpf_add(xb, y, prec, round_ceiling)
452
+ return a, b
453
+
454
+ def mpi_from_str(s, prec):
455
+ """
456
+ Parse an interval number given as a string.
457
+
458
+ Allowed forms are
459
+
460
+ "-1.23e-27"
461
+ Any single decimal floating-point literal.
462
+ "a +- b" or "a (b)"
463
+ a is the midpoint of the interval and b is the half-width
464
+ "a +- b%" or "a (b%)"
465
+ a is the midpoint of the interval and the half-width
466
+ is b percent of a (`a \times b / 100`).
467
+ "[a, b]"
468
+ The interval indicated directly.
469
+ "x[y,z]e"
470
+ x are shared digits, y and z are unequal digits, e is the exponent.
471
+
472
+ """
473
+ e = ValueError("Improperly formed interval number '%s'" % s)
474
+ s = s.replace(" ", "")
475
+ wp = prec + 20
476
+ if "+-" in s:
477
+ x, y = s.split("+-")
478
+ return mpi_from_str_a_b(x, y, False, prec)
479
+ # case 2
480
+ elif "(" in s:
481
+ # Don't confuse with a complex number (x,y)
482
+ if s[0] == "(" or ")" not in s:
483
+ raise e
484
+ s = s.replace(")", "")
485
+ percent = False
486
+ if "%" in s:
487
+ if s[-1] != "%":
488
+ raise e
489
+ percent = True
490
+ s = s.replace("%", "")
491
+ x, y = s.split("(")
492
+ return mpi_from_str_a_b(x, y, percent, prec)
493
+ elif "," in s:
494
+ if ('[' not in s) or (']' not in s):
495
+ raise e
496
+ if s[0] == '[':
497
+ # case 3
498
+ s = s.replace("[", "")
499
+ s = s.replace("]", "")
500
+ a, b = s.split(",")
501
+ a = from_str(a, prec, round_floor)
502
+ b = from_str(b, prec, round_ceiling)
503
+ return a, b
504
+ else:
505
+ # case 4
506
+ x, y = s.split('[')
507
+ y, z = y.split(',')
508
+ if 'e' in s:
509
+ z, e = z.split(']')
510
+ else:
511
+ z, e = z.rstrip(']'), ''
512
+ a = from_str(x+y+e, prec, round_floor)
513
+ b = from_str(x+z+e, prec, round_ceiling)
514
+ return a, b
515
+ else:
516
+ a = from_str(s, prec, round_floor)
517
+ b = from_str(s, prec, round_ceiling)
518
+ return a, b
519
+
520
+ def mpi_to_str(x, dps, use_spaces=True, brackets='[]', mode='brackets', error_dps=4, **kwargs):
521
+ """
522
+ Convert a mpi interval to a string.
523
+
524
+ **Arguments**
525
+
526
+ *dps*
527
+ decimal places to use for printing
528
+ *use_spaces*
529
+ use spaces for more readable output, defaults to true
530
+ *brackets*
531
+ pair of strings (or two-character string) giving left and right brackets
532
+ *mode*
533
+ mode of display: 'plusminus', 'percent', 'brackets' (default) or 'diff'
534
+ *error_dps*
535
+ limit the error to *error_dps* digits (mode 'plusminus and 'percent')
536
+
537
+ Additional keyword arguments are forwarded to the mpf-to-string conversion
538
+ for the components of the output.
