| // Copyright 2023 The IREE Authors | |
| // | |
| // Licensed under the Apache License v2.0 with LLVM Exceptions. | |
| // See https://llvm.org/LICENSE.txt for license information. | |
| // SPDX-License-Identifier: Apache-2.0 WITH LLVM-exception | |
| #include "experimental/cuda2/memory_pools.h" | |
| #include "experimental/cuda2/cuda_buffer.h" | |
| #include "experimental/cuda2/cuda_dynamic_symbols.h" | |
| #include "experimental/cuda2/cuda_status_util.h" | |
| // NOTE: these are currently global for all devices; we could make | |
| // device-specific ones by malloc() and leaking (with LSAN note) unique string | |
| // values instead. | |
| #if IREE_TRACING_FEATURES & IREE_TRACING_FEATURE_ALLOCATION_TRACKING | |
| static const char* IREE_HAL_CUDA_DEVICE_LOCAL_POOL_RESERVED_ID = | |
| "CUDA pool: device-local reserved"; | |
| static const char* IREE_HAL_CUDA_OTHER_POOL_RESERVED_ID = | |
| "CUDA pool: other reserved"; | |
| #endif // IREE_TRACING_FEATURE_ALLOCATION_TRACKING | |
| static iree_status_t iree_hal_cuda2_create_memory_pool( | |
| const iree_hal_cuda2_dynamic_symbols_t* cuda_symbols, CUdevice cu_device, | |
| iree_hal_cuda2_memory_pool_params_t params, | |
| CUmemoryPool* IREE_RESTRICT out_pool) { | |
| *out_pool = NULL; | |
| CUmemPoolProps pool_props = { | |
| .allocType = CU_MEM_ALLOCATION_TYPE_PINNED, | |
| // TODO: allow sharing of certain pool memory types by fd/HANDLE. | |
| .handleTypes = CU_MEM_HANDLE_TYPE_NONE, | |
| .location = | |
| { | |
| .type = CU_MEM_LOCATION_TYPE_DEVICE, | |
| .id = cu_device, | |
| }, | |
| .win32SecurityAttributes = NULL, | |
| .reserved = {0}, | |
| }; | |
| CUmemoryPool pool = NULL; | |
| IREE_CUDA_RETURN_IF_ERROR(cuda_symbols, cuMemPoolCreate(&pool, &pool_props), | |
| "cuMemPoolCreate"); | |
| iree_status_t status = IREE_CURESULT_TO_STATUS( | |
| cuda_symbols, | |
| cuMemPoolSetAttribute(pool, CU_MEMPOOL_ATTR_RELEASE_THRESHOLD, | |
| ¶ms.release_threshold), | |
| "cuMemPoolSetAttribute"); | |
| if (iree_status_is_ok(status)) { | |
| *out_pool = pool; | |
| } else { | |
| IREE_CUDA_IGNORE_ERROR(cuda_symbols, cuMemPoolDestroy(pool)); | |
| } | |
| return status; | |
| } | |
| iree_status_t iree_hal_cuda2_memory_pools_initialize( | |
| const iree_hal_cuda2_dynamic_symbols_t* cuda_symbols, CUdevice cu_device, | |
| const iree_hal_cuda2_memory_pooling_params_t* pooling_params, | |
| iree_allocator_t host_allocator, | |
| iree_hal_cuda2_memory_pools_t* IREE_RESTRICT out_pools) { | |
| IREE_ASSERT_ARGUMENT(cuda_symbols); | |
| IREE_ASSERT_ARGUMENT(pooling_params); | |
| IREE_ASSERT_ARGUMENT(out_pools); | |
| IREE_TRACE_ZONE_BEGIN(z0); | |
| memset(out_pools, 0, sizeof(*out_pools)); | |
| out_pools->cuda_symbols = cuda_symbols; | |
| out_pools->host_allocator = host_allocator; | |
| iree_status_t status = iree_ok_status(); | |
| if (iree_status_is_ok(status)) { | |
| status = iree_hal_cuda2_create_memory_pool(cuda_symbols, cu_device, | |
| pooling_params->device_local, | |
| &out_pools->device_local); | |
| } | |
| if (iree_status_is_ok(status)) { | |
