Merge branch 'develop' into navi-reduce

test/verify/test_lstm_bidirct_3args_layout.cpp

+/*
+ * The MIT License (MIT)
+ *
+ * Copyright (c) 2015-2022 Advanced Micro Devices, Inc. All rights reserved.
+ *
+ * Permission is hereby granted, free of charge, to any person obtaining a copy
+ * of this software and associated documentation files (the "Software"), to deal
+ * in the Software without restriction, including without limitation the rights
+ * to use, copy, modify, merge, publish, distribute, sublicense, and/or sell
+ * copies of the Software, and to permit persons to whom the Software is
+ * furnished to do so, subject to the following conditions:
+ *
+ * The above copyright notice and this permission notice shall be included in
+ * all copies or substantial portions of the Software.
+ *
+ * THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR
+ * IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,
+ * FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT.  IN NO EVENT SHALL THE
+ * AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER
+ * LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM,
+ * OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN
+ * THE SOFTWARE.
+ */
+
+#include "verify_program.hpp"
+#include <migraphx/program.hpp>
+#include <migraphx/generate.hpp>
+#include <migraphx/serialize.hpp>
+
+#include <migraphx/make_op.hpp>
+
+#include <migraphx/op/common.hpp>
+
+struct test_lstm_bidirct_3args_layout : verify_program<test_lstm_bidirct_3args_layout>
+{
+    migraphx::program create_program() const
+    {
+        std::size_t batch_size  = 2;
+        std::size_t seq_len     = 3;
+        std::size_t hidden_size = 5;
+        std::size_t input_size  = 8;
+        std::size_t num_dirct   = 2;
+        float clip              = 0.0f;
+
+        migraphx::program p;
+        auto* mm = p.get_main_module();
+        migraphx::shape in_shape{migraphx::shape::float_type, {batch_size, seq_len, input_size}};
+        migraphx::shape w_shape{migraphx::shape::float_type,
+                                {num_dirct, 4 * hidden_size, input_size}};
+        migraphx::shape r_shape{migraphx::shape::float_type,
+                                {num_dirct, 4 * hidden_size, hidden_size}};
+        auto seq = mm->add_parameter("seq", in_shape);
+        auto w   = mm->add_parameter("w", w_shape);
+        auto r   = mm->add_parameter("r", r_shape);
+
+        std::vector<int64_t> perm{1, 0, 2};
+        seq = mm->add_instruction(migraphx::make_op("transpose", {{"permutation", perm}}), seq);
+
+        auto hs = mm->add_instruction(
+            migraphx::make_op(
+                "lstm",
+                {{"hidden_size", hidden_size},
+                 {"actv_func",
+                  migraphx::to_value(std::vector<migraphx::operation>{migraphx::make_op("sigmoid"),
+                                                                      migraphx::make_op("tanh")})},
+                 {"direction", migraphx::to_value(migraphx::op::rnn_direction::bidirectional)},
+                 {"clip", clip}}),
+            seq,
+            w,
+            r);
+        std::vector<int64_t> perm_hid{2, 0, 1, 3};
+        mm->add_instruction(migraphx::make_op("transpose", {{"permutation", perm_hid}}), hs);
+
+        return p;
+    }
+    std::string section() const { return "rnn"; }
+};

