/*******************************************************************************
* Copyright 2016-2025 Intel Corporation
*
* Licensed under the Apache License, Version 2.0 (the "License");
* you may not use this file except in compliance with the License.
* You may obtain a copy of the License at
*
*     http://www.apache.org/licenses/LICENSE-2.0
*
* 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 "dnnl_test_common.hpp"
#include "gtest/gtest.h"

#include "oneapi/dnnl/dnnl.hpp"

namespace dnnl {

struct test_inner_product_descr_t {
    memory::dim mb;
    memory::dim ic;
    memory::dim oc;
    memory::dim kd, kh, kw;
};

template <typename data_t>
void compute_ref_inner_product_fwd(test_inner_product_descr_t ipd, memory &src,
        memory &weights, memory &bias, memory &dst) {
    const bool w_bias = bias.get_desc().get_ndims() != 0;
    auto src_data = map_memory<data_t>(src);
    auto weights_data = map_memory<data_t>(weights);
    auto bias_data = w_bias ? map_memory<data_t>(bias) : nullptr;
    auto dst_data = map_memory<data_t>(dst);

    const memory::desc src_d = src.get_desc();
    const memory::desc weights_d = weights.get_desc();
    const memory::desc bias_d = bias.get_desc();
    const memory::desc dst_d = dst.get_desc();
    const dnnl::impl::memory_desc_wrapper src_mdw(src_d.get());
    const dnnl::impl::memory_desc_wrapper weights_mdw(weights_d.get());
    const dnnl::impl::memory_desc_wrapper bias_mdw(bias_d.get());
    const dnnl::impl::memory_desc_wrapper dst_mdw(dst_d.get());

    auto padded_ic = src_mdw.padded_dims()[1];

    dnnl::impl::parallel_nd(ipd.mb, ipd.oc, [&](memory::dim n, memory::dim oc) {
        memory::dim oidx = n * ipd.oc + oc;
        dst_data[dst_mdw.off_l(oidx, true)]
                = bias_data ? bias_data[bias_mdw.off_l(oc, true)] : data_t {0};
        for (memory::dim ic = 0; ic < ipd.ic; ic++) {
            for_(memory::dim kd = 0; kd < ipd.kd; kd++)
            for_(memory::dim kh = 0; kh < ipd.kh; kh++)
            for (memory::dim kw = 0; kw < ipd.kw; kw++) {
                memory::dim iidx = n * padded_ic * ipd.kd * ipd.kh * ipd.kw
                        + ic * ipd.kd * ipd.kh * ipd.kw + kd * ipd.kh * ipd.kw
                        + kh * ipd.kw + kw;
                memory::dim widx = oc * padded_ic * ipd.kd * ipd.kh * ipd.kw
                        + ic * ipd.kd * ipd.kh * ipd.kw + kd * ipd.kh * ipd.kw
                        + kh * ipd.kw + kw;
                dst_data[dst_mdw.off_l(oidx, true)]
                        += src_data[src_mdw.off_l(iidx, true)]
                        * weights_data[weights_mdw.off_l(widx, true)];
            }
        }
    });
}

struct inprod_test_params_t {
    prop_kind aprop_kind;
    memory::format_tag src_format;
    memory::format_tag weights_format;
    memory::format_tag bias_format;
    memory::format_tag dst_format;
    int ndims;
    test_inner_product_descr_t test_ipd;
    bool expect_to_fail;
    dnnl_status_t expected_status;
};

template <typename data_t>
class inner_product_test_t
    : public ::testing::TestWithParam<inprod_test_params_t> {
protected:
    void SetUp() override {
        auto p = ::testing::TestWithParam<inprod_test_params_t>::GetParam();
        SKIP_IF_CUDA(!cuda_generic_check_format_tags(p.src_format,
                             p.weights_format, p.bias_format, p.dst_format),
                "Unsupported format tag");
        SKIP_IF_GENERIC(!cuda_generic_check_format_tags(p.src_format,
                                p.weights_format, p.bias_format, p.dst_format),
                "Unsupported format tag");
        SKIP_IF_CUDA(p.ndims > 5, "Unsupported number of dimensions");
        catch_expected_failures(
                [&]() { Test(); }, p.expect_to_fail, p.expected_status);
    }

