megenginelite-sys 1.8.2

/**
 * \file src/opr/impl/tensor_manip.sereg.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.
 */

#include "megbrain/opr/internal/indexing_helper_sereg.h"
#include "megbrain/opr/tensor_manip.h"
#include "megbrain/serialization/sereg.h"

#if MGB_ENABLE_FBS_SERIALIZATION
#include "megbrain/serialization/internal/mgb_cpp_opr_generated.h"
#endif

MGB_SEREG_GET_SUBTENSOR_OPR(Subtensor);
MGB_SEREG_MODIFY_SUBTENSOR_OPR(SetSubtensor);
MGB_SEREG_MODIFY_SUBTENSOR_OPR(IncrSubtensor);

namespace mgb {

namespace serialization {

template <>
struct OprMaker<opr::Padding, 1> {
    using Opr = opr::Padding;
    using Param = Opr::Param;
    static cg::OperatorNodeBase* make(
            const Param& param, const cg::VarNodeArray& inputs, ComputingGraph& graph,
            const OperatorNodeConfig& config) {
        MGB_MARK_USED_VAR(graph);
        if (inputs.size() == 1) {
            return Opr::make(inputs[0], param, config).node()->owner_opr();
        } else {
            return nullptr;
        }
    }
};

template <>
struct OprMaker<opr::PaddingBackward, 2> {
    using Opr = opr::PaddingBackward;
    using Param = Opr::Param;
    static cg::OperatorNodeBase* make(
            const Param& param, const cg::VarNodeArray& inputs, ComputingGraph& graph,
            const OperatorNodeConfig& config) {
        MGB_MARK_USED_VAR(graph);
        if (inputs.size() == 2) {
            return Opr::make(inputs[0], inputs[1], param, config).node()->owner_opr();
        } else {
            return nullptr;
        }
    }
};

template <>
struct OprMaker<opr::Concat, 0> : public OprMakerVariadic<opr::Concat> {};

template <>
struct OprMaker<opr::GetVarShape, 0> : public OprMakerVariadic<opr::GetVarShape> {};

template <>
struct OprLoadDumpImpl<opr::Split, 0> {
    using Split = opr::Split;
    using Options = Split::Options;
    using Method = Options::Method;

    static void dump(OprDumpContext& ctx, const cg::OperatorNodeBase& opr_) {
        auto&& opr = opr_.cast_final_safe<opr::Split>();
        auto&& opt = opr.options();
        mgb_assert(
                opt.method == Method::SPECIFY,
                "only Spllit with SPECIFY output shapes can be serialized");
        ctx.write_param<megdnn::param::Axis>(opt.axis);
    }

    static cg::OperatorNodeBase* load(
            OprLoadContext& ctx, const cg::VarNodeArray& inputs,
            const OperatorNodeConfig& config) {
        auto param = ctx.read_param<megdnn::param::Axis>();
        opr::Split::Options opt;
        opt.method = Method::SPECIFY;
        opt.axis = param.axis;
        mgb_assert(inputs.size() > 1);
        opt.nr_part = inputs.size() - 1;
        opt.partition.resize(opt.nr_part);
        for (size_t i = 1; i < inputs.size(); ++i)
            opt.partition[i - 1] = inputs[i];
        return Split::make(inputs[0], opt, config)[0].node()->owner_opr();
    }
};

