from mpmath import * def test_interval_identity(): iv.dps = 15 assert mpi(2) == mpi(2, 2) assert mpi(2) != mpi(-2, 2) assert not (mpi(2) != mpi(2, 2)) assert mpi(-1, 1) == mpi(-1, 1) assert str(mpi('0.1')) == "[0.099999999999999991673, 0.10000000000000000555]" assert repr(mpi('0.1')) == "mpi('0.099999999999999992', '0.10000000000000001')" u = mpi(-1, 3) assert -1 in u assert 2 in u assert 3 in u assert -1.1 not in u assert 3.1 not in u assert mpi(-1, 3) in u assert mpi(0, 1) in u assert mpi(-1.1, 2) not in u assert mpi(2.5, 3.1) not in u w = mpi(-inf, inf) assert mpi(-5, 5) in w assert mpi(2, inf) in w assert mpi(0, 2) in mpi(0, 10) assert not (3 in mpi(-inf, 0)) def test_interval_hash(): assert hash(mpi(3)) == hash(3) assert hash(mpi(3.25)) == hash(3.25) assert hash(mpi(3,4)) == hash(mpi(3,4)) assert hash(iv.mpc(3)) == hash(3) assert hash(iv.mpc(3,4)) == hash(3+4j) assert hash(iv.mpc((1,3),(2,4))) == hash(iv.mpc((1,3),(2,4))) def test_interval_arithmetic(): iv.dps = 15 assert mpi(2) + mpi(3,4) == mpi(5,6) assert mpi(1, 2)**2 == mpi(1, 4) assert mpi(1) + mpi(0, 1e-50) == mpi(1, mpf('1.0000000000000002')) x = 1 / (1 / mpi(3)) assert x.a < 3 < x.b x = mpi(2) ** mpi(0.5) iv.dps += 5 sq = iv.sqrt(2) iv.dps -= 5 assert x.a < sq < x.b assert mpi(1) / mpi(1, inf) assert mpi(2, 3) / inf == mpi(0, 0) assert mpi(0) / inf == 0 assert mpi(0) / 0 == mpi(-inf, inf) assert mpi(inf) / 0 == mpi(-inf, inf) assert mpi(0) * inf == mpi(-inf, inf) assert 1 / mpi(2, inf) == mpi(0, 0.5) assert str((mpi(50, 50) * mpi(-10, -10)) / 3) == \ '[-166.66666666666668561, -166.66666666666665719]' assert mpi(0, 4) ** 3 == mpi(0, 64) assert mpi(2,4).mid == 3 iv.dps = 30 a = mpi(iv.pi) iv.dps = 15 b = +a assert b.a < a.a assert b.b > a.b a = mpi(iv.pi) assert a == +a assert abs(mpi(-1,2)) == mpi(0,2) assert abs(mpi(0.5,2)) == mpi(0.5,2) assert abs(mpi(-3,2)) == mpi(0,3) assert abs(mpi(-3,-0.5)) == mpi(0.5,3) assert mpi(0) * mpi(2,3) == mpi(0) assert mpi(2,3) * mpi(0) == mpi(0) assert mpi(1,3).delta == 2 assert mpi(1,2) - mpi(3,4) == mpi(-3,-1) assert mpi(-inf,0) - mpi(0,inf) == mpi(-inf,0) assert mpi(-inf,0) - mpi(-inf,inf) == mpi(-inf,inf) assert mpi(0,inf) - mpi(-inf,1) == mpi(-1,inf) def test_interval_mul(): assert mpi(-1, 0) * inf == mpi(-inf, 0) assert mpi(-1, 0) * -inf == mpi(0, inf) assert mpi(0, 1) * inf == mpi(0, inf) assert mpi(0, 1) * mpi(0, inf) == mpi(0, inf) assert mpi(-1, 1) * inf == mpi(-inf, inf) assert mpi(-1, 1) * mpi(0, inf) == mpi(-inf, inf) assert mpi(-1, 1) * mpi(-inf, inf) == mpi(-inf, inf) assert mpi(-inf, 0) * mpi(0, 1) == mpi(-inf, 0) assert mpi(-inf, 