    bool cuda_generic_check_format_tags(memory::format_tag src_format,
            memory::format_tag wei_format, memory::format_tag bia_format,
            memory::format_tag dst_format) {
        bool src_ok = src_format == memory::format_tag::ncdhw
                || src_format == memory::format_tag::ndhwc
                || src_format == memory::format_tag::nchw
                || src_format == memory::format_tag::nhwc
                || src_format == memory::format_tag::ncw
                || src_format == memory::format_tag::nwc
                || src_format == memory::format_tag::nc
                || src_format == memory::format_tag::any;
        bool wei_ok = wei_format == memory::format_tag::oidhw
                || wei_format == memory::format_tag::odhwi
                || wei_format == memory::format_tag::dhwio
                || wei_format == memory::format_tag::oihw
                || wei_format == memory::format_tag::ohwi
                || wei_format == memory::format_tag::hwio
                || wei_format == memory::format_tag::oiw
                || wei_format == memory::format_tag::owi
                || wei_format == memory::format_tag::wio
                || wei_format == memory::format_tag::io
                || wei_format == memory::format_tag::oi
                || wei_format == memory::format_tag::any;
        bool bia_ok = bia_format == memory::format_tag::undef
                || bia_format == memory::format_tag::any
                || bia_format == memory::format_tag::a
                || bia_format == memory::format_tag::x;
        bool dst_ok = dst_format == memory::format_tag::any
                || dst_format == memory::format_tag::nc;

        return src_ok && wei_ok && bia_ok && dst_ok;
    }

    void Test() {
        auto p = ::testing::TestWithParam<inprod_test_params_t>::GetParam();
        test_inner_product_descr_t ipd = p.test_ipd;

        // ip specific types and values
        using pd_t = inner_product_forward::primitive_desc;

        bool has_spatial = ipd.kh > 1 || ipd.kw > 1;
        if (p.ndims == 5) has_spatial = has_spatial || ipd.kd > 1;
        bool with_bias = p.bias_format != memory::format_tag::undef;

        ASSERT_EQ(p.aprop_kind, prop_kind::forward);
        auto eng = get_test_engine();
        auto strm = make_stream(eng);
        memory::data_type data_type = data_traits_t<data_t>::data_type;
        ASSERT_EQ(data_type, dnnl::memory::data_type::f32);

        memory::dims src_dims = {ipd.mb, ipd.ic}, wei_dims = {ipd.oc, ipd.ic};
        if (has_spatial) {
            if (p.ndims == 5) {
                src_dims.push_back(ipd.kd);
                wei_dims.push_back(ipd.kd);
            }
            if (p.ndims >= 4) {
                src_dims.push_back(ipd.kh);
                wei_dims.push_back(ipd.kh);
            }
            if (p.ndims >= 3) {
                src_dims.push_back(ipd.kw);
                wei_dims.push_back(ipd.kw);
            }
        }
        auto ip_src_desc = create_md(src_dims, data_type, p.src_format);
        auto ip_weights_desc = create_md(wei_dims, data_type, p.weights_format);
        auto ip_bias_desc = with_bias
                ? create_md({ipd.oc}, data_type, p.bias_format)
                : create_md({}, data_type, p.bias_format);
        auto ip_dst_desc = create_md({ipd.mb, ipd.oc}, data_type, p.dst_format);

        auto ip_primitive_desc = with_bias
                ? pd_t(eng, p.aprop_kind, ip_src_desc, ip_weights_desc,
                        ip_bias_desc, ip_dst_desc)
                : pd_t(eng, p.aprop_kind, ip_src_desc, ip_weights_desc,
                        ip_dst_desc);