539
+
540
+ **Examples**
541
+
542
+ >>> from mpmath import mpi, mp
543
+ >>> mp.dps = 30
544
+ >>> x = mpi(1, 2)._mpi_
545
+ >>> mpi_to_str(x, 2, mode='plusminus')
546
+ '1.5 +- 0.5'
547
+ >>> mpi_to_str(x, 2, mode='percent')
548
+ '1.5 (33.33%)'
549
+ >>> mpi_to_str(x, 2, mode='brackets')
550
+ '[1.0, 2.0]'
551
+ >>> mpi_to_str(x, 2, mode='brackets' , brackets=('<', '>'))
552
+ '<1.0, 2.0>'
553
+ >>> x = mpi('5.2582327113062393041', '5.2582327113062749951')._mpi_
554
+ >>> mpi_to_str(x, 15, mode='diff')
555
+ '5.2582327113062[4, 7]'
556
+ >>> mpi_to_str(mpi(0)._mpi_, 2, mode='percent')
557
+ '0.0 (0.0%)'
558
+
559
+ """
560
+ prec = dps_to_prec(dps)
561
+ wp = prec + 20
562
+ a, b = x
563
+ mid = mpi_mid(x, prec)
564
+ delta = mpi_delta(x, prec)
565
+ a_str = to_str(a, dps, **kwargs)
566
+ b_str = to_str(b, dps, **kwargs)
567
+ mid_str = to_str(mid, dps, **kwargs)
568
+ sp = ""
569
+ if use_spaces:
570
+ sp = " "
571
+ br1, br2 = brackets
572
+ if mode == 'plusminus':
573
+ delta_str = to_str(mpf_shift(delta,-1), dps, **kwargs)
574
+ s = mid_str + sp + "+-" + sp + delta_str
575
+ elif mode == 'percent':
576
+ if mid == fzero:
577
+ p = fzero
578
+ else:
579
+ # p = 100 * delta(x) / (2*mid(x))
580
+ p = mpf_mul(delta, from_int(100))
581
+ p = mpf_div(p, mpf_mul(mid, from_int(2)), wp)
582
+ s = mid_str + sp + "(" + to_str(p, error_dps) + "%)"
583
+ elif mode == 'brackets':
584
+ s = br1 + a_str + "," + sp + b_str + br2
585
+ elif mode == 'diff':
586
+ # use more digits if str(x.a) and str(x.b) are equal
587
+ if a_str == b_str:
588
+ a_str = to_str(a, dps+3, **kwargs)
589
+ b_str = to_str(b, dps+3, **kwargs)
590
+ # separate mantissa and exponent
591
+ a = a_str.split('e')
592
+ if len(a) == 1:
593
+ a.append('')
594
+ b = b_str.split('e')
595
+ if len(b) == 1:
596
+ b.append('')
597
+ if a[1] == b[1]:
598
+ if a[0] != b[0]:
599
+ for i in xrange(len(a[0]) + 1):
600
+ if a[0][i] != b[0][i]:
601
+ break
602
+ s = (a[0][:i] + br1 + a[0][i:] + ',' + sp + b[0][i:] + br2
603
+ + 'e'*min(len(a[1]), 1) + a[1])
604
+ else: # no difference
605
+ s = a[0] + br1 + br2 + 'e'*min(len(a[1]), 1) + a[1]
606
+ else:
607
+ s = br1 + 'e'.join(a) + ',' + sp + 'e'.join(b) + br2
608
+ else:
609
+ raise ValueError("'%s' is unknown mode for printing mpi" % mode)
610
+ return s
611
+
612
+ def mpci_add(x, y, prec):
613
+ a, b = x
614
+ c, d = y
615
+ return mpi_add(a, c, prec), mpi_add(b, d, prec)
616
+
617
+ def mpci_sub(x, y, prec):
618
+ a, b = x
619
+ c, d = y
620
+ return mpi_sub(a, c, prec), mpi_sub(b, d, prec)
621
+
622
+ def mpci_neg(x, prec=0):
623
+ a, b = x
624
+ return mpi_neg(a, prec), mpi_neg(b, prec)
625
+
626
+ def mpci_pos(x, prec):
627
+ a, b = x
628
+ return mpi_pos(a, prec), mpi_pos(b, prec)
629
+
630
+ def mpci_mul(x, y, prec):
631
+ # TODO: optimize for real/imag cases
632
+ a, b = x
633
+ c, d = y
634
+ r1 = mpi_mul(a,c)
635
+ r2 = mpi_mul(b,d)
636
+ re = mpi_sub(r1,r2,prec)
637
+ i1 = mpi_mul(a,d)
638
+ i2 = mpi_mul(b,c)
639
+ im = mpi_add(i1,i2,prec)
640
+ return re, im
