Merge branch 'develop' into fix_for_multiconfig_generators

test/verify/test_layernorm.cpp

@@ -117,6 +117,19 @@ struct test_layernorm_fp16 : verify_program<test_layernorm_fp16>
     }
 };
 
+struct test_layernorm_fp8 : verify_program<test_layernorm_fp8>
+{
+    migraphx::program create_program() const
+    {
+        migraphx::program p;
+        auto* mm                 = p.get_main_module();
+        std::vector<size_t> dims = {1, 24, 64};
+        auto x = mm->add_parameter("x", migraphx::shape{migraphx::shape::fp8e4m3fnuz_type, dims});
+        add_layernorm(*mm, x, dims);
+        return p;
+    }
+};
+
 struct test_layernorm_eps : verify_program<test_layernorm_eps>
 {
     migraphx::program create_program() const

test/verify/test_literal_limits.cpp

@@ -26,6 +26,7 @@
 #include <migraphx/program.hpp>
 #include <migraphx/make_op.hpp>
 #include <limits>
+#include <type_traits>
 
 template <migraphx::shape::type_t Q, typename T>
 struct test_literal_limits : verify_program<test_literal_limits<Q, T>>
@@ -33,9 +34,13 @@ struct test_literal_limits : verify_program<test_literal_limits<Q, T>>
     migraphx::program create_program() const
     {
         migraphx::program p;
-        auto* mm          = p.get_main_module();
-        auto input_s      = migraphx::shape(Q, {3, 1});
-        auto infinity_val = std::numeric_limits<T>::infinity();
+        auto* mm     = p.get_main_module();
+        auto input_s = migraphx::shape(Q, {3, 1});
+        T infinity_val{0};
+        if constexpr(std::numeric_limits<T>::has_infinity and std::is_floating_point<T>{})
+        {
+            infinity_val = std::numeric_limits<T>::infinity();
+        }
         std::vector<T> s_data{
             infinity_val, static_cast<T>(-infinity_val), std::numeric_limits<T>::quiet_NaN()};
 
@@ -52,3 +57,4 @@ template struct test_literal_limits<migraphx::shape::double_type, double>;
 template struct test_literal_limits<migraphx::shape::half_type, migraphx::half>;
 template struct test_literal_limits<migraphx::shape::int32_type, int32_t>;
 template struct test_literal_limits<migraphx::shape::int8_type, int8_t>;
+template struct test_literal_limits<migraphx::shape::fp8e4m3fnuz_type, migraphx::fp8::fp8e4m3fnuz>;

test/verify/test_log.cpp

@@ -27,15 +27,20 @@
 #include <migraphx/generate.hpp>
 #include <migraphx/make_op.hpp>
 
-struct test_log : verify_program<test_log>
+template <migraphx::shape::type_t DType>
+struct test_log : verify_program<test_log<DType>>
 {
     migraphx::program create_program() const
     {
         migraphx::program p;
         auto* mm = p.get_main_module();
-        migraphx::shape s{migraphx::shape::float_type, {6}};
+        migraphx::shape s{DType, {6}};
         auto x = mm->add_instruction(migraphx::make_op("abs"), mm->add_parameter("x", s));
         mm->add_instruction(migraphx::make_op("log"), x);
         return p;
     }
 };
+
+template struct test_log<migraphx::shape::float_type>;
+template struct test_log<migraphx::shape::half_type>;
+template struct test_log<migraphx::shape::fp8e4m3fnuz_type>;

test/verify/test_logsoftmax.cpp

@@ -50,3 +50,7 @@ template struct test_logsoftmax<1, migraphx::shape::half_type>;
 template struct test_logsoftmax<0, migraphx::shape::half_type>;
 template struct test_logsoftmax<2, migraphx::shape::half_type>;
 template struct test_logsoftmax<3, migraphx::shape::half_type>;
+template struct test_logsoftmax<0, migraphx::shape::fp8e4m3fnuz_type>;
+template struct test_logsoftmax<1, migraphx::shape::fp8e4m3fnuz_type>;
+template struct test_logsoftmax<2, migraphx::shape::fp8e4m3fnuz_type>;
+template struct test_logsoftmax<3, migraphx::shape::fp8e4m3fnuz_type>;