test/verify/test_lstm_bidirct_last_layout.cpp

+/*
+ * The MIT License (MIT)
+ *
+ * Copyright (c) 2015-2022 Advanced Micro Devices, Inc. All rights reserved.
+ *
+ * Permission is hereby granted, free of charge, to any person obtaining a copy
+ * of this software and associated documentation files (the "Software"), to deal
+ * in the Software without restriction, including without limitation the rights
+ * to use, copy, modify, merge, publish, distribute, sublicense, and/or sell
+ * copies of the Software, and to permit persons to whom the Software is
+ * furnished to do so, subject to the following conditions:
+ *
+ * The above copyright notice and this permission notice shall be included in
+ * all copies or substantial portions of the Software.
+ *
+ * THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR
+ * IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,
+ * FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT.  IN NO EVENT SHALL THE
+ * AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER
+ * LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM,
+ * OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN
+ * THE SOFTWARE.
+ */
+
+#include "verify_program.hpp"
+#include <migraphx/program.hpp>
+#include <migraphx/generate.hpp>
+#include <migraphx/make_op.hpp>
+
+#include <migraphx/serialize.hpp>
+
+#include <migraphx/op/common.hpp>
+
+struct test_lstm_bidirct_last_layout : verify_program<test_lstm_bidirct_last_layout>
+{
+    migraphx::program create_program() const
+    {
+        std::size_t batch_size  = 2;
+        std::size_t seq_len     = 3;
+        std::size_t hidden_size = 5;
+        std::size_t input_size  = 8;
+        std::size_t num_dirct   = 2;
+        float clip              = 0.0f;
+
+        migraphx::program p;
+        auto* mm = p.get_main_module();
+        migraphx::shape in_shape{migraphx::shape::float_type, {batch_size, seq_len, input_size}};
+        migraphx::shape w_shape{migraphx::shape::float_type,
+                                {num_dirct, 4 * hidden_size, input_size}};
+        migraphx::shape r_shape{migraphx::shape::float_type,
+                                {num_dirct, 4 * hidden_size, hidden_size}};
+        migraphx::shape b_shape{migraphx::shape::float_type, {num_dirct, 8 * hidden_size}};
+        migraphx::shape ih_shape{migraphx::shape::float_type, {batch_size, num_dirct, hidden_size}};
+        migraphx::shape ic_shape{migraphx::shape::float_type, {batch_size, num_dirct, hidden_size}};
+        migraphx::shape pph_shape{migraphx::shape::float_type, {num_dirct, 3 * hidden_size}};
+
+        auto seq  = mm->add_parameter("seq", in_shape);
+        auto w    = mm->add_parameter("w", w_shape);
+        auto r    = mm->add_parameter("r", r_shape);
+        auto bias = mm->add_parameter("bias", b_shape);
+        auto ih   = mm->add_parameter("ih", ih_shape);
+        auto ic   = mm->add_parameter("ic", ic_shape);
+        auto pph  = mm->add_parameter("pph", pph_shape);
+        auto und  = mm->add_instruction(migraphx::make_op("undefined"));
+
+        std::vector<int64_t> perm{1, 0, 2};
+        seq = mm->add_instruction(migraphx::make_op("transpose", {{"permutation", perm}}), seq);
+        ih  = mm->add_instruction(migraphx::make_op("transpose", {{"permutation", perm}}), ih);
+        ic  = mm->add_instruction(migraphx::make_op("transpose", {{"permutation", perm}}), ic);
+
+        auto output = mm->add_instruction(
+            migraphx::make_op(
+                "lstm",
+                {{"hidden_size", hidden_size},
+                 {"actv_func",
+                  migraphx::to_value(std::vector<migraphx::operation>{migraphx::make_op("sigmoid"),
+                                                                      migraphx::make_op("tanh"),
+                                                                      migraphx::make_op("tanh")})},
+                 {"direction", migraphx::to_value(migraphx::op::rnn_direction::bidirectional)},
+                 {"clip", clip}}),
+            seq,
+            w,
+            r,
+            bias,
+            und,
+            ih,
+            ic,
+            pph);
+        auto last_output = mm->add_instruction(migraphx::make_op("rnn_last_hs_output"), output);
+        mm->add_instruction(migraphx::make_op("transpose", {{"permutation", perm}}), last_output);
+
+        return p;
+    }
+    std::string section() const { return "rnn"; }
+};

