| // Copyright 2021 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 "iree/hal/cuda/cuda_allocator.h" |
| |
| #include <stddef.h> |
| |
| #include "iree/base/api.h" |
| #include "iree/base/tracing.h" |
| #include "iree/hal/cuda/cuda_buffer.h" |
| #include "iree/hal/cuda/dynamic_symbols.h" |
| #include "iree/hal/cuda/status_util.h" |
| |
| #if IREE_TRACING_FEATURES & IREE_TRACING_FEATURE_ALLOCATION_TRACKING |
| static const char* IREE_HAL_CUDA_ALLOCATOR_ID = "CUDA"; |
| #endif |
| |
| typedef struct iree_hal_cuda_allocator_t { |
| iree_hal_resource_t resource; |
| iree_hal_device_t* base_device; |
| iree_hal_cuda_context_wrapper_t* context; |
| CUdevice device; |
| CUstream stream; |
| bool supports_concurrent_managed_access; |
| |
| IREE_STATISTICS(iree_hal_allocator_statistics_t statistics;) |
| } iree_hal_cuda_allocator_t; |
| |
| static const iree_hal_allocator_vtable_t iree_hal_cuda_allocator_vtable; |
| |
| static iree_hal_cuda_allocator_t* iree_hal_cuda_allocator_cast( |
| iree_hal_allocator_t* base_value) { |
| IREE_HAL_ASSERT_TYPE(base_value, &iree_hal_cuda_allocator_vtable); |
| return (iree_hal_cuda_allocator_t*)base_value; |
| } |
| |
| iree_status_t iree_hal_cuda_allocator_create( |
| iree_hal_device_t* base_device, iree_hal_cuda_context_wrapper_t* context, |
| CUdevice device, CUstream stream, iree_hal_allocator_t** out_allocator) { |
| IREE_ASSERT_ARGUMENT(base_device); |
| IREE_ASSERT_ARGUMENT(context); |
| IREE_TRACE_ZONE_BEGIN(z0); |
| |
| // To support device-local + host-visible memory we need concurrent managed |
| // access indicating that the host and devices can concurrently access the |
| // device memory. If we don't have this feature then we fall back to forcing |
| // all device-local + host-visible memory into host-local + device-visible |
| // page-locked memory. The compiler tries to avoid this for high-traffic |
| // buffers except for readback staging buffers. |
| int supports_concurrent_managed_access = 0; |
| IREE_RETURN_AND_END_ZONE_IF_ERROR( |
| z0, CU_RESULT_TO_STATUS( |
| context->syms, |
| cuDeviceGetAttribute( |
| &supports_concurrent_managed_access, |
| CU_DEVICE_ATTRIBUTE_CONCURRENT_MANAGED_ACCESS, device), |
| "cuDeviceGetAttribute")); |
| |
| IREE_TRACE_ZONE_APPEND_TEXT( |
| z0, supports_concurrent_managed_access |
| ? "has CONCURRENT_MANAGED_ACCESS" |
| : "no CONCURRENT_MANAGED_ACCESS (expect slow accesses on " |
| "device-local + host-visible memory)"); |
| |
| iree_hal_cuda_allocator_t* allocator = NULL; |
| iree_status_t status = iree_allocator_malloc( |
| context->host_allocator, sizeof(*allocator), (void**)&allocator); |
| if (iree_status_is_ok(status)) { |
| iree_hal_resource_initialize(&iree_hal_cuda_allocator_vtable, |
| &allocator->resource); |
| allocator->base_device = base_device; |
| allocator->context = context; |
| allocator->device = device; |
| allocator->stream = stream; |
| allocator->supports_concurrent_managed_access = |
| supports_concurrent_managed_access != 0; |
| *out_allocator = (iree_hal_allocator_t*)allocator; |
| } |
| |
| IREE_TRACE_ZONE_END(z0); |
| return status; |
| } |
| |
| static void iree_hal_cuda_allocator_destroy( |
| iree_hal_allocator_t* IREE_RESTRICT base_allocator) { |
| iree_hal_cuda_allocator_t* allocator = |
