|
123456789101112131415161718192021222324252627282930313233343536373839404142434445464748495051525354555657585960616263646566676869707172737475767778798081828384858687888990919293949596979899100101102103104105106107108109110111112113114115116117118119120 |
- /**
- * \file dnn/src/rocm/matrix_mul/algos.h
- * MegEngine is Licensed under the Apache License, Version 2.0 (the "License")
- *
- * Copyright (c) 2014-2021 Megvii Inc. All rights reserved.
- *
- * Unless required by applicable law or agreed to in writing,
- * software distributed under the License is distributed on an
- * "AS IS" BASIS, WITHOUT ARRANTIES OR CONDITIONS OF ANY KIND, either express or
- * implied.
- */
-
- #pragma once
- #include "megdnn/oprs.h"
- #include "src/common/algo_base.h"
- #include "src/common/metahelper.h"
- #include "src/common/utils.h"
- #include "src/rocm/matrix_mul/opr_impl.h"
-
- #include <memory>
- #include <unordered_map>
-
- namespace megdnn {
- namespace rocm {
-
- /*!
- * \brief base class for matrix mul algos
- *
- */
- class MatrixMulForwardImpl::AlgoBase : public Algorithm {
- protected:
- ~AlgoBase() = default;
-
- public:
- enum class AlgoType : uint32_t {
- ROCM_BLAS,
- };
- using Mapper = std::unordered_map<AlgorithmDesc, AlgoBase*>;
-
- AlgoBase() : Algorithm() { m_handle_type = Handle::HandleType::ROCM; }
- struct SizeArgs {
- MatrixMulForwardImpl* opr;
- TensorLayout layout_a, layout_b, layout_c;
-
- std::string to_string() const;
- SizeArgs(MatrixMulForwardImpl* opr, const TensorLayout& A,
- const TensorLayout& B, const TensorLayout& C);
-
- bool can_be_treated_as_int8x8x32() const {
- return layout_a.dtype.enumv() == layout_b.dtype.enumv() &&
- (layout_a.dtype.enumv() == DTypeEnum::Int8 ||
- layout_a.dtype.enumv() == DTypeEnum::QuantizedS8) &&
- (layout_c.dtype.enumv() == DTypeEnum::Int32 ||
- layout_c.dtype.enumv() == DTypeEnum::QuantizedS32) &&
- opr->param().format == param::MatrixMul::Format::DEFAULT;
- }
- };
- struct ExecArgs : public SizeArgs {
- TensorND tensor_a, tensor_b, tensor_c;
- Workspace workspace;
-
- ExecArgs(MatrixMulForwardImpl* opr, _megdnn_tensor_in A,
- _megdnn_tensor_in B, _megdnn_tensor_out C,
- _megdnn_workspace workspace);
- };
- virtual bool is_available(const SizeArgs& args) const = 0;
- virtual size_t get_workspace_in_bytes(const SizeArgs& args) const = 0;
- virtual void exec(const ExecArgs& args) const = 0;
-
- bool is_available_wk(const SizeArgs& args, size_t limit) const {
- return is_available(args) && get_workspace_in_bytes(args) <= limit;
- }
- bool is_available_attribute(
- const SizeArgs& args,
- const AlgoAttribute& attr = AlgoAttribute::REPRODUCIBLE,
- size_t limit = std::numeric_limits<size_t>::max()) const {
- return contain_attribute(attr) && is_available_wk(args, limit);
- }
- AlgoBase& check_workspace(const SizeArgs& args,
- const Workspace& workspace) {
- auto req = get_workspace_in_bytes(args);
- megdnn_assert(
- req <= workspace.size,
- "matrix mul fwd algo %s: required workspace %zu bytes, got %zu",
- name(), req, workspace.size);
- return *this;
- }
- };
-
- class MatrixMulForwardImpl::AlgoBlas final : public AlgoBase {
- public:
- AlgoBlas() = default;
- bool is_available(const SizeArgs& args) const override;
- size_t get_workspace_in_bytes(const SizeArgs& /* args */) const override {
- return 0_z;
- }
- const char* name() const override { return "BLAS"; }
- void exec(const ExecArgs& args) const override;
- AlgoAttribute attribute() const override {
- return AlgoAttribute::REPRODUCIBLE;
- }
- MEGDNN_DECL_ALGO_TYPE(ROCM_BLAS)
- };
-
- class MatrixMulForwardImpl::AlgoPack : NonCopyableObj {
- private:
- AlgoBase::Mapper m_all_algos_map;
-
- public:
- AlgoPack();
- AlgoBlas blas;
- std::vector<AlgoBase*> all_algos;
-
- const AlgoBase::Mapper& all_algos_map() const { return m_all_algos_map; }
- };
-
- } // namespace rocm
- } // namespace megdnn
-
- // vim: syntax=cpp.doxygen
|