Merge branch 'develop' into fuse-dot-weights

test/tf/gen_tf_pb.py

@@ -495,10 +495,10 @@ def relu6_test(g1):
 
 
 @tf_test
-def relu6_mismatch_test(g1):
+def relu6_half_test(g1):
     with g1.as_default():
         g1_input = tf.compat.v1.placeholder(tf.float16,
-                                            shape=(1, 3, 13, 37),
+                                            shape=(1, 3, 16, 16),
                                             name='0')
         tf.nn.relu6(g1_input, 'relu6')
 
@@ -708,7 +708,7 @@ if __name__ == '__main__':
     pow_test()
     relu_test()
     relu6_test()
-    relu6_mismatch_test()
+    relu6_half_test()
     reshape_test()
     rsqrt_test()
     shape_test()

test/tf/relu6_mismatch_test.pb → test/tf/relu6_half_test.pb

@@ -2,7 +2,7 @@
 :
 
0Placeholder*
 dtype0*
-shape:

%
+shape:

 
 relu6Relu6
0*
 
T0"
\ No newline at end of file

test/tf/tf_test.cpp

@@ -729,27 +729,23 @@ TEST_CASE(relu6_test)
     EXPECT(p == prog);
 }
 
-TEST_CASE(relu6_mismatch_test)
+TEST_CASE(relu6_half_test)
 {
     migraphx::program p;
 
     auto* mm = p.get_main_module();
-    std::vector<size_t> input_lens{1, 3, 13, 37};
-    auto l0      = mm->add_parameter("0", migraphx::shape{migraphx::shape::half_type, input_lens});
-    auto min_val = mm->add_literal(0.0f);
-    auto max_val = mm->add_literal(6.0f);
-
-    auto l0_convert = mm->add_instruction(
-        migraphx::make_op("convert", {{"target_type", migraphx::shape::float_type}}), l0);
-
+    std::vector<size_t> input_lens{1, 3, 16, 16};
+    auto l0 = mm->add_parameter("0", migraphx::shape{migraphx::shape::half_type, input_lens});
+    auto min_val =
+        mm->add_literal(migraphx::literal{migraphx::shape{migraphx::shape::half_type}, {0.0f}});
+    auto max_val =
+        mm->add_literal(migraphx::literal{migraphx::shape{migraphx::shape::half_type}, {6.0f}});
     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);
-
-    mm->add_instruction(migraphx::make_op("clip"), l0_convert, min_val, max_val);
-
-    auto prog = optimize_tf("relu6_mismatch_test.pb", false);
+    mm->add_instruction(migraphx::make_op("clip"), l0, min_val, max_val);
+    auto prog = optimize_tf("relu6_half_test.pb", false);
 
     EXPECT(p == prog);
 }

test/verify/gemm_add_broadcast1.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/apply_alpha_beta.hpp>
+struct gemm_add_broadcast1 : verify_program<gemm_add_broadcast1>
+{
+    migraphx::program create_program() const
+    {
+        migraphx::program p;
+        auto* mm = p.get_main_module();
+        migraphx::shape m1_shape{migraphx::shape::float_type, {1, 2, 3}};
+        migraphx::shape m2_shape{migraphx::shape::float_type, {1, 3, 4}};
+        migraphx::shape m3_shape{migraphx::shape::float_type, {1, 1, 4}};
+        auto l1 = mm->add_parameter("1", m1_shape);
+        auto l2 = mm->add_parameter("2", m2_shape);
+        auto l3 = mm->add_parameter("3", m3_shape);
+        auto l3_b =
+            mm->add_instruction(migraphx::make_op("multibroadcast", {{"out_lens", {1, 2, 4}}}), l3);
+
+        auto dot = mm->add_instruction(migraphx::make_op("dot"), l1, l2);
+        mm->add_instruction(migraphx::make_op("add"), dot, l3_b);
+        return p;
+    }
+};