test/verify/test_lstm_forward_hs_layout.cpp

+/*
+ * The MIT License (MIT)
+ *
+ * Copyright (c) 2015-2022 Advanced Micro Devices, Inc. All rights reserved.
+ *
+ * Permission is hereby granted, free of charge, to any person obtaining a copy
+ * of this software and associated documentation files (the "Software"), to deal
+ * in the Software without restriction, including without limitation the rights
+ * to use, copy, modify, merge, publish, distribute, sublicense, and/or sell
+ * copies of the Software, and to permit persons to whom the Software is
+ * furnished to do so, subject to the following conditions:
+ *
+ * The above copyright notice and this permission notice shall be included in
+ * all copies or substantial portions of the Software.
+ *
+ * THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR
+ * IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,
+ * FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT.  IN NO EVENT SHALL THE
+ * AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER
+ * LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM,
+ * OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN
+ * THE SOFTWARE.
+ */
+
+#include "verify_program.hpp"
+#include <migraphx/program.hpp>
+#include <migraphx/generate.hpp>
+#include <migraphx/make_op.hpp>
+
+#include <migraphx/serialize.hpp>
+
+#include <migraphx/op/common.hpp>
+
+struct test_lstm_forward_hs_layout : verify_program<test_lstm_forward_hs_layout>
+{
+    migraphx::program create_program() const
+    {
+        std::size_t batch_size  = 2;
+        std::size_t seq_len     = 3;
+        std::size_t hidden_size = 5;
+        std::size_t input_size  = 8;
+        std::size_t num_dirct   = 1;
+        float clip              = 0.0f;
+
+        migraphx::program p;
+        auto* mm = p.get_main_module();
+        migraphx::shape in_shape{migraphx::shape::float_type, {batch_size, seq_len, input_size}};
+        migraphx::shape w_shape{migraphx::shape::float_type,
+                                {num_dirct, 4 * hidden_size, input_size}};
+        migraphx::shape r_shape{migraphx::shape::float_type,
+                                {num_dirct, 4 * hidden_size, hidden_size}};
+        migraphx::shape b_shape{migraphx::shape::float_type, {num_dirct, 8 * hidden_size}};
+        migraphx::shape ih_shape{migraphx::shape::float_type, {batch_size, num_dirct, hidden_size}};
+        migraphx::shape ic_shape{migraphx::shape::float_type, {batch_size, num_dirct, hidden_size}};
+        migraphx::shape pph_shape{migraphx::shape::float_type, {num_dirct, 3 * hidden_size}};
+
+        auto seq  = mm->add_parameter("seq", in_shape);
+        auto w    = mm->add_parameter("w", w_shape);
+        auto r    = mm->add_parameter("r", r_shape);
+        auto bias = mm->add_parameter("bias", b_shape);
+        auto ih   = mm->add_parameter("ih", ih_shape);
+        auto ic   = mm->add_parameter("ic", ic_shape);
+        auto pph  = mm->add_parameter("pph", pph_shape);
+        auto und  = mm->add_instruction(migraphx::make_op("undefined"));
+
+        std::vector<int64_t> perm{1, 0, 2};
+        seq = mm->add_instruction(migraphx::make_op("transpose", {{"permutation", perm}}), seq);
+        ih  = mm->add_instruction(migraphx::make_op("transpose", {{"permutation", perm}}), ih);
+        ic  = mm->add_instruction(migraphx::make_op("transpose", {{"permutation", perm}}), ic);
+
+        auto hs = mm->add_instruction(
+            migraphx::make_op(
+                "lstm",
+                {{"hidden_size", hidden_size},
+                 {"actv_func",
+                  migraphx::to_value(std::vector<migraphx::operation>{migraphx::make_op("sigmoid"),
+                                                                      migraphx::make_op("tanh"),
+                                                                      migraphx::make_op("tanh")})},
+                 {"direction", migraphx::to_value(migraphx::op::rnn_direction::forward)},
+                 {"clip", clip}}),
+            seq,
+            w,
+            r,
+            bias,
+            und,
+            ih,
+            ic,
+            pph);
+        std::vector<int64_t> perm_hid{2, 0, 1, 3};
+        mm->add_instruction(migraphx::make_op("transpose", {{"permutation", perm_hid}}), hs);
+
+        return p;
+    }
+    std::string section() const { return "rnn"; }
+};

