merge develop branch

src/include/migraphx/operators.hpp

@@ -826,10 +826,22 @@ struct dot
         const shape& b = inputs.at(1);
         auto t         = a.type();
 
-        if(a.lens()[1] != b.lens()[0])
+        // according to the specification of the numpy.matmul()
+        // inputs with the shape dims more than 2 are acceptable
+        // as long as dim values are the same in the two inputs
+        if(!std::equal(a.lens().rbegin() + 2, a.lens().rend(), b.lens().rbegin() + 2))
+        {
+            MIGRAPHX_THROW("DOT: dim values mismatch");
+        }
+
+        std::size_t dim_0 = a.lens().size() - 2;
+        std::size_t dim_1 = a.lens().size() - 1;
+        if(a.lens()[dim_1] != b.lens()[dim_0])
             MIGRAPHX_THROW("Inner dimensions do not match: {" + to_string_range(a.lens()) +
                            "} x {" + to_string_range(b.lens()) + "}");
-        return {t, {a.lens()[0], b.lens()[1]}};
+        auto out_lens   = a.lens();
+        out_lens[dim_1] = b.lens()[dim_1];
+        return {t, out_lens};
     }
 };
 

src/onnx/onnx.cpp

@@ -485,7 +485,12 @@ struct onnx_parser
         {
             transb = parse_value(attributes.at("transB")).at<bool>();
         }
-        std::vector<int64_t> perm = {1, 0};
+
+        std::vector<int64_t> perm(args[0]->get_shape().lens().size());
+        std::iota(perm.begin(), perm.end(), int64_t{0});
+        // swap the last two elements
+        std::swap(*perm.rbegin(), *(perm.rbegin() + 1));
+
         auto l1 = (transa) ? prog.add_instruction(op::transpose{perm}, args[0]) : args[0];
         auto l2 = (transb) ? prog.add_instruction(op::transpose{perm}, args[1]) : args[1];
         if(args.size() == 3)
@@ -1160,9 +1165,9 @@ struct onnx_parser
                 instructions[name] = prog.add_parameter(name, s);
             }
         }
-        for(auto&& p : nodes)
+        for(auto&& output : graph.output())
         {
-            this->parse_node(p.first);
+            this->parse_node(output.name());
         }
     }
 

src/targets/cpu/gemm.cpp

 #include <migraphx/cpu/gemm.hpp>
 #include <migraphx/dfor.hpp>
 #include <migraphx/requires.hpp>
+#include <migraphx/shape_for_each.hpp>
 #include <blaze/math/CustomMatrix.h>
 
 namespace migraphx {
@@ -14,10 +15,13 @@ template <class T>
 static auto make_mat(tensor_view<T> x)
 {
     const auto& s = x.get_shape();
-    assert(s.lens().size() == 2);
+    // assert(s.lens().size() == 2);
+    std::size_t n_dims = s.lens().size();
+    std::size_t dim_0  = n_dims - 2;
+    std::size_t dim_1  = n_dims - 1;
     if(s.transposed())
-        return matrix<T>{x.data(), s.lens()[1], s.lens()[0], s.strides()[1]};
-    return matrix<T>{x.data(), s.lens()[0], s.lens()[1], s.strides()[0]};
+        return matrix<T>{x.data(), s.lens()[dim_1], s.lens()[dim_0], s.strides()[dim_1]};
+    return matrix<T>{x.data(), s.lens()[dim_0], s.lens()[dim_1], s.strides()[dim_0]};
 }
 
 template <class T, class F>
@@ -64,18 +68,24 @@ void migemm_impl(tensor_view<T> cmat,
                  float beta,
                  std::false_type)
 {
-    auto m = cmat.get_shape().lens()[0];
-    auto n = cmat.get_shape().lens()[1];
-    auto k = amat.get_shape().lens()[1];
+    std::size_t n_dims = cmat.get_shape().lens().size();
+    std::size_t dim_0  = n_dims - 2;
+    std::size_t dim_1  = n_dims - 1;
+    auto k             = amat.get_shape().lens()[dim_1];
 