test/verify/gemm_add_broadcast2.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/apply_alpha_beta.hpp>
+struct gemm_add_broadcast2 : verify_program<gemm_add_broadcast2>
+{
+    migraphx::program create_program() const
+    {
+        migraphx::program p;
+        auto* mm = p.get_main_module();
+        migraphx::shape m1_shape{migraphx::shape::float_type, {1, 2, 3}};
+        migraphx::shape m2_shape{migraphx::shape::float_type, {1, 3, 4}};
+        migraphx::shape m3_shape{migraphx::shape::float_type, {1, 2, 1}};
+        auto l1 = mm->add_parameter("1", m1_shape);
+        auto l2 = mm->add_parameter("2", m2_shape);
+        auto l3 = mm->add_parameter("3", m3_shape);
+        auto l3_b =
+            mm->add_instruction(migraphx::make_op("multibroadcast", {{"out_lens", {1, 2, 4}}}), l3);
+
+        auto dot = mm->add_instruction(migraphx::make_op("dot"), l1, l2);
+        mm->add_instruction(migraphx::make_op("add"), dot, l3_b);
+        return p;
+    }
+};

test/verify/run_verify.cpp

@@ -169,7 +169,7 @@ void run_verify::verify(const std::string& name, const migraphx::program& p) con
     for(const auto& tname : migraphx::get_targets())
     {
         // TODO(varunsh): once verify tests can run, remove fpga
-        if(tname == "ref" || tname == "fpga")
+        if(tname == "ref" or tname == "fpga")
             continue;
 
         // if tests disabled, skip running it

test/verify/test_add_gelu_half.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>
+
+struct test_add_gelu_half : verify_program<test_add_gelu_half>
+{
+    migraphx::program create_program() const
+    {
+        migraphx::program p;
+        auto* mm = p.get_main_module();
+        std::vector<size_t> input_lens{1, 1, 5};
+        auto x     = mm->add_parameter("x", {migraphx::shape::half_type, input_lens});
+        auto y     = mm->add_parameter("y", {migraphx::shape::half_type, input_lens});
+        auto half  = mm->add_literal(migraphx::literal{{migraphx::shape::half_type}, {0.5f}});
+        auto one   = mm->add_literal(migraphx::literal{{migraphx::shape::half_type}, {1.0f}});
+        auto sqrt2 = mm->add_literal(migraphx::literal{{migraphx::shape::half_type}, {M_SQRT2}});
+        auto add   = mm->add_instruction(migraphx::make_op("add"), x, y);
+        auto half_mbcast = mm->add_instruction(
+            migraphx::make_op("multibroadcast", {{"out_lens", input_lens}}), half);
+        auto mul_half     = mm->add_instruction(migraphx::make_op("mul"), add, half_mbcast);
+        auto sqrt2_mbcast = mm->add_instruction(
+            migraphx::make_op("multibroadcast", {{"out_lens", input_lens}}), sqrt2);
+        auto div        = mm->add_instruction(migraphx::make_op("div"), add, sqrt2_mbcast);
+        auto erf        = mm->add_instruction(migraphx::make_op("erf"), div);
+        auto one_mbcast = mm->add_instruction(
+            migraphx::make_op("multibroadcast", {{"out_lens", input_lens}}), one);
+        auto add_one = mm->add_instruction(migraphx::make_op("add"), erf, one_mbcast);
+        mm->add_instruction(migraphx::make_op("mul"), mul_half, add_one);
+        return p;
+    }
+};

test/verify/test_concat_axis_2.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>
+
+struct test_concat_axis_2 : verify_program<test_concat_axis_2>
+{
+    migraphx::program create_program() const
+    {
+        migraphx::program p;
+        auto* mm = p.get_main_module();
+        migraphx::shape s0{migraphx::shape::int32_type, {3, 2, 1}};
+        migraphx::shape s1{migraphx::shape::int32_type, {3, 2, 1}};
+        migraphx::shape s2{migraphx::shape::int32_type, {3, 2, 1}};
+        auto l0 = mm->add_parameter("x", s0);
+        auto l1 = mm->add_parameter("y", s1);
+        auto l2 = mm->add_parameter("z", s2);
+        mm->add_instruction(migraphx::make_op("concat", {{"axis", 2}}), l0, l1, l2);
+        return p;
+    }
+};

