Created
September 9, 2022 01:47
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CuPy random distributions broadcasting support
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import numpy as np | |
import cupy as cp | |
import inspect | |
import random | |
distributions = {} | |
random_members = dir(cp.random) | |
for mem_name in random_members: | |
mem = getattr(cp.random, mem_name) | |
if not callable(mem): | |
continue | |
signature = inspect.signature(mem) | |
params = signature.parameters | |
distr_params = [] | |
if 'size' in params: | |
for p in params: | |
if p in {'size', 'seed'}: | |
break | |
distr_params.append(p) | |
if distr_params != []: | |
distributions[mem_name] = distr_params | |
distributions.pop('choice') | |
distr_status = {d: (False, None) for d in distributions} | |
for distr_name in distributions: | |
distr_args = distributions[distr_name] | |
num_dims = random.randint(2, 4) | |
dim_sizes = tuple(random.randint(2, 3) for _ in range(num_dims)) | |
dims = tuple(range(1, num_dims)) | |
perm_dims = [random.randint(1, num_dims - 1) | |
for _ in range(len(distr_args) - 1)] | |
perm_dims = [0] + perm_dims | |
perm_dims = np.random.permutation(perm_dims) | |
args = [] | |
for dim in perm_dims: | |
size = dim_sizes | |
if dim > 0: | |
size = [1 for _ in range(num_dims)] | |
size[dim] = dim_sizes[dim] | |
arg_value = cp.random.rand(*size) | |
args.append(arg_value) | |
distr_fn = getattr(cp.random, distr_name) | |
print(f'Testing {distr_name} {[(d, s.shape) for d, s in zip(distr_args, args)]}') | |
try: | |
out = distr_fn(*args) | |
assert out.shape == dim_sizes | |
distr_status[distr_name] = (True, None) | |
except Exception as e: | |
print('Needs inspection') | |
distr_status[distr_name] = (False, e) | |
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