op_trait.h 7.4 KB
Newer Older
1
/**
M
Megvii Engine Team 已提交
2 3
 * \file imperative/src/impl/op_trait.h
 * MegEngine is Licensed under the Apache License, Version 2.0 (the "License")
4
 *
5
 * Copyright (c) 2014-2021 Megvii Inc. All rights reserved.
6
 *
M
Megvii Engine Team 已提交
7 8 9
 * 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.
10 11 12 13 14 15 16 17
 */

#pragma once

#include "megbrain/imperative/op_def.h"

namespace mgb {
namespace imperative {
18
namespace detail {
19
template <typename Tag, typename Signature>
20
struct OpMeth;
21

22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47
template<typename T>
struct ToVarNodeArray: std::false_type {};
template<>
struct ToVarNodeArray<SymbolVar>: std::true_type {
    VarNodeArray operator()(const SymbolVar& inp) {
        return {inp.node()};
    }
};
template<>
struct ToVarNodeArray<SymbolVarArray>: std::true_type {
    VarNodeArray operator()(const SymbolVarArray& inputs) {
        return cg::to_var_node_array(inputs);
    }
};
template<size_t N>
struct ToVarNodeArray<std::array<SymbolVar, N>>: std::true_type {
    VarNodeArray operator()(const std::array<SymbolVar, N>& inp) {
        return cg::to_var_node_array({inp.begin(), inp.end()});
    }
};
template<>
struct ToVarNodeArray<cg::OperatorNodeBase*>: std::true_type {
    VarNodeArray operator()(const cg::OperatorNodeBase* opr) {
        return opr->usable_output();
    }
};
48
}  // namespace detail
49

50 51 52 53 54 55 56 57 58 59 60 61 62 63 64 65 66 67 68 69 70 71 72 73 74 75 76 77 78 79 80 81 82 83 84 85 86 87 88 89 90 91 92 93 94 95 96 97 98 99 100 101 102 103 104 105 106 107 108 109 110 111 112 113 114 115 116 117 118 119 120 121 122 123 124 125 126 127 128 129 130 131 132 133 134 135 136 137 138
// clang-format off
#define OpMethType(TYPE, SIG)                     \
    namespace detail::op_meth_tag {               \
        struct TYPE {                             \
            constexpr static char name[] = #TYPE; \
        };                                        \
    }                                             \
    using TYPE = detail::OpMeth<detail::op_meth_tag::TYPE, SIG>

OpMethType(OpDefMaker,
           decltype(OpDef::make_from_op_node));

OpMethType(DecideDispatchMode,
           decltype(OpDef::decide_dispatch_mode));

OpMethType(ApplyOnPhysicalTensor,
           decltype(OpDef::apply_on_physical_tensor));

OpMethType(InferOutputMemDesc,
           decltype(OpDef::infer_output_mem_desc));

OpMethType(Execute,
           decltype(OpDef::execute));

OpMethType(ApplyOnDeviceTensorND,
           decltype(OpDef::apply_on_device_tensornd));

OpMethType(ApplyOnVarNode,
           decltype(OpDef::apply_on_var_node));

OpMethType(InferOutputAttrsFallible,
           decltype(OpDef::infer_output_attrs_fallible));

OpMethType(GradMaker,
           decltype(OpDef::make_backward_graph));

OpMethType(Props,
           decltype(OpDef::props));

OpMethType(HashFunc,
           size_t(const OpDef&));

OpMethType(IsSame,
           bool(const OpDef&, const OpDef&));

OpMethType(MakeNameFunc,
           std::string(const OpDef&));
// clang-format on

namespace detail {
struct OpMethNotImpl {
    template <typename Tag, typename RType, typename... Args>
    static void impl(thin_function<RType(Args...)>& func, Tag) {
        func = [](Args... args) -> RType {
            mgb_throw(MegBrainError, "%s was not implemented yet", Tag::name);
        };
    }
};
struct OpMethFallback : public OpMethNotImpl {
    using OpMethNotImpl::impl;
    static void impl(ApplyOnPhysicalTensor& func,
                                         op_meth_tag::ApplyOnPhysicalTensor);
    static void impl(Execute& func, op_meth_tag::Execute);
    static void impl(InferOutputMemDesc& func, op_meth_tag::InferOutputMemDesc);
    static void impl(InferOutputAttrsFallible& func,
                     op_meth_tag::InferOutputAttrsFallible);
    static void impl(GradMaker& func, op_meth_tag::GradMaker);
    static void impl(DecideDispatchMode& func, op_meth_tag::DecideDispatchMode);
    static void impl(MakeNameFunc& func, op_meth_tag::MakeNameFunc);
};
template <typename Tag, typename RType, typename... Args>
struct OpMeth<Tag, RType(Args...)> : public thin_function<RType(Args...)> {
    using Base = thin_function<RType(Args...)>;
    using Base::operator bool;
    OpMeth() : Base{}, allow_fallback(false){};
    explicit OpMeth(const Base& base) { this->Base::operator=(base); }
    RType operator()(Args... args) const {
        if (!this->Base::operator bool()) {
            if (allow_fallback) {
                OpMethFallback::impl(*const_cast<OpMeth*>(this), Tag{});
            } else {
                OpMethNotImpl::impl(*const_cast<OpMeth*>(this), Tag{});
            }
        }
        return this->Base::operator()(std::forward<Args>(args)...);
    }
    bool allow_fallback = false;
};
}  // namespace detail
139 140 141 142