641
+
642
+ def mpci_div(x, y, prec):
643
+ # TODO: optimize for real/imag cases
644
+ a, b = x
645
+ c, d = y
646
+ wp = prec+20
647
+ m1 = mpi_square(c)
648
+ m2 = mpi_square(d)
649
+ m = mpi_add(m1,m2,wp)
650
+ re = mpi_add(mpi_mul(a,c), mpi_mul(b,d), wp)
651
+ im = mpi_sub(mpi_mul(b,c), mpi_mul(a,d), wp)
652
+ re = mpi_div(re, m, prec)
653
+ im = mpi_div(im, m, prec)
654
+ return re, im
655
+
656
+ def mpci_exp(x, prec):
657
+ a, b = x
658
+ wp = prec+20
659
+ r = mpi_exp(a, wp)
660
+ c, s = mpi_cos_sin(b, wp)
661
+ a = mpi_mul(r, c, prec)
662
+ b = mpi_mul(r, s, prec)
663
+ return a, b
664
+
665
+ def mpi_shift(x, n):
666
+ a, b = x
667
+ return mpf_shift(a,n), mpf_shift(b,n)
668
+
669
+ def mpi_cosh_sinh(x, prec):
670
+ # TODO: accuracy for small x
671
+ wp = prec+20
672
+ e1 = mpi_exp(x, wp)
673
+ e2 = mpi_div(mpi_one, e1, wp)
674
+ c = mpi_add(e1, e2, prec)
675
+ s = mpi_sub(e1, e2, prec)
676
+ c = mpi_shift(c, -1)
677
+ s = mpi_shift(s, -1)
678
+ return c, s
679
+
680
+ def mpci_cos(x, prec):
681
+ a, b = x
682
+ wp = prec+10
683
+ c, s = mpi_cos_sin(a, wp)
684
+ ch, sh = mpi_cosh_sinh(b, wp)
685
+ re = mpi_mul(c, ch, prec)
686
+ im = mpi_mul(s, sh, prec)
687
+ return re, mpi_neg(im)
688
+
689
+ def mpci_sin(x, prec):
690
+ a, b = x
691
+ wp = prec+10
692
+ c, s = mpi_cos_sin(a, wp)
693
+ ch, sh = mpi_cosh_sinh(b, wp)
694
+ re = mpi_mul(s, ch, prec)
695
+ im = mpi_mul(c, sh, prec)
696
+ return re, im
697
+
698
+ def mpci_abs(x, prec):
699
+ a, b = x
700
+ if a == mpi_zero:
701
+ return mpi_abs(b)
702
+ if b == mpi_zero:
703
+ return mpi_abs(a)
704
+ # Important: nonnegative
705
+ a = mpi_square(a)
706
+ b = mpi_square(b)
707
+ t = mpi_add(a, b, prec+20)
708
+ return mpi_sqrt(t, prec)
709
+
710
+ def mpi_atan2(y, x, prec):
711
+ ya, yb = y
712
+ xa, xb = x
713
+ # Constrained to the real line
714
+ if ya == yb == fzero:
715
+ if mpf_ge(xa, fzero):
716
+ return mpi_zero
717
+ return mpi_pi(prec)
718
+ # Right half-plane
719
+ if mpf_ge(xa, fzero):
720
+ if mpf_ge(ya, fzero):
721
+ a = mpf_atan2(ya, xb, prec, round_floor)
722
+ else:
723
+ a = mpf_atan2(ya, xa, prec, round_floor)
724
+ if mpf_ge(yb, fzero):
725
+ b = mpf_atan2(yb, xa, prec, round_ceiling)
726
+ else:
727
+ b = mpf_atan2(yb, xb, prec, round_ceiling)
728
+ # Upper half-plane
729
+ elif mpf_ge(ya, fzero):
730
+ b = mpf_atan2(ya, xa, prec, round_ceiling)
731
+ if mpf_le(xb, fzero):
732
+ a = mpf_atan2(yb, xb, prec, round_floor)
733
+ else:
734
+ a = mpf_atan2(ya, xb, prec, round_floor)
735
+ # Lower half-plane
736
+ elif mpf_le(yb, fzero):
737
+ a = mpf_atan2(yb, xa, prec, round_floor)
738
+ if mpf_le(xb, fzero):
739
+ b = mpf_atan2(ya, xb, prec, round_ceiling)
740
+ else:
741
+ b = mpf_atan2(yb, xb, prec, round_ceiling)
742
+ # Covering the origin
743
+ else:
744
+ b = mpf_pi(prec, round_ceiling)
745
+ a = mpf_neg(b)
746
+ return a, b
747
+
748
+ def mpci_arg(z, prec):
749
+ x, y = z
750
+ return mpi_atan2(y, x, prec)
751
+
752
+ def mpci_log(z, prec):
753
+ x, y = z
754
+ re = mpi_log(mpci_abs(z, prec+20), prec)