-    assert(amat.get_shape().lens()[1] == bmat.get_shape().lens()[0]);
-    assert(m == amat.get_shape().lens()[0]);
-    assert(n == bmat.get_shape().lens()[1]);
+    assert(amat.get_shape().lens()[dim_1] == bmat.get_shape().lens()[dim_0]);
+    assert(cmat.get_shape().lens()[dim_0] == amat.get_shape().lens()[dim_0]);
+    assert(cmat.get_shape().lens()[dim_1] == bmat.get_shape().lens()[dim_1]);
 
-    dfor(m, n)([&](auto ii, auto jj) {
-        double s = cmat(ii, jj) * beta;
-        dfor(k)([&](auto kk) { s += amat(ii, kk) * bmat(kk, jj); });
-        cmat(ii, jj) = alpha * s;
+    shape_for_each(cmat.get_shape(), [&](const auto& c_idx) {
+        auto a_idx = c_idx;
+        auto b_idx = c_idx;
+        double s   = 0.0;
+        dfor(k)([&](auto kk) {
+            a_idx[dim_1] = b_idx[dim_0] = kk;
+            s += amat(a_idx.begin(), a_idx.end()) * bmat(b_idx.begin(), b_idx.end());
+        });
+        cmat(c_idx.begin(), c_idx.end()) = alpha * s + cmat(c_idx.begin(), c_idx.end()) * beta;
     });
 }
 
@@ -83,7 +93,18 @@ template <class T>
 void migemm_impl(
     tensor_view<T> cmat, tensor_view<T> amat, tensor_view<T> bmat, float alpha, float beta)
 {
-    migemm_impl(cmat, amat, bmat, alpha, beta, is_fast_gemm_type<T>{});
+    auto lens = amat.get_shape().lens();
+    bool batch_mul =
+        std::accumulate(lens.begin(), lens.end(), std::size_t{1}, std::multiplies<std::size_t>()) ==
+        (*lens.rbegin()) * (*(lens.rbegin() + 1));
+    if(batch_mul)
+    {
+        migemm_impl(cmat, amat, bmat, alpha, beta, is_fast_gemm_type<T>{});
+    }
+    else
+    {
+        migemm_impl(cmat, amat, bmat, alpha, beta, std::false_type{});
+    }
 }
 
 void migemm(

src/targets/gpu/gemm.cpp

@@ -5,6 +5,30 @@ namespace migraphx {
 inline namespace MIGRAPHX_INLINE_NS {
 namespace gpu {
 
+template <class... Ts>
+void generic_rocblas_batched_gemm(shape::as<float>, Ts&&... xs)
+{
+    rocblas_sgemm_strided_batched(std::forward<Ts>(xs)...);
+}
+
+template <class... Ts>
+void generic_rocblas_batched_gemm(shape::as<double>, Ts&&... xs)
+{
+    rocblas_dgemm_strided_batched(std::forward<Ts>(xs)...);
+}
+
+template <class... Ts>
+void generic_rocblas_batched_gemm(shape::as<half>, Ts&&... xs)
+{
+    rocblas_hgemm_strided_batched(std::forward<Ts>(xs)...);
+}
+
+template <class T, class... Ts>
+void generic_rocblas_batched_gemm(shape::as<T>, Ts&&...)
+{
+    MIGRAPHX_THROW("GENERIC_ROCBLAS_BATCHED_GEMM: type unsupported by rocblas");
+}
+
 template <class... Ts>
 void generic_rocblas_gemm(shape::as<float>, Ts&&... xs)
 {
@@ -26,7 +50,7 @@ void generic_rocblas_gemm(shape::as<half>, Ts&&... xs)
 template <class T, class... Ts>
 void generic_rocblas_gemm(shape::as<T>, Ts&&...)
 {
-    MIGRAPHX_THROW("Type unsupported by rocblas");
+    MIGRAPHX_THROW("GENERIC_ROCBLAS_GEMM: type unsupported by rocblas");
 }
 
