ai-content-maker/.venv/Lib/site-packages/numpy/f2py/tests/test_symbolic.py

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2024-05-03 04:18:51 +03:00
import pytest
from numpy.f2py.symbolic import (
Expr,
Op,
ArithOp,
Language,
as_symbol,
as_number,
as_string,
as_array,
as_complex,
as_terms,
as_factors,
eliminate_quotes,
insert_quotes,
fromstring,
as_expr,
as_apply,
as_numer_denom,
as_ternary,
as_ref,
as_deref,
normalize,
as_eq,
as_ne,
as_lt,
as_gt,
as_le,
as_ge,
)
from . import util
class TestSymbolic(util.F2PyTest):
def test_eliminate_quotes(self):
def worker(s):
r, d = eliminate_quotes(s)
s1 = insert_quotes(r, d)
assert s1 == s
for kind in ["", "mykind_"]:
worker(kind + '"1234" // "ABCD"')
worker(kind + '"1234" // ' + kind + '"ABCD"')
worker(kind + "\"1234\" // 'ABCD'")
worker(kind + '"1234" // ' + kind + "'ABCD'")
worker(kind + '"1\\"2\'AB\'34"')
worker("a = " + kind + "'1\\'2\"AB\"34'")
def test_sanity(self):
x = as_symbol("x")
y = as_symbol("y")
z = as_symbol("z")
assert x.op == Op.SYMBOL
assert repr(x) == "Expr(Op.SYMBOL, 'x')"
assert x == x
assert x != y
assert hash(x) is not None
n = as_number(123)
m = as_number(456)
assert n.op == Op.INTEGER
assert repr(n) == "Expr(Op.INTEGER, (123, 4))"
assert n == n
assert n != m
assert hash(n) is not None
fn = as_number(12.3)
fm = as_number(45.6)
assert fn.op == Op.REAL
assert repr(fn) == "Expr(Op.REAL, (12.3, 4))"
assert fn == fn
assert fn != fm
assert hash(fn) is not None
c = as_complex(1, 2)
c2 = as_complex(3, 4)
assert c.op == Op.COMPLEX
assert repr(c) == ("Expr(Op.COMPLEX, (Expr(Op.INTEGER, (1, 4)),"
" Expr(Op.INTEGER, (2, 4))))")
assert c == c
assert c != c2
assert hash(c) is not None
s = as_string("'123'")
s2 = as_string('"ABC"')
assert s.op == Op.STRING
assert repr(s) == "Expr(Op.STRING, (\"'123'\", 1))", repr(s)
assert s == s
assert s != s2
a = as_array((n, m))
b = as_array((n, ))
assert a.op == Op.ARRAY
assert repr(a) == ("Expr(Op.ARRAY, (Expr(Op.INTEGER, (123, 4)),"
" Expr(Op.INTEGER, (456, 4))))")
assert a == a
assert a != b
t = as_terms(x)
u = as_terms(y)
assert t.op == Op.TERMS
assert repr(t) == "Expr(Op.TERMS, {Expr(Op.SYMBOL, 'x'): 1})"
assert t == t
assert t != u
assert hash(t) is not None
v = as_factors(x)
w = as_factors(y)
assert v.op == Op.FACTORS
assert repr(v) == "Expr(Op.FACTORS, {Expr(Op.SYMBOL, 'x'): 1})"
assert v == v
assert w != v
assert hash(v) is not None
t = as_ternary(x, y, z)
u = as_ternary(x, z, y)
assert t.op == Op.TERNARY
assert t == t
assert t != u
assert hash(t) is not None
e = as_eq(x, y)
f = as_lt(x, y)
assert e.op == Op.RELATIONAL
assert e == e
assert e != f
assert hash(e) is not None
def test_tostring_fortran(self):
x = as_symbol("x")
y = as_symbol("y")
z = as_symbol("z")
n = as_number(123)
m = as_number(456)
a = as_array((n, m))
c = as_complex(n, m)
assert str(x) == "x"
assert str(n) == "123"
assert str(a) == "[123, 456]"
assert str(c) == "(123, 456)"
assert str(Expr(Op.TERMS, {x: 1})) == "x"
