// Copyright (c) 2022 PaddlePaddle Authors. All Rights Reserved. // // Licensed under the Apache License, Version 2.0 (the "License"); // you may not use this file except in compliance with the License. // You may obtain a copy of the License at // // http://www.apache.org/licenses/LICENSE-2.0 // // Unless required by applicable law or agreed to in writing, software // distributed under the License is distributed on an "AS IS" BASIS, // WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. // See the License for the specific language governing permissions and // limitations under the License. #include "paddle/phi/backends/device_base.h" #include "gflags/gflags.h" #include "glog/logging.h" #include "paddle/phi/core/enforce.h" DECLARE_double(fraction_of_gpu_memory_to_use); DECLARE_uint64(initial_gpu_memory_in_mb); DECLARE_uint64(reallocate_gpu_memory_in_mb); constexpr static float fraction_reserve_gpu_memory = 0.05f; namespace phi { #define INTERFACE_UNIMPLEMENT \ PADDLE_THROW(phi::errors::Unimplemented( \ "%s is not implemented on %s device.", __func__, Type())); // info size_t DeviceInterface::GetComputeCapability() { VLOG(10) << Type() << " get compute capability " << 0; return 0; } size_t DeviceInterface::GetRuntimeVersion() { VLOG(10) << Type() << " get runtime version " << 0; return 0; } size_t DeviceInterface::GetDriverVersion() { VLOG(10) << Type() << " get driver version " << 0; return 0; } // device manage void DeviceInterface::Initialize() { INTERFACE_UNIMPLEMENT; } void DeviceInterface::Finalize() { INTERFACE_UNIMPLEMENT; } void DeviceInterface::SynchronizeDevice(size_t dev_id) { INTERFACE_UNIMPLEMENT; } void DeviceInterface::InitDevice(size_t dev_id) { INTERFACE_UNIMPLEMENT; } void DeviceInterface::DeInitDevice(size_t dev_id) { INTERFACE_UNIMPLEMENT; } void DeviceInterface::SetDevice(size_t dev_id) { INTERFACE_UNIMPLEMENT; } int DeviceInterface::GetDevice() { INTERFACE_UNIMPLEMENT; } // stream manage void DeviceInterface::CreateStream(size_t dev_id, stream::Stream* stream, const stream::Stream::Priority& priority, const stream::Stream::Flag& flag) { INTERFACE_UNIMPLEMENT; } void DeviceInterface::DestroyStream(size_t dev_id, stream::Stream* stream) { INTERFACE_UNIMPLEMENT; } void DeviceInterface::SynchronizeStream(size_t dev_id, const stream::Stream* stream) { INTERFACE_UNIMPLEMENT; } bool DeviceInterface::QueryStream(size_t dev_id, const stream::Stream* stream) { INTERFACE_UNIMPLEMENT; return true; } void DeviceInterface::AddCallback(size_t dev_id, stream::Stream* stream, stream::Stream::Callback* callback) { INTERFACE_UNIMPLEMENT; } void DeviceInterface::StreamWaitEvent(size_t dev_id, const stream::Stream* stream, const event::Event* event) { INTERFACE_UNIMPLEMENT; } // event manage void DeviceInterface::CreateEvent(size_t dev_id, event::Event* event, event::Event::Flag flags) { INTERFACE_UNIMPLEMENT; } void DeviceInterface::DestroyEvent(size_t dev_id, event::Event* event) { INTERFACE_UNIMPLEMENT; } void DeviceInterface::RecordEvent(size_t dev_id, const event::Event* event, const stream::Stream* stream) { INTERFACE_UNIMPLEMENT; } void DeviceInterface::SynchronizeEvent(size_t dev_id, const event::Event* event) { INTERFACE_UNIMPLEMENT; } bool DeviceInterface::QueryEvent(size_t dev_id, const event::Event* event) { INTERFACE_UNIMPLEMENT; return true; } // memery manage void DeviceInterface::MemoryCopyH2D(size_t dev_id, void* dst, const void* src, size_t size, const stream::Stream* stream) { INTERFACE_UNIMPLEMENT; } void DeviceInterface::MemoryCopyD2H(size_t dev_id, void* dst, const void* src, size_t size, const stream::Stream* stream) { INTERFACE_UNIMPLEMENT; } void DeviceInterface::MemoryCopyD2D(size_t dev_id, void* dst, const void* src, size_t size, const stream::Stream* stream) { INTERFACE_UNIMPLEMENT; } void DeviceInterface::MemoryCopyP2P(const Place& dst_place, void* dst, size_t src_id, const void* src, size_t size, const stream::Stream* stream) { INTERFACE_UNIMPLEMENT; } void* DeviceInterface::MemoryAllocate(size_t dev_id, size_t size) { INTERFACE_UNIMPLEMENT; return nullptr; } void DeviceInterface::MemoryDeallocate(size_t dev_id, void* ptr, size_t size) { INTERFACE_UNIMPLEMENT; } void* DeviceInterface::MemoryAllocateHost(size_t dev_id, size_t size) { INTERFACE_UNIMPLEMENT; return nullptr; } void DeviceInterface::MemoryDeallocateHost(size_t dev_id, void* ptr, size_t size) { INTERFACE_UNIMPLEMENT; } void* DeviceInterface::MemoryAllocateUnified(size_t dev_id, size_t size) { INTERFACE_UNIMPLEMENT; return nullptr; } void DeviceInterface::MemoryDeallocateUnified(size_t dev_id, void* ptr, size_t