def pipeline_arithm_ops_cpu(source):
data = fn.external_source(source=source, layout="HWC")
processed = (data * 2,
data + 2,
data - 2,
data / 2,
data // 2,
data ** 2,
data == 2,
data != 2,
data < 2,
data <= 2,
data > 2,
data >= 2,
data & 2,
data | 2,
data ^ 2,
dmath.abs(data),
dmath.fabs(data),
dmath.floor(data),
dmath.ceil(data),
dmath.pow(data, 2),
dmath.fpow(data, 1.5),
dmath.min(data, 2),
dmath.max(data, 50),
dmath.clamp(data, 10, 50),
dmath.sqrt(data),
dmath.rsqrt(data),
dmath.cbrt(data),
dmath.exp(data),
dmath.exp(data),
dmath.log(data),
dmath.log2(data),
dmath.log10(data),
dmath.sin(data),
dmath.cos(data),
dmath.tan(data),
dmath.asin(data),
dmath.acos(data),
dmath.atan(data),
dmath.atan2(data, 3),
dmath.sinh(data),
dmath.cosh(data),
dmath.tanh(data),
dmath.asinh(data),
dmath.acosh(data),
dmath.atanh(data))
return processed
def test_arithm_ops_cpu():
pipe = Pipeline(batch_size=batch_size, num_threads=4, device_id=None)
data = fn.external_source(source=get_data, layout="HWC")
processed = [
data * 2, data + 2, data - 2, data / 2, data // 2, data**2, data == 2,
data != 2, data < 2, data <= 2, data > 2, data >= 2, data & 2,
data | 2, data ^ 2,
dmath.abs(data),
dmath.fabs(data),
dmath.floor(data),
dmath.ceil(data),
dmath.pow(data, 2),
dmath.fpow(data, 1.5),
dmath.min(data, 2),
dmath.max(data, 50),
dmath.clamp(data, 10, 50),
dmath.sqrt(data),
dmath.rsqrt(data),
dmath.cbrt(data),
dmath.exp(data),
dmath.exp(data),
dmath.log(data),
dmath.log2(data),
dmath.log10(data),
dmath.sin(data),
dmath.cos(data),
dmath.tan(data),
dmath.asin(data),
dmath.acos(data),
dmath.atan(data),
dmath.atan2(data, 3),
dmath.sinh(data),
dmath.cosh(data),
dmath.tanh(data),
dmath.asinh(data),
dmath.acosh(data),
dmath.atanh(data)
]
pipe.set_outputs(*processed)
pipe.build()
for _ in range(3):
pipe.run()
def one_range(*types):
return [(-2, 2) if np.issubdtype(t, np.integer) else (-1.5, 1.5) for t in types]
# Limit the range so we do not end with comparing just the infinities in results.
def limited_range(*types):
return [(-30, 30) for _ in types]
def pow_range(*_):
return [(-15, 15), (-4, 4)]
def default_range(*types):
return [None for _ in types]
math_function_operations = [
((lambda x: math.sqrt(x)), (lambda x: np.sqrt(x)), "sqrt", pos_range, 1e-6),
((lambda x: math.rsqrt(x)), (lambda x: 1.0 / np.sqrt(x)), "rsqrt", pos_range, 1e-5),
((lambda x: math.cbrt(x)), (lambda x: np.cbrt(x)), "cbrt", default_range, 1e-6),
((lambda x: math.exp(x)), (lambda x: np.exp(x)), "exp", limited_range, 1e-6),
((lambda x: math.log(x)), (lambda x: np.log(x)), "log", pos_range, 1e-6),
((lambda x: math.log2(x)), (lambda x: np.log2(x)), "log2", pos_range, 1e-6),
((lambda x: math.log10(x)), (lambda x: np.log10(x)), "log10", pos_range, 1e-6),
((lambda x: math.fabs(x)), (lambda x: np.fabs(x)), "fabs", default_range, 1e-6),
((lambda x: math.floor(x)), (lambda x: np.floor(x)), "floor", default_range, 1e-6),
((lambda x: math.ceil(x)), (lambda x: np.ceil(x)), "ceil", default_range, 1e-6),
((lambda x: math.sin(x)), (lambda x: np.sin(x)), "sin", default_range, 1e-6),
((lambda x: math.cos(x)), (lambda x: np.cos(x)), "cos", default_range, 1e-6),
((lambda x: math.tan(x)), (lambda x: np.tan(x)), "tan", default_range, 1e-6),
((lambda x: math.asin(x)), (lambda x: np.arcsin(x)), "asin", one_range, 1e-6),
((lambda x: math.acos(x)), (lambda x: np.arccos(x)), "acos", one_range, 1e-6),
((lambda x: math.atan(x)), (lambda x: np.arctan(x)), "atan", default_range, 1e-6),
((lambda x: math.sinh(x)), (lambda x: np.sinh(x)), "sinh", default_range, 1e-6),
# Limit the range so we do not end with comparing just the infinities in results.
return [(-30, 30) for _ in types]
def pow_range(*_):
return [(-15, 15), (-4, 4)]
def default_range(*types):
return [None for _ in types]
math_function_operations = [
((lambda x: math.sqrt(x)), (lambda x: np.sqrt(x)), "sqrt", pos_range,
1e-6),
((lambda x: math.rsqrt(x)), (lambda x: 1.0 / np.sqrt(x)), "rsqrt",
pos_range, 1e-5),
((lambda x: math.cbrt(x)), (lambda x: np.cbrt(x)), "cbrt", default_range,
1e-6),
((lambda x: math.exp(x)), (lambda x: np.exp(x)), "exp", limited_range,
1e-6),
((lambda x: math.log(x)), (lambda x: np.log(x)), "log", pos_range, 1e-6),
((lambda x: math.log2(x)), (lambda x: np.log2(x)), "log2", pos_range,
1e-6),
((lambda x: math.log10(x)), (lambda x: np.log10(x)), "log10", pos_range,
1e-6),
((lambda x: math.fabs(x)), (lambda x: np.fabs(x)), "fabs", default_range,
1e-6),
((lambda x: math.floor(x)), (lambda x: np.floor(x)), "floor",
default_range, 1e-6),
((lambda x: math.ceil(x)), (lambda x: np.ceil(x)), "ceil", default_range,