Merge branch 'driver-help-errors' into driver-spellcheck

examples/vision/python_super_resolution/Run_Super_Resolution_Model.ipynb

 {
  "cells": [
+	{
+		"cell_type": "code",
+		"execution_count": null,
+		"metadata": {},
+		"outputs": [],
+		"source": [
+			"#  The MIT License (MIT)\n",
+			"#\n",
+			"#  Copyright (c) 2015-2022 Advanced Micro Devices, Inc. All rights reserved.\n",
+			"#\n",
+			"#  Permission is hereby granted, free of charge, to any person obtaining a copy\n",
+			"#  of this software and associated documentation files (the 'Software'), to deal\n",
+			"#  in the Software without restriction, including without limitation the rights\n",
+			"#  to use, copy, modify, merge, publish, distribute, sublicense, and/or sell\n",
+			"#  copies of the Software, and to permit persons to whom the Software is\n",
+			"#  furnished to do so, subject to the following conditions:\n",
+			"#\n",
+			"#  The above copyright notice and this permission notice shall be included in\n",
+			"#  all copies or substantial portions of the Software.\n",
+			"#\n",
+			"#  THE SOFTWARE IS PROVIDED 'AS IS', WITHOUT WARRANTY OF ANY KIND, EXPRESS OR\n",
+			"#  IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,\n",
+			"#  FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT.  IN NO EVENT SHALL THE\n",
+			"#  AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER\n",
+			"#  LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM,\n",
+			"#  OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN\n",
+			"#  THE SOFTWARE.\n"
+		]
+	},
   {
    "cell_type": "markdown",
    "metadata": {},

examples/vision/python_super_resolution/requirements.txt

+#####################################################################################
+# 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.
+#####################################################################################
 matplotlib
 python-resize-image
 opencv-python
\ No newline at end of file

examples/vision/python_unet/requirements.txt

+#####################################################################################
+# 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.
+#####################################################################################
 numpy
 matplotlib
\ No newline at end of file

examples/vision/python_unet/unet_inference.ipynb

 {
  "cells": [
+	{
+		"cell_type": "code",
+		"execution_count": null,
+		"metadata": {},
+		"outputs": [],
+		"source": [
+			"#  The MIT License (MIT)\n",
+			"#\n",
+			"#  Copyright (c) 2015-2022 Advanced Micro Devices, Inc. All rights reserved.\n",
+			"#\n",
+			"#  Permission is hereby granted, free of charge, to any person obtaining a copy\n",
+			"#  of this software and associated documentation files (the 'Software'), to deal\n",
+			"#  in the Software without restriction, including without limitation the rights\n",
+			"#  to use, copy, modify, merge, publish, distribute, sublicense, and/or sell\n",
+			"#  copies of the Software, and to permit persons to whom the Software is\n",
+			"#  furnished to do so, subject to the following conditions:\n",
+			"#\n",
+			"#  The above copyright notice and this permission notice shall be included in\n",
+			"#  all copies or substantial portions of the Software.\n",
+			"#\n",
+			"#  THE SOFTWARE IS PROVIDED 'AS IS', WITHOUT WARRANTY OF ANY KIND, EXPRESS OR\n",
+			"#  IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,\n",
+			"#  FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT.  IN NO EVENT SHALL THE\n",
+			"#  AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER\n",
+			"#  LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM,\n",
+			"#  OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN\n",
+			"#  THE SOFTWARE.\n"
+		]
+	},
   {
    "cell_type": "markdown",
    "id": "cd7a3990",

examples/vision/python_yolov4/image_processing.py

+#####################################################################################
+# 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.
+#####################################################################################
 # All pre- and post-processing methods used below are borrowed from the ONNX MOdel Zoo
 # https://github.com/onnx/models/tree/master/vision/object_detection_segmentation/yolov4
 