 template <class T>
@@ -73,35 +97,45 @@ argument miopen_gemm::compute(context& ctx,
                               const shape& output_shape,
                               const std::vector<argument>& args) const
 {
-    float alpha     = 1.0f;
-    float beta      = 0.0f;
-    bool transa     = args[0].get_shape().transposed();
-    bool transb     = args[1].get_shape().transposed();
-    rocblas_int lda = args[0].get_shape().strides()[transa ? 1 : 0];
-    rocblas_int ldb = args[1].get_shape().strides()[transb ? 1 : 0];
-    rocblas_int ldc = args[2].get_shape().strides()[0];
-    rocblas_int m   = output_shape.lens()[0];
-    rocblas_int n   = output_shape.lens()[1];
-    rocblas_int k   = args[0].get_shape().lens()[1];
+    float alpha        = 1.0f;
+    float beta         = 0.0f;
+    bool transa        = args[0].get_shape().transposed();
+    bool transb        = args[1].get_shape().transposed();
+    std::size_t n_dims = args[0].get_shape().lens().size();
+    std::size_t dim_0  = n_dims - 2;
+    std::size_t dim_1  = n_dims - 1;
+    rocblas_int lda    = args[0].get_shape().strides()[transa ? dim_1 : dim_0];
+    rocblas_int ldb    = args[1].get_shape().strides()[transb ? dim_1 : dim_0];
+    rocblas_int ldc    = args[2].get_shape().strides()[dim_0];
+    auto out_lens      = output_shape.lens();
+    rocblas_int m      = out_lens[dim_0];
+    rocblas_int n      = out_lens[dim_1];
+    rocblas_int k      = args[0].get_shape().lens()[dim_1];
+    auto batch_num     = std::accumulate(
+        out_lens.rbegin() + 2, out_lens.rend(), std::size_t{1}, std::multiplies<std::size_t>());
     output_shape.visit_type([&](auto as) {
         auto alpha_r    = to_rocblas_type(as(alpha));
         auto beta_r     = to_rocblas_type(as(beta));
         auto to_pointer = [&](auto&& arg) { return to_rocblas_type(as.from(arg.data())); };
-        generic_rocblas_gemm(as,
-                             ctx.get_stream().get_rocblas(),
-                             transb ? rocblas_operation_transpose : rocblas_operation_none,
-                             transa ? rocblas_operation_transpose : rocblas_operation_none,
-                             n,
-                             m,
-                             k,
-                             &alpha_r,
-                             to_pointer(args[1]),
-                             ldb,
-                             to_pointer(args[0]),
-                             lda,
-                             &beta_r,
-                             to_pointer(args[2]),
-                             ldc);
+        generic_rocblas_batched_gemm(as,
+                                     ctx.get_stream().get_rocblas(),
+                                     transb ? rocblas_operation_transpose : rocblas_operation_none,
+                                     transa ? rocblas_operation_transpose : rocblas_operation_none,
+                                     n,
+                                     m,
+                                     k,
+                                     &alpha_r,
+                                     to_pointer(args[1]),
+                                     ldb,
+                                     k * n,
+                                     to_pointer(args[0]),
+                                     lda,
+                                     m * k,
+                                     &beta_r,
+                                     to_pointer(args[2]),
+                                     ldc,
+                                     m * n,
+                                     batch_num);
 
     });
 

test/cpu_ops_test.cpp

@@ -925,6 +925,193 @@ void gemm_test()
 TEST_CASE_REGISTER(gemm_test<float>)
 TEST_CASE_REGISTER(gemm_test<double>)
 
+template <class T>
+void gemm_test_ex()
+{
+    migraphx::program p;
+    std::vector<T> a     = {-0.00925222, 0.56250403, 0.70107397,  0.75402161,  -0.505885,
+                        1.33628943,  -0.11413,   -0.31270559, 1.59336732,  -0.19361027,
+                        -0.91620867, 0.40108416, -0.06969921, 0.68483471,  -0.39906632,
+                        -1.66423624, 0.69040076, -1.31490171, -0.11282616, -0.79391814};
+    std::vector<float> b = {6.09568541e-01,
+                            -6.10527007e-01,
+                            3.66646462e-01,
+                            1.18951101e-01,
+                            5.58777432e-01,
+                            -3.21296298e-01,
+                            -5.95997198e-01,
+                            -5.01425721e-01,
+                            -2.84606807e-01,
+                            -5.73673557e-01,
+                            -8.99430260e-01,
+                            -4.25103093e-01,
+                            1.53027987e+00,
+                            -3.81407415e-04,
+                            -3.29650255e-01};
+    std::vector<float> c = {-1.56327541e+00,
+                            -7.09570140e-01,
+                            -5.37424982e-01,
+                            -2.22994831e-01,
+                            -2.15586437e+00,
+                            2.09177941e-03,
+                            -1.47279677e+00,
+                            2.02627040e-01,
+                            -6.04527691e-01,
+                            -1.29885596e+00,
+                            2.16294914e+00,
+                            -1.48101497e-01};
+    migraphx::shape a_shape{migraphx::shape::get_type<T>{}, {1, 1, 4, 5}};
+    auto al = p.add_literal(migraphx::literal{a_shape, a});
+    migraphx::shape b_shape{migraphx::shape::get_type<T>{}, {1, 1, 5, 3}};
+    auto bl = p.add_literal(migraphx::literal{b_shape, b});
+    p.add_instruction(migraphx::op::dot{}, al, bl);
+    p.compile(migraphx::cpu::target{});
+    auto result = p.eval({});
+    std::vector<T> results_vector(12);
+    result.visit([&](auto output) { results_vector.assign(output.begin(), output.end()); });
+    EXPECT(migraphx::verify_range(c, results_vector));
+}
+TEST_CASE_REGISTER(gemm_test_ex<float>)
+TEST_CASE_REGISTER(gemm_test_ex<double>)
+
+TEST_CASE(gemm_mutli_dim_2)
+{
+    migraphx::program p;
+    std::vector<float> m1 = {-0.76234141,
+                             0.01368910,
+                             -0.86343423,
+                             -0.99465282,
+                             0.76133268,
+                             0.96507140,
+                             -0.55893585,
+                             0.02625652,
+                             0.75171776,
+                             0.23112578,
+                             0.25624787,
+                             -1.50442161};
+    migraphx::shape m1_shape{migraphx::shape::float_type, {2, 2, 3}};
+    std::vector<float> m2 = {-0.15933632, -0.69594712, -0.06198966, -1.23905184, -0.83672704,
+                             -1.06971832, -0.12272917, 1.07094116,  -0.08346820, 1.16820693,
+                             -0.95700874, 0.24059691,  0.43326023,  0.78305235,  -0.53506601,
+                             -0.69359678, -0.26334436, 1.56292796,  -0.33629175, -1.72693469,
+                             0.41435494,  1.52136843,  -0.40699791, -1.59839430};
+    migraphx::shape m2_shape{migraphx::shape::float_type, {2, 3, 4}};
+    auto l1 = p.add_literal(migraphx::literal{m1_shape, m1});
+    auto l2 = p.add_literal(migraphx::literal{m2_shape, m2});
+
+    p.add_instruction(migraphx::op::dot{}, l1, l2);
+    p.compile(migraphx::cpu::target{});
+    auto result = p.eval({});
+    std::vector<float> m;
+    result.visit([&](auto output) { m.assign(output.begin(), output.end()); });
+
+    std::vector<float> m_res = {0.18208394,
+                                -0.49276402,
+                                0.87189133,
+                                0.75150114,
+                                -0.55909610,
+                                1.00521735,
+                                -0.95536130,
+                                2.27996211,
+                                0.06239879,
+                                0.74700068,
+                                -0.01570983,
+                                -0.85920856,
+                                -0.59070835,
+                                -1.70729902,
+                                0.40245487,
+                                1.80182751};
+
+    EXPECT(migraphx::verify_range(m, m_res));
+}
+
+TEST_CASE(gemm_mutli_dim_2_3)
+{
+    migraphx::program p;
+    std::vector<float> m1 = {
+        -1.93300070, 0.33902698,  -0.45173527, -0.72283069, -0.17177134, 1.62199882,
+        0.87052847,  0.14989811,  -0.88969184, -0.18131398, 0.72654339,  -0.57123693,
+        0.03852506,  -0.72332085, -1.81844083, -0.33465167, -0.71400352, 0.36883161,
+        0.08698452,  0.94974586,  0.40087323,  -0.05448534, 0.03220677,  -1.22494296,
+        0.97938472,  -1.43714454, -0.80430904, -0.08098728, 0.31520301,  0.49642169,
+        -1.63471091, 0.34390096,  2.81292176,  -0.22666528, 1.54559556,  -1.51075762};
+    migraphx::shape m1_shape{migraphx::shape::float_type, {2, 3, 2, 3}};
+    std::vector<float> m2 = {
+        -0.33170529, 2.26325120,  -0.50639461, 0.64802947,  0.44748888,  0.33768068,
+        -0.53621075, 0.34341460,  0.58742520,  -1.13995790, -0.99322535, 0.35447353,
+        0.01977110,  -0.10155016, -1.02288245, -0.16575791, -1.47870374, 0.29300008,
+        -0.39112198, 1.42303608,  -0.02853060, 1.52610164,  0.53540909,  0.75618998,
+        -0.26877787, -1.90886366, 0.30622790,  0.59794535,  1.29795331,  -0.37805803,
+        -1.58167176, -1.26966832, 0.27435891,  0.89430347,  0.22854926,  -0.50317658};
+    migraphx::shape m2_shape{migraphx::shape::float_type, {2, 3, 3, 2}};
+    auto l1 = p.add_literal(migraphx::literal{m1_shape, m1});
+    auto l2 = p.add_literal(migraphx::literal{m2_shape, m2});
+
+    p.add_instruction(migraphx::op::dot{}, l1, l2);
+    p.compile(migraphx::cpu::target{});
+    auto result = p.eval({});
+    std::vector<float> m;
+    result.visit([&](auto output) { m.assign(output.begin(), output.end()); });
+
+    std::vector<float> m_res = {0.26735861,  -4.30770895, 1.05257728,  -1.19954265, 0.50493170,
+                                -0.18729756, 1.09137941,  -1.09298312, 3.42956915,  -0.41681939,
+                                0.17833257,  0.26040336,  0.15351280,  1.87632715,  -0.63545406,
+                                -0.95467340, -1.74728628, -2.42477030, 0.76262372,  0.15539164,
+                                3.32281958,  0.96769613,  0.43727545,  2.43019906};
+
+    EXPECT(migraphx::verify_range(m, m_res));
+}
+
+TEST_CASE(gemm_mutli_dim1_2_3)
+{
+    migraphx::program p;
+    std::vector<float> m1 = {
+        1.23636469,  -0.47041261, -0.14375651, -0.48371852, 1.16479301,  -0.89361055,
+        -0.18569086, 1.10700457,  -1.02632638, 0.82277012,  0.33525769,  0.52825145,
+        -1.00141689, 0.45510090,  -0.02675039, -0.60454439, 0.38551153,  -0.01658514,
+        0.93059292,  -0.54595188, -0.04911005, -0.91397221, -0.83127477, -1.57685603,
+        -1.36200452, 2.25822236,  -1.23416970, 0.12312496,  0.76232760,  -0.83594234,
+        1.67418145,  -0.19412936, 1.05261378,  0.66246074,  -1.15233398, 0.16429736};
+    migraphx::shape m1_shape{migraphx::shape::float_type, {2, 3, 2, 3}};
+    std::vector<float> m2 = {
+        -0.87300530, -0.07112838, 0.19196860,  -1.04986840, 1.20348200,  0.31966893,
+        1.04805440,  -2.04777729, -0.67906052, -1.17250760, 0.34305044,  -1.01957785,
+        -1.12694862, 0.18431338,  -1.63712290, 0.27566931,  -1.11282021, 1.41738919,
+        0.47871283,  -1.01980420, 1.00212436,  -0.78740444, -1.65636133, 1.51466547,
+        -0.12470397, 0.70404393,  -0.15244797, 0.74288871,  0.07339926,  -1.45811623,
+        0.27185845,  0.08804596,  0.99061977,  -1.61752428, 0.29191159,  0.87271953};
+    migraphx::shape m2_shape{migraphx::shape::float_type, {2, 3, 3, 2}};
+    std::vector<float> m3 = {-1.07692443, 0.85223457,  -0.37266530, 2.31511577,  0.04227017,
+                             1.13229428,  -0.52769242, 0.27307182,  -0.47779843, -0.08023168,
+                             -0.22862823, 0.81489871,  1.13139581,  1.13860467,  0.24309065,
+                             0.26533729,  0.49106772,  -1.18860493, 0.27842449,  1.03568141,
+                             0.49759611,  0.10021662,  0.00592602,  0.90862000};
+    migraphx::shape m3_shape{migraphx::shape::float_type, {2, 3, 2, 2}};
+
+    auto l1        = p.add_literal(migraphx::literal{m1_shape, m1});
+    auto l2        = p.add_literal(migraphx::literal{m2_shape, m2});
+    auto l3        = p.add_literal(migraphx::literal{m3_shape, m3});
+    float alpha    = 0.35;
+    float beta     = 0.41;
+    auto m12_alpha = p.add_instruction(migraphx::op::dot{alpha, beta}, l1, l2);
+    auto l_beta    = p.add_literal(beta);
+    auto b_beta    = p.add_instruction(migraphx::op::scalar{m12_alpha->get_shape()}, l_beta);
+    auto m3_beta   = p.add_instruction(migraphx::op::mul{}, b_beta, l3);
+    p.add_instruction(migraphx::op::add{}, m3_beta, m12_alpha);
+    p.compile(migraphx::cpu::target{});
+    auto result = p.eval({});
+    std::vector<float> m;
+    result.visit([&](auto output) { m.assign(output.begin(), output.end()); });
+
+    std::vector<float> m_res = {-0.91147203, 0.47540785, -0.30313587, 0.43325099,  -0.43711586,
+                                0.50928632,  0.06919868, -0.80382802, -0.05125718, -0.06685650,
+                                -0.06972163, 0.32407764, 0.45677396,  0.25909489,  0.56911252,
+                                -0.17183724, 0.10858734, 0.39406289,  0.04662959,  1.07979824,
+                                0.40355016,  0.52410648, -0.31728447, 1.09550845};
+
+    EXPECT(migraphx::verify_range(m, m_res));
+}
+
 TEST_CASE(maxpool_test)
 {
     migraphx::program p;

