alexnet.cpp

/*
 * The MIT License (MIT)
 *
 * Copyright (c) 2015-2022 Advanced Micro Devices, Inc. All rights reserved.
 *
 * Permission is hereby granted, free of charge, to any person obtaining a copy
 * of this software and associated documentation files (the "Software"), to deal
 * in the Software without restriction, including without limitation the rights
 * to use, copy, modify, merge, publish, distribute, sublicense, and/or sell
 * copies of the Software, and to permit persons to whom the Software is
 * furnished to do so, subject to the following conditions:
 *
 * The above copyright notice and this permission notice shall be included in
 * all copies or substantial portions of the Software.
 *
 * THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR
 * IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,
 * FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT.  IN NO EVENT SHALL THE
 * AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER
 * LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM,
 * OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN
 * THE SOFTWARE.
 */
#include <migraphx/make_op.hpp>
#include <migraphx/program.hpp>
#include <migraphx/generate.hpp>
#include <migraphx/json.hpp>
#include "models.hpp"

namespace migraphx {
namespace driver {
inline namespace MIGRAPHX_INLINE_NS {

migraphx::program alexnet(unsigned batch) // NOLINT(readability-function-size)
{
    migraphx::program p;
    migraphx::module_ref mmain = p.get_main_module();
    auto x_main_module_0       = mmain->add_literal(migraphx::abs(
        migraphx::generate_literal(migraphx::shape{migraphx::shape::float_type, {1}}, 0)));
    auto x_main_module_1       = mmain->add_literal(migraphx::abs(
        migraphx::generate_literal(migraphx::shape{migraphx::shape::float_type, {1}}, 1)));
    auto x_main_module_2       = mmain->add_literal(migraphx::abs(
        migraphx::generate_literal(migraphx::shape{migraphx::shape::float_type, {1}}, 2)));
    auto x_input_1             = mmain->add_parameter(
        "input.1", migraphx::shape{migraphx::shape::float_type, {batch, 3, 224, 224}});
    auto x_main_module_4 = mmain->add_literal(
        migraphx::generate_literal(migraphx::shape{migraphx::shape::float_type, {4096, 4096}}, 3));
    auto x_main_module_5 = mmain->add_literal(
        migraphx::generate_literal(migraphx::shape{migraphx::shape::float_type, {4096}}, 4));
    auto x_main_module_6 = mmain->add_literal(
        migraphx::generate_literal(migraphx::shape{migraphx::shape::float_type, {4096, 9216}}, 5));
    auto x_main_module_7 = mmain->add_literal(
        migraphx::generate_literal(migraphx::shape{migraphx::shape::float_type, {4096}}, 6));
    auto x_main_module_8 = mmain->add_literal(
        migraphx::generate_literal(migraphx::shape{migraphx::shape::float_type, {1000, 4096}}, 7));
    auto x_main_module_9 = mmain->add_literal(
        migraphx::generate_literal(migraphx::shape{migraphx::shape::float_type, {1000}}, 8));
    auto x_main_module_10 = mmain->add_literal(migraphx::generate_literal(
        migraphx::shape{migraphx::shape::float_type, {256, 384, 3, 3}}, 9));
    auto x_main_module_11 = mmain->add_literal(
        migraphx::generate_literal(migraphx::shape{migraphx::shape::float_type, {256}}, 10));
    auto x_main_module_12 = mmain->add_literal(migraphx::generate_literal(
        migraphx::shape{migraphx::shape::float_type, {384, 192, 3, 3}}, 11));
    auto x_main_module_13 = mmain->add_literal(
        migraphx::generate_literal(migraphx::shape{migraphx::shape::float_type, {384}}, 12));
    auto x_main_module_14 = mmain->add_literal(migraphx::generate_literal(
        migraphx::shape{migraphx::shape::float_type, {192, 64, 5, 5}}, 13));
    auto x_main_module_15 = mmain->add_literal(
        migraphx::generate_literal(migraphx::shape{migraphx::shape::float_type, {192}}, 14));
    auto x_main_module_16 = mmain->add_literal(migraphx::generate_literal(
        migraphx::shape{migraphx::shape::float_type, {256, 256, 3, 3}}, 15));