test/verify/test_lstm_forward_last_layout.cpp

+/*
+ * The MIT License (MIT)
+ *
+ * Copyright (c) 2015-2022 Advanced Micro Devices, Inc. All rights reserved.
+ *
+ * Permission is hereby granted, free of charge, to any person obtaining a copy
+ * of this software and associated documentation files (the "Software"), to deal
+ * in the Software without restriction, including without limitation the rights
+ * to use, copy, modify, merge, publish, distribute, sublicense, and/or sell
+ * copies of the Software, and to permit persons to whom the Software is
+ * furnished to do so, subject to the following conditions:
+ *
+ * The above copyright notice and this permission notice shall be included in
+ * all copies or substantial portions of the Software.
+ *
+ * THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR
+ * IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,
+ * FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT.  IN NO EVENT SHALL THE
+ * AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER
+ * LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM,
+ * OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN
+ * THE SOFTWARE.
+ */
+
+#include "verify_program.hpp"
+#include <migraphx/program.hpp>
+#include <migraphx/generate.hpp>
+#include <migraphx/serialize.hpp>
+
+#include <migraphx/make_op.hpp>
+
+#include <migraphx/op/common.hpp>
+
+struct test_lstm_forward_last_layout : verify_program<test_lstm_forward_last_layout>
+{
+    migraphx::program create_program() const
+    {
+        std::size_t batch_size  = 2;
+        std::size_t seq_len     = 3;
+        std::size_t hidden_size = 5;
+        std::size_t input_size  = 8;
+        std::size_t num_dirct   = 1;
+        float clip              = 0.0f;
+
+        migraphx::program p;
+        auto* mm = p.get_main_module();
+        migraphx::shape in_shape{migraphx::shape::float_type, {batch_size, seq_len, input_size}};
+        migraphx::shape w_shape{migraphx::shape::float_type,
+                                {num_dirct, 4 * hidden_size, input_size}};
+        migraphx::shape r_shape{migraphx::shape::float_type,
+                                {num_dirct, 4 * hidden_size, hidden_size}};
+        migraphx::shape b_shape{migraphx::shape::float_type, {num_dirct, 8 * hidden_size}};
+        migraphx::shape ih_shape{migraphx::shape::float_type, {batch_size, num_dirct, hidden_size}};
+        migraphx::shape l_shape{migraphx::shape::int32_type, {batch_size}};
+        migraphx::shape ic_shape{migraphx::shape::float_type, {batch_size, num_dirct, hidden_size}};
+        migraphx::shape pph_shape{migraphx::shape::float_type, {num_dirct, 3 * hidden_size}};
+
+        auto seq  = mm->add_parameter("seq", in_shape);
+        auto w    = mm->add_parameter("w", w_shape);
+        auto r    = mm->add_parameter("r", r_shape);
+        auto bias = mm->add_parameter("bias", b_shape);
+        auto ih   = mm->add_parameter("ih", ih_shape);
+        auto len  = mm->add_literal(migraphx::literal(l_shape, {1, 2}));
+        auto ic   = mm->add_parameter("ic", ic_shape);
+        auto pph  = mm->add_parameter("pph", pph_shape);
+
+        std::vector<int64_t> perm{1, 0, 2};
+        seq = mm->add_instruction(migraphx::make_op("transpose", {{"permutation", perm}}), seq);
+        ih  = mm->add_instruction(migraphx::make_op("transpose", {{"permutation", perm}}), ih);
+        ic  = mm->add_instruction(migraphx::make_op("transpose", {{"permutation", perm}}), ic);
+
+        auto output = mm->add_instruction(
+            migraphx::make_op(
+                "lstm",
+                {{"hidden_size", hidden_size},
+                 {"actv_func",
+                  migraphx::to_value(std::vector<migraphx::operation>{migraphx::make_op("sigmoid"),
+                                                                      migraphx::make_op("tanh"),
+                                                                      migraphx::make_op("tanh")})},
+                 {"direction", migraphx::to_value(migraphx::op::rnn_direction::forward)},
+                 {"clip", clip}}),
+            seq,
+            w,
+            r,
+            bias,
+            len,
+            ih,
+            ic,
+            pph);
+        auto last_output =
+            mm->add_instruction(migraphx::make_op("rnn_last_hs_output"), output, len);
+        mm->add_instruction(migraphx::make_op("transpose", {{"permutation", perm}}), last_output);
+
+        return p;
+    }
+    std::string section() const { return "rnn"; }
+};

