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# Data Parallel Control (dpctl) | ||
# | ||
# Copyright 2020-2023 Intel Corporation | ||
# | ||
# Licensed under the Apache License, Version 2.0 (the "License"); | ||
# you may not use this file except in compliance with the License. | ||
# You may obtain a copy of the License at | ||
# | ||
# http://www.apache.org/licenses/LICENSE-2.0 | ||
# | ||
# Unless required by applicable law or agreed to in writing, software | ||
# distributed under the License is distributed on an "AS IS" BASIS, | ||
# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. | ||
# See the License for the specific language governing permissions and | ||
# limitations under the License. | ||
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import pytest | ||
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import dpctl | ||
import dpctl.tensor as dpt | ||
from dpctl.tensor._tensor_impl import ( | ||
default_device_complex_type, | ||
default_device_fp_type, | ||
default_device_index_type, | ||
default_device_int_type, | ||
) | ||
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_dtypes_no_fp16_fp64 = { | ||
"bool": dpt.bool, | ||
"float32": dpt.float32, | ||
"complex64": dpt.complex64, | ||
"complex128": dpt.complex128, | ||
"int8": dpt.int8, | ||
"int16": dpt.int16, | ||
"int32": dpt.int32, | ||
"int64": dpt.int64, | ||
"uint8": dpt.uint8, | ||
"uint16": dpt.uint16, | ||
"uint32": dpt.uint32, | ||
"uint64": dpt.uint64, | ||
} | ||
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class MockDevice: | ||
def __init__(self, fp16: bool, fp64: bool): | ||
self.has_aspect_fp16 = fp16 | ||
self.has_aspect_fp64 = fp64 | ||
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def test_array_api_inspection_methods(): | ||
info = dpt.__array_namespace_info__() | ||
assert info.capabilities() | ||
assert info.default_device() | ||
assert info.default_dtypes() | ||
assert info.devices() | ||
assert info.dtypes() | ||
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def test_array_api_inspection_default_device(): | ||
assert ( | ||
dpt.__array_namespace_info__().default_device() | ||
== dpctl.select_default_device() | ||
) | ||
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def test_array_api_inspection_devices(): | ||
devices1 = dpt.__array_namespace_info__().devices() | ||
devices2 = dpctl.get_devices() | ||
assert len(devices1) == len(devices2) | ||
assert devices1 == devices2 | ||
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def test_array_api_inspection_capabilities(): | ||
capabilities = dpt.__array_namespace_info__().capabilities() | ||
assert capabilities["boolean_indexing"] | ||
assert capabilities["data_dependent_shapes"] | ||
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def test_array_api_inspection_default_dtypes(): | ||
dev = dpctl.select_default_device() | ||
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int_dt = default_device_int_type(dev) | ||
ind_dt = default_device_index_type(dev) | ||
fp_dt = default_device_fp_type(dev) | ||
cm_dt = default_device_complex_type(dev) | ||
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info = dpt.__array_namespace_info__() | ||
default_dts_nodev = info.default_dtypes() | ||
default_dts_dev = info.default_dtypes(dev) | ||
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assert ( | ||
int_dt == default_dts_nodev["integral"] == default_dts_dev["integral"] | ||
) | ||
assert ( | ||
ind_dt == default_dts_nodev["indexing"] == default_dts_dev["indexing"] | ||
) | ||
assert ( | ||
fp_dt | ||
== default_dts_nodev["real floating"] | ||
== default_dts_dev["real floating"] | ||
) | ||
assert ( | ||
cm_dt | ||
== default_dts_nodev["complex floating"] | ||
== default_dts_dev["complex floating"] | ||
) | ||
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def test_array_api_inspection_default_device_dtypes(): | ||
dev = dpctl.select_default_device() | ||
dtypes = _dtypes_no_fp16_fp64.copy() | ||
if dev.has_aspect_fp64: | ||
dtypes["float64"] = dpt.float64 | ||
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assert dtypes == dpt.__array_namespace_info__().dtypes() | ||
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@pytest.mark.parametrize("fp16", [True, False]) | ||
@pytest.mark.parametrize("fp64", [True, False]) | ||
def test_array_api_inspection_device_dtypes(fp16, fp64): | ||
dev = MockDevice(fp16, fp64) | ||
dtypes = _dtypes_no_fp16_fp64.copy() | ||
if fp64: | ||
dtypes["float64"] = dpt.float64 | ||
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assert dtypes == dpt.__array_namespace_info__().dtypes(device=dev) | ||
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def test_array_api_inspection_dtype_kind(): | ||
info = dpt.__array_namespace_info__() | ||
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f_dtypes = info.dtypes(kind="real floating") | ||
assert all([_dt[1].kind == "f" for _dt in f_dtypes.items()]) | ||
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i_dtypes = info.dtypes(kind="signed integer") | ||
assert all([_dt[1].kind == "i" for _dt in i_dtypes.items()]) | ||
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u_dtypes = info.dtypes(kind="unsigned integer") | ||
assert all([_dt[1].kind == "u" for _dt in u_dtypes.items()]) | ||
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ui_dtypes = info.dtypes(kind="unsigned integer") | ||
assert all([_dt[1].kind in "ui" for _dt in ui_dtypes.items()]) | ||
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c_dtypes = info.dtypes(kind="complex floating") | ||
assert all([_dt[1].kind == "c" for _dt in c_dtypes.items()]) | ||
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assert info.dtypes(kind="bool") == {"bool": dpt.bool} | ||
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_signed_ints = { | ||
"int8": dpt.int8, | ||
"int16": dpt.int16, | ||
"int32": dpt.int32, | ||
"int64": dpt.int64, | ||
} | ||
assert ( | ||
info.dtypes(kind=("signed integer", "signed integer")) == _signed_ints | ||
) | ||
assert ( | ||
info.dtypes( | ||
kind=("integral", "bool", "real floating", "complex floating") | ||
) | ||
== info.dtypes() | ||
) |