Policies#
The dynamic selection API is an experimental feature in the oneAPI DPC++ Library (oneDPL) that selects an execution resource based on a chosen selection policy. There are several policies provided as part of the API. Policies encapsulate the logic and any associated state needed to make a selection.
Policy Traits#
Traits can be used to determine useful type information about policies.
namespace oneapi::dpl::experimental {
template<typename Policy>
struct policy_traits {
using selection_type = typename std::decay_t<Policy>::selection_type;
using resource_type = typename std::decay_t<Policy>::resource_type;
using wait_type = typename std::decay_t<Policy>::wait_type;
};
template<typename Policy>
using selection_t = typename policy_traits<Policy>::selection_type;
template<typename Policy>
using resource_t = typename policy_traits<Policy>::resource_type;
template<typename Policy>
using wait_t = typename policy_traits<Policy>::wait_type;
}
selection_t<Policy>
is the type returned by calls to select
when using policy of type Policy
.
Calling unwrap
on an object of type selection_t<Policy>
returns an object of
type resource_t<Policy>
. When using the default SYCL backend, resource_t<Policy>
is sycl::queue
and sycl::wait_t<Policy>
is sycl::event
. The user functions
passed to submit
and submit_and_wait
are expected to have a signature of:
wait_t<Policy> user_function(resource_t<Policy>, ...);
Common Reference Semantics#
If a policy maintains state, the state is maintained separately for each
independent policy instance. So for example, two independently constructed
instances of a round_robin_policy
will operate independently of each other.
However, policies provide common reference semantics, so copies of a
policy instance share state.
An example, demonstrating this difference, is shown below:
#include <oneapi/dpl/dynamic_selection>
#include <sycl/sycl.hpp>
#include <iostream>
#include <string>
namespace ex = oneapi::dpl::experimental;
template<typename Selection>
void print_type(const std::string &str, Selection s) {
auto q = ex::unwrap(s);
std::cout << str << ((q.get_device().is_gpu()) ? "gpu\n" : "cpu\n");
}
int main() {
ex::round_robin_policy p1{ { sycl::queue{ sycl::cpu_selector_v },
sycl::queue{ sycl::gpu_selector_v } } };
ex::round_robin_policy p2{ { sycl::queue{ sycl::cpu_selector_v },
sycl::queue{ sycl::gpu_selector_v } } };
ex::round_robin_policy p3 = p2;
std::cout << "independent instances operate independently\n";
auto p1s1 = ex::select(p1);
print_type("p1 selection 1: ", p1s1);
auto p2s1 = ex::select(p2);
print_type("p2 selection 1: ", p2s1);
auto p2s2 = ex::select(p2);
print_type("p2 selection 2: ", p2s2);
auto p1s2 = ex::select(p1);
print_type("p1 selection 2: ", p1s2);
std::cout << "\ncopies provide common reference semantics\n";
auto p3s1 = ex::select(p3);
print_type("p3 (copy of p2) selection 1: ", p3s1);
auto p2s3 = ex::select(p2);
print_type("p2 selection 3: ", p2s3);
auto p3s2 = ex::select(p3);
print_type("p3 (copy of p2) selection 2: ", p3s2);
auto p3s3 = ex::select(p3);
print_type("p3 (copy of p2) selection 3: ", p3s3);
auto p2s4 = ex::select(p2);
print_type("p2 selection 4: ", p2s4);
}
The output of this example is:
p1 selection 1: cpu
p2 selection 1: cpu
p2 selection 2: gpu
p1 selection 2: gpu
copies provide common reference semantics
p3 (copy of p2) selection 1: cpu
p2 selection 3: gpu
p3 (copy of p2) selection 2: cpu
p3 (copy of p2) selection 3: gpu
p2 selection 4: cpu
Available Policies#
More detailed information about the API is provided in the following sections: