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qlinearglobalavgpool_test.cpp 1.8 KB
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#include <onnx_test.hpp>
#include <migraphx/op/pooling.hpp>

TEST_CASE(qlinearglobalavgpool_test)
{
    migraphx::program p;
    auto* mm = p.get_main_module();

    auto x = mm->add_parameter("X", {migraphx::shape::uint8_type, {1, 3, 4, 4}});

    auto sc_x   = mm->add_literal(migraphx::literal{migraphx::shape::float_type, {0.05}});
    auto z_pt_x = mm->add_literal(migraphx::literal{migraphx::shape::uint8_type, {128}});

    auto sc_y   = mm->add_literal(migraphx::literal{migraphx::shape::float_type, {0.025}});
    auto z_pt_y = mm->add_literal(migraphx::literal{migraphx::shape::uint8_type, {64}});

    auto scale_x_bcast = mm->add_instruction(
        migraphx::make_op("multibroadcast", {{"out_lens", {1, 3, 4, 4}}}), sc_x);

    auto z_pt_x_bcast = mm->add_instruction(
        migraphx::make_op("multibroadcast", {{"out_lens", {1, 3, 4, 4}}}), z_pt_x);

    auto fp_x =
        mm->add_instruction(migraphx::make_op("dequantizelinear"), x, scale_x_bcast, z_pt_x_bcast);

    auto fp_y =
        mm->add_instruction(migraphx::make_op("pooling",
                                              {{"mode", migraphx::op::pooling_mode::average},
                                               {"padding", {0, 0, 0, 0}},
                                               {"lengths", {4, 4}}}),
                            fp_x);

    auto scale_y_bcast = mm->add_instruction(
        migraphx::make_op("multibroadcast", {{"out_lens", {1, 3, 1, 1}}}), sc_y);

    auto z_pt_y_bcast = mm->add_instruction(
        migraphx::make_op("multibroadcast", {{"out_lens", {1, 3, 1, 1}}}), z_pt_y);

    auto y =
        mm->add_instruction(migraphx::make_op("quantizelinear"), fp_y, scale_y_bcast, z_pt_y_bcast);

    mm->add_return({y});

    auto prog = migraphx::parse_onnx("qlinearglobalavgpool_test.onnx");

    EXPECT(p.sort() == prog.sort());
}