#pragma once #include #include #include namespace at { template inline void parallel_for( const int64_t begin, const int64_t end, const int64_t grain_size, const F& f) { TORCH_INTERNAL_ASSERT_DEBUG_ONLY(grain_size >= 0); if (begin >= end) { return; } #ifdef INTRA_OP_PARALLEL at::internal::lazy_init_num_threads(); const auto numiter = end - begin; const bool use_parallel = (numiter > grain_size && numiter > 1 && !at::in_parallel_region() && at::get_num_threads() > 1); if (!use_parallel) { internal::ThreadIdGuard tid_guard(0); c10::ParallelGuard guard(true); f(begin, end); return; } internal::invoke_parallel( begin, end, grain_size, [&](int64_t begin, int64_t end) { c10::ParallelGuard guard(true); f(begin, end); }); #else internal::ThreadIdGuard tid_guard(0); c10::ParallelGuard guard(true); f(begin, end); #endif } template inline scalar_t parallel_reduce( const int64_t begin, const int64_t end, const int64_t grain_size, const scalar_t ident, const F& f, const SF& sf) { TORCH_CHECK(grain_size >= 0); if (begin >= end) { return ident; } #ifdef INTRA_OP_PARALLEL at::internal::lazy_init_num_threads(); const auto max_threads = at::get_num_threads(); const bool use_parallel = ((end - begin) > grain_size && !at::in_parallel_region() && max_threads > 1); if (!use_parallel) { internal::ThreadIdGuard tid_guard(0); c10::ParallelGuard guard(true); return f(begin, end, ident); } c10::SmallVector results(max_threads, ident); internal::invoke_parallel( begin, end, grain_size, [&](const int64_t my_begin, const int64_t my_end) { const auto tid = at::get_thread_num(); c10::ParallelGuard guard(true); results[tid] = f(my_begin, my_end, ident); }); scalar_t result = ident; for (auto partial_result : results) { result = sf(result, partial_result); } return result; #else internal::ThreadIdGuard tid_guard(0); c10::ParallelGuard guard(true); return f(begin, end, ident); #endif } } // namespace at