examples/vision/python_yolov4/yolov4_inference.ipynb

 {
  "cells": [
+	{
+		"cell_type": "code",
+		"execution_count": null,
+		"metadata": {},
+		"outputs": [],
+		"source": [
+			"#  The MIT License (MIT)\n",
+			"#\n",
+			"#  Copyright (c) 2015-2022 Advanced Micro Devices, Inc. All rights reserved.\n",
+			"#\n",
+			"#  Permission is hereby granted, free of charge, to any person obtaining a copy\n",
+			"#  of this software and associated documentation files (the 'Software'), to deal\n",
+			"#  in the Software without restriction, including without limitation the rights\n",
+			"#  to use, copy, modify, merge, publish, distribute, sublicense, and/or sell\n",
+			"#  copies of the Software, and to permit persons to whom the Software is\n",
+			"#  furnished to do so, subject to the following conditions:\n",
+			"#\n",
+			"#  The above copyright notice and this permission notice shall be included in\n",
+			"#  all copies or substantial portions of the Software.\n",
+			"#\n",
+			"#  THE SOFTWARE IS PROVIDED 'AS IS', WITHOUT WARRANTY OF ANY KIND, EXPRESS OR\n",
+			"#  IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,\n",
+			"#  FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT.  IN NO EVENT SHALL THE\n",
+			"#  AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER\n",
+			"#  LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM,\n",
+			"#  OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN\n",
+			"#  THE SOFTWARE.\n"
+		]
+	},
   {
    "cell_type": "markdown",
    "metadata": {},
@@ -51,7 +80,7 @@
    "outputs": [],
    "source": [
     "if not os.path.exists(\"yolov4_fp16.mxr\"):\n",
-    "    !/opt/rocm/bin/migraphx-driver compile ./utilities/yolov4.onnx --gpu --enable-offload-copy --fp16ref --binary -o yolov4_fp16.mxr\n",
+    "    !/opt/rocm/bin/migraphx-driver compile ./utilities/yolov4.onnx --gpu --enable-offload-copy --fp16 --binary -o yolov4_fp16.mxr\n",
     "if not os.path.exists(\"yolov4.mxr\"):\n",
     "    !/opt/rocm/bin/migraphx-driver compile ./utilities/yolov4.onnx --gpu --enable-offload-copy --binary -o yolov4.mxr"
    ]

install_deps.cmake

 #!/usr/bin/cmake -P
 
+#####################################################################################
+# 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.
+#####################################################################################
+
 set(ARGS)
 foreach(i RANGE 3 ${CMAKE_ARGC})
     list(APPEND ARGS ${CMAKE_ARGV${i}})

requirements.txt

+#####################################################################################
+# 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.
+#####################################################################################
 google/protobuf@v3.11.0 -DCMAKE_POSITION_INDEPENDENT_CODE=On -X subdir -Dprotobuf_BUILD_TESTS=Off
 nlohmann/json@v3.8.0
 blaze,https://bitbucket.org/blaze-lib/blaze/get/f0755dea0e03.tar.gz -X header -DHEADER_DIR=blaze

src/CMakeLists.txt

+#####################################################################################
+# 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(ROCMInstallTargets)
 include(ROCMPackageConfigHelpers)

src/adjust_allocation.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 <migraphx/adjust_allocation.hpp>
 #include <migraphx/instruction.hpp>
 #include <migraphx/program.hpp>

src/analyze_streams.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 <migraphx/analyze_streams.hpp>
 #include <migraphx/program.hpp>
 #include <migraphx/iterator_for.hpp>

src/api/CMakeLists.txt

+#####################################################################################
+# 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.
+#####################################################################################
 
 add_library(migraphx_c
     api.cpp

src/api/api.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 <migraphx/migraphx.h>
 #include <migraphx/rank.hpp>
 #include <migraphx/shape.hpp>
@@ -213,6 +236,11 @@ void print_program(const program& p) { std::cout << p << std::endl; }
 
 void print_module(const module& m) { std::cout << m << std::endl; }
 
+migraphx::instruction_ref add_allocation(module& m, const migraphx::shape& s)
+{
+    return m.add_instruction(migraphx::make_op("allocate", {{"shape", migraphx::to_value(s)}}), {});
+}
+
 struct experimental_custom_op
 {
     std::string name;
@@ -237,7 +265,12 @@ struct custom_operation
         return op.compute_shape(std::move(inputs));
     }
 
-    argument compute(const std::vector<argument>&) const { MIGRAPHX_THROW("Not computable"); }
+    // TODO: Compute method with module_args
+    argument
+    compute(migraphx::context ctx, migraphx::shape output_shape, std::vector<argument> inputs) const
+    {
+        return op.compute(std::move(ctx), std::move(output_shape), std::move(inputs));
+    }
 };
 
 template <class CustomOp>
@@ -554,6 +587,24 @@ struct migraphx_experimental_custom_op
     manage_generic_ptr<migraphx_experimental_custom_op_copy, migraphx_experimental_custom_op_delete>
         object_ptr = nullptr;
     migraphx::experimental_custom_op xobject;
+    migraphx_experimental_custom_op_compute compute_f = nullptr;
+    migraphx::argument compute(migraphx::context ctx,
+                               migraphx::shape output,
+                               std::vector<migraphx::argument> inputs) const
+    {
+        std::remove_pointer_t<migraphx_argument_t> out;
+        if(compute_f == nullptr)
+            throw std::runtime_error("compute function is missing.");
+        auto api_error_result = compute_f(&out,
+                                          object_ptr.data,
+                                          object_cast<migraphx_context_t>(&(ctx)),
+                                          object_cast<migraphx_shape_t>(&(output)),
+                                          object_cast<migraphx_arguments_t>(&(inputs)));
+        if(api_error_result != migraphx_status_success)
+            throw std::runtime_error("Error in compute.");
+        return (&out)->object;
+    }
+
     migraphx_experimental_custom_op_compute_shape compute_shape_f = nullptr;
     migraphx::shape compute_shape(std::vector<migraphx::shape> inputs) const
     {
@@ -1118,6 +1169,21 @@ extern "C" migraphx_status migraphx_module_add_return(migraphx_instruction_t* ou
     return api_error_result;
 }
 
