copapy/tests/test_math.py

160 lines
6.8 KiB
Python

from copapy import variable, Target
import pytest
import copapy as cp
import math as ma
import warnings
def test_fine():
a_i = 9
a_f = 2.5
c_i = variable(a_i)
c_f = variable(a_f)
# c_b = variable(True)
ret_test = (c_f ** 2,
c_i ** -1,
c_i ** 2.111,
c_f ** 2.111,
cp.sqrt(c_i),
cp.sqrt(c_f),
cp.sin(c_f),
cp.cos(c_f),
cp.tan(c_f)) # , c_i & 3)
re2_test = (a_f ** 2,
a_i ** -1,
a_i ** 2.111,
a_f ** 2.111,
cp.sqrt(a_i),
cp.sqrt(a_f),
cp.sin(a_f),
cp.cos(a_f),
cp.tan(a_f)) # , a_i & 3)
ret_refe = (a_f ** 2,
a_i ** -1,
a_i ** 2.111,
a_f ** 2.111,
ma.sqrt(a_i),
ma.sqrt(a_f),
ma.sin(a_f),
ma.cos(a_f),
ma.tan(a_f)) # , a_i & 3)
tg = Target()
print('* compile and copy ...')
tg.compile(ret_test)
print('* run and copy ...')
tg.run()
print('* finished')
for test, val2, ref, name in zip(ret_test, re2_test, ret_refe, ('^2', '**-1', 'sqrt_int', 'sqrt_float', 'sin', 'cos', 'tan')):
assert isinstance(test, cp.variable)
val = tg.read_value(test)
print('+', val, ref, type(val), test.dtype)
#for t in (int, float, bool):
# assert isinstance(val, t) == isinstance(ref, t), f"Result type does not match for {val} and {ref}"
assert val == pytest.approx(ref, abs=1e-3), f"Result for {name} does not match: {val} and reference: {ref}" # pyright: ignore[reportUnknownMemberType]
assert val2 == pytest.approx(ref, abs=1e-3), f"Local result for {name} does not match: {val2} and reference: {ref}" # pyright: ignore[reportUnknownMemberType]
def test_trig_precision():
test_vals = [0.0, 0.0001, 0.1, 0.5, 1.0, 1.5, 2.0, 2.5, 3.0, 3.5, 4.0, 4.5, 5.0, 5.5, 6.0, 6.28318530718, 100.0, 1000.0, 100000.0,
-0.0001, -0.1, -0.5, -1.0, -1.5, -2.0, -2.5, -3.0, -3.5, -4.0, -4.5, -5.0, -5.5, -6.0, -6.28318530718, -100.0, -1000.0, -100000.0]
ret_test = [r for v in test_vals for r in (cp.sin(variable(v)), cp.cos(variable(v)), cp.tan(variable(v)))]
ret_refe = [r for v in test_vals for r in (ma.sin(v), ma.cos(v), ma.tan(v))]
tg = Target()
tg.compile(ret_test)
tg.run()
for i, (test, ref) in enumerate(zip(ret_test, ret_refe)):
func_name = ['sin', 'cos', 'tan'][i % 3]
assert isinstance(test, cp.variable)
val = tg.read_value(test)
print(f"+ Result of {func_name}: {val}; reference: {ref}")
assert val == pytest.approx(ref, abs=1e-5), f"Result of {func_name} for input {test_vals[i // 3]} does not match: {val} and reference: {ref}" # pyright: ignore[reportUnknownMemberType]
#if not val == pytest.approx(ref, abs=1e-5): # pyright: ignore[reportUnknownMemberType]
# warnings.warn(f"Result of {func_name} for input {test_vals[i // 3]} does not match: {val} and reference: {ref}", UserWarning)
def test_arcus_trig_precision():
test_vals = [0.0, 0.01, 0.1, 0.5, 0.7, 0.9, 0.95,
-0.01, -0.1, -0.5, -0.7, -0.9, 0.95]
ret_test = [r for v in test_vals for r in (cp.asin(variable(v)),
cp.acos(variable(v)),
cp.atan(variable(v)),
cp.atan2(variable(v), variable(3)),)]
ret_refe = [r for v in test_vals for r in (ma.asin(v),
ma.acos(v),
ma.atan(v),
ma.atan2(v, 3),)]
tg = Target()
tg.compile(ret_test)
tg.run()
for i, (test, ref) in enumerate(zip(ret_test, ret_refe)):
func_name = ['asin', 'acos', 'atan', 'atan2[1]', 'atan2[2]'][i % 5]
assert isinstance(test, cp.variable)
val = tg.read_value(test)
print(f"+ Result of {func_name}: {val}; reference: {ref}")
#assert val == pytest.approx(ref, abs=1e-5), f"Result of {func_name} for input {test_vals[i // 5]} does not match: {val} and reference: {ref}" # pyright: ignore[reportUnknownMemberType]
if not val == pytest.approx(ref, abs=1e-5): # pyright: ignore[reportUnknownMemberType]
warnings.warn(f"Result of {func_name} for input {test_vals[i // 5]} does not match: {val} and reference: {ref}", UserWarning)
def test_sqrt_precision():
test_vals = [0.0, 0.0001, 0.1, 0.5, 1.0, 1.5, 2.0, 2.5, 3.0, 3.5, 4.0, 4.5, 5.0, 5.5, 6.0, 6.28318530718, 100.0, 1000.0, 100000.0]
ret_test = [r for v in test_vals for r in (cp.sqrt(variable(v)),)]
ret_refe = [r for v in test_vals for r in (cp.sqrt(v),)]
tg = Target()
tg.compile(ret_test)
tg.run()
for i, (test, ref) in enumerate(zip(ret_test, ret_refe)):
func_name = 'sqrt'
assert isinstance(test, cp.variable)
val = tg.read_value(test)
print(f"+ Result of {func_name}: {val}; reference: {ref}")
assert val == pytest.approx(ref, rel=1e-5), f"Result of {func_name} for input {test_vals[i]} does not match: {val} and reference: {ref}" # pyright: ignore[reportUnknownMemberType]
#if not val == pytest.approx(ref, abs=1e-5): # pyright: ignore[reportUnknownMemberType]
# warnings.warn(f"Result of {func_name} for input {test_vals[i // 2]} does not match: {val} and reference: {ref}", UserWarning)
def test_log_exp_precision():
test_vals = [0.1, 0.5, 0.9, 0.999, 1.0, 2.5,
-0.1, -0.5, -0.9, -0.999, -1.0, 2.5]
ret_test = [r for v in test_vals for r in (cp.log(variable(abs(v))),
cp.exp(variable(v)))]
ret_refe = [r for v in test_vals for r in (ma.log(abs(v)),
ma.exp(v))]
tg = Target()
tg.compile(ret_test)
tg.run()
for i, (test, ref) in enumerate(zip(ret_test, ret_refe)):
func_name = ['log', 'exp'][i % 2]
assert isinstance(test, cp.variable)
val = tg.read_value(test)
print(f"+ Result of {func_name}: {val}; reference: {ref}")
assert val == pytest.approx(ref, abs=1e-5), f"Result of {func_name} for input {test_vals[i // 2]} does not match: {val} and reference: {ref}" # pyright: ignore[reportUnknownMemberType]
#if not val == pytest.approx(ref, abs=1e-5): # pyright: ignore[reportUnknownMemberType]
# warnings.warn(f"Result of {func_name} for input {test_vals[i // 2]} does not match: {val} and reference: {ref}", UserWarning)
if __name__ == "__main__":
test_fine()
test_sqrt_precision()
test_trig_precision()
test_log_exp_precision()