        allows_attr_t aa {};
        aa.po_eltwise = true;
        aa.po_sum = true;
#ifdef DNNL_SYCL_GENERIC
        aa.po_binary = true;
        aa.po_prelu = true;
#else
        aa.po_binary = !is_nvidia_gpu(eng) && !is_amd_gpu(eng);
        aa.po_prelu = !is_nvidia_gpu(eng) && !is_amd_gpu(eng);
#endif
        test_fwd_pd_constructors<pd_t>(ip_primitive_desc, aa, p.aprop_kind,
                ip_src_desc, ip_weights_desc, ip_bias_desc, ip_dst_desc);

        auto ip_src = test::make_memory(ip_primitive_desc.src_desc(), eng);
        auto ip_weights
                = test::make_memory(ip_primitive_desc.weights_desc(), eng);
        auto ip_bias = test::make_memory(ip_primitive_desc.bias_desc(), eng);
        auto ip_dst = test::make_memory(ip_primitive_desc.dst_desc(), eng);
        auto dst_ref = test::make_memory(ip_primitive_desc.dst_desc(), eng);

        fill_data<data_t>(
                ip_src.get_desc().get_size() / sizeof(data_t), ip_src);
        fill_data<data_t>(
                ip_weights.get_desc().get_size() / sizeof(data_t), ip_weights);
        if (with_bias) {
            fill_data<data_t>(
                    ip_bias.get_desc().get_size() / sizeof(data_t), ip_bias);
        }
        check_zero_tail<data_t>(1, ip_src);
        check_zero_tail<data_t>(1, ip_weights);

        ASSERT_TRUE(ip_primitive_desc.query_md(query::exec_arg_md, DNNL_ARG_SRC)
                == ip_primitive_desc.src_desc());
        ASSERT_TRUE(ip_primitive_desc.query_md(query::exec_arg_md, DNNL_ARG_DST)
                == ip_primitive_desc.dst_desc());
        ASSERT_TRUE(
                ip_primitive_desc.query_md(query::exec_arg_md, DNNL_ARG_WEIGHTS)
                == ip_primitive_desc.weights_desc());
        ASSERT_TRUE(
                ip_primitive_desc.query_md(query::exec_arg_md, DNNL_ARG_BIAS)
                == ip_primitive_desc.bias_desc());

        ASSERT_EQ(ip_primitive_desc.get_prop_kind(), p.aprop_kind);

        EXPECT_ANY_THROW(inner_product_forward(ip_primitive_desc, {}));
        inner_product_forward(ip_primitive_desc)
                .execute(strm,
                        {{DNNL_ARG_SRC, ip_src}, {DNNL_ARG_WEIGHTS, ip_weights},
                                {DNNL_ARG_BIAS, ip_bias},
                                {DNNL_ARG_DST, ip_dst}});
        strm.wait();

        compute_ref_inner_product_fwd<data_t>(
                ipd, ip_src, ip_weights, ip_bias, dst_ref);
        check_zero_tail<data_t>(1, dst_ref);
        compare_data<data_t>(dst_ref, ip_dst);

        check_zero_tail<data_t>(0, ip_dst);
    }
};

using inner_product_test_float = inner_product_test_t<float>;
using inprod_test_params_float = inprod_test_params_t;

#define EXPAND_SIZES_3D(...) \
    5, { __VA_ARGS__ }
#define EXPAND_SIZES_2D(mb, ic, oc, kh, kw) \
    4, { mb, ic, oc, 1, kh, kw }
#define EXPAND_SIZES_1D(mb, ic, oc, kw) \
    3, { mb, ic, oc, 1, 1, kw }