test/verify/test_min_max.cpp

@@ -46,7 +46,9 @@ struct test_min_max : verify_program<test_min_max<Op, T>>
 template struct test_min_max<migraphx::op::max, migraphx::shape::float_type>;
 template struct test_min_max<migraphx::op::max, migraphx::shape::half_type>;
 template struct test_min_max<migraphx::op::max, migraphx::shape::double_type>;
+template struct test_min_max<migraphx::op::max, migraphx::shape::fp8e4m3fnuz_type>;
 
 template struct test_min_max<migraphx::op::min, migraphx::shape::float_type>;
 template struct test_min_max<migraphx::op::min, migraphx::shape::half_type>;
 template struct test_min_max<migraphx::op::min, migraphx::shape::double_type>;
+template struct test_min_max<migraphx::op::min, migraphx::shape::fp8e4m3fnuz_type>;

test/verify/test_mul_dot_a.cpp

@@ -27,17 +27,17 @@
 #include <migraphx/generate.hpp>
 #include <migraphx/make_op.hpp>
 
-struct test_mul_dot_a : verify_program<test_mul_dot_a>
+template <migraphx::shape::type_t DType>
+struct test_mul_dot_a : verify_program<test_mul_dot_a<DType>>
 {
     migraphx::program create_program() const
     {
         migraphx::program p;
         auto* mm = p.get_main_module();
-        migraphx::shape as{migraphx::shape::float_type, {2, 256, 32}};
-        migraphx::shape bs{migraphx::shape::float_type, {2, 32, 128}};
+        migraphx::shape as{DType, {2, 256, 32}};
+        migraphx::shape bs{DType, {2, 32, 128}};
         auto a = mm->add_parameter("input", as);
-        auto lit =
-            mm->add_literal(migraphx::generate_literal({migraphx::shape::float_type, {1, 1, 32}}));
+        auto lit  = mm->add_literal(migraphx::generate_literal({DType, {1, 1, 32}}));
         auto litb = mm->add_instruction(
             migraphx::make_op("multibroadcast", {{"out_lens", as.lens()}}), lit);
         auto mul = mm->add_instruction(migraphx::make_op("mul"), a, litb);
@@ -47,3 +47,7 @@ struct test_mul_dot_a : verify_program<test_mul_dot_a>
         return p;
     }
 };
+
+template struct test_mul_dot_a<migraphx::shape::float_type>;
+template struct test_mul_dot_a<migraphx::shape::half_type>;
+template struct test_mul_dot_a<migraphx::shape::fp8e4m3fnuz_type>;

test/verify/test_mul_dot_b.cpp

@@ -27,17 +27,18 @@
 #include <migraphx/generate.hpp>
 #include <migraphx/make_op.hpp>
 
-struct test_mul_dot_b : verify_program<test_mul_dot_b>
+template <migraphx::shape::type_t DType>
+struct test_mul_dot_b : verify_program<test_mul_dot_b<DType>>
+
 {
     migraphx::program create_program() const
     {
         migraphx::program p;
         auto* mm = p.get_main_module();
-        migraphx::shape as{migraphx::shape::float_type, {2, 256, 32}};
-        migraphx::shape bs{migraphx::shape::float_type, {2, 32, 128}};
+        migraphx::shape as{DType, {2, 256, 32}};
+        migraphx::shape bs{DType, {2, 32, 128}};
         auto b = mm->add_parameter("input", bs);
-        auto lit =
-            mm->add_literal(migraphx::generate_literal({migraphx::shape::float_type, {1, 32, 1}}));
+        auto lit  = mm->add_literal(migraphx::generate_literal({DType, {1, 32, 1}}));
         auto litb = mm->add_instruction(
             migraphx::make_op("multibroadcast", {{"out_lens", bs.lens()}}), lit);
         auto mul = mm->add_instruction(migraphx::make_op("mul"), b, litb);
@@ -47,3 +48,7 @@ struct test_mul_dot_b : verify_program<test_mul_dot_b>
         return p;
     }
 };
+
+template struct test_mul_dot_b<migraphx::shape::float_type>;
+template struct test_mul_dot_b<migraphx::shape::half_type>;
+template struct test_mul_dot_b<migraphx::shape::fp8e4m3fnuz_type>;

test/verify/test_multinomial.cpp

@@ -27,7 +27,8 @@
 #include <migraphx/generate.hpp>
 #include <migraphx/make_op.hpp>
 