#if MGB_ENABLE_FBS_SERIALIZATION
namespace fbs {
template <>
struct ParamConverter<opr::Dimshuffle::Param> {
    using FlatBufferType = param::Dimshuffle;
    static opr::Dimshuffle::Param to_param(const FlatBufferType* fb) {
        opr::Dimshuffle::Param param;
        param.ndim = fb->ndim();
        if (fb->pattern()) {
            param.pattern_len = fb->pattern()->size();
            mgb_assert(
                    param.pattern_len <=
                    sizeof(param.pattern) / sizeof(param.pattern[0]));
            memcpy(param.pattern, fb->pattern()->data(),
                   sizeof(param.pattern[0]) * param.pattern_len);
        } else {
            param.pattern_len = 0;
        }
        return param;
    }
    static flatbuffers::Offset<FlatBufferType> to_flatbuffer(
            flatbuffers::FlatBufferBuilder& builder, const opr::Dimshuffle::Param& p) {
        return param::CreateDimshuffle(
                builder, builder.CreateVector(p.pattern, p.pattern_len), p.ndim);
    }
};
template <>
struct ParamConverter<opr::AxisAddRemove::Param> {
    using FlatBufferType = param::AxisAddRemove;
    static opr::AxisAddRemove::Param to_param(const FlatBufferType* fb) {
        opr::AxisAddRemove::Param param;
        if (fb->desc()) {
            param.nr_desc = fb->desc()->size();
            for (uint32_t i = 0; i < param.nr_desc; i++) {
                param.desc[i].axis = fb->desc()->Get(i)->axis();
                param.desc[i].method =
                        static_cast<opr::AxisAddRemove::AxisDesc::Method>(
                                fb->desc()->Get(i)->method());
            }
        } else {
            param.nr_desc = 0;
        }
        return param;
    }
    static flatbuffers::Offset<FlatBufferType> to_flatbuffer(
            flatbuffers::FlatBufferBuilder& builder,
            const opr::AxisAddRemove::Param& p) {
        std::vector<param::AxisDesc> desc(p.nr_desc);
        for (uint32_t i = 0; i < p.nr_desc; i++) {
            desc[i] = {
                    static_cast<param::AxisDescMethod>(p.desc[i].method),
                    p.desc[i].axis.get_raw()};
        }
        return param::CreateAxisAddRemoveDirect(builder, &desc);
    }
};
}  // namespace fbs
#endif
}  // namespace serialization

namespace opr {
MGB_SEREG_OPR(Broadcast, 2);
MGB_SEREG_OPR(Dimshuffle, 1);
MGB_SEREG_OPR(AxisAddRemove, 1);
MGB_SEREG_OPR(Concat, 0);
using GetVarShapeV1 = opr::GetVarShape;
MGB_SEREG_OPR(GetVarShapeV1, 0);
using ReshapeV1 = opr::Reshape;
MGB_SEREG_OPR(ReshapeV1, 2);

cg::OperatorNodeBase* opr_shallow_copy_split(
        const serialization::OprShallowCopyContext& ctx,
        const cg::OperatorNodeBase& opr_, const VarNodeArray& inputs,
        const OperatorNodeConfig& config) {
    auto&& opr = opr_.cast_final_safe<Split>();
    auto option = opr.options();
    using Meth = Split::Options::Method;
    switch (option.method) {
        case Meth::CALL_BACK:
            mgb_assert(inputs.size() == 1);
            break;
        case Meth::SPECIFY:
            mgb_assert(inputs.size() == 1 + option.partition.size());
            for (size_t i = 0; i < option.partition.size(); ++i)
                option.partition[i] = inputs[i + 1];
            break;
    }
    return Split::make(inputs[0], option, config).at(0).node()->owner_opr();
}
MGB_SEREG_OPR(Split, 0);
MGB_REG_OPR_SHALLOW_COPY(Split, opr_shallow_copy_split);

cg::OperatorNodeBase* opr_shallow_copy_param_pack_split(
        const serialization::OprShallowCopyContext& ctx,
        const cg::OperatorNodeBase& opr_, const VarNodeArray& inputs,
        const OperatorNodeConfig& config) {
    auto&& opr = opr_.cast_final_safe<ParamPackSplit>();
    auto&& offsets = opr.get_offsets();
    auto&& shape = opr.get_output_shapes();

    return ParamPackSplit::make(inputs[0], offsets, shape, config)
            .at(0)
            .node()
            ->owner_opr();
}

MGB_REG_OPR_SHALLOW_COPY(ParamPackSplit, opr_shallow_copy_param_pack_split);

cg::OperatorNodeBase* opr_shallow_copy_param_pack_concat(
        const serialization::OprShallowCopyContext& ctx,
        const cg::OperatorNodeBase& opr_, const VarNodeArray& inputs,
        const OperatorNodeConfig& config) {
    auto&& opr = opr_.cast_final_safe<ParamPackConcat>();
    auto&& offsets = opr.get_offsets();

    SymbolVarArray ivar{inputs.size() - 1};
    for (size_t i = 0; i < inputs.size() - 1; ++i)
        ivar[i] = inputs[i];
    return ParamPackConcat::make(ivar, inputs.back(), offsets, config)
            .node()
            ->owner_opr();
}

MGB_REG_OPR_SHALLOW_COPY(ParamPackConcat, opr_shallow_copy_param_pack_concat);

using RelayoutFormatV1 = opr::RelayoutFormat;
MGB_SEREG_OPR(RelayoutFormatV1, 1);

MGB_SEREG_OPR(Padding, 1);

MGB_SEREG_OPR(PaddingBackward, 2);
}  // namespace opr

}  // namespace mgb

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