TEST_P(inner_product_test_float, TestsInnerProduct) {}

INSTANTIATE_TEST_SUITE_P(TestInnerProductForwardZeroDim,
        inner_product_test_float,
        ::testing::Values(inprod_test_params_float {prop_kind::forward,
                memory::format_tag::any, memory::format_tag::any,
                memory::format_tag::any, memory::format_tag::any,
                EXPAND_SIZES_2D(0, 32, 48, 6, 6)}));

INSTANTIATE_TEST_SUITE_P(TestInnerProductForwardEF, inner_product_test_float,
        ::testing::Values(
                inprod_test_params_float {prop_kind::forward,
                        memory::format_tag::any, memory::format_tag::any,
                        memory::format_tag::any, memory::format_tag::any,
                        EXPAND_SIZES_2D(2, 0, 48, 6, 6), true,
                        dnnl_invalid_arguments},
                inprod_test_params_float {prop_kind::forward,
                        memory::format_tag::any, memory::format_tag::any,
                        memory::format_tag::any, memory::format_tag::any,
                        EXPAND_SIZES_2D(-1, 32, 48, 6, 6), true,
                        dnnl_invalid_arguments},
                inprod_test_params_float {prop_kind::forward,
                        memory::format_tag::any, memory::format_tag::any,
                        memory::format_tag::any, memory::format_tag::any,
                        EXPAND_SIZES_2D(2, -1, 48, 6, 6), true,
                        dnnl_invalid_arguments}));

INSTANTIATE_TEST_SUITE_P(TestInnerProductForwardNoBias_padded,
        inner_product_test_float,
        ::testing::Values(
                inprod_test_params_float {prop_kind::forward,
                        memory::format_tag::nChw16c,
                        memory::format_tag::aBcd16b, memory::format_tag::undef,
                        memory::format_tag::nc,
                        EXPAND_SIZES_2D(4, 14, 25, 5, 5)},
                inprod_test_params_float {prop_kind::forward,
                        memory::format_tag::nChw16c,
                        memory::format_tag::aBcd16b, memory::format_tag::undef,
                        memory::format_tag::nc,
                        EXPAND_SIZES_2D(4, 20, 15, 5, 5)},
                inprod_test_params_float {prop_kind::forward,
                        memory::format_tag::nChw8c, memory::format_tag::aBcd8b,
                        memory::format_tag::undef, memory::format_tag::nc,
                        EXPAND_SIZES_2D(4, 6, 15, 5, 5)},
                inprod_test_params_float {prop_kind::forward,
                        memory::format_tag::nChw8c, memory::format_tag::aBcd8b,
                        memory::format_tag::undef, memory::format_tag::nc,
                        EXPAND_SIZES_2D(4, 10, 5, 5, 5)},
                inprod_test_params_float {prop_kind::forward,
                        memory::format_tag::nChw4c, memory::format_tag::aBcd4b,
                        memory::format_tag::undef, memory::format_tag::nc,
                        EXPAND_SIZES_2D(4, 16, 5, 5, 5)}));

GPU_INSTANTIATE_TEST_SUITE_P(TestInnerProductForward_padded,
        inner_product_test_float,
        ::testing::Values(inprod_test_params_float {prop_kind::forward,
                                  memory::format_tag::nChw16c,
                                  memory::format_tag::aBcd16b,
                                  memory::format_tag::x, memory::format_tag::nc,
                                  EXPAND_SIZES_2D(4, 14, 25, 5, 5)},
                inprod_test_params_float {prop_kind::forward,
                        memory::format_tag::nChw16c,
                        memory::format_tag::aBcd16b, memory::format_tag::x,
                        memory::format_tag::nc,
                        EXPAND_SIZES_2D(4, 20, 15, 5, 5)},
                inprod_test_params_float {prop_kind::forward,
                        memory::format_tag::nChw8c, memory::format_tag::aBcd8b,
                        memory::format_tag::x, memory::format_tag::nc,
                        EXPAND_SIZES_2D(4, 6, 15, 5, 5)},
                inprod_test_params_float {prop_kind::forward,
                        memory::format_tag::nChw8c, memory::format_tag::aBcd8b,
                        memory::format_tag::x, memory::format_tag::nc,
                        EXPAND_SIZES_2D(4, 10, 5, 5, 5)}));