0) * mpi(0, 0) * mpi(-inf, 0) assert mpi(-inf, 0) * mpi(-inf, inf) == mpi(-inf, inf) assert mpi(-5,0)*mpi(-32,28) == mpi(-140,160) assert mpi(2,3) * mpi(-1,2) == mpi(-3,6) # Should be undefined? assert mpi(inf, inf) * 0 == mpi(-inf, inf) assert mpi(-inf, -inf) * 0 == mpi(-inf, inf) assert mpi(0) * mpi(-inf,2) == mpi(-inf,inf) assert mpi(0) * mpi(-2,inf) == mpi(-inf,inf) assert mpi(-2,inf) * mpi(0) == mpi(-inf,inf) assert mpi(-inf,2) * mpi(0) == mpi(-inf,inf) def test_interval_pow(): assert mpi(3)**2 == mpi(9, 9) assert mpi(-3)**2 == mpi(9, 9) assert mpi(-3, 1)**2 == mpi(0, 9) assert mpi(-3, -1)**2 == mpi(1, 9) assert mpi(-3, -1)**3 == mpi(-27, -1) assert mpi(-3, 1)**3 == mpi(-27, 1) assert mpi(-2, 3)**2 == mpi(0, 9) assert mpi(-3, 2)**2 == mpi(0, 9) assert mpi(4) ** -1 == mpi(0.25, 0.25) assert mpi(-4) ** -1 == mpi(-0.25, -0.25) assert mpi(4) ** -2 == mpi(0.0625, 0.0625) assert mpi(-4) ** -2 == mpi(0.0625, 0.0625) assert mpi(0, 1) ** inf == mpi(0, 1) assert mpi(0, 1) ** -inf == mpi(1, inf) assert mpi(0, inf) ** inf == mpi(0, inf) assert mpi(0, inf) ** -inf == mpi(0, inf) assert mpi(1, inf) ** inf == mpi(1, inf) assert mpi(1, inf) ** -inf == mpi(0, 1) assert mpi(2, 3) ** 1 == mpi(2, 3) assert mpi(2, 3) ** 0 == 1 assert mpi(1,3) ** mpi(2) == mpi(1,9) def test_interval_sqrt(): assert mpi(4) ** 0.5 == mpi(2) def test_interval_div(): assert mpi(0.5, 1) / mpi(-1, 0) == mpi(-inf, -0.5) assert mpi(0, 1) / mpi(0, 1) == mpi(0, inf) assert mpi(inf, inf) / mpi(inf, inf) == mpi(0, inf) assert mpi(inf, inf) / mpi(2, inf) == mpi(0, inf) assert mpi(inf, inf) / mpi(2, 2) == mpi(inf, inf) assert mpi(0, inf) / mpi(2, inf) == mpi(0, inf) assert mpi(0, inf) / mpi(2, 2) == mpi(0, inf) assert mpi(2, inf) / mpi(2, 2) == mpi(1, inf) assert mpi(2, inf) / mpi(2, inf) == mpi(0, inf) assert mpi(-4, 8) / mpi(1, inf) == mpi(-4, 8) assert mpi(-4, 8) / mpi(0.5, inf) == mpi(-8, 16) assert mpi(-inf, 8) / mpi(0.5, inf) == mpi(-inf, 16) assert mpi(-inf, inf) / mpi(0.5, inf) == mpi(-inf, inf) assert mpi(8, inf) / mpi(0.5, inf) == mpi(0, inf) assert mpi(-8, inf) / mpi(0.5, inf) == mpi(-16, inf) assert mpi(-4, 8) / mpi(inf, inf) == mpi(0, 0) assert mpi(0, 8) / mpi(inf, inf) == mpi(0, 0) assert mpi(0, 0) / mpi(inf, inf) == mpi(0, 0) assert mpi(-inf, 0) / mpi(inf, inf) == mpi(-inf, 0) assert mpi(-inf, 8) / mpi(inf, inf) == mpi(-inf, 0) assert mpi(-inf, inf) / mpi(inf, inf) == mpi(-inf, inf) assert mpi(-8, inf) / mpi(inf, inf) == mpi(0, inf) assert mpi(0, inf) / mpi(inf, inf) == mpi(0, inf) assert mpi(8, inf) / mpi(inf, inf) == mpi(0, inf) assert mpi(inf, inf) / mpi(inf, inf) == mpi(0, inf) assert