assert str(Expr(Op.TERMS, {x: 2})) == "2 * x"
assert str(Expr(Op.TERMS, {x: -1})) == "-x"
assert str(Expr(Op.TERMS, {x: -2})) == "-2 * x"
assert str(Expr(Op.TERMS, {x: 1, y: 1})) == "x + y"
assert str(Expr(Op.TERMS, {x: -1, y: -1})) == "-x - y"
assert str(Expr(Op.TERMS, {x: 2, y: 3})) == "2 * x + 3 * y"
assert str(Expr(Op.TERMS, {x: -2, y: 3})) == "-2 * x + 3 * y"
assert str(Expr(Op.TERMS, {x: 2, y: -3})) == "2 * x - 3 * y"
assert str(Expr(Op.FACTORS, {x: 1})) == "x"
assert str(Expr(Op.FACTORS, {x: 2})) == "x ** 2"
assert str(Expr(Op.FACTORS, {x: -1})) == "x ** -1"
assert str(Expr(Op.FACTORS, {x: -2})) == "x ** -2"
assert str(Expr(Op.FACTORS, {x: 1, y: 1})) == "x * y"
assert str(Expr(Op.FACTORS, {x: 2, y: 3})) == "x ** 2 * y ** 3"
v = Expr(Op.FACTORS, {x: 2, Expr(Op.TERMS, {x: 1, y: 1}): 3})
assert str(v) == "x ** 2 * (x + y) ** 3", str(v)
v = Expr(Op.FACTORS, {x: 2, Expr(Op.FACTORS, {x: 1, y: 1}): 3})
assert str(v) == "x ** 2 * (x * y) ** 3", str(v)
assert str(Expr(Op.APPLY, ("f", (), {}))) == "f()"
assert str(Expr(Op.APPLY, ("f", (x, ), {}))) == "f(x)"
assert str(Expr(Op.APPLY, ("f", (x, y), {}))) == "f(x, y)"
assert str(Expr(Op.INDEXING, ("f", x))) == "f[x]"
assert str(as_ternary(x, y, z)) == "merge(y, z, x)"
assert str(as_eq(x, y)) == "x .eq. y"
assert str(as_ne(x, y)) == "x .ne. y"
assert str(as_lt(x, y)) == "x .lt. y"
assert str(as_le(x, y)) == "x .le. y"
assert str(as_gt(x, y)) == "x .gt. y"
assert str(as_ge(x, y)) == "x .ge. y"
def test_tostring_c(self):
language = Language.C
x = as_symbol("x")
y = as_symbol("y")
z = as_symbol("z")
n = as_number(123)
assert Expr(Op.FACTORS, {x: 2}).tostring(language=language) == "x * x"
assert (Expr(Op.FACTORS, {
x + y: 2
}).tostring(language=language) == "(x + y) * (x + y)")
assert Expr(Op.FACTORS, {
x: 12
}).tostring(language=language) == "pow(x, 12)"
assert as_apply(ArithOp.DIV, x,
y).tostring(language=language) == "x / y"
assert (as_apply(ArithOp.DIV, x,
x + y).tostring(language=language) == "x / (x + y)")
assert (as_apply(ArithOp.DIV, x - y, x +
y).tostring(language=language) == "(x - y) / (x + y)")
assert (x + (x - y) / (x + y) +
n).tostring(language=language) == "123 + x + (x - y) / (x + y)"
assert as_ternary(x, y, z).tostring(language=language) == "(x?y:z)"
assert as_eq(x, y).tostring(language=language) == "x == y"
assert as_ne(x, y).tostring(language=language) == "x != y"
assert as_lt(x, y).tostring(language=language) == "x < y"
assert as_le(x, y).tostring(language=language) == "x <= y"
assert as_gt(x, y).tostring(language=language) == "x > y"
assert as_ge(x, y).tostring(language=language) == "x >= y"
def test_operations(self):
x = as_symbol("x")
y = as_symbol("y")
z = as_symbol("z")
assert x + x == Expr(Op.TERMS, {x: 2})
assert x - x == Expr(Op.INTEGER, (0, 4))
assert x + y == Expr(Op.TERMS, {x: 1, y: 1})
assert x - y == Expr(Op.TERMS, {x: 1, y: -1})
assert x * x == Expr(Op.FACTORS, {x: 2})