-struct test_multinomial : verify_program<test_multinomial>
+template <migraphx::shape::type_t DType>
+struct test_multinomial : verify_program<test_multinomial<DType>>
 {
     migraphx::program create_program() const
     {
@@ -40,10 +41,10 @@ struct test_multinomial : verify_program<test_multinomial>
         std::uniform_real_distribution<> dis(0.0, 1.0);
         std::vector<float> rand_samples(batch_size * sample_size);
         std::generate(rand_samples.begin(), rand_samples.end(), [&]() { return dis(gen); });
-        migraphx::shape rs{migraphx::shape::float_type, {batch_size, sample_size}};
+        migraphx::shape rs{DType, {batch_size, sample_size}};
         auto rs_lit = mm->add_literal(migraphx::literal{rs, rand_samples});
 
-        migraphx::shape s{migraphx::shape::float_type, {batch_size, 5}};
+        migraphx::shape s{DType, {batch_size, 5}};
         auto input = mm->add_parameter("input", s);
 
         auto maxes = mm->add_instruction(migraphx::make_op("reduce_max", {{"axes", {1}}}), input);
@@ -58,3 +59,8 @@ struct test_multinomial : verify_program<test_multinomial>
         return p;
     }
 };
+
+template struct test_multinomial<migraphx::shape::float_type>;
+template struct test_multinomial<migraphx::shape::half_type>;
+// This fails, need to figure out why
+// template struct test_multinomial<migraphx::shape::fp8e4m3fnuz_type>;

test/verify/test_nearbyint.cpp

@@ -26,6 +26,7 @@
 #include <migraphx/program.hpp>
 #include <migraphx/generate.hpp>
 #include <migraphx/make_op.hpp>
+#include <migraphx/float8.hpp>
 
 template <class T>
 struct test_nearbyint : verify_program<test_nearbyint<T>>
@@ -45,3 +46,4 @@ struct test_nearbyint : verify_program<test_nearbyint<T>>
 
 template struct test_nearbyint<migraphx::half>;
 template struct test_nearbyint<float>;
+template struct test_nearbyint<migraphx::fp8::fp8e4m3fnuz>;

test/verify/test_nonzero.cpp

@@ -27,13 +27,14 @@
 #include <migraphx/generate.hpp>
 #include <migraphx/make_op.hpp>
 
-struct test_nonzero : verify_program<test_nonzero>
+template <migraphx::shape::type_t DType>
+struct test_nonzero : verify_program<test_nonzero<DType>>
 {
     migraphx::program create_program() const
     {
         migraphx::program p;
         auto* mm = p.get_main_module();
-        migraphx::shape s{migraphx::shape::float_type, {2, 3, 4, 5}};
+        migraphx::shape s{DType, {2, 3, 4, 5}};
         auto x = mm->add_parameter("data", s);
         auto r = mm->add_instruction(migraphx::make_op("nonzero"), x);
         mm->add_return({r});
@@ -41,3 +42,7 @@ struct test_nonzero : verify_program<test_nonzero>
         return p;
     }
 };
+
+template struct test_nonzero<migraphx::shape::float_type>;
+template struct test_nonzero<migraphx::shape::half_type>;
+template struct test_nonzero<migraphx::shape::fp8e4m3fnuz_type>;

test/verify/test_pad.cpp

@@ -27,13 +27,14 @@
 #include <migraphx/generate.hpp>
 #include <migraphx/make_op.hpp>
 
