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Check different device_timer values, test argument validation, and test cumulative timing.
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# Data Parallel Control (dpctl) | ||
# | ||
# Copyright 2020-2024 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 time | ||
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import pytest | ||
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import dpctl | ||
import dpctl.tensor as dpt | ||
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@pytest.fixture | ||
def profiling_queue(): | ||
try: | ||
q = dpctl.SyclQueue(property="enable_profiling") | ||
except dpctl.SyclQueueCreationError: | ||
pytest.skip( | ||
"Could not created profiling queue " "for default-selected device" | ||
) | ||
return q | ||
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@pytest.mark.parametrize( | ||
"device_timer", [None, "queue_barrier", "order_manager"] | ||
) | ||
def test_sycl_timer_queue_barrier(profiling_queue, device_timer): | ||
dev = dpt.Device.create_device(profiling_queue) | ||
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timer = dpctl.SyclTimer( | ||
host_timer=time.perf_counter, device_timer=device_timer, time_scale=1e3 | ||
) | ||
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with timer(dev.sycl_queue): | ||
x = dpt.linspace(0, 1, num=10**6, device=dev) | ||
y = 3.0 - dpt.square(x - 0.5) | ||
z = dpt.sort(y) | ||
res1 = z[-1] | ||
res2 = dpt.max(y) | ||
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host_dt, device_dt = timer.dt | ||
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assert dpt.all(res1 == res2) | ||
assert host_dt > 0 | ||
assert device_dt > 0 | ||
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def test_sycl_timer_accumulation(profiling_queue): | ||
q = profiling_queue | ||
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timer = dpctl.SyclTimer( | ||
host_timer=time.perf_counter, | ||
device_timer="order_manager", | ||
time_scale=1e3, | ||
) | ||
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# initial condition | ||
x = dpt.linspace(0, 1, num=10**6, sycl_queue=q) | ||
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aitkens_data = [ | ||
x, | ||
] | ||
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# 16 iterations of Aitken's accelerated Newton's method | ||
# x <- x - f(x)/f'(x) for f(x) = x - cos(x) | ||
for _ in range(16): | ||
# only time Newton step | ||
with timer(q): | ||
s = dpt.sin(x) | ||
x = (dpt.cos(x) + x * s) / (1 + s) | ||
aitkens_data.append(x) | ||
aitkens_data = aitkens_data[-3:] | ||
if len(aitkens_data) == 3: | ||
# apply Aitkens acceleration | ||
d1 = aitkens_data[-1] - aitkens_data[-2] | ||
d2 = aitkens_data[-2] - aitkens_data[-3] | ||
if not dpt.any(d1 == d2): | ||
x = aitkens_data[-1] - dpt.square(d1) / (d1 - d2) | ||
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# Total time for 16 iterations | ||
dev_dt = timer.dt.device_dt | ||
assert dev_dt > 0 | ||
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# check convergence | ||
assert dpt.max(x) - dpt.min(x) < 1e-5 | ||
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def test_sycl_timer_validation(): | ||
with pytest.raises(ValueError): | ||
dpctl.SyclTimer(device_timer="invalid") | ||
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timer = dpctl.SyclTimer() | ||
mock_queue = Ellipsis | ||
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with pytest.raises(TypeError): | ||
timer(mock_queue) |