| iree_hal_cuda_allocator_cast(base_allocator); |
| iree_allocator_t host_allocator = allocator->context->host_allocator; |
| IREE_TRACE_ZONE_BEGIN(z0); |
| |
| iree_allocator_free(host_allocator, allocator); |
| |
| IREE_TRACE_ZONE_END(z0); |
| } |
| |
| static iree_allocator_t iree_hal_cuda_allocator_host_allocator( |
| const iree_hal_allocator_t* IREE_RESTRICT base_allocator) { |
| iree_hal_cuda_allocator_t* allocator = |
| (iree_hal_cuda_allocator_t*)base_allocator; |
| return allocator->context->host_allocator; |
| } |
| |
| static iree_status_t iree_hal_cuda_allocator_trim( |
| iree_hal_allocator_t* IREE_RESTRICT base_allocator) { |
| return iree_ok_status(); |
| } |
| |
| static void iree_hal_cuda_allocator_query_statistics( |
| iree_hal_allocator_t* IREE_RESTRICT base_allocator, |
| iree_hal_allocator_statistics_t* IREE_RESTRICT out_statistics) { |
| IREE_STATISTICS({ |
| iree_hal_cuda_allocator_t* allocator = |
| iree_hal_cuda_allocator_cast(base_allocator); |
| memcpy(out_statistics, &allocator->statistics, sizeof(*out_statistics)); |
| }); |
| } |
| |
| static iree_hal_buffer_compatibility_t |
| iree_hal_cuda_allocator_query_compatibility( |
| iree_hal_allocator_t* IREE_RESTRICT base_allocator, |
| const iree_hal_buffer_params_t* IREE_RESTRICT params, |
| iree_device_size_t allocation_size) { |
| iree_hal_cuda_allocator_t* allocator = |
| iree_hal_cuda_allocator_cast(base_allocator); |
| |
| // If concurrent managed access is not supported then we disallow mapping of |
| // device local memory. |
| if (!allocator->supports_concurrent_managed_access && |
| iree_all_bits_set(params->usage, IREE_HAL_BUFFER_USAGE_MAPPING) && |
| iree_all_bits_set(params->type, IREE_HAL_MEMORY_TYPE_DEVICE_LOCAL | |
| IREE_HAL_MEMORY_TYPE_HOST_VISIBLE)) { |
| return IREE_HAL_BUFFER_COMPATIBILITY_NONE; |
| } |
| |
| // All buffers can be allocated on the heap. |
| iree_hal_buffer_compatibility_t compatibility = |
| IREE_HAL_BUFFER_COMPATIBILITY_ALLOCATABLE; |
| |
| // CUDA supports host <-> device for all copies. |
| if (iree_all_bits_set(params->usage, IREE_HAL_BUFFER_USAGE_TRANSFER)) { |
| compatibility |= IREE_HAL_BUFFER_COMPATIBILITY_QUEUE_TRANSFER; |
| } |
| |
| // Buffers can only be used on the queue if they are device visible. |
| if (iree_all_bits_set(params->type, IREE_HAL_MEMORY_TYPE_DEVICE_VISIBLE)) { |
| if (iree_all_bits_set(params->usage, IREE_HAL_BUFFER_USAGE_DISPATCH)) { |
| compatibility |= IREE_HAL_BUFFER_COMPATIBILITY_QUEUE_DISPATCH; |
| } |
| } |
| |
| return compatibility; |
| } |
| |
| static void iree_hal_cuda_buffer_free(iree_hal_cuda_context_wrapper_t* context, |
| iree_hal_memory_type_t memory_type, |
| CUdeviceptr device_ptr, void* host_ptr) { |
| IREE_TRACE_ZONE_BEGIN(z0); |
| if (iree_all_bits_set(memory_type, IREE_HAL_MEMORY_TYPE_DEVICE_LOCAL)) { |
| // Device local. |
| CUDA_IGNORE_ERROR(context->syms, cuMemFree(device_ptr)); |
| } else { |
| // Host local. |
| CUDA_IGNORE_ERROR(context->syms, cuMemFreeHost(host_ptr)); |
| } |
| IREE_TRACE_ZONE_END(z0); |
| } |
| |
| static iree_status_t iree_hal_cuda_allocator_allocate_buffer( |
| iree_hal_allocator_t* IREE_RESTRICT base_allocator, |
| const iree_hal_buffer_params_t* IREE_RESTRICT params, |