-struct test_pad : verify_program<test_pad>
+template <migraphx::shape::type_t DType>
+struct test_pad : verify_program<test_pad<DType>>
 {
     migraphx::program create_program() const
     {
         migraphx::program p;
         auto* mm = p.get_main_module();
-        migraphx::shape s0{migraphx::shape::int32_type, {1, 96, 165, 165}};
+        migraphx::shape s0{DType, {1, 96, 165, 165}};
         std::vector<int64_t> pads0 = {0, 0, 0, 0, 0, 0, 1, 1};
         std::vector<int64_t> pads1 = {0, 0, 0, 0, 1, 1, 1, 1};
         std::vector<int64_t> pads2 = {1, 1, 1, 1, 0, 0, 0, 0};
@@ -46,3 +47,8 @@ struct test_pad : verify_program<test_pad>
         return p;
     }
 };
+
+template struct test_pad<migraphx::shape::int32_type>;
+template struct test_pad<migraphx::shape::float_type>;
+template struct test_pad<migraphx::shape::half_type>;
+template struct test_pad<migraphx::shape::fp8e4m3fnuz_type>;

test/verify/test_pow.cpp

@@ -27,13 +27,15 @@
 #include <migraphx/generate.hpp>
 #include <migraphx/make_op.hpp>
 
-struct test_pow : verify_program<test_pow>
+template <typename CType>
+struct test_pow : verify_program<test_pow<CType>>
 {
     migraphx::program create_program() const
     {
         migraphx::program p;
-        auto* mm = p.get_main_module();
-        migraphx::shape s{migraphx::shape::float_type, {6}};
+        migraphx::shape::type_t dtype = migraphx::shape::get_type<CType>();
+        auto* mm                      = p.get_main_module();
+        migraphx::shape s{dtype, {6}};
         std::vector<float> vec_e(s.elements(), 2.0f);
         auto b = mm->add_parameter("x", s);
         auto e = mm->add_literal(migraphx::literal(s, vec_e));
@@ -41,3 +43,6 @@ struct test_pow : verify_program<test_pow>
         return p;
     }
 };
+template struct test_pow<float>;
+template struct test_pow<migraphx::half>;
+template struct test_pow<migraphx::fp8::fp8e4m3fnuz>;

test/verify/test_prefix_scan_sum_2d.cpp

@@ -23,16 +23,18 @@
  */
 #include "verify_program.hpp"
 #include <migraphx/program.hpp>
+#include <migraphx/shape.hpp>
 #include <migraphx/generate.hpp>
 #include <migraphx/make_op.hpp>
 
-struct test_prefix_scan_sum_2d_small : verify_program<test_prefix_scan_sum_2d_small>
+template <migraphx::shape::type_t DType>
+struct test_prefix_scan_sum_2d_small : verify_program<test_prefix_scan_sum_2d_small<DType>>
 {
     migraphx::program create_program() const
     {
         migraphx::program p;
         auto* mm = p.get_main_module();
-        migraphx::shape s{migraphx::shape::float_type, {1}};
+        migraphx::shape s{DType, {1}};
         auto x = mm->add_parameter("x", s);
         auto xb =
             mm->add_instruction(migraphx::make_op("multibroadcast", {{"out_lens", {3, 3}}}), x);
@@ -42,16 +44,25 @@ struct test_prefix_scan_sum_2d_small : verify_program<test_prefix_scan_sum_2d_sm
     }
 };
 
-struct test_prefix_scan_sum_2d_large : verify_program<test_prefix_scan_sum_2d_large>
+template struct test_prefix_scan_sum_2d_small<migraphx::shape::float_type>;
+template struct test_prefix_scan_sum_2d_small<migraphx::shape::half_type>;
+template struct test_prefix_scan_sum_2d_small<migraphx::shape::fp8e4m3fnuz_type>;
+
+template <migraphx::shape::type_t DType>
+struct test_prefix_scan_sum_2d_large : verify_program<test_prefix_scan_sum_2d_large<DType>>
 {
     migraphx::program create_program() const
     {
         migraphx::program p;
         auto* mm = p.get_main_module();
-        migraphx::shape s{migraphx::shape::float_type, {3, 1000}};
+        migraphx::shape s{DType, {3, 1000}};
         auto x = mm->add_parameter("x", s);
         mm->add_instruction(
             migraphx::make_op("prefix_scan_sum", {{"axis", 1}, {"exclusive", false}}), x);
         return p;
     }
 };
+
+template struct test_prefix_scan_sum_2d_large<migraphx::shape::float_type>;
+template struct test_prefix_scan_sum_2d_large<migraphx::shape::half_type>;
+template struct test_prefix_scan_sum_2d_large<migraphx::shape::fp8e4m3fnuz_type>;