test/gpu/miopen.cpp

@@ -746,6 +746,18 @@ struct test_gemm
     }
 };
 
+struct test_gemm_ex
+{
+    migraphx::program create_program() const
+    {
+        migraphx::program p;
+        auto a = p.add_parameter("a", migraphx::shape{migraphx::shape::float_type, {1, 1, 4, 5}});
+        auto b = p.add_parameter("b", migraphx::shape{migraphx::shape::float_type, {1, 1, 5, 3}});
+        p.add_instruction(migraphx::op::dot{}, a, b);
+        return p;
+    }
+};
+
 struct test_gemm_half
 {
     migraphx::program create_program() const
@@ -785,6 +797,19 @@ struct test_gemm_transposeb
     }
 };
 
+struct test_gemm_transposeb_ex
+{
+    migraphx::program create_program() const
+    {
+        migraphx::program p;
+        auto a  = p.add_parameter("a", migraphx::shape{migraphx::shape::float_type, {1, 4, 5}});
+        auto b  = p.add_parameter("b", migraphx::shape{migraphx::shape::float_type, {1, 3, 5}});
+        auto bt = p.add_instruction(migraphx::op::transpose{{0, 2, 1}}, b);
+        p.add_instruction(migraphx::op::dot{}, a, bt);
+        return p;
+    }
+};
+
 struct test_gemm_transposea
 {
     migraphx::program create_program() const
@@ -798,6 +823,19 @@ struct test_gemm_transposea
     }
 };
 
+struct test_gemm_transposea_ex
+{
+    migraphx::program create_program() const
+    {
+        migraphx::program p;
+        auto a  = p.add_parameter("a", migraphx::shape{migraphx::shape::float_type, {1, 1, 5, 4}});
+        auto b  = p.add_parameter("b", migraphx::shape{migraphx::shape::float_type, {1, 1, 5, 3}});
+        auto at = p.add_instruction(migraphx::op::transpose{{0, 1, 3, 2}}, a);
+        p.add_instruction(migraphx::op::dot{}, at, b);
+        return p;
+    }
+};
+
 struct test_gemm_transposeab
 {
     migraphx::program create_program() const
@@ -812,6 +850,38 @@ struct test_gemm_transposeab
     }
 };
 