assert x * y == Expr(Op.FACTORS, {x: 1, y: 1})
assert +x == x
assert -x == Expr(Op.TERMS, {x: -1}), repr(-x)
assert 2 * x == Expr(Op.TERMS, {x: 2})
assert 2 + x == Expr(Op.TERMS, {x: 1, as_number(1): 2})
assert 2 * x + 3 * y == Expr(Op.TERMS, {x: 2, y: 3})
assert (x + y) * 2 == Expr(Op.TERMS, {x: 2, y: 2})
assert x**2 == Expr(Op.FACTORS, {x: 2})
assert (x + y)**2 == Expr(
Op.TERMS,
{
Expr(Op.FACTORS, {x: 2}): 1,
Expr(Op.FACTORS, {y: 2}): 1,
Expr(Op.FACTORS, {
x: 1,
y: 1
}): 2,
},
)
assert (x + y) * x == x**2 + x * y
assert (x + y)**2 == x**2 + 2 * x * y + y**2
assert (x + y)**2 + (x - y)**2 == 2 * x**2 + 2 * y**2
assert (x + y) * z == x * z + y * z
assert z * (x + y) == x * z + y * z
assert (x / 2) == as_apply(ArithOp.DIV, x, as_number(2))
assert (2 * x / 2) == x
assert (3 * x / 2) == as_apply(ArithOp.DIV, 3 * x, as_number(2))
assert (4 * x / 2) == 2 * x
assert (5 * x / 2) == as_apply(ArithOp.DIV, 5 * x, as_number(2))
assert (6 * x / 2) == 3 * x
assert ((3 * 5) * x / 6) == as_apply(ArithOp.DIV, 5 * x, as_number(2))
assert (30 * x**2 * y**4 / (24 * x**3 * y**3)) == as_apply(
ArithOp.DIV, 5 * y, 4 * x)
assert ((15 * x / 6) / 5) == as_apply(ArithOp.DIV, x,
as_number(2)), (15 * x / 6) / 5
assert (x / (5 / x)) == as_apply(ArithOp.DIV, x**2, as_number(5))
assert (x / 2.0) == Expr(Op.TERMS, {x: 0.5})
s = as_string('"ABC"')
t = as_string('"123"')
assert s // t == Expr(Op.STRING, ('"ABC123"', 1))
assert s // x == Expr(Op.CONCAT, (s, x))
assert x // s == Expr(Op.CONCAT, (x, s))
c = as_complex(1.0, 2.0)
assert -c == as_complex(-1.0, -2.0)
assert c + c == as_expr((1 + 2j) * 2)
assert c * c == as_expr((1 + 2j)**2)
def test_substitute(self):
x = as_symbol("x")
y = as_symbol("y")
z = as_symbol("z")
a = as_array((x, y))
assert x.substitute({x: y}) == y
assert (x + y).substitute({x: z}) == y + z
assert (x * y).substitute({x: z}) == y * z
assert (x**4).substitute({x: z}) == z**4
assert (x / y).substitute({x: z}) == z / y
assert x.substitute({x: y + z}) == y + z
assert a.substitute({x: y + z}) == as_array((y + z, y))
assert as_ternary(x, y,
z).substitute({x: y + z}) == as_ternary(y + z, y, z)
assert as_eq(x, y).substitute({x: y + z}) == as_eq(y + z, y)
def test_fromstring(self):
x = as_symbol("x")
y = as_symbol("y")
z = as_symbol("z")
f = as_symbol("f")
s = as_string('"ABC"')
t = as_string('"123"')
a = as_array((x, y))
assert fromstring("x") == x
assert fromstring("+ x") == x
assert fromstring("- x") == -x
assert fromstring("x + y") == x + y
assert fromstring("x + 1") == x + 1
assert fromstring("x * y") == x * y
assert fromstring("x * 2") == x * 2
assert fromstring("x / y") == x / y
assert fromstring("x ** 2", language=Language.Python) == x**2
assert fromstring("x ** 2 ** 3", language=Language.Python) == x**2**3
assert fromstring("(x + y) * z") == (x + y) * z
assert fromstring("f(x)") == f(x)
assert fromstring("f(x,y)") == f(x, y)
assert fromstring("f[x]") == f[x]
assert fromstring("f[x][y]") == f[x][y]