INSTANTIATE_TEST_SUITE_P(TestInnerProductForwardNoBias,
        inner_product_test_float,
        ::testing::Values(
                inprod_test_params_float {prop_kind::forward,
                        memory::format_tag::any, memory::format_tag::any,
                        memory::format_tag::undef, memory::format_tag::any,
                        EXPAND_SIZES_2D(2, 32, 48, 6, 6)},
                inprod_test_params_float {prop_kind::forward,
                        memory::format_tag::any, memory::format_tag::any,
                        memory::format_tag::undef, memory::format_tag::any,
                        EXPAND_SIZES_2D(2, 512, 48, 2, 2)},
                inprod_test_params_float {prop_kind::forward,
                        memory::format_tag::nwc, memory::format_tag::wio,
                        memory::format_tag::undef, memory::format_tag::nc,
                        EXPAND_SIZES_1D(2, 32, 48, 5)},
                inprod_test_params_float {prop_kind::forward,
                        memory::format_tag::nwc, memory::format_tag::owi,
                        memory::format_tag::undef, memory::format_tag::nc,
                        EXPAND_SIZES_1D(2, 32, 48, 5)},
                inprod_test_params_float {prop_kind::forward,
                        memory::format_tag::nwc, memory::format_tag::oiw,
                        memory::format_tag::undef, memory::format_tag::nc,
                        EXPAND_SIZES_1D(2, 32, 48, 5)},
                inprod_test_params_float {prop_kind::forward,
                        memory::format_tag::ncw, memory::format_tag::oiw,
                        memory::format_tag::undef, memory::format_tag::nc,
                        EXPAND_SIZES_1D(2, 32, 48, 5)},
                inprod_test_params_float {prop_kind::forward,
                        memory::format_tag::ncw, memory::format_tag::owi,
                        memory::format_tag::undef, memory::format_tag::nc,
                        EXPAND_SIZES_1D(2, 32, 48, 5)},
                inprod_test_params_float {prop_kind::forward,
                        memory::format_tag::ncw, memory::format_tag::wio,
                        memory::format_tag::undef, memory::format_tag::nc,
                        EXPAND_SIZES_1D(2, 32, 48, 5)},
                inprod_test_params_float {prop_kind::forward,
                        memory::format_tag::nhwc, memory::format_tag::hwio,
                        memory::format_tag::undef, memory::format_tag::nc,
                        EXPAND_SIZES_2D(2, 32, 48, 6, 6)},
                inprod_test_params_float {prop_kind::forward,
                        memory::format_tag::nhwc, memory::format_tag::ohwi,
                        memory::format_tag::undef, memory::format_tag::nc,
                        EXPAND_SIZES_2D(2, 32, 48, 6, 6)},
                inprod_test_params_float {prop_kind::forward,
                        memory::format_tag::nhwc, memory::format_tag::oihw,
                        memory::format_tag::undef, memory::format_tag::nc,
                        EXPAND_SIZES_2D(2, 32, 48, 6, 6)},
                inprod_test_params_float {prop_kind::forward,
                        memory::format_tag::nchw, memory::format_tag::oihw,
                        memory::format_tag::undef, memory::format_tag::nc,
                        EXPAND_SIZES_2D(2, 32, 48, 6, 6)},
                inprod_test_params_float {prop_kind::forward,
                        memory::format_tag::nchw, memory::format_tag::hwio,
                        memory::format_tag::undef, memory::format_tag::nc,
                        EXPAND_SIZES_2D(2, 32, 48, 6, 6)},
                inprod_test_params_float {prop_kind::forward,
                        memory::format_tag::nchw, memory::format_tag::ohwi,
                        memory::format_tag::undef, memory::format_tag::nc,
                        EXPAND_SIZES_2D(2, 32, 48, 6, 6)},
                inprod_test_params_float {prop_kind::forward,
                        memory::format_tag::nChw8c, memory::format_tag::aBcd8b,
                        memory::format_tag::undef, memory::format_tag::nc,
                        EXPAND_SIZES_2D(2, 32, 48, 6, 6)},
                inprod_test_params_float {prop_kind::forward,
                        memory::format_tag::nChw16c,
                        memory::format_tag::aBcd16b, memory::format_tag::undef,
                        memory::format_tag::nc,
                        EXPAND_SIZES_2D(2, 32, 48, 6, 6)},
                inprod_test_params_float {prop_kind::forward,
                        memory::format_tag::any, memory::format_tag::aBcd8b,
                        memory::format_tag::undef, memory::format_tag::nc,
                        EXPAND_SIZES_2D(2, 32, 48, 6, 6)},
                inprod_test_params_float {prop_kind::forward,
                        memory::format_tag::nChw8c, memory::format_tag::any,
                        memory::format_tag::undef, memory::format_tag::nc,
                        EXPAND_SIZES_2D(2, 32, 48, 6, 6)},
                inprod_test_params_float {prop_kind::forward,
                        memory::format_tag::nChw16c,
                        memory::format_tag::aBcd16b, memory::format_tag::undef,
                        memory::format_tag::nc,
                        EXPAND_SIZES_2D(2, 32, 48, 6, 6)},
                inprod_test_params_float {prop_kind::forward,
                        memory::format_tag::nc, memory::format_tag::oi,
                        memory::format_tag::undef, memory::format_tag::nc,
                        EXPAND_SIZES_2D(2, 32, 1152, 1, 1)},
                inprod_test_params_float {prop_kind::forward,
                        memory::format_tag::nc, memory::format_tag::oi,
                        memory::format_tag::undef, memory::format_tag::nc,
                        EXPAND_SIZES_2D(2, 2, 4, 1, 1)},
                inprod_test_params_float {prop_kind::forward,
                        memory::format_tag::nc, memory::format_tag::io,
                        memory::format_tag::undef, memory::format_tag::nc,
                        EXPAND_SIZES_2D(2, 8, 16, 1, 1)}));