755
+ im = mpci_arg(z, prec)
756
+ return re, im
757
+
758
+ def mpci_pow(x, y, prec):
759
+ # TODO: recognize/speed up real cases, integer y
760
+ yre, yim = y
761
+ if yim == mpi_zero:
762
+ ya, yb = yre
763
+ if ya == yb:
764
+ sign, man, exp, bc = yb
765
+ if man and exp >= 0:
766
+ return mpci_pow_int(x, (-1)**sign * int(man<<exp), prec)
767
+ # x^0
768
+ if yb == fzero:
769
+ return mpci_pow_int(x, 0, prec)
770
+ wp = prec+20
771
+ return mpci_exp(mpci_mul(y, mpci_log(x, wp), wp), prec)
772
+
773
+ def mpci_square(x, prec):
774
+ a, b = x
775
+ # (a+bi)^2 = (a^2-b^2) + 2abi
776
+ re = mpi_sub(mpi_square(a), mpi_square(b), prec)
777
+ im = mpi_mul(a, b, prec)
778
+ im = mpi_shift(im, 1)
779
+ return re, im
780
+
781
+ def mpci_pow_int(x, n, prec):
782
+ if n < 0:
783
+ return mpci_div((mpi_one,mpi_zero), mpci_pow_int(x, -n, prec+20), prec)
784
+ if n == 0:
785
+ return mpi_one, mpi_zero
786
+ if n == 1:
787
+ return mpci_pos(x, prec)
788
+ if n == 2:
789
+ return mpci_square(x, prec)
790
+ wp = prec + 20
791
+ result = (mpi_one, mpi_zero)
792
+ while n:
793
+ if n & 1:
794
+ result = mpci_mul(result, x, wp)
795
+ n -= 1
796
+ x = mpci_square(x, wp)
797
+ n >>= 1
798
+ return mpci_pos(result, prec)
799
+
800
+ gamma_min_a = from_float(1.46163214496)
801
+ gamma_min_b = from_float(1.46163214497)
802
+ gamma_min = (gamma_min_a, gamma_min_b)
803
+ gamma_mono_imag_a = from_float(-1.1)
804
+ gamma_mono_imag_b = from_float(1.1)
805
+
806
+ def mpi_overlap(x, y):
807
+ a, b = x
808
+ c, d = y
809
+ if mpf_lt(d, a): return False
810
+ if mpf_gt(c, b): return False
811
+ return True
812
+
813
+ # type = 0 -- gamma
814
+ # type = 1 -- factorial
815
+ # type = 2 -- 1/gamma
816
+ # type = 3 -- log-gamma
817
+
818
+ def mpi_gamma(z, prec, type=0):
819
+ a, b = z
820
+ wp = prec+20
821
+
822
+ if type == 1:
823
+ return mpi_gamma(mpi_add(z, mpi_one, wp), prec, 0)
824
+
825
+ # increasing
826
+ if mpf_gt(a, gamma_min_b):
827
+ if type == 0:
828
+ c = mpf_gamma(a, prec, round_floor)
829
+ d = mpf_gamma(b, prec, round_ceiling)
830
+ elif type == 2:
831
+ c = mpf_rgamma(b, prec, round_floor)
832
+ d = mpf_rgamma(a, prec, round_ceiling)
833
+ elif type == 3:
834
+ c = mpf_loggamma(a, prec, round_floor)
835
+ d = mpf_loggamma(b, prec, round_ceiling)
836
+ # decreasing
837
+ elif mpf_gt(a, fzero) and mpf_lt(b, gamma_min_a):
838
+ if type == 0:
839
+ c = mpf_gamma(b, prec, round_floor)
840
+ d = mpf_gamma(a, prec, round_ceiling)
841
+ elif type == 2:
842
+ c = mpf_rgamma(a, prec, round_floor)
843
+ d = mpf_rgamma(b, prec, round_ceiling)
844
+ elif type == 3:
845
+ c = mpf_loggamma(b, prec, round_floor)
846
+ d = mpf_loggamma(a, prec, round_ceiling)
847
+ else:
848
+ # TODO: reflection formula
849
+ znew = mpi_add(z, mpi_one, wp)
850
+ if type == 0: return mpi_div(mpi_gamma(znew, prec+2, 0), z, prec)
851
+ if type == 2: return mpi_mul(mpi_gamma(znew, prec+2, 2), z, prec)
852
+ if type == 3: return mpi_sub(mpi_gamma(znew, prec+2, 3), mpi_log(z, prec+2), prec)
853
+ return c, d
