tools/pnnx/src/pass_level2/F_linear.cpp

// Tencent is pleased to support the open source community by making ncnn available.
//
// Copyright (C) 2021 THL A29 Limited, a Tencent company. All rights reserved.
//
// Licensed under the BSD 3-Clause License (the "License"); you may not use this file except
// in compliance with the License. You may obtain a copy of the License at
//
// https://opensource.org/licenses/BSD-3-Clause
//
// Unless required by applicable law or agreed to in writing, software distributed
// under the License is distributed on an "AS IS" BASIS, WITHOUT WARRANTIES OR
// CONDITIONS OF ANY KIND, either express or implied. See the License for the
// specific language governing permissions and limitations under the License.

#include "pass_level2.h"

namespace pnnx {

class F_linear : public GraphRewriterPass
{
public:
    const char* match_pattern_graph() const
    {
        return R"PNNXIR(7767517
5 4
pnnx.Input              input_0     0 1 input
pnnx.Input              input_1     0 1 weight
pnnx.Input              input_2     0 1 bias
aten::linear            op_0        3 1 input weight bias out
pnnx.Output             output      1 0 out
)PNNXIR";
    }

    const char* type_str() const
    {
        return "F.linear";
    }
};

REGISTER_GLOBAL_PNNX_GRAPH_REWRITER_PASS(F_linear, 10)

class F_linear_1 : public GraphRewriterPass
{
public:
    const char* match_pattern_graph() const
    {
        return R"PNNXIR(7767517
8 7
pnnx.Input              input_0     0 1 input
pnnx.Input              input_1     0 1 weight
pnnx.Input              input_2     0 1 bias
aten::t                 op_0        1 1 weight 9
aten::matmul            op_1        2 1 input 9 a
prim::Constant          op_2        0 1 19 value=1
aten::add               op_3        3 1 a bias 19 out
pnnx.Output             output      1 0 out
)PNNXIR";
    }

    const char* type_str() const
    {
        return "F.linear";
    }
};

REGISTER_GLOBAL_PNNX_GRAPH_REWRITER_PASS(F_linear_1, 9)

class F_linear_2 : public GraphRewriterPass
{
public:
    const char* match_pattern_graph() const
    {
        return R"PNNXIR(7767517
5 4
pnnx.Input              input_0     0 1 input
pnnx.Input              input_1     0 1 weight
aten::t                 op_0        1 1 weight 9
aten::matmul            op_1        2 1 input 9 out
pnnx.Output             output      1 0 out
)PNNXIR";
    }

    const char* type_str() const
    {
        return "F.linear";
    }

    void write(Operator* op, const std::map<std::string, Parameter>& /*captured_params*/) const
    {
        op->params["bias"] = Parameter();
    }
};

REGISTER_GLOBAL_PNNX_GRAPH_REWRITER_PASS(F_linear_2, 10)

class F_linear_3 : public GraphRewriterPass
{
public:
    const char* match_pattern_graph() const
    {
        return R"PNNXIR(7767517
8 7
pnnx.Input              input_0     0 1 input
pnnx.Input              input_1     0 1 weight
pnnx.Input              input_2     0 1 bias
aten::t                 op_0        1 1 weight 14
prim::Constant          op_1        0 1 15 value=1
prim::Constant          op_2        0 1 30 value=1
aten::addmm             op_3        5 1 bias input 14 15 30 out
pnnx.Output             output      1 0 out
)PNNXIR";
    }

    const char* type_str() const
    {
        return "F.linear";
    }
};

REGISTER_GLOBAL_PNNX_GRAPH_REWRITER_PASS(F_linear_3, 10)

} // namespace pnnx