INSTANTIATE_TEST_SUITE_P(TestInnerProductForward3D, inner_product_test_float,
        ::testing::Values(
                inprod_test_params_float {prop_kind::forward,
                        memory::format_tag::any, memory::format_tag::any,
                        memory::format_tag::undef, memory::format_tag::any,
                        EXPAND_SIZES_3D(2, 32, 48, 6, 6, 6)},
                inprod_test_params_float {prop_kind::forward,
                        memory::format_tag::ncdhw, memory::format_tag::dhwio,
                        memory::format_tag::x, memory::format_tag::nc,
                        EXPAND_SIZES_3D(2, 32, 48, 3, 5, 7)},
                inprod_test_params_float {prop_kind::forward,
                        memory::format_tag::ncdhw, memory::format_tag::odhwi,
                        memory::format_tag::undef, memory::format_tag::nc,
                        EXPAND_SIZES_3D(2, 32, 48, 2, 4, 6)},
                inprod_test_params_float {prop_kind::forward,
                        memory::format_tag::ncdhw, memory::format_tag::oidhw,
                        memory::format_tag::undef, memory::format_tag::nc,
                        EXPAND_SIZES_3D(2, 32, 48, 6, 6, 6)},
                inprod_test_params_float {prop_kind::forward,
                        memory::format_tag::nCdhw8c,
                        memory::format_tag::aBcde8b, memory::format_tag::x,
                        memory::format_tag::nc,
                        EXPAND_SIZES_3D(2, 32, 48, 6, 6, 6)},
                inprod_test_params_float {prop_kind::forward,
                        memory::format_tag::nCdhw16c,
                        memory::format_tag::aBcde16b, memory::format_tag::x,
                        memory::format_tag::nc,
                        EXPAND_SIZES_3D(2, 32, 48, 6, 6, 6)},
                inprod_test_params_float {prop_kind::forward,
                        memory::format_tag::ndhwc, memory::format_tag::dhwio,
                        memory::format_tag::undef, memory::format_tag::nc,
                        EXPAND_SIZES_3D(2, 16, 48, 3, 3, 3)},
                inprod_test_params_float {prop_kind::forward,
                        memory::format_tag::ndhwc, memory::format_tag::odhwi,
                        memory::format_tag::undef, memory::format_tag::nc,
                        EXPAND_SIZES_3D(2, 16, 48, 3, 4, 5)},
                inprod_test_params_float {prop_kind::forward,
                        memory::format_tag::ndhwc, memory::format_tag::oidhw,
                        memory::format_tag::undef, memory::format_tag::nc,
                        EXPAND_SIZES_3D(2, 16, 48, 3, 5, 4)}));