| status = iree_hal_cuda2_create_memory_pool( | |
| cuda_symbols, cu_device, pooling_params->other, &out_pools->other); | |
| } | |
| IREE_TRACE_ZONE_END(z0); | |
| return status; | |
| } | |
| void iree_hal_cuda2_memory_pools_deinitialize( | |
| iree_hal_cuda2_memory_pools_t* pools) { | |
| IREE_TRACE_ZONE_BEGIN(z0); | |
| if (pools->device_local) { | |
| IREE_CUDA_IGNORE_ERROR(pools->cuda_symbols, | |
| cuMemPoolDestroy(pools->device_local)); | |
| pools->device_local = NULL; | |
| } | |
| if (pools->other) { | |
| IREE_CUDA_IGNORE_ERROR(pools->cuda_symbols, cuMemPoolDestroy(pools->other)); | |
| pools->other = NULL; | |
| } | |
| IREE_TRACE_ZONE_END(z0); | |
| } | |
| static void iree_hal_cuda2_memory_pool_track_alloc( | |
| iree_hal_cuda2_memory_pools_t* pools, iree_hal_buffer_t* buffer) { | |
| bool is_device_local = iree_all_bits_set(iree_hal_buffer_memory_type(buffer), | |
| IREE_HAL_MEMORY_TYPE_DEVICE_LOCAL); | |
| (void)is_device_local; | |
| iree_device_size_t allocation_size = iree_hal_buffer_allocation_size(buffer); | |
| (void)allocation_size; | |
| IREE_TRACE_ALLOC_NAMED( | |
| is_device_local ? IREE_HAL_CUDA_DEVICE_LOCAL_POOL_RESERVED_ID | |
| : IREE_HAL_CUDA_OTHER_POOL_RESERVED_ID, | |
| (void*)iree_hal_cuda2_buffer_device_pointer(buffer), allocation_size); | |
| IREE_STATISTICS({ | |
| iree_atomic_int64_t* bytes_allocated = | |
| is_device_local ? &pools->statistics.device_bytes_allocated | |
| : &pools->statistics.host_bytes_allocated; | |
| iree_atomic_fetch_add_int64(bytes_allocated, allocation_size, | |
| iree_memory_order_relaxed); | |
| }); | |
| } | |
| static void iree_hal_cuda2_memory_pool_track_free( | |
| iree_hal_cuda2_memory_pools_t* pools, iree_hal_buffer_t* buffer) { | |
| bool is_device_local = iree_all_bits_set(iree_hal_buffer_memory_type(buffer), | |
| IREE_HAL_MEMORY_TYPE_DEVICE_LOCAL); | |
| (void)is_device_local; | |
| IREE_TRACE_FREE_NAMED(is_device_local | |
| ? IREE_HAL_CUDA_DEVICE_LOCAL_POOL_RESERVED_ID | |
| : IREE_HAL_CUDA_OTHER_POOL_RESERVED_ID, | |
| (void*)iree_hal_cuda2_buffer_device_pointer(buffer)); | |
| IREE_STATISTICS({ | |
| iree_atomic_int64_t* bytes_freed = | |
| is_device_local ? &pools->statistics.device_bytes_freed | |
| : &pools->statistics.host_bytes_freed; | |
| iree_device_size_t allocation_size = | |
| iree_hal_buffer_allocation_size(buffer); | |
| iree_atomic_fetch_add_int64(bytes_freed, allocation_size, | |
| iree_memory_order_relaxed); | |
| }); | |
| } | |
| void iree_hal_cuda2_memory_pools_merge_statistics( | |
| iree_hal_cuda2_memory_pools_t* pools, | |
| iree_hal_allocator_statistics_t* statistics) { | |
| IREE_STATISTICS({ | |
| statistics->device_bytes_allocated = iree_atomic_load_int64( | |
| &pools->statistics.device_bytes_allocated, iree_memory_order_relaxed); | |
| statistics->host_bytes_allocated = iree_atomic_load_int64( | |
| &pools->statistics.host_bytes_allocated, iree_memory_order_relaxed); | |
| statistics->device_bytes_freed = iree_atomic_load_int64( | |
| &pools->statistics.device_bytes_freed, iree_memory_order_relaxed); | |