    auto x_main_module_17 = mmain->add_literal(
        migraphx::generate_literal(migraphx::shape{migraphx::shape::float_type, {256}}, 16));
    auto x_main_module_18 = mmain->add_literal(migraphx::generate_literal(
        migraphx::shape{migraphx::shape::float_type, {64, 3, 11, 11}}, 17));
    auto x_main_module_19 = mmain->add_literal(
        migraphx::generate_literal(migraphx::shape{migraphx::shape::float_type, {64}}, 18));
    auto x_main_module_20 = mmain->add_instruction(
        migraphx::make_op(
            "convolution",
            migraphx::from_json_string(
                "{dilation:[1,1],group:1,padding:[2,2,2,2],padding_mode:0,stride:[4,4]}")),
        x_input_1,
        x_main_module_18);
    auto x_main_module_21 = mmain->add_instruction(
        migraphx::make_op("broadcast",
                          migraphx::from_json_string("{axis:1,out_lens:[1,64,55,55]}")),
        x_main_module_19);
    auto x_main_module_22 =
        mmain->add_instruction(migraphx::make_op("add"), x_main_module_20, x_main_module_21);
    auto x_main_module_23 = mmain->add_instruction(migraphx::make_op("relu"), x_main_module_22);
    auto x_main_module_24 = mmain->add_instruction(
        migraphx::make_op(
            "pooling",
            migraphx::from_json_string(
                "{ceil_mode:0,lengths:[3,3],lp_order:2,mode:1,padding:[0,0,0,0],stride:[2,2]}")),
        x_main_module_23);
    auto x_main_module_25 = mmain->add_instruction(
        migraphx::make_op(
            "convolution",
            migraphx::from_json_string(
                "{dilation:[1,1],group:1,padding:[2,2,2,2],padding_mode:0,stride:[1,1]}")),
        x_main_module_24,
        x_main_module_14);
    auto x_main_module_26 = mmain->add_instruction(
        migraphx::make_op("broadcast",
                          migraphx::from_json_string("{axis:1,out_lens:[1,192,27,27]}")),
        x_main_module_15);
    auto x_main_module_27 =
        mmain->add_instruction(migraphx::make_op("add"), x_main_module_25, x_main_module_26);
    auto x_main_module_28 = mmain->add_instruction(migraphx::make_op("relu"), x_main_module_27);
    auto x_main_module_29 = mmain->add_instruction(
        migraphx::make_op(
            "pooling",
            migraphx::from_json_string(
                "{ceil_mode:0,lengths:[3,3],lp_order:2,mode:1,padding:[0,0,0,0],stride:[2,2]}")),
        x_main_module_28);
    auto x_main_module_30 = mmain->add_instruction(
        migraphx::make_op(
            "convolution",
            migraphx::from_json_string(
                "{dilation:[1,1],group:1,padding:[1,1,1,1],padding_mode:0,stride:[1,1]}")),
        x_main_module_29,
        x_main_module_12);
    auto x_main_module_31 = mmain->add_instruction(
        migraphx::make_op("broadcast",
                          migraphx::from_json_string("{axis:1,out_lens:[1,384,13,13]}")),
        x_main_module_13);
    auto x_main_module_32 =
        mmain->add_instruction(migraphx::make_op("add"), x_main_module_30, x_main_module_31);
    auto x_main_module_33 = mmain->add_instruction(migraphx::make_op("relu"), x_main_module_32);
    auto x_main_module_34 = mmain->add_instruction(
        migraphx::make_op(
            "convolution",
            migraphx::from_json_string(
                "{dilation:[1,1],group:1,padding:[1,1,1,1],padding_mode:0,stride:[1,1]}")),
        x_main_module_33,
        x_main_module_10);
    auto x_main_module_35 = mmain->add_instruction(
        migraphx::make_op("broadcast",
                          migraphx::from_json_string("{axis:1,out_lens:[1,256,13,13]}")),
        x_main_module_11);
    auto x_main_module_36 =
        mmain->add_instruction(migraphx::make_op("add"), x_main_module_34, x_main_module_35);
    auto x_main_module_37 = mmain->add_instruction(migraphx::make_op("relu"), x_main_module_36);
    auto x_main_module_38 = mmain->add_instruction(
        migraphx::make_op(
            "convolution",
            migraphx::from_json_string(