+extern "C" migraphx_status migraphx_module_add_allocation(migraphx_instruction_t* out,
+                                                          migraphx_module_t module,
+                                                          const_migraphx_shape_t s)
+{
+    auto api_error_result = migraphx::try_([&] {
+        if(module == nullptr)
+            MIGRAPHX_THROW(migraphx_status_bad_param, "Bad parameter module: Null pointer");
+        if(s == nullptr)
+            MIGRAPHX_THROW(migraphx_status_bad_param, "Bad parameter s: Null pointer");
+        *out = allocate<migraphx_instruction_t>(
+            migraphx::add_allocation((module->object), (s->object)));
+    });
+    return api_error_result;
+}
+
 extern "C" migraphx_status migraphx_program_destroy(migraphx_program_t program)
 {
     auto api_error_result = migraphx::try_([&] { destroy((program)); });
@@ -1749,6 +1815,14 @@ migraphx_experimental_custom_op_create(migraphx_experimental_custom_op_t* experi
     return api_error_result;
 }
 
+extern "C" migraphx_status
+migraphx_experimental_custom_op_set_compute(migraphx_experimental_custom_op_t obj,
+                                            migraphx_experimental_custom_op_compute input)
+{
+    auto api_error_result = migraphx::try_([&] { (obj)->compute_f = (input); });
+    return api_error_result;
+}
+
 extern "C" migraphx_status migraphx_experimental_custom_op_set_compute_shape(
     migraphx_experimental_custom_op_t obj, migraphx_experimental_custom_op_compute_shape input)
 {

src/api/include/migraphx/migraphx.h

+/*
+ * 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.
+ */
 #ifndef MIGRAPHX_GUARD_C_API_MIGRAPHX_H
 #define MIGRAPHX_GUARD_C_API_MIGRAPHX_H
 
@@ -106,6 +129,12 @@ typedef const struct migraphx_context* const_migraphx_context_t;
 typedef struct migraphx_experimental_custom_op* migraphx_experimental_custom_op_t;
 typedef const struct migraphx_experimental_custom_op* const_migraphx_experimental_custom_op_t;
 
+typedef migraphx_status (*migraphx_experimental_custom_op_compute)(migraphx_argument_t out,
+                                                                   void* obj,
+                                                                   migraphx_context_t ctx,
+                                                                   migraphx_shape_t output,
+                                                                   migraphx_arguments_t inputs);
+
 typedef migraphx_status (*migraphx_experimental_custom_op_compute_shape)(migraphx_shape_t out,
                                                                          void* obj,
                                                                          migraphx_shapes_t inputs);
@@ -272,6 +301,10 @@ migraphx_status migraphx_module_add_return(migraphx_instruction_t* out,
                                            migraphx_module_t module,
                                            migraphx_instructions_t args);
 
+migraphx_status migraphx_module_add_allocation(migraphx_instruction_t* out,
+                                               migraphx_module_t module,
+                                               const_migraphx_shape_t s);
+
 migraphx_status migraphx_program_destroy(migraphx_program_t program);
 
 migraphx_status migraphx_program_assign_to(migraphx_program_t output,
@@ -454,6 +487,10 @@ migraphx_experimental_custom_op_create(migraphx_experimental_custom_op_t* experi
                                        migraphx_experimental_custom_op_delete d,
                                        const char* name);
 
+migraphx_status
+migraphx_experimental_custom_op_set_compute(migraphx_experimental_custom_op_t obj,
+                                            migraphx_experimental_custom_op_compute input);
+
 migraphx_status migraphx_experimental_custom_op_set_compute_shape(
     migraphx_experimental_custom_op_t obj, migraphx_experimental_custom_op_compute_shape input);
 

src/api/include/migraphx/migraphx.hpp

+/*
+ * 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.
+ */
 #ifndef MIGRAPHX_GUARD_API_RTGLIB_MIGRAPHX_HPP
 #define MIGRAPHX_GUARD_API_RTGLIB_MIGRAPHX_HPP
 