test/verify/test_lstm_reverse_3args_cell_output_layout.cpp

+/*
+ * The MIT License (MIT)
+ *
+ * Copyright (c) 2015-2022 Advanced Micro Devices, Inc. All rights reserved.
+ *
+ * Permission is hereby granted, free of charge, to any person obtaining a copy
+ * of this software and associated documentation files (the "Software"), to deal
+ * in the Software without restriction, including without limitation the rights
+ * to use, copy, modify, merge, publish, distribute, sublicense, and/or sell
+ * copies of the Software, and to permit persons to whom the Software is
+ * furnished to do so, subject to the following conditions:
+ *
+ * The above copyright notice and this permission notice shall be included in
+ * all copies or substantial portions of the Software.
+ *
+ * THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR
+ * IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,
+ * FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT.  IN NO EVENT SHALL THE
+ * AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER
+ * LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM,
+ * OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN
+ * THE SOFTWARE.
+ */
+
+#include "verify_program.hpp"
+#include <migraphx/program.hpp>
+#include <migraphx/generate.hpp>
+#include <migraphx/serialize.hpp>
+
+#include <migraphx/make_op.hpp>
+
+#include <migraphx/op/common.hpp>
+
+struct test_lstm_reverse_3args_cell_layout : verify_program<test_lstm_reverse_3args_cell_layout>
+{
+    migraphx::program create_program() const
+    {
+        std::size_t batch_size  = 2;
+        std::size_t seq_len     = 3;
+        std::size_t hidden_size = 5;
+        std::size_t input_size  = 8;
+        std::size_t num_dirct   = 1;
+        float clip              = 0.0f;
+
+        migraphx::program p;
+        auto* mm = p.get_main_module();
+        migraphx::shape in_shape{migraphx::shape::float_type, {batch_size, seq_len, input_size}};
+        migraphx::shape w_shape{migraphx::shape::float_type,
+                                {num_dirct, 4 * hidden_size, input_size}};
+        migraphx::shape r_shape{migraphx::shape::float_type,
+                                {num_dirct, 4 * hidden_size, hidden_size}};
+        auto seq = mm->add_parameter("seq", in_shape);
+        auto w   = mm->add_parameter("w", w_shape);
+        auto r   = mm->add_parameter("r", r_shape);
+
+        std::vector<int64_t> perm{1, 0, 2};
+        seq = mm->add_instruction(migraphx::make_op("transpose", {{"permutation", perm}}), seq);
+
+        auto hs = mm->add_instruction(
+            migraphx::make_op(
+                "lstm",
+                {{"hidden_size", hidden_size},
+                 {"actv_func",
+                  migraphx::to_value(std::vector<migraphx::operation>{migraphx::make_op("sigmoid"),
+                                                                      migraphx::make_op("tanh"),
+                                                                      migraphx::make_op("tanh")})},
+                 {"direction", migraphx::to_value(migraphx::op::rnn_direction::reverse)},
+                 {"clip", clip}}),
+            seq,
+            w,
+            r);
+        auto cell_output = mm->add_instruction(migraphx::make_op("rnn_last_cell_output"), hs);
+        mm->add_instruction(migraphx::make_op("transpose", {{"permutation", perm}}), cell_output);
+
+        return p;
+    }
+    std::string section() const { return "rnn"; }
+};

test/verify/test_lstm_reverse_3args_layout.cpp

+/*
+ * The MIT License (MIT)
+ *
+ * Copyright (c) 2015-2022 Advanced Micro Devices, Inc. All rights reserved.
+ *
+ * Permission is hereby granted, free of charge, to any person obtaining a copy
+ * of this software and associated documentation files (the "Software"), to deal
+ * in the Software without restriction, including without limitation the rights
+ * to use, copy, modify, merge, publish, distribute, sublicense, and/or sell
+ * copies of the Software, and to permit persons to whom the Software is
+ * furnished to do so, subject to the following conditions:
+ *
+ * The above copyright notice and this permission notice shall be included in
+ * all copies or substantial portions of the Software.
+ *
+ * THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR
+ * IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,
+ * FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT.  IN NO EVENT SHALL THE
+ * AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER
+ * LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM,
+ * OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN
+ * THE SOFTWARE.
+ */
+
+#include "verify_program.hpp"
+#include <migraphx/program.hpp>
+#include <migraphx/generate.hpp>
+#include <migraphx/serialize.hpp>
+
+#include <migraphx/make_op.hpp>
+
+#include <migraphx/op/common.hpp>
+
+struct test_lstm_reverse_3args_layout : verify_program<test_lstm_reverse_3args_layout>
+{
+    migraphx::program create_program() const
+    {
+        std::size_t batch_size  = 2;
+        std::size_t seq_len     = 3;
+        std::size_t hidden_size = 5;
+        std::size_t input_size  = 8;
+        std::size_t num_dirct   = 1;
+        float clip              = 0.0f;
+
+        migraphx::program p;
+        auto* mm = p.get_main_module();
+        migraphx::shape in_shape{migraphx::shape::float_type, {batch_size, seq_len, input_size}};
+        migraphx::shape w_shape{migraphx::shape::float_type,
+                                {num_dirct, 4 * hidden_size, input_size}};
+        migraphx::shape r_shape{migraphx::shape::float_type,
+                                {num_dirct, 4 * hidden_size, hidden_size}};
+        auto seq = mm->add_parameter("seq", in_shape);
+        auto w   = mm->add_parameter("w", w_shape);
+        auto r   = mm->add_parameter("r", r_shape);
+
+        std::vector<int64_t> perm{1, 0, 2};
+        seq = mm->add_instruction(migraphx::make_op("transpose", {{"permutation", perm}}), seq);
+
+        auto hs = mm->add_instruction(
+            migraphx::make_op(
+                "lstm",
+                {{"hidden_size", hidden_size},
+                 {"actv_func",
+                  migraphx::to_value(std::vector<migraphx::operation>{migraphx::make_op("sigmoid"),
+                                                                      migraphx::make_op("tanh"),
+                                                                      migraphx::make_op("tanh")})},
+                 {"direction", migraphx::to_value(migraphx::op::rnn_direction::reverse)},
+                 {"clip", clip}}),
+            seq,
+            w,
+            r);
+        std::vector<int64_t> perm_hid{2, 0, 1, 3};
+        mm->add_instruction(migraphx::make_op("transpose", {{"permutation", perm_hid}}), hs);
+
+        return p;
+    }
+    std::string section() const { return "rnn"; }
+};