                "{dilation:[1,1],group:1,padding:[1,1,1,1],padding_mode:0,stride:[1,1]}")),
        x_main_module_37,
        x_main_module_16);
    auto x_main_module_39 = mmain->add_instruction(
        migraphx::make_op("broadcast",
                          migraphx::from_json_string("{axis:1,out_lens:[1,256,13,13]}")),
        x_main_module_17);
    auto x_main_module_40 =
        mmain->add_instruction(migraphx::make_op("add"), x_main_module_38, x_main_module_39);
    auto x_main_module_41 = mmain->add_instruction(migraphx::make_op("relu"), x_main_module_40);
    auto x_main_module_42 = mmain->add_instruction(
        migraphx::make_op(
            "pooling",
            migraphx::from_json_string(
                "{ceil_mode:0,lengths:[3,3],lp_order:2,mode:1,padding:[0,0,0,0],stride:[2,2]}")),
        x_main_module_41);
    auto x_main_module_43 = mmain->add_instruction(
        migraphx::make_op("reshape", migraphx::from_json_string("{dims:[1,9216]}")),
        x_main_module_42);
    auto x_main_module_44 = mmain->add_instruction(
        migraphx::make_op("transpose", migraphx::from_json_string("{permutation:[1,0]}")),
        x_main_module_6);
    auto x_main_module_45 =
        mmain->add_instruction(migraphx::make_op("dot"), x_main_module_43, x_main_module_44);
    auto x_main_module_46 = mmain->add_instruction(
        migraphx::make_op("multibroadcast", migraphx::from_json_string("{out_lens:[1,4096]}")),
        x_main_module_7);
    auto x_main_module_47 = mmain->add_instruction(
        migraphx::make_op("multibroadcast", migraphx::from_json_string("{out_lens:[1,4096]}")),
        x_main_module_2);
    auto x_main_module_48 =
        mmain->add_instruction(migraphx::make_op("mul"), x_main_module_46, x_main_module_47);
    auto x_main_module_49 =
        mmain->add_instruction(migraphx::make_op("add"), x_main_module_45, x_main_module_48);
    auto x_main_module_50 = mmain->add_instruction(migraphx::make_op("relu"), x_main_module_49);
    auto x_main_module_51 = mmain->add_instruction(
        migraphx::make_op("transpose", migraphx::from_json_string("{permutation:[1,0]}")),
        x_main_module_4);
    auto x_main_module_52 =
        mmain->add_instruction(migraphx::make_op("dot"), x_main_module_50, x_main_module_51);
    auto x_main_module_53 = mmain->add_instruction(
        migraphx::make_op("multibroadcast", migraphx::from_json_string("{out_lens:[1,4096]}")),
        x_main_module_5);
    auto x_main_module_54 = mmain->add_instruction(
        migraphx::make_op("multibroadcast", migraphx::from_json_string("{out_lens:[1,4096]}")),
        x_main_module_1);
    auto x_main_module_55 =
        mmain->add_instruction(migraphx::make_op("mul"), x_main_module_53, x_main_module_54);
    auto x_main_module_56 =
        mmain->add_instruction(migraphx::make_op("add"), x_main_module_52, x_main_module_55);
    auto x_main_module_57 = mmain->add_instruction(migraphx::make_op("relu"), x_main_module_56);
    auto x_main_module_58 = mmain->add_instruction(
        migraphx::make_op("transpose", migraphx::from_json_string("{permutation:[1,0]}")),
        x_main_module_8);
    auto x_main_module_59 =
        mmain->add_instruction(migraphx::make_op("dot"), x_main_module_57, x_main_module_58);
    auto x_main_module_60 = mmain->add_instruction(
        migraphx::make_op("multibroadcast", migraphx::from_json_string("{out_lens:[1,1000]}")),
        x_main_module_9);
    auto x_main_module_61 = mmain->add_instruction(
        migraphx::make_op("multibroadcast", migraphx::from_json_string("{out_lens:[1,1000]}")),
        x_main_module_0);
    auto x_main_module_62 =
        mmain->add_instruction(migraphx::make_op("mul"), x_main_module_60, x_main_module_61);
    auto x_main_module_63 =
        mmain->add_instruction(migraphx::make_op("add"), x_main_module_59, x_main_module_62);
    mmain->add_return({x_main_module_63});

    return p;
}
} // namespace MIGRAPHX_INLINE_NS
} // namespace driver
} // namespace migraphx