struct OpTrait {
    const char* name;
    OpDefMaker make_from_op_node;
143
    DecideDispatchMode decide_dispatch_mode;
144
    ApplyOnPhysicalTensor apply_on_physical_tensor;
145 146
    InferOutputMemDesc infer_output_mem_desc;
    Execute execute;
147
    ApplyOnDeviceTensorND apply_on_device_tensornd;
148 149 150
    ApplyOnVarNode apply_on_var_node;
    InferOutputAttrsFallible infer_output_attrs_fallible;
    GradMaker make_backward_graph;
151
    Props props;
152 153
    HashFunc hash;
    IsSame is_same_st;
154
    MakeNameFunc make_name;
155 156 157 158 159 160
    OpTrait(const char* name);
    static OpTrait* find_by_name(const char* name);
    static OpTrait* find_by_typeinfo(Typeinfo* type);
    static void for_each_trait(thin_function<void(OpTrait&)> visitor);
};

161 162 163 164 165 166 167 168 169
// clang-format off
#define FOR_EACH_OP_METH(cb)        \
    cb(make_from_op_node)           \
    cb(decide_dispatch_mode)        \
    cb(apply_on_physical_tensor)    \
    cb(infer_output_mem_desc)       \
    cb(execute)                     \
    cb(apply_on_device_tensornd)    \
    cb(apply_on_var_node)           \
170
    cb(infer_output_attrs_fallible) \
171 172 173 174
    cb(make_backward_graph)         \
    cb(props)                       \
    cb(hash)                        \
    cb(is_same_st)                  \
175
    cb(make_name)
176
// clang-format on
177

178 179
struct OpTraitRegistry {
    OpTrait* trait;
180 181 182 183 184 185
#define DECL(meth)                                                             \
    OpTraitRegistry& meth(decltype(OpTrait::meth)::Base f) {                   \
        mgb_assert(!trait->meth, "op %s has duplicate method %s", trait->name, \
                   #meth);                                                     \
        trait->meth.Base::operator=(f);                                        \
        return *this;                                                          \
186
    }
187 188 189
    FOR_EACH_OP_METH(DECL)
#undef DECL

190 191 192 193 194 195 196 197 198 199 200 201 202 203 204 205 206 207 208 209 210 211 212
    OpTraitRegistry& fallback();

    template<typename T>
    void insert() {
        do_insert(T::typeinfo());
    }

    template<typename T0, typename T1, typename ...Ts>
    void insert() {
        insert<T0>();
        insert<T1, Ts...>();
    }

    template<typename ...Args>
    static OpTraitRegistry insert(const char* name) {
        auto&& ret = do_insert(name);
        ret.insert<Args...>();
        return ret;
    }

    void do_insert(Typeinfo* type);

    static OpTraitRegistry do_insert(const char* name);
213 214 215 216 217 218 219 220 221

    template<typename T,
        typename To = detail::ToVarNodeArray<T>,
        typename = std::enable_if_t<To::value>>
    OpTraitRegistry& apply_on_var_node(T (*f)(const OpDef&, const VarNodeArray&)) {
        return apply_on_var_node([=](const OpDef& opdef, const VarNodeArray& inputs) {
            return To()(f(opdef, inputs));
        });
    }
222 223
};

224
}  // namespace imperative
225 226 227 228
} // namespace mgb

#define OP_TRAIT_REG(name, ...) \
    static OpTraitRegistry __##name##_global_registry__ = \
229
        OpTraitRegistry::insert<__VA_ARGS__>(#name)
230 231

// vim: syntax=cpp.doxygen foldmethod=marker foldmarker=f{{{,f}}}