| iree_device_size_t allocation_size, iree_const_byte_span_t initial_data, |
| iree_hal_buffer_t** IREE_RESTRICT out_buffer) { |
| iree_hal_cuda_allocator_t* allocator = |
| iree_hal_cuda_allocator_cast(base_allocator); |
| // Guard against the corner case where the requested buffer size is 0. The |
| // application is unlikely to do anything when requesting a 0-byte buffer; but |
| // it can happen in real world use cases. So we should at least not crash. |
| if (allocation_size == 0) allocation_size = 4; |
| |
| // If concurrent managed access is not supported then make device-local + |
| // host-visible allocations fall back to host-local + device-visible |
| // page-locked memory. This will be significantly slower for the device to |
| // access but the compiler only uses this type for readback staging buffers |
| // and it's better to function than function fast. |
| iree_hal_memory_type_t memory_type = params->type; |
| if (!allocator->supports_concurrent_managed_access && |
| iree_all_bits_set(memory_type, IREE_HAL_MEMORY_TYPE_DEVICE_LOCAL | |
| IREE_HAL_MEMORY_TYPE_HOST_VISIBLE)) { |
| memory_type &= ~(IREE_HAL_MEMORY_TYPE_DEVICE_LOCAL | |
| IREE_HAL_MEMORY_TYPE_HOST_VISIBLE); |
| memory_type |= |
| IREE_HAL_MEMORY_TYPE_HOST_LOCAL | IREE_HAL_MEMORY_TYPE_DEVICE_VISIBLE; |
| } |
| |
| iree_status_t status = iree_ok_status(); |
| void* host_ptr = NULL; |
| CUdeviceptr device_ptr = 0; |
| IREE_TRACE_ZONE_BEGIN_NAMED(z0, "iree_hal_cuda_buffer_allocate"); |
| if (iree_all_bits_set(memory_type, IREE_HAL_MEMORY_TYPE_DEVICE_LOCAL)) { |
| // Device local case. |
| if (iree_all_bits_set(memory_type, IREE_HAL_MEMORY_TYPE_HOST_VISIBLE)) { |
| status = |
| CU_RESULT_TO_STATUS(allocator->context->syms, |
| cuMemAllocManaged(&device_ptr, allocation_size, |
| CU_MEM_ATTACH_GLOBAL)); |
| if (iree_status_is_ok(status)) { |
| // Prefetch the buffer on the GPU device. |
| status = CU_RESULT_TO_STATUS( |
| allocator->context->syms, |
| cuMemPrefetchAsync(device_ptr, allocation_size, allocator->device, |
| allocator->stream)); |
| } |
| host_ptr = (void*)device_ptr; |
| } else { |
| // Device only. |
| status = CU_RESULT_TO_STATUS(allocator->context->syms, |
| cuMemAlloc(&device_ptr, allocation_size)); |
| } |
| } else { |
| unsigned int flags = CU_MEMHOSTALLOC_DEVICEMAP; |
| if (!iree_all_bits_set(memory_type, IREE_HAL_MEMORY_TYPE_HOST_CACHED)) { |
| flags |= CU_MEMHOSTALLOC_WRITECOMBINED; |
| } |
| status = |
| CU_RESULT_TO_STATUS(allocator->context->syms, |
| cuMemHostAlloc(&host_ptr, allocation_size, flags)); |
| if (iree_status_is_ok(status)) { |
| status = CU_RESULT_TO_STATUS( |
| allocator->context->syms, |
| cuMemHostGetDevicePointer(&device_ptr, host_ptr, /*flags=*/0)); |
| } |
| } |
| IREE_TRACE_ZONE_END(z0); |
| |
| iree_hal_buffer_t* buffer = NULL; |
| if (iree_status_is_ok(status)) { |
| status = iree_hal_cuda_buffer_wrap( |
| base_allocator, memory_type, params->access, params->usage, |
| allocation_size, |
| /*byte_offset=*/0, |
| /*byte_length=*/allocation_size, device_ptr, host_ptr, &buffer); |
| } |
| |
| // Copy the initial contents into the buffer. This may require staging. |
| if (iree_status_is_ok(status) && |
| !iree_const_byte_span_is_empty(initial_data)) { |
| status = iree_hal_device_transfer_range( |