test/verify/test_reduce_add.cpp

@@ -27,14 +27,16 @@
 #include <migraphx/generate.hpp>
 #include <migraphx/make_op.hpp>
 #include <migraphx/instruction.hpp>
+#include <migraphx/shape.hpp>
 
-struct test_reduce_add : verify_program<test_reduce_add>
+template <migraphx::shape::type_t DType>
+struct test_reduce_add : verify_program<test_reduce_add<DType>>
 {
     migraphx::program create_program() const
     {
         migraphx::program p;
         auto* mm = p.get_main_module();
-        migraphx::shape s{migraphx::shape::float_type, {4, 1000, 2, 2}};
+        migraphx::shape s{DType, {4, 1000, 2, 2}};
         migraphx::shape bs{migraphx::shape::half_type, {1, 32, 128}};
         auto x = mm->add_parameter("x", s);
         auto reduce_mean =
@@ -46,3 +48,6 @@ struct test_reduce_add : verify_program<test_reduce_add>
         return p;
     };
 };
+
+template struct test_reduce_add<migraphx::shape::float_type>;
+template struct test_reduce_add<migraphx::shape::fp8e4m3fnuz_type>;

test/verify/test_reduce_mean_nhwc.cpp

@@ -28,14 +28,14 @@
 #include <migraphx/make_op.hpp>
 #include <migraphx/instruction.hpp>
 
-struct test_reduce_mean_nhwc : verify_program<test_reduce_mean_nhwc>
+template <migraphx::shape::type_t DType>
+struct test_reduce_mean_nhwc : verify_program<test_reduce_mean_nhwc<DType>>
 {
     migraphx::program create_program() const
     {
         migraphx::program p;
-        auto* mm = p.get_main_module();
-        auto s   = migraphx::shape::from_permutation(
-            migraphx::shape::float_type, {4, 256, 2, 2}, {0, 2, 3, 1});
+        auto* mm    = p.get_main_module();
+        auto s      = migraphx::shape::from_permutation(DType, {4, 256, 2, 2}, {0, 2, 3, 1});
         auto x      = mm->add_parameter("x", s);
         auto reduce = mm->add_instruction(migraphx::make_op("reduce_mean", {{"axes", {1}}}), x);
         auto abs    = mm->add_instruction(migraphx::make_op("abs"), reduce);
@@ -44,3 +44,7 @@ struct test_reduce_mean_nhwc : verify_program<test_reduce_mean_nhwc>
         return p;
     };
 };
+
+template struct test_reduce_mean_nhwc<migraphx::shape::float_type>;
+template struct test_reduce_mean_nhwc<migraphx::shape::half_type>;
+template struct test_reduce_mean_nhwc<migraphx::shape::fp8e4m3fnuz_type>;

test/verify/test_reduce_op_large.cpp

@@ -51,6 +51,22 @@ template struct test_reduce_op_large<migraphx::op::reduce_min, 1, migraphx::shap
 template struct test_reduce_op_large<migraphx::op::reduce_prod, 2, migraphx::shape::float_type>;
 template struct test_reduce_op_large<migraphx::op::reduce_sum, 1, migraphx::shape::float_type>;
 