mpi(-1, 2) / mpi(0, 1) == mpi(-inf, +inf) assert mpi(0, 1) / mpi(0, 1) == mpi(0.0, +inf) assert mpi(-1, 0) / mpi(0, 1) == mpi(-inf, 0.0) assert mpi(-0.5, -0.25) / mpi(0, 1) == mpi(-inf, -0.25) assert mpi(0.5, 1) / mpi(0, 1) == mpi(0.5, +inf) assert mpi(0.5, 4) / mpi(0, 1) == mpi(0.5, +inf) assert mpi(-1, -0.5) / mpi(0, 1) == mpi(-inf, -0.5) assert mpi(-4, -0.5) / mpi(0, 1) == mpi(-inf, -0.5) assert mpi(-1, 2) / mpi(-2, 0.5) == mpi(-inf, +inf) assert mpi(0, 1) / mpi(-2, 0.5) == mpi(-inf, +inf) assert mpi(-1, 0) / mpi(-2, 0.5) == mpi(-inf, +inf) assert mpi(-0.5, -0.25) / mpi(-2, 0.5) == mpi(-inf, +inf) assert mpi(0.5, 1) / mpi(-2, 0.5) == mpi(-inf, +inf) assert mpi(0.5, 4) / mpi(-2, 0.5) == mpi(-inf, +inf) assert mpi(-1, -0.5) / mpi(-2, 0.5) == mpi(-inf, +inf) assert mpi(-4, -0.5) / mpi(-2, 0.5) == mpi(-inf, +inf) assert mpi(-1, 2) / mpi(-1, 0) == mpi(-inf, +inf) assert mpi(0, 1) / mpi(-1, 0) == mpi(-inf, 0.0) assert mpi(-1, 0) / mpi(-1, 0) == mpi(0.0, +inf) assert mpi(-0.5, -0.25) / mpi(-1, 0) == mpi(0.25, +inf) assert mpi(0.5, 1) / mpi(-1, 0) == mpi(-inf, -0.5) assert mpi(0.5, 4) / mpi(-1, 0) == mpi(-inf, -0.5) assert mpi(-1, -0.5) / mpi(-1, 0) == mpi(0.5, +inf) assert mpi(-4, -0.5) / mpi(-1, 0) == mpi(0.5, +inf) assert mpi(-1, 2) / mpi(0.5, 1) == mpi(-2.0, 4.0) assert mpi(0, 1) / mpi(0.5, 1) == mpi(0.0, 2.0) assert mpi(-1, 0) / mpi(0.5, 1) == mpi(-2.0, 0.0) assert mpi(-0.5, -0.25) / mpi(0.5, 1) == mpi(-1.0, -0.25) assert mpi(0.5, 1) / mpi(0.5, 1) == mpi(0.5, 2.0) assert mpi(0.5, 4) / mpi(0.5, 1) == mpi(0.5, 8.0) assert mpi(-1, -0.5) / mpi(0.5, 1) == mpi(-2.0, -0.5) assert mpi(-4, -0.5) / mpi(0.5, 1) == mpi(-8.0, -0.5) assert mpi(-1, 2) / mpi(-2, -0.5) == mpi(-4.0, 2.0) assert mpi(0, 1) / mpi(-2, -0.5) == mpi(-2.0, 0.0) assert mpi(-1, 0) / mpi(-2, -0.5) == mpi(0.0, 2.0) assert mpi(-0.5, -0.25) / mpi(-2, -0.5) == mpi(0.125, 1.0) assert mpi(0.5, 1) / mpi(-2, -0.5) == mpi(-2.0, -0.25) assert mpi(0.5, 4) / mpi(-2, -0.5) == mpi(-8.0, -0.25) assert mpi(-1, -0.5) / mpi(-2, -0.5) == mpi(0.25, 2.0) assert mpi(-4, -0.5) / mpi(-2, -0.5) == mpi(0.25, 8.0) # Should be undefined? assert mpi(0, 0) / mpi(0, 0) == mpi(-inf, inf) assert mpi(0, 0) / mpi(0, 1) == mpi(-inf, inf) def test_interval_cos_sin(): iv.dps = 15 cos = iv.cos sin = iv.sin tan = iv.tan pi = iv.pi # Around 0 assert cos(mpi(0)) == 1 assert sin(mpi(0)) == 0 assert cos(mpi(0,1)) == mpi(0.54030230586813965399, 1.0) assert sin(mpi(0,1)) == mpi(0, 0.8414709848078966159) assert cos(mpi(1,2)) == mpi(-0.4161468365471424069, 0.54030230586813976501) assert sin(mpi(1,2)) == mpi(0.84147098480789650488, 