test/verify/test_lstm_three_outputs_layout.cpp

+/*
+ * The MIT License (MIT)
+ *
+ * Copyright (c) 2015-2022 Advanced Micro Devices, Inc. All rights reserved.
+ *
+ * Permission is hereby granted, free of charge, to any person obtaining a copy
+ * of this software and associated documentation files (the "Software"), to deal
+ * in the Software without restriction, including without limitation the rights
+ * to use, copy, modify, merge, publish, distribute, sublicense, and/or sell
+ * copies of the Software, and to permit persons to whom the Software is
+ * furnished to do so, subject to the following conditions:
+ *
+ * The above copyright notice and this permission notice shall be included in
+ * all copies or substantial portions of the Software.
+ *
+ * THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR
+ * IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,
+ * FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT.  IN NO EVENT SHALL THE
+ * AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER
+ * LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM,
+ * OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN
+ * THE SOFTWARE.
+ */
+
+#include "verify_program.hpp"
+#include <migraphx/program.hpp>
+#include <migraphx/generate.hpp>
+#include <migraphx/serialize.hpp>
+
+#include <migraphx/make_op.hpp>
+
+#include <migraphx/op/common.hpp>
+
+struct test_lstm_three_outputs_layout : verify_program<test_lstm_three_outputs_layout>
+{
+    migraphx::program create_program() const
+    {
+        std::size_t batch_size  = 2;
+        std::size_t seq_len     = 3;
+        std::size_t hidden_size = 5;
+        std::size_t input_size  = 8;
+        std::size_t num_dirct   = 1;
+        float clip              = 0.0f;
+
+        migraphx::program p;
+        auto* mm = p.get_main_module();
+        migraphx::shape in_shape{migraphx::shape::float_type, {batch_size, seq_len, input_size}};
+        migraphx::shape w_shape{migraphx::shape::float_type,
+                                {num_dirct, 4 * hidden_size, input_size}};
+        migraphx::shape r_shape{migraphx::shape::float_type,
+                                {num_dirct, 4 * hidden_size, hidden_size}};
+        auto seq = mm->add_parameter("seq", in_shape);
+        auto w   = mm->add_parameter("w", w_shape);
+        auto r   = mm->add_parameter("r", r_shape);
+
+        std::vector<int64_t> perm{1, 0, 2};
+        seq = mm->add_instruction(migraphx::make_op("transpose", {{"permutation", perm}}), seq);
+
+        auto hs = mm->add_instruction(
+            migraphx::make_op(
+                "lstm",
+                {{"hidden_size", hidden_size},
+                 {"actv_func",
+                  migraphx::to_value(std::vector<migraphx::operation>{migraphx::make_op("sigmoid"),
+                                                                      migraphx::make_op("tanh"),
+                                                                      migraphx::make_op("tanh")})},
+                 {"direction", migraphx::to_value(migraphx::op::rnn_direction::forward)},
+                 {"clip", clip}}),
+            seq,
+            w,
+            r);
+        auto last_hs   = mm->add_instruction(migraphx::make_op("rnn_last_hs_output"), hs);
+        auto last_cell = mm->add_instruction(migraphx::make_op("rnn_last_cell_output"), hs);
+        std::vector<int64_t> perm_hid{2, 0, 1, 3};
+        hs = mm->add_instruction(migraphx::make_op("transpose", {{"permutation", perm_hid}}), hs);
+        last_hs =
+            mm->add_instruction(migraphx::make_op("transpose", {{"permutation", perm}}), last_hs);
+        last_cell =
+            mm->add_instruction(migraphx::make_op("transpose", {{"permutation", perm}}), last_cell);
+        mm->add_return({hs, last_hs, last_cell});
+
+        return p;
+    }
+    std::string section() const { return "rnn"; }
+};