+template struct test_reduce_op_large<migraphx::op::reduce_max,
+                                     1,
+                                     migraphx::shape::fp8e4m3fnuz_type>;
+template struct test_reduce_op_large<migraphx::op::reduce_mean,
+                                     1,
+                                     migraphx::shape::fp8e4m3fnuz_type>;
+template struct test_reduce_op_large<migraphx::op::reduce_min,
+                                     1,
+                                     migraphx::shape::fp8e4m3fnuz_type>;
+template struct test_reduce_op_large<migraphx::op::reduce_prod,
+                                     2,
+                                     migraphx::shape::fp8e4m3fnuz_type>;
+template struct test_reduce_op_large<migraphx::op::reduce_sum,
+                                     1,
+                                     migraphx::shape::fp8e4m3fnuz_type>;
+
 struct test_reduce_mean_1 : verify_program<test_reduce_mean_1>
 {
     migraphx::program create_program() const

test/verify/test_reduce_op_small.cpp

@@ -46,13 +46,34 @@ struct test_reduce_op_small : verify_program<test_reduce_op_small<Op, Axis, T>>
 };
 
 template struct test_reduce_op_small<migraphx::op::reduce_sum, 1, migraphx::shape::float_type>;
+template struct test_reduce_op_small<migraphx::op::reduce_sum, 3, migraphx::shape::float_type>;
 template struct test_reduce_op_small<migraphx::op::reduce_sum, 2, migraphx::shape::int32_type>;
 template struct test_reduce_op_small<migraphx::op::reduce_mean, 2, migraphx::shape::int32_type>;
 template struct test_reduce_op_small<migraphx::op::reduce_max, 2, migraphx::shape::int32_type>;
 template struct test_reduce_op_small<migraphx::op::reduce_min, 2, migraphx::shape::int32_type>;
 
+template struct test_reduce_op_small<migraphx::op::reduce_sum, 3, migraphx::shape::half_type>;
 template struct test_reduce_op_small<migraphx::op::reduce_sum, 2, migraphx::shape::half_type>;
 template struct test_reduce_op_small<migraphx::op::reduce_mean, 2, migraphx::shape::half_type>;
 template struct test_reduce_op_small<migraphx::op::reduce_max, 2, migraphx::shape::half_type>;
 template struct test_reduce_op_small<migraphx::op::reduce_min, 2, migraphx::shape::half_type>;
 template struct test_reduce_op_small<migraphx::op::reduce_prod, -2, migraphx::shape::half_type>;
+
+template struct test_reduce_op_small<migraphx::op::reduce_sum,
+                                     2,
+                                     migraphx::shape::fp8e4m3fnuz_type>;
+template struct test_reduce_op_small<migraphx::op::reduce_sum,
+                                     3,
+                                     migraphx::shape::fp8e4m3fnuz_type>;
+template struct test_reduce_op_small<migraphx::op::reduce_mean,
+                                     2,
+                                     migraphx::shape::fp8e4m3fnuz_type>;
+template struct test_reduce_op_small<migraphx::op::reduce_max,
+                                     2,
+                                     migraphx::shape::fp8e4m3fnuz_type>;
+template struct test_reduce_op_small<migraphx::op::reduce_min,
+                                     2,
+                                     migraphx::shape::fp8e4m3fnuz_type>;
+template struct test_reduce_op_small<migraphx::op::reduce_prod,
+                                     -2,
+                                     migraphx::shape::fp8e4m3fnuz_type>;

test/verify/test_reverse.cpp

@@ -26,16 +26,21 @@
 #include <migraphx/generate.hpp>
 #include <migraphx/make_op.hpp>
 
-struct test_reverse : verify_program<test_reverse>
+template <migraphx::shape::type_t DType>
+struct test_reverse : verify_program<test_reverse<DType>>
 {
     migraphx::program create_program() const
     {
         migraphx::program p;
         auto* mm = p.get_main_module();
-        migraphx::shape s{migraphx::shape::float_type, {4, 16}};
+        migraphx::shape s{DType, {4, 16}};
         auto a0                   = mm->add_parameter("data", s);
         std::vector<int64_t> axis = {0};
         mm->add_instruction(migraphx::make_op("reverse", {{"axes", axis}}), a0);
         return p;
     }
 };
+
+template struct test_reverse<migraphx::shape::float_type>;
+template struct test_reverse<migraphx::shape::half_type>;
+template struct test_reverse<migraphx::shape::fp8e4m3fnuz_type>;