1.0) assert sin(mpi(1,2.5)) == mpi(0.59847214410395643824, 1.0) assert cos(mpi(-1, 1)) == mpi(0.54030230586813965399, 1.0) assert cos(mpi(-1, 0.5)) == mpi(0.54030230586813965399, 1.0) assert cos(mpi(-1, 1.5)) == mpi(0.070737201667702906405, 1.0) assert sin(mpi(-1,1)) == mpi(-0.8414709848078966159, 0.8414709848078966159) assert sin(mpi(-1,0.5)) == mpi(-0.8414709848078966159, 0.47942553860420300538) assert mpi(-0.8414709848078966159, 1.00000000000000002e-100) in sin(mpi(-1,1e-100)) assert mpi(-2.00000000000000004e-100, 1.00000000000000002e-100) in sin(mpi(-2e-100,1e-100)) # Same interval assert cos(mpi(2, 2.5)) assert cos(mpi(3.5, 4)) == mpi(-0.93645668729079634129, -0.65364362086361182946) assert cos(mpi(5, 5.5)) == mpi(0.28366218546322624627, 0.70866977429126010168) assert mpi(0.59847214410395654927, 0.90929742682568170942) in sin(mpi(2, 2.5)) assert sin(mpi(3.5, 4)) == mpi(-0.75680249530792831347, -0.35078322768961983646) assert sin(mpi(5, 5.5)) == mpi(-0.95892427466313856499, -0.70554032557039181306) # Higher roots iv.dps = 55 w = 4*10**50 + mpi(0.5) for p in [15, 40, 80]: iv.dps = p assert 0 in sin(4*mpi(pi)) assert 0 in sin(4*10**50*mpi(pi)) assert 0 in cos((4+0.5)*mpi(pi)) assert 0 in cos(w*mpi(pi)) assert 1 in cos(4*mpi(pi)) assert 1 in cos(4*10**50*mpi(pi)) iv.dps = 15 assert cos(mpi(2,inf)) == mpi(-1,1) assert sin(mpi(2,inf)) == mpi(-1,1) assert cos(mpi(-inf,2)) == mpi(-1,1) assert sin(mpi(-inf,2)) == mpi(-1,1) u = tan(mpi(0.5,1)) assert mpf(u.a).ae(mp.tan(0.5)) assert mpf(u.b).ae(mp.tan(1)) v = iv.cot(mpi(0.5,1)) assert mpf(v.a).ae(mp.cot(1)) assert mpf(v.b).ae(mp.cot(0.5)) # Sanity check of evaluation at n*pi and (n+1/2)*pi for n in range(-5,7,2): x = iv.cos(n*iv.pi) assert -1 in x assert x >= -1 assert x != -1 x = iv.sin((n+0.5)*iv.pi) assert -1 in x assert x >= -1 assert x != -1 for n in range(-6,8,2): x = iv.cos(n*iv.pi) assert 1 in x assert x <= 1 if n: assert x != 1 x = iv.sin((n+0.5)*iv.pi) assert 1 in x assert x <= 1 assert x != 1 for n in range(-6,7): x = iv.cos((n+0.5)*iv.pi) assert x.a < 0 < x.b x = iv.sin(n*iv.pi) if n: assert x.a < 0 < x.b def test_interval_complex(): # TODO: many more tests iv.dps = 15 mp.dps = 15 assert iv.mpc(2,3) == 2+3j assert iv.mpc(2,3) != 2+4j assert iv.mpc(2,3) != 1+3j assert 1+3j in iv.mpc([1,2],[3,4]) assert 2+5j not in iv.mpc([1,2],[3,4]) assert iv.mpc(1,2) + 1j == 1+3j assert iv.mpc([1,2],[2,3]) + 2+3j == iv.mpc([3,4],[5,6]) assert iv.mpc([2,4],[4,8]) / 2 == iv.mpc([1,2],[2,4]) assert iv.mpc([1,2],[2,4]) * 2j == iv.mpc([-8,-4],[2,4]) assert iv.mpc([2,4],[4,8]) / 2j == iv.mpc([2,4],[-2,-1]) assert