test/verify/test_max_pooling_ceil_3d.cpp

@@ -36,7 +36,7 @@ struct test_max_pooling_ceil_3d : verify_program<test_max_pooling_ceil_3d>
         auto input =
             mm->add_parameter("x", migraphx::shape{migraphx::shape::float_type, {1, 3, 5, 5, 5}});
         auto op = migraphx::op::pooling{
-            migraphx::op::pooling_mode::max, {1, 1, 1}, {3, 3, 3}, {3, 3, 3}, true};
+            migraphx::op::pooling_mode::max, {1, 1, 1}, {3, 3, 3}, {3, 3, 3}, {1, 1, 1}, true};
         mm->add_instruction(op, input);
         return p;
     }

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_round.cpp → test/verify/test_nearbyint.cpp

 /*
  * The MIT License (MIT)
  *
- * Copyright (c) 2015-2022 Advanced Micro Devices, Inc. All rights reserved.
+ * Copyright (c) 2015-2023 Advanced Micro Devices, Inc. All rights reserved.
  *
  * Permission is hereby granted, free of charge, to any person obtaining a copy
  * of this software and associated documentation files (the "Software"), to deal
@@ -26,17 +26,24 @@
 #include <migraphx/program.hpp>
 #include <migraphx/generate.hpp>
 #include <migraphx/make_op.hpp>
+#include <migraphx/float8.hpp>
 
-struct test_round : verify_program<test_round>
+template <class T>
+struct test_nearbyint : verify_program<test_nearbyint<T>>
 {
     migraphx::program create_program() const
     {
         migraphx::program p;
+        std::vector<float> tmp{-4.5, -3.5, 0.5, 2.5, 3.5};
+        std::vector<T> data{tmp.cbegin(), tmp.cend()};
+        migraphx::shape s1{migraphx::shape::get_type<T>(), {5}};
         auto* mm = p.get_main_module();
-
-        migraphx::shape s{migraphx::shape::float_type, {2, 3, 4, 6}};
-        auto param = mm->add_parameter("x", s);
-        mm->add_instruction(migraphx::make_op("round"), param);
+        auto l0  = mm->add_literal(migraphx::literal{s1, data});
+        mm->add_instruction(migraphx::make_op("isinf"), l0);
         return p;
     };
 };
+
+template struct test_nearbyint<migraphx::half>;
+template struct test_nearbyint<float>;
+template struct test_nearbyint<migraphx::fp8::fp8e4m3fnuz>;

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_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

@@ -58,3 +58,19 @@ template struct test_reduce_op_small<migraphx::op::reduce_mean, 2, migraphx::sha
 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_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_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>;

test/verify/test_rsqrt.cpp

@@ -23,22 +23,26 @@
  */
 
 #include "verify_program.hpp"
+#include <migraphx/float8.hpp>
 #include <migraphx/program.hpp>
 #include <migraphx/generate.hpp>
 #include <migraphx/make_op.hpp>
 
