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Entropy-based stopping criterion
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@@ -7,6 +7,7 @@ set(example_srcs
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stream.cu
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throughput.cu
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auto_throughput.cu
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custom_criterion.cu
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)
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# Metatarget for all examples:
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89
examples/custom_criterion.cu
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89
examples/custom_criterion.cu
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@@ -0,0 +1,89 @@
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/*
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* Copyright 2023 NVIDIA Corporation
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*
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* Licensed under the Apache License, Version 2.0 with the LLVM exception
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* (the "License"); you may not use this file except in compliance with
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* the License.
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*
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* You may obtain a copy of the License at
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*
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* http://llvm.org/foundation/relicensing/LICENSE.txt
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*
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* Unless required by applicable law or agreed to in writing, software
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* distributed under the License is distributed on an "AS IS" BASIS,
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* WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
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* See the License for the specific language governing permissions and
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* limitations under the License.
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*/
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#include <nvbench/nvbench.cuh>
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// Grab some testing kernels from NVBench:
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#include <nvbench/test_kernels.cuh>
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// Thrust vectors simplify memory management:
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#include <thrust/device_vector.h>
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// Inherit from the stopping_criterion class:
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class fixed_criterion final : public nvbench::stopping_criterion
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{
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nvbench::int64_t m_max_samples{};
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nvbench::int64_t m_num_samples{};
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public:
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// Setup the criterion in the `initialize()` method:
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virtual void initialize(const nvbench::criterion_params ¶ms) override
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{
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m_num_samples = 0;
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m_max_samples = params.has_value("max-samples") ? params.get_int64("max-samples") : 42;
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}
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// Process new measurements in the `add_measurement()` method:
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virtual void add_measurement(nvbench::float64_t /* measurement */) override
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{
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m_num_samples++;
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}
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// Check if the stopping criterion is met in the `is_finished()` method:
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virtual bool is_finished() override
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{
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return m_num_samples >= m_max_samples;
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}
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// Describe criterion parameters in the `get_params()` method:
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virtual const params_description &get_params() const override
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{
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static const params_description desc{
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{"max-samples", nvbench::named_values::type::int64}
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};
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return desc;
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}
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};
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// Register the criterion with NVBench:
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static bool registered = //
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nvbench::criterion_registry::register_criterion("fixed",
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std::make_unique<fixed_criterion>());
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void throughput_bench(nvbench::state &state)
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{
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// Allocate input data:
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const std::size_t num_values = 64 * 1024 * 1024 / sizeof(nvbench::int32_t);
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thrust::device_vector<nvbench::int32_t> input(num_values);
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thrust::device_vector<nvbench::int32_t> output(num_values);
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// Provide throughput information:
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state.add_element_count(num_values, "NumElements");
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state.add_global_memory_reads<nvbench::int32_t>(num_values, "DataSize");
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state.add_global_memory_writes<nvbench::int32_t>(num_values);
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state.set_stopping_criterion("fixed");
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state.exec(nvbench::exec_tag::no_batch, [&input, &output, num_values](nvbench::launch &launch) {
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nvbench::copy_kernel<<<256, 256, 0, launch.get_stream()>>>(
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thrust::raw_pointer_cast(input.data()),
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thrust::raw_pointer_cast(output.data()),
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num_values);
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});
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}
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NVBENCH_BENCH(throughput_bench);
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