854
+
855
+ def mpci_gamma(z, prec, type=0):
856
+ (a1,a2), (b1,b2) = z
857
+
858
+ # Real case
859
+ if b1 == b2 == fzero and (type != 3 or mpf_gt(a1,fzero)):
860
+ return mpi_gamma(z, prec, type), mpi_zero
861
+
862
+ # Estimate precision
863
+ wp = prec+20
864
+ if type != 3:
865
+ amag = a2[2]+a2[3]
866
+ bmag = b2[2]+b2[3]
867
+ if a2 != fzero:
868
+ mag = max(amag, bmag)
869
+ else:
870
+ mag = bmag
871
+ an = abs(to_int(a2))
872
+ bn = abs(to_int(b2))
873
+ absn = max(an, bn)
874
+ gamma_size = max(0,absn*mag)
875
+ wp += bitcount(gamma_size)
876
+
877
+ # Assume type != 1
878
+ if type == 1:
879
+ (a1,a2) = mpi_add((a1,a2), mpi_one, wp); z = (a1,a2), (b1,b2)
880
+ type = 0
881
+
882
+ # Avoid non-monotonic region near the negative real axis
883
+ if mpf_lt(a1, gamma_min_b):
884
+ if mpi_overlap((b1,b2), (gamma_mono_imag_a, gamma_mono_imag_b)):
885
+ # TODO: reflection formula
886
+ #if mpf_lt(a2, mpf_shift(fone,-1)):
887
+ # znew = mpci_sub((mpi_one,mpi_zero),z,wp)
888
+ # ...
889
+ # Recurrence:
890
+ # gamma(z) = gamma(z+1)/z
891
+ znew = mpi_add((a1,a2), mpi_one, wp), (b1,b2)
892
+ if type == 0: return mpci_div(mpci_gamma(znew, prec+2, 0), z, prec)
893
+ if type == 2: return mpci_mul(mpci_gamma(znew, prec+2, 2), z, prec)
894
+ if type == 3: return mpci_sub(mpci_gamma(znew, prec+2, 3), mpci_log(z,prec+2), prec)
895
+
896
+ # Use monotonicity (except for a small region close to the
897
+ # origin and near poles)
898
+ # upper half-plane
899
+ if mpf_ge(b1, fzero):
900
+ minre = mpc_loggamma((a1,b2), wp, round_floor)
901
+ maxre = mpc_loggamma((a2,b1), wp, round_ceiling)
902
+ minim = mpc_loggamma((a1,b1), wp, round_floor)
903
+ maxim = mpc_loggamma((a2,b2), wp, round_ceiling)
904
+ # lower half-plane
905
+ elif mpf_le(b2, fzero):
906
+ minre = mpc_loggamma((a1,b1), wp, round_floor)
907
+ maxre = mpc_loggamma((a2,b2), wp, round_ceiling)
908
+ minim = mpc_loggamma((a2,b1), wp, round_floor)
909
+ maxim = mpc_loggamma((a1,b2), wp, round_ceiling)
910
+ # crosses real axis
911
+ else:
912
+ maxre = mpc_loggamma((a2,fzero), wp, round_ceiling)
913
+ # stretches more into the lower half-plane
914
+ if mpf_gt(mpf_neg(b1), b2):
915
+ minre = mpc_loggamma((a1,b1), wp, round_ceiling)
916
+ else:
917
+ minre = mpc_loggamma((a1,b2), wp, round_ceiling)
918
+ minim = mpc_loggamma((a2,b1), wp, round_floor)
919
+ maxim = mpc_loggamma((a2,b2), wp, round_floor)
920
+
921
+ w = (minre[0], maxre[0]), (minim[1], maxim[1])
922
+ if type == 3:
923
+ return mpi_pos(w[0], prec), mpi_pos(w[1], prec)
924
+ if type == 2:
925
+ w = mpci_neg(w)
926
+ return mpci_exp(w, prec)
927
+
928
+ def mpi_loggamma(z, prec): return mpi_gamma(z, prec, type=3)
929
+ def mpci_loggamma(z, prec): return mpci_gamma(z, prec, type=3)
930
+
931
+ def mpi_rgamma(z, prec): return mpi_gamma(z, prec, type=2)
932
+ def mpci_rgamma(z, prec): return mpci_gamma(z, prec, type=2)
933
+
934
+ def mpi_factorial(z, prec): return mpi_gamma(z, prec, type=1)
935
+ def mpci_factorial(z, prec): return mpci_gamma(z, prec, type=1)