+struct gemm_mutli_dim_2
+{
+    migraphx::program create_program() const
+    {
+        migraphx::program p;
+        migraphx::shape m1_shape{migraphx::shape::float_type, {2, 2, 3}};
+        migraphx::shape m2_shape{migraphx::shape::float_type, {2, 3, 4}};
+        auto l1 = p.add_parameter("1", m1_shape);
+        auto l2 = p.add_parameter("2", m2_shape);
+
+        p.add_instruction(migraphx::op::dot{}, l1, l2);
+
+        return p;
+    }
+};
+
+struct gemm_mutli_dim_2_3
+{
+    migraphx::program create_program() const
+    {
+        migraphx::program p;
+        migraphx::shape m1_shape{migraphx::shape::float_type, {2, 3, 2, 3}};
+        migraphx::shape m2_shape{migraphx::shape::float_type, {2, 3, 3, 2}};
+        auto l1 = p.add_parameter("1", m1_shape);
+        auto l2 = p.add_parameter("2", m2_shape);
+
+        p.add_instruction(migraphx::op::dot{}, l1, l2);
+
+        return p;
+    }
+};
+
 struct test_contiguous
 {
     migraphx::program create_program() const
@@ -2964,11 +3034,16 @@ int main()
     verify_program<test_global_avg_pooling>();
     verify_program<test_global_max_pooling>();
     verify_program<test_gemm>();
+    verify_program<test_gemm_ex>();
     verify_program<test_gemm_half>();
     // verify_program<test_gemm_ld>();
     verify_program<test_gemm_transposeb>();
+    verify_program<test_gemm_transposeb_ex>();
     verify_program<test_gemm_transposea>();
+    verify_program<test_gemm_transposea_ex>();
     verify_program<test_gemm_transposeab>();
+    verify_program<gemm_mutli_dim_2>();
+    verify_program<gemm_mutli_dim_2_3>();
     verify_program<test_contiguous>();
     verify_program<test_eliminate_contiguous>();
     verify_program<test_transpose>();

test/onnx/constant_scalar.onnx

-shape-gather-example:O
-2value"Constant*
-value**

Bconst_tensor 
constantb
-
z
+constant-scalar-example:R
+0
0"Constant*!
+value*
*

Bconst_tensor 

test-constantb
+
0
 
 

 
B
\ No newline at end of file

test/onnx/onnx_test.cpp

@@ -470,8 +470,8 @@ TEST_CASE(flatten_test)
 {
     migraphx::program p;
     auto l0 = p.add_parameter("0", migraphx::shape{migraphx::shape::float_type, {2, 3, 4, 5}});
-    p.add_instruction(migraphx::op::flatten{1}, l0);
     p.add_instruction(migraphx::op::flatten{2}, l0);
+    p.add_instruction(migraphx::op::flatten{1}, l0);
     auto prog = migraphx::parse_onnx("flatten_test.onnx");
 
     EXPECT(p == prog);
@@ -524,7 +524,7 @@ TEST_CASE(constant_test)
 TEST_CASE(constant_test_scalar)
 {
     migraphx::program p;
-    p.add_literal(migraphx::literal{migraphx::shape{migraphx::shape::int32_type}, {1}});
+    p.add_literal(migraphx::literal{migraphx::shape{migraphx::shape::int32_type, {1}}, {1}});
     auto prog = migraphx::parse_onnx("constant_scalar.onnx");
 
     EXPECT(p == prog);
@@ -572,6 +572,27 @@ TEST_CASE(gemm_test)
     EXPECT(p == prog);
 }
 
+TEST_CASE(gemm_ex)
+{
+    migraphx::program p;
+    auto l0     = p.add_parameter("1", migraphx::shape{migraphx::shape::float_type, {1, 1, 5, 6}});
+    auto l1     = p.add_parameter("2", migraphx::shape{migraphx::shape::float_type, {1, 1, 5, 7}});
+    auto l2     = p.add_parameter("3", migraphx::shape{migraphx::shape::float_type, {1, 1, 6, 7}});
+    auto t0     = p.add_instruction(migraphx::op::transpose{{0, 1, 3, 2}}, l0);
+    auto alpha  = 0.5f;
+    auto res_ab = p.add_instruction(migraphx::op::dot{alpha}, t0, l1);
+
+    auto beta       = 0.8f;
+    auto l_beta     = p.add_literal(beta);
+    auto brcst_beta = p.add_instruction(migraphx::op::scalar{l2->get_shape()}, l_beta);
+    auto res_c      = p.add_instruction(migraphx::op::mul{}, l2, brcst_beta);
+    p.add_instruction(migraphx::op::add{}, res_ab, res_c);
+
+    auto prog = migraphx::parse_onnx("gemm_test_ex.onnx");
+
+    EXPECT(p == prog);
+}
+
 TEST_CASE(add_scalar_test)
 {
     migraphx::program p;

test/onnx/sum_test.onnx

-sum-example:e
+sum-example:a
 
 
0
 
1
-
2
3"Sumtest-dropoutZ
+
2
3"Sumtest-sumZ
 
0
 
 