test/verify/test_slice2.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>
+
+struct test_slice2 : verify_program<test_slice2>
+{
+    migraphx::program create_program() const
+    {
+        migraphx::program p;
+        auto* mm = p.get_main_module();
+        migraphx::shape s{migraphx::shape::float_type, {1, 44, 57, 57}};
+        auto x      = mm->add_parameter("x", {migraphx::shape::float_type, {1, 44, 57, 57}});
+        auto y      = mm->add_parameter("y", {migraphx::shape::float_type, {1, 44, 56, 56}});
+        auto slice0 = mm->add_instruction(
+            migraphx::make_op(
+                "slice",
+                {{"axes", {0, 2, 3, 1}}, {"starts", {0, 1, 1, 0}}, {"ends", {1, 57, 57, 44}}}),
+            x);
+        mm->add_instruction(migraphx::make_op("add"), y, slice0);
+        return p;
+    }
+};

test/verify/test_unbatched_gemm_1.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/apply_alpha_beta.hpp>
+struct test_unbatched_gemm_1 : verify_program<test_unbatched_gemm_1>
+{
+    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}};
+        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}}}),
+                                 l2);
+        auto l3 = mm->add_literal(migraphx::generate_literal(m2_shape));
+        l3 = mm->add_instruction(migraphx::make_op("multibroadcast", {{"out_lens", {2, 64, 64}}}),
+                                 l3);
+        auto l4 = mm->add_literal(migraphx::generate_literal(m2_shape));
+        l4 = mm->add_instruction(migraphx::make_op("multibroadcast", {{"out_lens", {2, 64, 64}}}),
+                                 l4);
+        auto concat = mm->add_instruction(migraphx::make_op("concat", {{"axis", 2}}), l2, l3, l4);
+
+        auto l5     = mm->add_parameter("3", m3_shape);
+        float alpha = 1.0f;
+        float beta  = 1.0f;
+        migraphx::add_apply_alpha_beta(
+            *mm, {l1, concat, l5}, migraphx::make_op("dot"), alpha, beta);
+        return p;
+    }
+};

test/verify/test_unbatched_gemm_2.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/apply_alpha_beta.hpp>
+struct test_unbatched_gemm_2 : verify_program<test_unbatched_gemm_2>
+{
+    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}};
+        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}}}),
+                                 l2);
+
+        mm->add_instruction(migraphx::make_op("dot"), l1, l2);
+        return p;
+    }
+};

tools/include/operation.hpp

@@ -560,7 +560,7 @@ lifetime get_lifetime_op(const T&)
 
     inline bool operator!=(const operation& x, const operation& y)
 {
-    return !(x == y);
+    return not(x == y);
 }
 
 inline value

tools/te.py

@@ -136,7 +136,7 @@ private:
         template <typename PrivateDetailTypeErasedU = PrivateDetailTypeErasedT>
         private_detail_te_handle_type (PrivateDetailTypeErasedT value,
                 typename std::enable_if<
-                    !std::is_reference<PrivateDetailTypeErasedU>::value,
+                    not std::is_reference<PrivateDetailTypeErasedU>::value,
                     int
                 >::type * = nullptr) noexcept :
             private_detail_te_value (std::move(value))
@@ -178,7 +178,7 @@ private:
     private_detail_te_handle_base_type & private_detail_te_get_handle ()
     {
         assert(private_detail_te_handle_mem_var != nullptr); 
-        if (!private_detail_te_handle_mem_var.unique())
+        if (not private_detail_te_handle_mem_var.unique())
             private_detail_te_handle_mem_var = private_detail_te_handle_mem_var->clone();
         return *private_detail_te_handle_mem_var;
     }