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181 lines
6.5 KiB
C++
181 lines
6.5 KiB
C++
/*******************************************************************************
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*
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* MIT License
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*
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* Copyright (C) 2021-2025 Advanced Micro Devices, Inc. All rights reserved.
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*
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* Permission is hereby granted, free of charge, to any person obtaining a copy
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* of this software and associated documentation files (the "Software"), to deal
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* in the Software without restriction, including without limitation the rights
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* to use, copy, modify, merge, publish, distribute, sublicense, and/or sell
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* copies of the Software, and to permit persons to whom the Software is
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* furnished to do so, subject to the following conditions:
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*
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* The above copyright notice and this permission notice shall be included in
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* all copies or substantial portions of the Software.
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*
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* THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR
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* IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,
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* FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE
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* AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER
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* LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM,
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* OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE
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* SOFTWARE.
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*
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*******************************************************************************/
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#ifndef DLRM_RESOURCE_HPP
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#define DLRM_RESOURCE_HPP
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#include <memory>
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#include <tuple>
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#include "hip_resource.hpp"
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#include "singleton.hpp"
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namespace rocwmma
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{
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// DlrmResource class is intended to manage a shared pool of resources for
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// testing DLRM kernels on the GPU.
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//
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// It minimizes the memory handling overhead for launching thousands of GPU
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// kernels by allowing re-use of existing memory allocations. Memory is only
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// re-allocated as necessary to satisfy minimum size requirements.
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//
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// The interface indicates memory ownership by this class and shall only be
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// used to access for read/write purposes.
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//
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// Currently uses HIP as the backend for device allocation.
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template <typename DataT>
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struct DlrmResource : public HipResource, public LazySingleton<DlrmResource<DataT>>
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{
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// For static initialization
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friend std::unique_ptr<DlrmResource<DataT>> std::make_unique<DlrmResource<DataT>>();
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using Base = HipResource;
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template <typename T>
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using DevicePtrT = Base::template DevicePtrT<T>;
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template <typename T>
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using HostPtrT = Base::template HostPtrT<T>;
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// M, K, BatchSize
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using ProblemSize = std::tuple<int64_t, int64_t, int64_t>;
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// Forward pass data sizes
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// Input, Output, Acc
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// Differentiate from ProblemSize
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using DummyT = DataT;
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using ElementCountFwd = std::tuple<int64_t, int64_t, int64_t, DummyT>;
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// Backward pass data sizes
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// Input, UpstreamGrad, Acc, Grad, BottomMlpGrad
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using ElementCountBwd = std::tuple<int64_t, int64_t, int64_t, int64_t, int64_t>;
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enum : uint32_t
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{
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// Forward pass data size indices
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Input = 0,
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Output = 1,
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Acc = 2,
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// Backward pass data size indices
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UpstreamGrad = 1,
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Grad = 3,
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BottomMlpGrad = 4,
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// Problem size indices
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M = 0,
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K = 1,
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B = 2
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};
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protected: // No public instantiation except make_unique.
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// No copy
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DlrmResource();
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DlrmResource(DlrmResource const&) = delete;
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DlrmResource& operator=(DlrmResource const&) = delete;
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// Helpers
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template <typename T>
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static inline void conditionalReallocDeviceHostPair(DevicePtrT<T>& devicePtr,
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HostPtrT<T>& hostPtr,
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int64_t& currentMax,
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int64_t newSize);
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static inline int64_t calcTrilSize(ProblemSize const& size);
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public:
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DlrmResource(DlrmResource&&);
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~DlrmResource() = default;
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void copyHostToDeviceFwdAll();
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void copyHostToDeviceBwdAll();
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void copyDeviceToHostFwdInput();
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void copyDeviceToHostFwdOutput();
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void copyDeviceToHostBwdInput();
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void copyDeviceToHostBwdOutput();
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void resizeFwdStorage(ProblemSize const& size);
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void resizeFwdStorage(ElementCountFwd const& size);
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void resizeBwdStorage(ProblemSize const& size);
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void resizeBwdStorage(ElementCountBwd const& size);
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// Forward pass data
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HostPtrT<DataT>& hostInput();
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HostPtrT<DataT>& hostOutput();
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HostPtrT<DataT>& hostOutputRef();
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HostPtrT<float32_t>& hostAccFwd();
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DevicePtrT<DataT>& deviceInput();
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DevicePtrT<DataT>& deviceOutput();
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DevicePtrT<float32_t>& deviceAccFwd();
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// Backward pass data
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HostPtrT<DataT>& hostUpstreamGrad();
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HostPtrT<DataT>& hostGrad();
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HostPtrT<DataT>& hostGradRef();
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HostPtrT<DataT>& hostBottomMlpGrad();
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HostPtrT<DataT>& hostBottomMlpGradRef();
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HostPtrT<DataT>& hostAccBwd();
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DevicePtrT<DataT>& deviceUpstreamGrad();
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DevicePtrT<DataT>& deviceGrad();
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DevicePtrT<DataT>& deviceBottomMlpGrad();
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DevicePtrT<DataT>& deviceAccBwd();
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// Data sizes
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ElementCountFwd currentElementCountFwd() const;
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ElementCountBwd currentElementCountBwd() const;
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ElementCountFwd maxFwdCapacity() const;
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ElementCountBwd maxBwdCapacity() const;
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// Reset sizes
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void reset() final;
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protected:
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// Forward pass data
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DevicePtrT<DataT> mDeviceInput, mDeviceOutput;
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DevicePtrT<float32_t> mDeviceAccFwd;
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HostPtrT<DataT> mHostInput, mHostOutput, mHostOutputRef;
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HostPtrT<float32_t> mHostAccFwd;
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// Backward pass data
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DevicePtrT<DataT> mDeviceUpstreamGrad, mDeviceGrad, mDeviceBottomMlpGrad, mDeviceAccBwd;
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HostPtrT<DataT> mHostUpstreamGrad, mHostGrad, mHostGradRef, mHostBottomMlpGrad,
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mHostBottomMlpGradRef, mHostAccBwd;
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ElementCountFwd mCurrentElementCountFwd;
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ElementCountBwd mCurrentElementCountBwd;
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ElementCountFwd mMaxFwdCapacity;
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ElementCountBwd mMaxBwdCapacity;
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};
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} // namespace rocwmma
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#include "dlrm_resource_impl.hpp"
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#endif // DLRM_RESOURCE_HPP
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