INSTANTIATE_TEST_SUITE_P(TestInnerProductForward, inner_product_test_float,
        ::testing::Values(
                inprod_test_params_float {prop_kind::forward,
                        memory::format_tag::any, memory::format_tag::any,
                        memory::format_tag::any, memory::format_tag::any,
                        EXPAND_SIZES_2D(2, 32, 48, 6, 6)},
                inprod_test_params_float {prop_kind::forward,
                        memory::format_tag::any, memory::format_tag::any,
                        memory::format_tag::any, memory::format_tag::any,
                        EXPAND_SIZES_2D(2, 512, 48, 2, 2)},
                inprod_test_params_float {prop_kind::forward,
                        memory::format_tag::nhwc, memory::format_tag::oihw,
                        memory::format_tag::x, memory::format_tag::nc,
                        EXPAND_SIZES_2D(2, 32, 48, 6, 6)},
                inprod_test_params_float {prop_kind::forward,
                        memory::format_tag::nhwc, memory::format_tag::hwio,
                        memory::format_tag::x, memory::format_tag::nc,
                        EXPAND_SIZES_2D(2, 32, 48, 6, 6)},
                inprod_test_params_float {prop_kind::forward,
                        memory::format_tag::nchw, memory::format_tag::oihw,
                        memory::format_tag::x, memory::format_tag::nc,
                        EXPAND_SIZES_2D(2, 32, 48, 6, 6)},
                inprod_test_params_float {prop_kind::forward,
                        memory::format_tag::nChw8c, memory::format_tag::aBcd8b,
                        memory::format_tag::x, memory::format_tag::nc,
                        EXPAND_SIZES_2D(2, 32, 48, 6, 6)},
                inprod_test_params_float {prop_kind::forward,
                        memory::format_tag::nChw16c,
                        memory::format_tag::aBcd16b, memory::format_tag::x,
                        memory::format_tag::nc,
                        EXPAND_SIZES_2D(2, 32, 48, 6, 6)},
                inprod_test_params_float {prop_kind::forward,
                        memory::format_tag::nc, memory::format_tag::oi,
                        memory::format_tag::x, memory::format_tag::nc,
                        EXPAND_SIZES_2D(2, 32, 1152, 1, 1)},
                inprod_test_params_float {prop_kind::forward,
                        memory::format_tag::nc, memory::format_tag::oi,
                        memory::format_tag::x, memory::format_tag::nc,
                        EXPAND_SIZES_2D(2, 2, 4, 1, 1)},
                inprod_test_params_float {prop_kind::forward,
                        memory::format_tag::nc, memory::format_tag::oi,
                        memory::format_tag::x, memory::format_tag::nc,
                        EXPAND_SIZES_2D(2, 8, 16, 1, 1)}));
} // namespace dnnl