test/verify/test_rnn_sql_1.cpp

@@ -31,7 +31,8 @@
 
 #include <migraphx/op/common.hpp>
 
-struct test_rnn_sql_1 : verify_program<test_rnn_sql_1>
+template <migraphx::shape::type_t DType>
+struct test_rnn_sql_1 : verify_program<test_rnn_sql_1<DType>>
 {
     migraphx::program create_program() const
     {
@@ -44,12 +45,12 @@ struct test_rnn_sql_1 : verify_program<test_rnn_sql_1>
 
         migraphx::program p;
         auto* mm = p.get_main_module();
-        migraphx::shape in_shape{migraphx::shape::float_type, {seq_len, batch_size, input_size}};
-        migraphx::shape w_shape{migraphx::shape::float_type, {num_dirct, hidden_size, input_size}};
-        migraphx::shape r_shape{migraphx::shape::float_type, {num_dirct, hidden_size, hidden_size}};
-        migraphx::shape b_shape{migraphx::shape::float_type, {num_dirct, 2 * hidden_size}};
+        migraphx::shape in_shape{DType, {seq_len, batch_size, input_size}};
+        migraphx::shape w_shape{DType, {num_dirct, hidden_size, input_size}};
+        migraphx::shape r_shape{DType, {num_dirct, hidden_size, hidden_size}};
+        migraphx::shape b_shape{DType, {num_dirct, 2 * hidden_size}};
         migraphx::shape s_shape{migraphx::shape::int32_type, {batch_size}};
-        migraphx::shape ih_shape{migraphx::shape::float_type, {num_dirct, batch_size, hidden_size}};
+        migraphx::shape ih_shape{DType, {num_dirct, batch_size, hidden_size}};
 
         auto seq  = mm->add_parameter("seq", in_shape);
         auto w    = mm->add_parameter("w", w_shape);
@@ -81,3 +82,7 @@ struct test_rnn_sql_1 : verify_program<test_rnn_sql_1>
     }
     std::string section() const { return "rnn"; }
 };
+
+template struct test_rnn_sql_1<migraphx::shape::float_type>;
+template struct test_rnn_sql_1<migraphx::shape::half_type>;
+template struct test_rnn_sql_1<migraphx::shape::fp8e4m3fnuz_type>;

test/verify/test_roialign.cpp

@@ -27,15 +27,16 @@
 #include <migraphx/generate.hpp>
 #include <migraphx/make_op.hpp>
 
-struct test_roialign : verify_program<test_roialign>
+template <migraphx::shape::type_t DType>
+struct test_roialign : verify_program<test_roialign<DType>>
 {
     migraphx::program create_program() const
     {
         migraphx::program p;
         auto* mm = p.get_main_module();
-        migraphx::shape x_s{migraphx::shape::float_type, {5, 4, 10, 10}};
+        migraphx::shape x_s{DType, {5, 4, 10, 10}};
 
-        migraphx::shape roi_s{migraphx::shape::float_type, {5, 4}};
+        migraphx::shape roi_s{DType, {5, 4}};
 
         migraphx::shape ind_s{migraphx::shape::int64_type, {5}};
         std::vector<int64_t> ind_vec = {0, 2, 3, 4, 1};
@@ -44,10 +45,10 @@ struct test_roialign : verify_program<test_roialign>
         auto roi = mm->add_parameter("roi", roi_s);
         auto ind = mm->add_literal(migraphx::literal(ind_s, ind_vec));
         auto r   = mm->add_instruction(migraphx::make_op("roialign",
-                                                       {{"spatial_scale", 1.0},
-                                                        {"output_height", 5},
-                                                        {"output_width", 5},
-                                                        {"sampling_ratio", 2}}),
+                                                         {{"spatial_scale", 1.0},
+                                                          {"output_height", 5},
+                                                          {"output_width", 5},
+                                                          {"sampling_ratio", 2}}),
                                      x,
                                      roi,
                                      ind);
@@ -56,3 +57,7 @@ struct test_roialign : verify_program<test_roialign>
         return p;
     }
 };
+
+template struct test_roialign<migraphx::shape::float_type>;
+template struct test_roialign<migraphx::shape::half_type>;
+template struct test_roialign<migraphx::shape::fp8e4m3fnuz_type>;