| statistics->host_bytes_freed = iree_atomic_load_int64( | |
| &pools->statistics.host_bytes_freed, iree_memory_order_relaxed); | |
| if (pools->device_local) { | |
| cuuint64_t pool_peak = 0; | |
| IREE_CUDA_IGNORE_ERROR( | |
| pools->cuda_symbols, | |
| cuMemPoolGetAttribute(pools->device_local, | |
| CU_MEMPOOL_ATTR_USED_MEM_HIGH, &pool_peak)); | |
| statistics->device_bytes_peak += (iree_device_size_t)pool_peak; | |
| } | |
| if (pools->other) { | |
| cuuint64_t pool_peak = 0; | |
| IREE_CUDA_IGNORE_ERROR( | |
| pools->cuda_symbols, | |
| cuMemPoolGetAttribute(pools->other, CU_MEMPOOL_ATTR_USED_MEM_HIGH, | |
| &pool_peak)); | |
| statistics->host_bytes_peak += (iree_device_size_t)pool_peak; | |
| } | |
| }); | |
| } | |
| iree_status_t iree_hal_cuda2_memory_pools_trim( | |
| iree_hal_cuda2_memory_pools_t* pools, | |
| const iree_hal_cuda2_memory_pooling_params_t* pooling_params) { | |
| IREE_CUDA_RETURN_IF_ERROR( | |
| pools->cuda_symbols, | |
| cuMemPoolTrimTo(pools->device_local, | |
| pooling_params->device_local.minimum_capacity), | |
| "cuMemPoolTrimTo"); | |
| IREE_CUDA_RETURN_IF_ERROR( | |
| pools->cuda_symbols, | |
| cuMemPoolTrimTo(pools->other, pooling_params->other.minimum_capacity), | |
| "cuMemPoolTrimTo"); | |
| return iree_ok_status(); | |
| } | |
| // NOTE: this is only issued if the buffer is destroyed without having had been | |
| // scheduled for deallocation asynchronously. When a buffer is scheduled we drop | |
| // the release callback so that this isn't called and we don't double-free. | |
| static void iree_hal_cuda2_async_buffer_release_callback( | |
| void* user_data, iree_hal_buffer_t* buffer) { | |
| iree_hal_cuda2_memory_pools_t* pools = | |
| (iree_hal_cuda2_memory_pools_t*)user_data; | |
| IREE_TRACE_ZONE_BEGIN(z0); | |
| CUdeviceptr device_ptr = iree_hal_cuda2_buffer_device_pointer(buffer); | |
| IREE_CUDA_IGNORE_ERROR(pools->cuda_symbols, cuMemFree(device_ptr)); | |
| iree_hal_cuda2_memory_pool_track_free(pools, buffer); | |
| IREE_TRACE_ZONE_END(z0); | |
| } | |
| iree_status_t iree_hal_cuda2_memory_pools_alloca( | |
| iree_hal_cuda2_memory_pools_t* pools, CUstream stream, | |
| iree_hal_allocator_pool_t pool, iree_hal_buffer_params_t params, | |
| iree_device_size_t allocation_size, | |
| iree_hal_buffer_t** IREE_RESTRICT out_buffer) { | |
| IREE_TRACE_ZONE_BEGIN(z0); | |
| IREE_TRACE_ZONE_APPEND_VALUE_I64(z0, (int64_t)allocation_size); | |
| iree_hal_buffer_params_canonicalize(¶ms); | |
| // TODO: more pools and better selection; this is coarsely deciding between | |
| // only device local (variables, constants, transients) and other (staging, | |
| // external) but could use more buffer properties (including usage/export | |
| // flags) to better isolate the different usage patterns and keep the pools | |
| // operating with reasonable limits. We should be using the |pool| arg. | |
| CUmemoryPool memory_pool = | |
| iree_all_bits_set(params.type, IREE_HAL_MEMORY_TYPE_DEVICE_LOCAL) | |
| ? pools->device_local | |
| : pools->other; | |
| CUdeviceptr device_ptr = 0; | |