assert fromstring('"ABC"') == s
assert (normalize(
fromstring('"ABC" // "123" ',
language=Language.Fortran)) == s // t)
assert fromstring('f("ABC")') == f(s)
assert fromstring('MYSTRKIND_"ABC"') == as_string('"ABC"', "MYSTRKIND")
assert fromstring("(/x, y/)") == a, fromstring("(/x, y/)")
assert fromstring("f((/x, y/))") == f(a)
assert fromstring("(/(x+y)*z/)") == as_array(((x + y) * z, ))
assert fromstring("123") == as_number(123)
assert fromstring("123_2") == as_number(123, 2)
assert fromstring("123_myintkind") == as_number(123, "myintkind")
assert fromstring("123.0") == as_number(123.0, 4)
assert fromstring("123.0_4") == as_number(123.0, 4)
assert fromstring("123.0_8") == as_number(123.0, 8)
assert fromstring("123.0e0") == as_number(123.0, 4)
assert fromstring("123.0d0") == as_number(123.0, 8)
assert fromstring("123d0") == as_number(123.0, 8)
assert fromstring("123e-0") == as_number(123.0, 4)
assert fromstring("123d+0") == as_number(123.0, 8)
assert fromstring("123.0_myrealkind") == as_number(123.0, "myrealkind")
assert fromstring("3E4") == as_number(30000.0, 4)
assert fromstring("(1, 2)") == as_complex(1, 2)
assert fromstring("(1e2, PI)") == as_complex(as_number(100.0),
as_symbol("PI"))
assert fromstring("[1, 2]") == as_array((as_number(1), as_number(2)))
assert fromstring("POINT(x, y=1)") == as_apply(as_symbol("POINT"),
x,
y=as_number(1))
assert fromstring(
'PERSON(name="John", age=50, shape=(/34, 23/))') == as_apply(
as_symbol("PERSON"),
name=as_string('"John"'),
age=as_number(50),
shape=as_array((as_number(34), as_number(23))),
)
assert fromstring("x?y:z") == as_ternary(x, y, z)
assert fromstring("*x") == as_deref(x)
assert fromstring("**x") == as_deref(as_deref(x))
assert fromstring("&x") == as_ref(x)
assert fromstring("(*x) * (*y)") == as_deref(x) * as_deref(y)
assert fromstring("(*x) * *y") == as_deref(x) * as_deref(y)
assert fromstring("*x * *y") == as_deref(x) * as_deref(y)
assert fromstring("*x**y") == as_deref(x) * as_deref(y)
assert fromstring("x == y") == as_eq(x, y)
assert fromstring("x != y") == as_ne(x, y)
assert fromstring("x < y") == as_lt(x, y)
assert fromstring("x > y") == as_gt(x, y)
assert fromstring("x <= y") == as_le(x, y)
assert fromstring("x >= y") == as_ge(x, y)
assert fromstring("x .eq. y", language=Language.Fortran) == as_eq(x, y)
assert fromstring("x .ne. y", language=Language.Fortran) == as_ne(x, y)
assert fromstring("x .lt. y", language=Language.Fortran) == as_lt(x, y)
assert fromstring("x .gt. y", language=Language.Fortran) == as_gt(x, y)
assert fromstring("x .le. y", language=Language.Fortran) == as_le(x, y)
assert fromstring("x .ge. y", language=Language.Fortran) == as_ge(x, y)
def test_traverse(self):
x = as_symbol("x")
y = as_symbol("y")
z = as_symbol("z")
f = as_symbol("f")
# Use traverse to substitute a symbol
def replace_visit(s, r=z):
if s == x:
return r
assert x.traverse(replace_visit) == z
assert y.traverse(replace_visit) == y