@@ -378,11 +401,14 @@ struct interface_base : Base
         return x;
     }
 
+#pragma GCC diagnostic push
+#pragma GCC diagnostic ignored "-Wdeprecated-declarations"
     template <class T>
     auto auto_convert_param(rank<1>, T x) -> decltype(as_handle<T>{x})
     {
         return as_handle<T>{x};
     }
+#pragma GCC diagnostic pop
 
     template <class T>
     auto auto_convert_param(rank<2>, T x) -> decltype(as_handle<T>{x, borrow{}})
@@ -542,6 +568,14 @@ struct argument : MIGRAPHX_CONST_HANDLE_BASE(argument)
         return pout;
     }
 
+    template <typename T>
+    std::vector<T> as_vector() const
+    {
+        size_t vector_len = this->get_shape().bytes() / sizeof(T);
+        T* buffer_ptr     = reinterpret_cast<T*>(this->data());
+        return {buffer_ptr, buffer_ptr + vector_len};
+    }
+
     /// Generate an argument using random data
     static argument generate(shape ps, size_t pseed = 0)
     {
@@ -779,13 +813,20 @@ struct module
         return instruction(ret_ins, own{});
     }
 
+    instruction add_allocation(const migraphx::shape& s)
+    {
+        migraphx_instruction_t ret_ins;
+        call(&migraphx_module_add_allocation, &ret_ins, mm.get(), s.get_handle_ptr());
+        return instruction(ret_ins, own{});
+    }
+
     migraphx_module_t get_handle_ptr() const { return mm.get(); }
 
     private:
     std::shared_ptr<migraphx_module> mm;
 };
 
-struct context
+struct context : handle_lookup<context, migraphx_context>
 {
     context(migraphx_context* p, borrow) : ctx(std::shared_ptr<migraphx_context*>(), p) {}
 
@@ -1154,9 +1195,10 @@ quantize_int8(const program& prog, const target& ptarget, const quantize_int8_op
 
 struct experimental_custom_op_base
 {
-    virtual std::string name() const                 = 0;
-    virtual shape compute_shape(shapes inputs) const = 0;
-    virtual ~experimental_custom_op_base()           = default;
+    virtual std::string name() const                                            = 0;
+    virtual argument compute(context ctx, shape output, arguments inputs) const = 0;
+    virtual shape compute_shape(shapes inputs) const                            = 0;
+    virtual ~experimental_custom_op_base()                                      = default;
 };
 
 struct experimental_custom_op : interface_base<MIGRAPHX_HANDLE_BASE(experimental_custom_op)>
@@ -1166,6 +1208,7 @@ struct experimental_custom_op : interface_base<MIGRAPHX_HANDLE_BASE(experimental
     {
         this->make_interface(&migraphx_experimental_custom_op_create, obj, obj.name().c_str());
         MIGRAPHX_INTERFACE_LIFT(T, experimental_custom_op, compute_shape);
+        MIGRAPHX_INTERFACE_LIFT(T, experimental_custom_op, compute);
     }
 
     void register_op() { call(&migraphx_experimental_custom_op_register, this->get_handle_ptr()); }

src/api/migraphx.py

+#####################################################################################
+# 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.
+#####################################################################################
 import api
 
 
@@ -221,6 +244,10 @@ def module(h):
     h.method('add_return',
              api.params(args='std::vector<migraphx::instruction_ref>'),
              returns='migraphx::instruction_ref')
+    h.method('add_allocation',
+             api.params(s='const migraphx::shape&'),
+             invoke='migraphx::add_allocation($@)',
+             returns='migraphx::instruction_ref')
 
 
 @auto_handle()
@@ -413,6 +440,11 @@ def context(h):
                'migraphx::experimental_custom_op')
 def experimental_custom_op(h):
     h.constructor('create', api.params(name='const char*'))
+    h.virtual('compute',
+              api.params(ctx='migraphx::context',
+                         output='migraphx::shape',
+                         inputs='std::vector<migraphx::argument>'),
+              returns='migraphx::argument')
     h.virtual('compute_shape',
               api.params(inputs='std::vector<migraphx::shape>'),
               returns='migraphx::shape')

src/apply_alpha_beta.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 <migraphx/instruction.hpp>
 #include <migraphx/make_op.hpp>
 #include <migraphx/common.hpp>

src/argument.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 <migraphx/argument.hpp>
 #include <migraphx/functional.hpp>
 #include <unordered_map>

src/auto_contiguous.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 <migraphx/auto_contiguous.hpp>
 #include <migraphx/program.hpp>
 #include <migraphx/instruction.hpp>

src/common.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 <migraphx/common.hpp>
 #include <migraphx/module.hpp>
 #include <migraphx/make_op.hpp>