-struct test_rsqrt : verify_program<test_rsqrt>
+template <typename CType>
+struct test_rsqrt : verify_program<test_rsqrt<CType>>
 {
     migraphx::program create_program() const
     {
         migraphx::program p;
-        auto* mm = p.get_main_module();
+        auto* mm                      = p.get_main_module();
+        migraphx::shape::type_t dtype = migraphx::shape::get_type<CType>();
         std::vector<size_t> input_lens{1, 3, 16, 16};
-        migraphx::shape s{migraphx::shape::float_type, input_lens};
+        migraphx::shape s{dtype, input_lens};
         auto x       = mm->add_parameter("x", s);
-        auto min_val = mm->add_literal(1.0f);
-        auto max_val = mm->add_literal(std::numeric_limits<float>::max());
-        min_val      = mm->add_instruction(
+        auto min_val = mm->add_literal(migraphx::literal{migraphx::shape{dtype}, {1.0}});
+        auto max_val = mm->add_literal(
+            migraphx::literal{migraphx::shape{dtype}, {std::numeric_limits<CType>::max()}});
+        min_val = mm->add_instruction(
             migraphx::make_op("multibroadcast", {{"out_lens", input_lens}}), min_val);
         max_val = mm->add_instruction(
             migraphx::make_op("multibroadcast", {{"out_lens", input_lens}}), max_val);
@@ -47,3 +51,7 @@ struct test_rsqrt : verify_program<test_rsqrt>
         return p;
     };
 };
+
+template struct test_rsqrt<float>;
+template struct test_rsqrt<migraphx::half>;
+template struct test_rsqrt<migraphx::fp8::fp8e4m3fnuz>;

test/verify/test_scatternd.cpp

@@ -25,18 +25,19 @@
 #include <migraphx/program.hpp>
 #include <migraphx/generate.hpp>
 #include <migraphx/make_op.hpp>
+#include <migraphx/shape.hpp>
 
-struct test_scatternd : verify_program<test_scatternd>
+template <migraphx::shape::type_t DType>
+struct test_scatternd : verify_program<test_scatternd<DType>>
 {
     migraphx::program create_program() const
     {
         migraphx::program p;
         auto* mm   = p.get_main_module();
-        auto dtype = migraphx::shape::float_type;
         auto itype = migraphx::shape::int64_type;
-        migraphx::shape ds{dtype, {1}};
+        migraphx::shape ds{DType, {1}};
         migraphx::shape is{itype, {4, 1}};
-        migraphx::shape us{dtype, {4}};
+        migraphx::shape us{DType, {4}};
         std::vector<int64_t> ind_vec{4, 3, 1, 7};
 
         auto ld = mm->add_literal(migraphx::literal{ds, {1}});
@@ -51,3 +52,7 @@ struct test_scatternd : verify_program<test_scatternd>
         return p;
     }
 };
+
+template struct test_scatternd<migraphx::shape::float_type>;
+template struct test_scatternd<migraphx::shape::half_type>;
+template struct test_scatternd<migraphx::shape::fp8e4m3fnuz_type>;

test/verify/test_scatternd_max.cpp

+/*
+ * The MIT License (MIT)
+ *
+ * Copyright (c) 2015-2023 Advanced Micro Devices, Inc. All rights reserved.
+ *
+ * Permission is hereby granted, free of charge, to any person obtaining a copy
+ * of this software and associated documentation files (the "Software"), to deal
+ * in the Software without restriction, including without limitation the rights
+ * to use, copy, modify, merge, publish, distribute, sublicense, and/or sell
+ * copies of the Software, and to permit persons to whom the Software is
+ * furnished to do so, subject to the following conditions:
+ *
+ * The above copyright notice and this permission notice shall be included in
+ * all copies or substantial portions of the Software.
+ *
+ * THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR
+ * IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,
+ * FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT.  IN NO EVENT SHALL THE
+ * AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER
+ * LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM,
+ * OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN
+ * THE SOFTWARE.
+ */
+#include "verify_program.hpp"
+#include <migraphx/program.hpp>
+#include <migraphx/generate.hpp>
+#include <migraphx/make_op.hpp>
+
+struct test_scatternd_max : verify_program<test_scatternd_max>
+{
+    migraphx::program create_program() const
+    {
+        migraphx::program p;
+        auto* mm   = p.get_main_module();
+        auto dtype = migraphx::shape::float_type;
+        auto itype = migraphx::shape::int64_type;
+        migraphx::shape ds{dtype, {8}};
+        migraphx::shape is{itype, {4, 1}};
+        migraphx::shape us{dtype, {4}};
+        std::vector<int64_t> ind_vec{4, 3, 1, 7};
+
+        auto data    = mm->add_parameter("data", ds);
+        auto indices = mm->add_literal(migraphx::literal{is, ind_vec});
+        auto updates = mm->add_parameter("update", us);
+        auto scatternd =
+            mm->add_instruction(migraphx::make_op("scatternd_max"), data, indices, updates);
+        mm->add_return({scatternd});
+
+        return p;
+    }
+};