assert z.traverse(replace_visit) == z
assert (f(y)).traverse(replace_visit) == f(y)
assert (f(x)).traverse(replace_visit) == f(z)
assert (f[y]).traverse(replace_visit) == f[y]
assert (f[z]).traverse(replace_visit) == f[z]
assert (x + y + z).traverse(replace_visit) == (2 * z + y)
assert (x +
f(y, x - z)).traverse(replace_visit) == (z +
f(y, as_number(0)))
assert as_eq(x, y).traverse(replace_visit) == as_eq(z, y)
# Use traverse to collect symbols, method 1
function_symbols = set()
symbols = set()
def collect_symbols(s):
if s.op is Op.APPLY:
oper = s.data[0]
function_symbols.add(oper)
if oper in symbols:
symbols.remove(oper)
elif s.op is Op.SYMBOL and s not in function_symbols:
symbols.add(s)
(x + f(y, x - z)).traverse(collect_symbols)
assert function_symbols == {f}
assert symbols == {x, y, z}
# Use traverse to collect symbols, method 2
def collect_symbols2(expr, symbols):
if expr.op is Op.SYMBOL:
symbols.add(expr)
symbols = set()
(x + f(y, x - z)).traverse(collect_symbols2, symbols)
assert symbols == {x, y, z, f}
# Use traverse to partially collect symbols
def collect_symbols3(expr, symbols):
if expr.op is Op.APPLY:
# skip traversing function calls
return expr
if expr.op is Op.SYMBOL:
symbols.add(expr)
symbols = set()
(x + f(y, x - z)).traverse(collect_symbols3, symbols)
assert symbols == {x}
def test_linear_solve(self):
x = as_symbol("x")
y = as_symbol("y")
z = as_symbol("z")
assert x.linear_solve(x) == (as_number(1), as_number(0))
assert (x + 1).linear_solve(x) == (as_number(1), as_number(1))
assert (2 * x).linear_solve(x) == (as_number(2), as_number(0))
assert (2 * x + 3).linear_solve(x) == (as_number(2), as_number(3))
assert as_number(3).linear_solve(x) == (as_number(0), as_number(3))
assert y.linear_solve(x) == (as_number(0), y)
assert (y * z).linear_solve(x) == (as_number(0), y * z)
assert (x + y).linear_solve(x) == (as_number(1), y)
assert (z * x + y).linear_solve(x) == (z, y)
assert ((z + y) * x + y).linear_solve(x) == (z + y, y)
assert (z * y * x + y).linear_solve(x) == (z * y, y)
pytest.raises(RuntimeError, lambda: (x * x).linear_solve(x))
def test_as_numer_denom(self):
x = as_symbol("x")
y = as_symbol("y")
n = as_number(123)
assert as_numer_denom(x) == (x, as_number(1))
assert as_numer_denom(x / n) == (x, n)
assert as_numer_denom(n / x) == (n, x)
assert as_numer_denom(x / y) == (x, y)
assert as_numer_denom(x * y) == (x * y, as_number(1))
assert as_numer_denom(n + x / y) == (x + n * y, y)
assert as_numer_denom(n + x / (y - x / n)) == (y * n**2, y * n - x)
def test_polynomial_atoms(self):
x = as_symbol("x")
y = as_symbol("y")
n = as_number(123)
assert x.polynomial_atoms() == {x}
assert n.polynomial_atoms() == set()
assert (y[x]).polynomial_atoms() == {y[x]}
assert (y(x)).polynomial_atoms() == {y(x)}
assert (y(x) + x).polynomial_atoms() == {y(x), x}
assert (y(x) * x[y]).polynomial_atoms() == {y(x), x[y]}
assert (y(x)**x).polynomial_atoms() == {y(x)}