size) { INTERFACE_UNIMPLEMENT; } void DeviceInterface::MemorySet(size_t dev_id, void* ptr, uint8_t value, size_t size) { INTERFACE_UNIMPLEMENT; } void DeviceInterface::MemoryStats(size_t dev_id, size_t* total, size_t* free) { INTERFACE_UNIMPLEMENT; } size_t DeviceInterface::GetMinChunkSize(size_t dev_id) { INTERFACE_UNIMPLEMENT; } size_t DeviceInterface::AllocSize(size_t dev_id, bool realloc) { size_t available_to_alloc = AvailableAllocSize(dev_id); PADDLE_ENFORCE_GT(available_to_alloc, 0, phi::errors::ResourceExhausted( "Not enough available %s memory.", Type())); // If FLAGS_initial_gpu_memory_in_mb is 0, then initial memory will be // allocated by fraction size_t flag_mb = realloc ? FLAGS_reallocate_gpu_memory_in_mb : FLAGS_initial_gpu_memory_in_mb; size_t alloc_bytes = (flag_mb > 0ul ? flag_mb << 20 : available_to_alloc * FLAGS_fraction_of_gpu_memory_to_use); PADDLE_ENFORCE_GE(available_to_alloc, alloc_bytes, phi::errors::ResourceExhausted( "Not enough available %s memory.", Type())); return alloc_bytes; } size_t DeviceInterface::AvailableAllocSize(size_t dev_id) { size_t total = 0; size_t available = 0; MemoryStats(dev_id, &total, &available); size_t reserving = static_cast(fraction_reserve_gpu_memory * available); // If available size is less than minimum chunk size, no usable memory exists size_t available_to_alloc = available - reserving; size_t min_chunk_size = GetMinChunkSize(dev_id); if (available_to_alloc < min_chunk_size) { available_to_alloc = 0; } return available_to_alloc; } size_t DeviceInterface::GetInitAllocSize(size_t dev_id) { size_t init_alloc_size = AllocSize(dev_id, false); VLOG(10) << Type() << " init alloc size " << (init_alloc_size >> 20) << "M"; return init_alloc_size; } size_t DeviceInterface::GetReallocSize(size_t dev_id) { size_t realloc_size = AllocSize(dev_id, true); VLOG(10) << Type() << " realloc size " << (realloc_size >> 20) << "M"; return realloc_size; } size_t DeviceInterface::GetMaxAllocSize(size_t dev_id) { size_t max_alloc_size = std::max(GetInitAllocSize(dev_id), GetReallocSize(dev_id)); VLOG(10) << Type() << " max alloc size " << (max_alloc_size >> 20) << "M"; return max_alloc_size; } size_t DeviceInterface::GetMaxChunkSize(size_t dev_id) { size_t max_chunk_size = GetMaxAllocSize(dev_id); VLOG(10) << Type() << " max chunk size " << (max_chunk_size >> 20) << "M"; return max_chunk_size; } size_t DeviceInterface::GetExtraPaddingSize(size_t dev_id) { VLOG(10) << Type() << " extra padding size " << 0; return 0; } void DeviceInterface::CCLDestroyComm(ccl::CCLComm ccl_comm) { INTERFACE_UNIMPLEMENT; } void DeviceInterface::CCLCommInitRank(size_t num_ranks, ccl::CCLRootId* root_id, size_t rank_id, ccl::CCLComm* ccl_comm) { INTERFACE_UNIMPLEMENT; } void DeviceInterface::CCLGetUniqueId(ccl::CCLRootId* root_id) { INTERFACE_UNIMPLEMENT; } void DeviceInterface::CCLBroadcast(void* data, size_t num, ccl::CCLDataType data_type, size_t root, const ccl::CCLComm& ccl_comm, const stream::Stream& stream) { INTERFACE_UNIMPLEMENT; } void DeviceInterface::CCLAllReduce(void* in_data, void* out_data, size_t num, ccl::CCLDataType data_type, ccl::CCLReduceOp reduce_op, const ccl::CCLComm& ccl_comm, const stream::Stream& stream) { INTERFACE_UNIMPLEMENT; } void DeviceInterface::CCLReduce(void* in_data, void* out_data, size_t num, ccl::CCLDataType data_type, ccl::CCLReduceOp reduce_op, const ccl::CCLComm& ccl_comm, const stream::Stream& stream) { INTERFACE_UNIMPLEMENT; } void DeviceInterface::CCLAllGather(void* in_data, void* out_data, size_t num, ccl::CCLDataType data_type, const ccl::CCLComm& ccl_comm, const stream::Stream& stream) { INTERFACE_UNIMPLEMENT; } void DeviceInterface::CCLReduceScatter(void* in_data, void* out_data, size_t num, ccl::CCLDataType data_type, ccl::CCLReduceOp op, const ccl::CCLComm& ccl_comm, const stream::Stream& stream) { INTERFACE_UNIMPLEMENT; } void DeviceInterface::CCLGroupStart() { INTERFACE_UNIMPLEMENT; } void DeviceInterface::CCLGroupEnd() { INTERFACE_UNIMPLEMENT; } void DeviceInterface::CCLSend(void* sendbuf, size_t num, ccl::CCLDataType data_type, size_t dst_rank, const ccl::CCLComm& ccl_comm, const stream::Stream& stream) { INTERFACE_UNIMPLEMENT; } void DeviceInterface::CCLRecv(void* recvbuf, size_t num, ccl::CCLDataType data_type, size_t src_rank, const ccl::CCLComm& ccl_comm, const stream::Stream& stream) { INTERFACE_UNIMPLEMENT; } // blas void DeviceInterface::BlasAXPBY(size_t dev_id, const stream::Stream& stream, paddle::experimental::DataType dtype, size_t numel, float alpha, void* x, float beta, void* y) { INTERFACE_UNIMPLEMENT; } #undef INTERFACE_UNIMPLEMENT } // namespace phi