@@ -15,7 +15,7 @@
 
 

 b
-
2
+
3
 
 

 B
\ No newline at end of file

test/onnx/unknown_test.onnx

-unknown-example:
+unknown-example:

 
 
0
 
1
2"Unknown
-
-
2"Unknowntest-unknownZ
+
+
2
3"Unknowntest-unknownZ
 
0
 

 
@@ -14,7 +14,7 @@
 

 
 b
-
2
+
3
 

 
 

test/op_shape_test.cpp

@@ -371,6 +371,80 @@ TEST_CASE(logsoftmax)
     }
 }
 
+TEST_CASE(dot)
+{
+    {
+        migraphx::shape s_m1{migraphx::shape::float_type, {4, 5}};
+        migraphx::shape s_m2{migraphx::shape::float_type, {5, 8}};
+        expect_shape(
+            migraphx::shape{migraphx::shape::float_type, {4, 8}}, migraphx::op::dot{}, s_m1, s_m2);
+    }
+
+    {
+        migraphx::shape s_m1{migraphx::shape::float_type, {4, 6}};
+        migraphx::shape s_m2{migraphx::shape::float_type, {5, 8}};
+        throws_shape(migraphx::op::dot{}, s_m1, s_m2);
+    }
+
+    {
+        migraphx::shape s_m1{migraphx::shape::float_type, {1, 1}};
+        migraphx::shape s_m2{migraphx::shape::float_type, {1, 1}};
+        expect_shape(
+            migraphx::shape{migraphx::shape::float_type, {1, 1}}, migraphx::op::dot{}, s_m1, s_m2);
+    }
+
+    {
+        migraphx::shape s_m1{migraphx::shape::float_type, {1, 4, 5}};
+        migraphx::shape s_m2{migraphx::shape::float_type, {1, 5, 7}};
+        expect_shape(migraphx::shape{migraphx::shape::float_type, {1, 4, 7}},
+                     migraphx::op::dot{},
+                     s_m1,
+                     s_m2);
+    }
+
+    {
+        migraphx::shape s_m1{migraphx::shape::float_type, {2, 3, 4, 5}};
+        migraphx::shape s_m2{migraphx::shape::float_type, {2, 3, 5, 7}};
+        expect_shape(migraphx::shape{migraphx::shape::float_type, {2, 3, 4, 7}},
+                     migraphx::op::dot{},
+                     s_m1,
+                     s_m2);
+    }
+
+    {
+        migraphx::shape s_m1{migraphx::shape::float_type, {1, 1, 4, 5}};
+        migraphx::shape s_m2{migraphx::shape::float_type, {1, 1, 5, 7}};
+        expect_shape(migraphx::shape{migraphx::shape::float_type, {1, 1, 4, 7}},
+                     migraphx::op::dot{},
+                     s_m1,
+                     s_m2);
+    }
+
+    {
+        migraphx::shape s_m1{migraphx::shape::float_type, {3, 1, 4, 6}};
+        migraphx::shape s_m2{migraphx::shape::float_type, {3, 1, 5, 7}};
+        throws_shape(migraphx::op::dot{}, s_m1, s_m2);
+    }
+
+    {
+        migraphx::shape s_m1{migraphx::shape::float_type, {2, 2, 4, 5}};
+        migraphx::shape s_m2{migraphx::shape::float_type, {3, 2, 5, 7}};
+        throws_shape(migraphx::op::dot{}, s_m1, s_m2);
+    }
+
+    {
+        migraphx::shape s_m1{migraphx::shape::float_type, {1, 1, 4, 5}};
+        migraphx::shape s_m2{migraphx::shape::float_type, {1, 2, 5, 7}};
+        throws_shape(migraphx::op::dot{}, s_m1, s_m2);
+    }
+
+    {
+        migraphx::shape s_m1{migraphx::shape::float_type, {1, 2, 4, 5}};
+        migraphx::shape s_m2{migraphx::shape::float_type, {2, 1, 5, 7}};
+        throws_shape(migraphx::op::dot{}, s_m1, s_m2);
+    }
+}
+
 TEST_CASE(rnn)
 {
     {