Merge

examples/vision/cpp_mnist/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.
+#####################################################################################
 cmake_minimum_required(VERSION 3.5)
 project (CAI)
 

examples/vision/cpp_mnist/mnist_inference.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 <iostream>
 #include <fstream>
 #include <vector>
@@ -28,16 +51,16 @@ int main(int argc, char** argv)
 
     char** begin   = argv + 1;
     char** end     = argv + argc;
-    const bool CPU = (std::find(begin, end, std::string("-c")) != end) ||
+    const bool CPU = (std::find(begin, end, std::string("-c")) != end) or
                      std::find(begin, end, std::string("--cpu")) != end;
-    const bool GPU = std::find(begin, end, std::string("-g")) != end ||
+    const bool GPU = std::find(begin, end, std::string("-g")) != end or
                      std::find(begin, end, std::string("--gpu")) != end;
-    const bool FP16 = std::find(begin, end, std::string("-f")) != end ||
+    const bool FP16 = std::find(begin, end, std::string("-f")) != end or
                       std::find(begin, end, std::string("--fp16")) != end;
-    const bool INT8 = std::find(begin, end, std::string("-i")) != end ||
+    const bool INT8 = std::find(begin, end, std::string("-i")) != end or
                       std::find(begin, end, std::string("--int8")) != end;
     const bool CALIB = std::find(begin, end, std::string("--cal")) != end;
-    const bool PRINT = std::find(begin, end, std::string("-p")) != end ||
+    const bool PRINT = std::find(begin, end, std::string("-p")) != end or
                        std::find(begin, end, std::string("--print")) != end;
 
     migraphx::program prog;
@@ -159,7 +182,7 @@ void read_nth_digit(const int n, std::vector<float>& digit)
     const int HEIGHT = 28;
     const int WIDTH  = 28;
 
-    if(!file.is_open())
+    if(not file.is_open())
     {
         return;
     }

examples/vision/python_3dunet/3dunet_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": "fee8cfa5",

examples/vision/python_3dunet/visualization_utils.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 matplotlib.pyplot as plt
 import matplotlib.gridspec as gridspec
 import matplotlib.pylab as pylab

examples/vision/python_nfnet/nfnet_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": {},

examples/vision/python_nfnet/ort_comparison.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 numpy
 import onnxruntime as rt
 
@@ -21,6 +44,7 @@ x = numpy.random.random((1, 3, 192, 192))
 x = x.astype(numpy.float32)
 
 import migraphx
+
 model = migraphx.parse_onnx("dm_nfnet_f0.onnx")
 model.compile(migraphx.get_target("gpu"))
 print(model.get_parameter_names())

examples/vision/python_nfnet/requirements_nfnet.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.
+#####################################################################################
 opencv-python
 onnxruntime
 image
\ No newline at end of file

examples/vision/python_resnet50/resnet50_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": {},

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
+live-clones/blaze@v3.8 -X header -DHEADER_DIR=blaze -H sha256:d0ff011f47538285178908ea5f2cab46bb6a8f55b1edb6e03224a82dbc1a3212
 half,https://github.com/pfultz2/half/archive/1.12.0.tar.gz -X header -H sha256:0a08660b68abb176ebc2a0cdf8de46e3182a7f46c66443bb80dbfaaec98cf969
 pybind/pybind11@d159a563383d10c821ba7b2a71905d1207db6de4 --build
 msgpack/msgpack-c@cpp-3.3.0 -DMSGPACK_BUILD_TESTS=Off
+sqlite3@3.17 -DCMAKE_POSITION_INDEPENDENT_CODE=On

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)
@@ -43,6 +66,7 @@ add_library(migraphx
     operation.cpp
     opt/memory_coloring.cpp
     opt/memory_coloring_impl.cpp
+    pad_calc.cpp
     pass_manager.cpp
     permutation.cpp
     preallocate_param.cpp
@@ -55,8 +79,11 @@ add_library(migraphx
     reduce_dims.cpp
     register_op.cpp
     register_target.cpp
+    replace_allocate.cpp
     simplify_qdq.cpp
+    sqlite.cpp
     rewrite_batchnorm.cpp
+    rewrite_gelu.cpp
     rewrite_pooling.cpp
     rewrite_quantization.cpp
     rewrite_rnn.cpp
@@ -81,6 +108,7 @@ register_migraphx_ops(
     acosh
     acos
     add
+    allocate
     argmax
     argmin
     asinh
@@ -109,6 +137,7 @@ register_migraphx_ops(
     exp
     flatten
     floor
+    fmod
     gather
     gathernd
     get_tuple_elem
@@ -132,6 +161,7 @@ register_migraphx_ops(
     lstm
     max
     min
+    mod
     mul
     multibroadcast
     multinomial
@@ -215,6 +245,13 @@ target_include_directories(migraphx SYSTEM PUBLIC $<BUILD_INTERFACE:${HALF_INCLU
 find_package(Threads)
 target_link_libraries(migraphx PUBLIC Threads::Threads)
 
+find_package(nlohmann_json 3.8.0 REQUIRED)
+target_link_libraries(migraphx PRIVATE nlohmann_json::nlohmann_json)
+
+find_package(PkgConfig)
+pkg_check_modules(SQLITE3 REQUIRED IMPORTED_TARGET sqlite3)
+target_link_libraries(migraphx PRIVATE PkgConfig::SQLITE3)
+
 find_package(msgpack REQUIRED)
 target_link_libraries(migraphx PRIVATE msgpackc-cxx)
 # Make this available to the tests
@@ -243,6 +280,11 @@ add_subdirectory(targets/gpu)
 target_link_libraries(migraphx_all_targets INTERFACE migraphx_gpu)
 target_compile_definitions(migraphx_all_targets INTERFACE -DHAVE_GPU)
 endif()
+if(MIGRAPHX_ENABLE_FPGA)
+add_subdirectory(targets/fpga)
+target_link_libraries(migraphx_all_targets INTERFACE migraphx_fpga)
+target_compile_definitions(migraphx_all_targets INTERFACE -DHAVE_FPGA)
+endif()
 
 if(HAVE_HALF_EXPR)
     target_compile_definitions(migraphx PUBLIC -DHAS_HALF_V1)

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