Merge branch 'develop' into doc-standard

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_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_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_op_small.cpp

@@ -46,11 +46,13 @@ 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>;
@@ -60,6 +62,9 @@ template struct test_reduce_op_small<migraphx::op::reduce_prod, -2, migraphx::sh
 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>;

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_scatter0.cpp

@@ -27,16 +27,17 @@
 #include <migraphx/generate.hpp>
 #include <migraphx/make_op.hpp>
 
-struct test_scatter0 : verify_program<test_scatter0>
+template <migraphx::shape::type_t DType>
+struct test_scatter0 : verify_program<test_scatter0<DType>>
 {
     migraphx::program create_program() const
     {
         migraphx::program p;
         auto* mm = p.get_main_module();
-        migraphx::shape sd{migraphx::shape::float_type, {3, 3}};
+        migraphx::shape sd{DType, {3, 3}};
         migraphx::shape si{migraphx::shape::int32_type, {2, 3}};
         std::vector<int> vi = {1, 0, 2, 0, 2, 1};
-        migraphx::shape su{migraphx::shape::float_type, {2, 3}};
+        migraphx::shape su{DType, {2, 3}};
 
         auto pd = mm->add_parameter("data", sd);
         auto li = mm->add_literal(migraphx::literal{si, vi});
@@ -47,3 +48,7 @@ struct test_scatter0 : verify_program<test_scatter0>
         return p;
     }
 };
+
+template struct test_scatter0<migraphx::shape::float_type>;
+template struct test_scatter0<migraphx::shape::half_type>;
+template struct test_scatter0<migraphx::shape::fp8e4m3fnuz_type>;

test/verify/test_topk_0.cpp

@@ -27,13 +27,14 @@
 #include <migraphx/generate.hpp>
 #include <migraphx/make_op.hpp>
 
-struct test_topk_0 : verify_program<test_topk_0>
+template <migraphx::shape::type_t DType>
+struct test_topk_0 : verify_program<test_topk_0<DType>>
 {
     migraphx::program create_program() const
     {
         migraphx::program p;
         auto* mm = p.get_main_module();
-        migraphx::shape s{migraphx::shape::float_type, {3, 5}};
+        migraphx::shape s{DType, {3, 5}};
         auto data = mm->add_parameter("data", s);
         auto r    = mm->add_instruction(
             migraphx::make_op("topk", {{"axis", 1}, {"k", 4}, {"largest", 1}}), data);
@@ -43,3 +44,7 @@ struct test_topk_0 : verify_program<test_topk_0>
         return p;
     }
 };
+
+template struct test_topk_0<migraphx::shape::float_type>;
+template struct test_topk_0<migraphx::shape::half_type>;
+template struct test_topk_0<migraphx::shape::fp8e4m3fnuz_type>;

test/verify/test_unbatched_gemm_1.cpp

@@ -27,15 +27,17 @@
 #include <migraphx/generate.hpp>
 #include <migraphx/make_op.hpp>
 #include <migraphx/apply_alpha_beta.hpp>
-struct test_unbatched_gemm_1 : verify_program<test_unbatched_gemm_1>
+
+template <migraphx::shape::type_t DType>
+struct test_unbatched_gemm_1 : verify_program<test_unbatched_gemm_1<DType>>
 {
     migraphx::program create_program() const
     {
         migraphx::program p;
         auto* mm = p.get_main_module();
-        migraphx::shape m1_shape{migraphx::shape::float_type, {2, 32, 64}};
-        migraphx::shape m2_shape{migraphx::shape::float_type, {64, 64}};
-        migraphx::shape m3_shape{migraphx::shape::float_type, {2, 32, 192}};
+        migraphx::shape m1_shape{DType, {2, 32, 64}};
+        migraphx::shape m2_shape{DType, {64, 64}};
+        migraphx::shape m3_shape{DType, {2, 32, 192}};
         auto l1 = mm->add_parameter("1", m1_shape);
         auto l2 = mm->add_literal(migraphx::generate_literal(m2_shape));
         l2 = mm->add_instruction(migraphx::make_op("multibroadcast", {{"out_lens", {2, 64, 64}}}),
@@ -56,3 +58,7 @@ struct test_unbatched_gemm_1 : verify_program<test_unbatched_gemm_1>
         return p;
     }
 };
+
+template struct test_unbatched_gemm_1<migraphx::shape::float_type>;
+template struct test_unbatched_gemm_1<migraphx::shape::half_type>;
+template struct test_unbatched_gemm_1<migraphx::shape::fp8e4m3fnuz_type>;

test/verify/test_unbatched_gemm_2.cpp

@@ -27,14 +27,16 @@
 #include <migraphx/generate.hpp>
 #include <migraphx/make_op.hpp>
 #include <migraphx/apply_alpha_beta.hpp>
-struct test_unbatched_gemm_2 : verify_program<test_unbatched_gemm_2>
+
+template <migraphx::shape::type_t DType>
+struct test_unbatched_gemm_2 : verify_program<test_unbatched_gemm_2<DType>>
 {
     migraphx::program create_program() const
     {
         migraphx::program p;
         auto* mm = p.get_main_module();
-        migraphx::shape m1_shape{migraphx::shape::float_type, {4, 32, 64}};
-        migraphx::shape m2_shape{migraphx::shape::float_type, {64, 64}};
+        migraphx::shape m1_shape{DType, {4, 32, 64}};
+        migraphx::shape m2_shape{DType, {64, 64}};
         auto l1 = mm->add_parameter("1", m1_shape);
         auto l2 = mm->add_literal(migraphx::generate_literal(m2_shape));
         l2 = mm->add_instruction(migraphx::make_op("multibroadcast", {{"out_lens", {4, 64, 64}}}),
@@ -44,3 +46,7 @@ struct test_unbatched_gemm_2 : verify_program<test_unbatched_gemm_2>
         return p;
     }
 };
+
+template struct test_unbatched_gemm_2<migraphx::shape::float_type>;
+template struct test_unbatched_gemm_2<migraphx::shape::half_type>;
+template struct test_unbatched_gemm_2<migraphx::shape::fp8e4m3fnuz_type>;