/******************************************************************************* * * MIT License * * Copyright (C) 2021-2025 Advanced Micro Devices, Inc. All rights reserved. * * Permission is hereby granted, free of charge, to any person obtaining a copy * of this software and associated documentation files (the "Software"), to deal * in the Software without restriction, including without limitation the rights * to use, copy, modify, merge, publish, distribute, sublicense, and/or sell * copies of the Software, and to permit persons to whom the Software is * furnished to do so, subject to the following conditions: * * The above copyright notice and this permission notice shall be included in * all copies or substantial portions of the Software. * * THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR * IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY, * FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE * AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER * LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM, * OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE * SOFTWARE. * *******************************************************************************/ #ifndef DLRM_RESOURCE_HPP #define DLRM_RESOURCE_HPP #include #include #include "hip_resource.hpp" #include "singleton.hpp" namespace rocwmma { // DlrmResource class is intended to manage a shared pool of resources for // testing DLRM kernels on the GPU. // // It minimizes the memory handling overhead for launching thousands of GPU // kernels by allowing re-use of existing memory allocations. Memory is only // re-allocated as necessary to satisfy minimum size requirements. // // The interface indicates memory ownership by this class and shall only be // used to access for read/write purposes. // // Currently uses HIP as the backend for device allocation. template struct DlrmResource : public HipResource, public LazySingleton> { // For static initialization friend std::unique_ptr> std::make_unique>(); using Base = HipResource; template using DevicePtrT = Base::template DevicePtrT; template using HostPtrT = Base::template HostPtrT; // M, K, BatchSize using ProblemSize = std::tuple; // Forward pass data sizes // Input, Output, Acc // Differentiate from ProblemSize using DummyT = DataT; using ElementCountFwd = std::tuple; // Backward pass data sizes // Input, UpstreamGrad, Acc, Grad, BottomMlpGrad using ElementCountBwd = std::tuple; enum : uint32_t { // Forward pass data size indices Input = 0, Output = 1, Acc = 2, // Backward pass data size indices UpstreamGrad = 1, Grad = 3, BottomMlpGrad = 4, // Problem size indices M = 0, K = 1, B = 2 }; protected: // No public instantiation except make_unique. // No copy DlrmResource(); DlrmResource(DlrmResource const&) = delete; DlrmResource& operator=(DlrmResource const&) = delete; // Helpers template static inline void conditionalReallocDeviceHostPair(DevicePtrT& devicePtr, HostPtrT& hostPtr, int64_t& currentMax, int64_t newSize); static inline int64_t calcTrilSize(ProblemSize const& size); public: DlrmResource(DlrmResource&&); ~DlrmResource() = default; void copyHostToDeviceFwdAll(); void copyHostToDeviceBwdAll(); void copyDeviceToHostFwdInput(); void copyDeviceToHostFwdOutput(); void copyDeviceToHostBwdInput(); void copyDeviceToHostBwdOutput(); void resizeFwdStorage(ProblemSize const& size); void resizeFwdStorage(ElementCountFwd const& size); void resizeBwdStorage(ProblemSize const& size); void resizeBwdStorage(ElementCountBwd const& size); // Forward pass data HostPtrT& hostInput(); HostPtrT& hostOutput(); HostPtrT& hostOutputRef(); HostPtrT& hostAccFwd(); DevicePtrT& deviceInput(); DevicePtrT& deviceOutput(); DevicePtrT& deviceAccFwd(); // Backward pass data HostPtrT& hostUpstreamGrad(); HostPtrT& hostGrad(); HostPtrT& hostGradRef(); HostPtrT& hostBottomMlpGrad(); HostPtrT& hostBottomMlpGradRef(); HostPtrT& hostAccBwd(); DevicePtrT& deviceUpstreamGrad(); DevicePtrT& deviceGrad(); DevicePtrT& deviceBottomMlpGrad(); DevicePtrT& deviceAccBwd(); // Data sizes ElementCountFwd currentElementCountFwd() const; ElementCountBwd currentElementCountBwd() const; ElementCountFwd maxFwdCapacity() const; ElementCountBwd maxBwdCapacity() const; // Reset sizes void reset() final; protected: // Forward pass data DevicePtrT mDeviceInput, mDeviceOutput; DevicePtrT mDeviceAccFwd; HostPtrT mHostInput, mHostOutput, mHostOutputRef; HostPtrT mHostAccFwd; // Backward pass data DevicePtrT mDeviceUpstreamGrad, mDeviceGrad, mDeviceBottomMlpGrad, mDeviceAccBwd; HostPtrT mHostUpstreamGrad, mHostGrad, mHostGradRef, mHostBottomMlpGrad, mHostBottomMlpGradRef, mHostAccBwd; ElementCountFwd mCurrentElementCountFwd; ElementCountBwd mCurrentElementCountBwd; ElementCountFwd mMaxFwdCapacity; ElementCountBwd mMaxBwdCapacity; }; } // namespace rocwmma #include "dlrm_resource_impl.hpp" #endif // DLRM_RESOURCE_HPP