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April 18, 2017 04:26
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Snippet to generate tests from numpy for xtensor
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import numpy as np | |
dtype_map = { | |
'bool': 'bool', | |
'float32': 'float', | |
'float64': 'double', | |
'int32': 'int', | |
'int64': 'long', | |
'uint32': 'unsigned int', | |
'uint64': 'unsigned long', | |
'complex64': 'std::complex<float>', | |
'complex128': 'std::complex<double>', | |
} | |
USE_XTENSOR = False | |
def get_xtype(arr): | |
if USE_XTENSOR: | |
s = "xtensor<" + dtype_map[str(arr.dtype)] + ", " + str(arr.ndim) + ">" | |
else: | |
s = "xarray<" + dtype_map[str(arr.dtype)] + ">" | |
return s | |
def get_cpp_initlist(arr, name): | |
s = np.array_str(arr) | |
s = s.replace('[', '{') | |
s = s.replace(']', '}') | |
s = s.replace('j', 'i') | |
s += ';' | |
s = s.replace("\n", "\n" + " " * (len(name) + 3)) | |
s = name + " = " + s | |
return s | |
def make_test(fn, xt_fn, *args): | |
i = 0 | |
names = [] | |
res_str = "" | |
for arg in args: | |
n = PREF + "arg_" + str(i) | |
names.append(n) | |
s = get_cpp_initlist(arg, "xarray<double> " + n) | |
res_str += s + '\n' | |
i += 1 | |
res = fn(*args) | |
xt_fn_str = "auto " + PREF + "res = " + xt_fn + '(' + ', '.join(names) + ');\n' | |
res_str += xt_fn_str | |
if isinstance(res, tuple): | |
i = 0 | |
for el in res: | |
n = get_xtype(el) + " " + PREF + "expected_" + str(i) | |
s = get_cpp_initlist(el, n) + '\n' | |
res_str += s | |
i += 1 | |
else: | |
s = get_xtype(res) + " " + get_cpp_initlist(res, PREF + "expected") + '\n' | |
res_str += s | |
gtest = "EXPECT_TRUE(all(isclose(" + PREF + "res - " + PREF + "expected)));\n" | |
res_str += gtest | |
print(res_str) | |
if __name__ == '__main__': | |
global PREF | |
PREF = "" | |
make_test(np.dot, "xt::dot", np.random.rand(5,), np.random.rand(5)) | |
PREF = "cross" | |
make_test(np.cross, "xt::cross", np.random.rand(2,), np.random.rand(3,)) | |
global USE_XTENSOR | |
USE_XTENSOR = True | |
PREF = "eig_" | |
make_test(np.linalg.eig, "xt::linalg::eig", np.random.rand(5, 5)) |
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