| iree_status_t status = IREE_CURESULT_TO_STATUS( | |
| pools->cuda_symbols, | |
| cuMemAllocFromPoolAsync(&device_ptr, (size_t)allocation_size, memory_pool, | |
| stream), | |
| "cuMemAllocFromPoolAsync"); | |
| // Wrap the allocated CUDA buffer in a HAL buffer. | |
| // NOTE: we don't provide a device allocator because we didn't allocate from | |
| // one and instead we use a release callback to perform the free if the user | |
| // doesn't dealloca the buffer. | |
| iree_hal_buffer_t* buffer = NULL; | |
| if (iree_status_is_ok(status)) { | |
| iree_hal_buffer_release_callback_t release_callback = { | |
| .fn = iree_hal_cuda2_async_buffer_release_callback, | |
| .user_data = pools, | |
| }; | |
| status = iree_hal_cuda2_buffer_wrap( | |
| /*device_allocator=*/NULL, params.type, params.access, params.usage, | |
| allocation_size, /*byte_offset=*/0, | |
| /*byte_length=*/allocation_size, IREE_HAL_CUDA_BUFFER_TYPE_ASYNC, | |
| device_ptr, /*host_ptr=*/NULL, release_callback, pools->host_allocator, | |
| &buffer); | |
| } | |
| if (iree_status_is_ok(status)) { | |
| // Update statistics (note that it may not yet be accurate). | |
| iree_hal_cuda2_memory_pool_track_alloc(pools, buffer); | |
| *out_buffer = buffer; | |
| } else if (buffer) { | |
| iree_hal_buffer_release(buffer); | |
| } else { | |
| IREE_CUDA_IGNORE_ERROR(pools->cuda_symbols, | |
| cuMemFreeAsync(device_ptr, stream)); | |
| } | |
| IREE_TRACE_ZONE_END(z0); | |
| return status; | |
| } | |
| iree_status_t iree_hal_cuda2_memory_pools_dealloca( | |
| iree_hal_cuda2_memory_pools_t* pools, CUstream stream, | |
| iree_hal_buffer_t* buffer) { | |
| IREE_TRACE_ZONE_BEGIN(z0); | |
| IREE_TRACE_ZONE_APPEND_VALUE_I64( | |
| z0, (int64_t)iree_hal_buffer_allocation_size(buffer)); | |
| // Only process the request if the buffer came from an async pool. | |
| // We may get requests for deallocations on ones that didn't if one part of | |
| // the application allocated the buffer synchronously and another deallocated | |
| // it asynchronously. | |
| iree_status_t status = iree_ok_status(); | |
| if (iree_hal_cuda2_buffer_type(buffer) == IREE_HAL_CUDA_BUFFER_TYPE_ASYNC) { | |
| // Try to schedule the buffer for freeing. | |
| CUdeviceptr device_ptr = iree_hal_cuda2_buffer_device_pointer(buffer); | |
| status = IREE_CURESULT_TO_STATUS(pools->cuda_symbols, | |
| cuMemFreeAsync(device_ptr, stream), | |
| "cuMemFreeAsync"); | |
| if (iree_status_is_ok(status)) { | |
| // Drop the release callback so that we don't try to double-free the | |
| // buffer. Note that we only do this if the CUDA free succeeded as | |
| // otherwise we still need to synchronously deallocate the buffer when it | |
| // is destroyed. | |
| iree_hal_cuda2_buffer_drop_release_callback(buffer); | |
| // Update statistics (note that it may not yet be accurate). | |
| iree_hal_cuda2_memory_pool_track_free(pools, buffer); | |
| } | |
| } else { | |
| // Not allocated via alloca, ignore. | |
| IREE_TRACE_ZONE_APPEND_TEXT(z0, "ignored sync allocation"); | |
| } | |
| IREE_TRACE_ZONE_END(z0); | |
| return status; | |
| } |