iv.exp(2+3j).ae(mp.exp(2+3j)) assert iv.log(2+3j).ae(mp.log(2+3j)) assert (iv.mpc(2,3) ** iv.mpc(0.5,2)).ae(mp.mpc(2,3) ** mp.mpc(0.5,2)) assert 1j in (iv.mpf(-1) ** 0.5) assert 1j in (iv.mpc(-1) ** 0.5) assert abs(iv.mpc(0)) == 0 assert abs(iv.mpc(inf)) == inf assert abs(iv.mpc(3,4)) == 5 assert abs(iv.mpc(4)) == 4 assert abs(iv.mpc(0,4)) == 4 assert abs(iv.mpc(0,[2,3])) == iv.mpf([2,3]) assert abs(iv.mpc(0,[-3,2])) == iv.mpf([0,3]) assert abs(iv.mpc([3,5],[4,12])) == iv.mpf([5,13]) assert abs(iv.mpc([3,5],[-4,12])) == iv.mpf([3,13]) assert iv.mpc(2,3) ** 0 == 1 assert iv.mpc(2,3) ** 1 == (2+3j) assert iv.mpc(2,3) ** 2 == (2+3j)**2 assert iv.mpc(2,3) ** 3 == (2+3j)**3 assert iv.mpc(2,3) ** 4 == (2+3j)**4 assert iv.mpc(2,3) ** 5 == (2+3j)**5 assert iv.mpc(2,2) ** (-1) == (2+2j) ** (-1) assert iv.mpc(2,2) ** (-2) == (2+2j) ** (-2) assert iv.cos(2).ae(mp.cos(2)) assert iv.sin(2).ae(mp.sin(2)) assert iv.cos(2+3j).ae(mp.cos(2+3j)) assert iv.sin(2+3j).ae(mp.sin(2+3j)) def test_interval_complex_arg(): mp.dps = 15 iv.dps = 15 assert iv.arg(3) == 0 assert iv.arg(0) == 0 assert iv.arg([0,3]) == 0 assert iv.arg(-3).ae(pi) assert iv.arg(2+3j).ae(iv.arg(2+3j)) z = iv.mpc([-2,-1],[3,4]) t = iv.arg(z) assert t.a.ae(mp.arg(-1+4j)) assert t.b.ae(mp.arg(-2+3j)) z = iv.mpc([-2,1],[3,4]) t = iv.arg(z) assert t.a.ae(mp.arg(1+3j)) assert t.b.ae(mp.arg(-2+3j)) z = iv.mpc([1,2],[3,4]) t = iv.arg(z) assert t.a.ae(mp.arg(2+3j)) assert t.b.ae(mp.arg(1+4j)) z = iv.mpc([1,2],[-2,3]) t = iv.arg(z) assert t.a.ae(mp.arg(1-2j)) assert t.b.ae(mp.arg(1+3j)) z = iv.mpc([1,2],[-4,-3]) t = iv.arg(z) assert t.a.ae(mp.arg(1-4j)) assert t.b.ae(mp.arg(2-3j)) z = iv.mpc([-1,2],[-4,-3]) t = iv.arg(z) assert t.a.ae(mp.arg(-1-3j)) assert t.b.ae(mp.arg(2-3j)) z = iv.mpc([-2,-1],[-4,-3]) t = iv.arg(z) assert t.a.ae(mp.arg(-2-3j)) assert t.b.ae(mp.arg(-1-4j)) z = iv.mpc([-2,-1],[-3,3]) t = iv.arg(z) assert t.a.ae(-mp.pi) assert t.b.ae(mp.pi) z = iv.mpc([-2,2],[-3,3]) t = iv.arg(z) assert t.a.ae(-mp.pi) assert t.b.ae(mp.pi) def test_interval_ae(): iv.dps = 15 x = iv.mpf([1,2]) assert x.ae(1) is None assert x.ae(1.5) is None assert x.ae(2) is None assert x.ae(2.01) is False assert x.ae(0.99) is False x = iv.mpf(3.5) assert x.ae(3.5) is True assert x.ae(3.5+1e-15) is True assert x.ae(3.5-1e-15) is True assert x.ae(3.501) is False assert x.ae(3.499) is False assert x.ae(iv.mpf([3.5,3.501])) is None assert x.ae(iv.mpf([3.5,4.5+1e-15])) is None def test_interval_nstr(): iv.dps = n = 30 x = mpi(1, 2) # FIXME: error_dps should not be necessary assert iv.nstr(x, n, mode='plusminus', error_dps=6) == '1.5 +- 0.5' assert iv.nstr(x, n, mode='plusminus', use_spaces=False, error_dps=6) == '1.5+-0.5' assert iv.nstr(x, n, mode='percent') == '1.5 (33.33%)' assert iv.nstr(x, n, mode='brackets', use_spaces=False) == '[1.0,2.0]' assert iv.nstr(x, n, mode='brackets' , brackets=('<', '>')) == '<1.0, 2.0>' x = mpi('5.2582327113062393041', '5.2582327113062749951') assert iv.nstr(x, n, mode='diff') == '5.2582327113062[393041, 749951]' assert iv.nstr(iv.cos(mpi(1)), n, mode='diff', use_spaces=False) == '0.54030230586813971740093660744[2955,3053]' assert iv.nstr(mpi('1e123', '1e129'), n, mode='diff') == '[1.0e+123, 1.0e+129]' exp = iv.exp assert iv.nstr(iv.exp(mpi('5000.1')), n, mode='diff') == '3.2797365856787867069110487[0926, 1191]e+2171' iv.dps = 15 def test_mpi_from_str(): iv.dps = 15 assert iv.convert('1.5 +- 0.5') == mpi(mpf('1.0'), mpf('2.0')) assert mpi(1, 2) in iv.convert('1.5 (33.33333333333333333333333333333%)') assert iv.convert('[1, 2]') == mpi(1, 2) assert iv.convert('1[2, 3]') == mpi(12, 13) assert iv.convert('1.[23,46]e-8') == mpi('1.23e-8', '1.46e-8') assert iv.convert('12[3.4,5.9]e4') == mpi('123.4e+4', '125.9e4') def test_interval_gamma(): mp.dps = 15 iv.dps = 15 # TODO: need many more tests assert iv.rgamma(0) == 0 assert iv.fac(0) == 1 assert iv.fac(1) == 1 assert iv.fac(2) == 2 assert iv.fac(3) == 6 assert iv.gamma(0) == [-inf,inf] assert iv.gamma(1) == 1 assert iv.gamma(2) == 1 assert iv.gamma(3) == 2 assert -3.5449077018110320546 in iv.gamma(-0.5) assert iv.loggamma(1) == 0 assert iv.loggamma(2) == 0 assert 0.69314718055994530942 in iv.loggamma(3) # Test tight log-gamma endpoints based on monotonicity xs = [iv.mpc([2,3],[1,4]), iv.mpc([2,3],[-4,-1]), iv.mpc([2,3],[-1,4]), iv.mpc([2,3],[-4,1]), iv.mpc([2,3],[-4,4]), iv.mpc([-3,-2],[2,4]), iv.mpc([-3,-2],[-4,-2])] for x in xs: ys = [mp.loggamma(mp.mpc(x.a,x.c)), mp.loggamma(mp.mpc(x.b,x.c)), mp.loggamma(mp.mpc(x.a,x.d)), mp.loggamma(mp.mpc(x.b,x.d))] if 0 in x.imag: ys += [mp.loggamma(x.a), mp.loggamma(x.b)] min_real = min([y.real for y in ys]) max_real = max([y.real for y in ys]) min_imag = min([y.imag for y in ys]) max_imag = max([y.imag for y in ys]) z = iv.loggamma(x) assert z.a.ae(min_real) assert z.b.ae(max_real) assert z.c.ae(min_imag) assert z.d.ae(max_imag) def test_interval_conversions(): mp.dps = 15 iv.dps = 15 for a, b in ((-0.0, 0), (0.0, 0.5), (1.0, 1), \ ('-inf', 20.5), ('-inf', float(sqrt(2)))): r = mpi(a, b) assert int(r.b) == int(b) assert float(r.a) == float(a) assert float(r.b) == float(b) assert complex(r.a) == complex(a) assert complex(r.b) == complex(b)