| allocator->base_device, |
| iree_hal_make_host_transfer_buffer_span((void*)initial_data.data, |
| initial_data.data_length), |
| 0, iree_hal_make_device_transfer_buffer(buffer), 0, |
| initial_data.data_length, IREE_HAL_TRANSFER_BUFFER_FLAG_DEFAULT, |
| iree_infinite_timeout()); |
| } |
| |
| if (iree_status_is_ok(status)) { |
| IREE_TRACE_ALLOC_NAMED(IREE_HAL_CUDA_ALLOCATOR_ID, |
| (void*)iree_hal_cuda_buffer_device_pointer(buffer), |
| allocation_size); |
| IREE_STATISTICS(iree_hal_allocator_statistics_record_alloc( |
| &allocator->statistics, memory_type, allocation_size)); |
| *out_buffer = buffer; |
| } else { |
| if (!buffer) { |
| iree_hal_cuda_buffer_free(allocator->context, memory_type, device_ptr, |
| host_ptr); |
| } else { |
| iree_hal_buffer_release(buffer); |
| } |
| } |
| return status; |
| } |
| |
| static void iree_hal_cuda_allocator_deallocate_buffer( |
| iree_hal_allocator_t* IREE_RESTRICT base_allocator, |
| iree_hal_buffer_t* IREE_RESTRICT base_buffer) { |
| iree_hal_cuda_allocator_t* allocator = |
| iree_hal_cuda_allocator_cast(base_allocator); |
| iree_hal_memory_type_t memory_type = iree_hal_buffer_memory_type(base_buffer); |
| iree_hal_cuda_buffer_free(allocator->context, memory_type, |
| iree_hal_cuda_buffer_device_pointer(base_buffer), |
| iree_hal_cuda_buffer_host_pointer(base_buffer)); |
| |
| IREE_TRACE_FREE_NAMED( |
| IREE_HAL_CUDA_ALLOCATOR_ID, |
| (void*)iree_hal_cuda_buffer_device_pointer(base_buffer)); |
| IREE_STATISTICS(iree_hal_allocator_statistics_record_free( |
| &allocator->statistics, memory_type, |
| iree_hal_buffer_allocation_size(base_buffer))); |
| |
| iree_hal_buffer_destroy(base_buffer); |
| } |
| |
| static iree_status_t iree_hal_cuda_allocator_import_buffer( |
| iree_hal_allocator_t* IREE_RESTRICT base_allocator, |
| const iree_hal_buffer_params_t* IREE_RESTRICT params, |
| iree_hal_external_buffer_t* IREE_RESTRICT external_buffer, |
| iree_hal_buffer_release_callback_t release_callback, |
| iree_hal_buffer_t** IREE_RESTRICT out_buffer) { |
| return iree_make_status(IREE_STATUS_UNAVAILABLE, |
| "importing from external buffers not supported"); |
| } |
| |
| static iree_status_t iree_hal_cuda_allocator_export_buffer( |
| iree_hal_allocator_t* IREE_RESTRICT base_allocator, |
| iree_hal_buffer_t* IREE_RESTRICT buffer, |
| iree_hal_external_buffer_type_t requested_type, |
| iree_hal_external_buffer_flags_t requested_flags, |
| iree_hal_external_buffer_t* IREE_RESTRICT out_external_buffer) { |
| return iree_make_status(IREE_STATUS_UNAVAILABLE, |
| "exporting to external buffers not supported"); |
| } |
| |
| static const iree_hal_allocator_vtable_t iree_hal_cuda_allocator_vtable = { |
| .destroy = iree_hal_cuda_allocator_destroy, |
| .host_allocator = iree_hal_cuda_allocator_host_allocator, |
| .trim = iree_hal_cuda_allocator_trim, |
| .query_statistics = iree_hal_cuda_allocator_query_statistics, |
| .query_compatibility = iree_hal_cuda_allocator_query_compatibility, |
| .allocate_buffer = iree_hal_cuda_allocator_allocate_buffer, |
| .deallocate_buffer = iree_hal_cuda_allocator_deallocate_buffer, |
| .import_buffer = iree_hal_cuda_allocator_import_buffer, |
| .export_buffer = iree_hal_cuda_allocator_export_buffer, |
| }; |