Merge pull request #310 from ARM-software/features/cmsis_nn_2

Adding CMSIS-NN component with Neural Network functions.

ARM.CMSIS.pdsc

@@ -10,6 +10,8 @@
   <releases>
     <release version="5.2.1-dev3">
        Active development...
+       CMSIS-NN: 1.0.0
+        - Initial contribution of the bare metal Neural Network Library.
     </release>
     <release version="5.2.1-dev2">
        Updated company brand.
@@ -1991,7 +1993,13 @@ and 8-bit Java bytecodes in Jazelle state.
       <require condition="ARMCC GCC"/>
       <require Cclass="CMSIS" Cgroup="CORE"/>
     </condition>
-
+    
+    <!-- CMSIS NN -->
+    <condition id="CMSIS NN">
+      <description>Components required for NN</description>
+      <require condition="CMSIS DSP"/>
+    </condition>
+    
     <!-- RTOS RTX -->
     <condition id="RTOS RTX">
       <description>Components required for RTOS RTX</description>
@@ -2537,6 +2545,48 @@ and 8-bit Java bytecodes in Jazelle state.
 
       </files>
     </component>
+    
+    <!-- CMSIS-NN component -->
+    <component Cclass="CMSIS" Cgroup="NN" Cversion="1.0.0" condition="CMSIS NN">
+      <description>CMSIS-NN Neural Network Library</description>
+      <files>
+        <file category="doc" name="CMSIS/Documentation/NN/html/index.html"/>
+        <file category="header" name="CMSIS/NN/Include/arm_nnfunctions.h"/>
+
+        <file category="source" name="CMSIS/NN/Source/ActivationFunctions/arm_nn_activations_q7.c"/>
+        <file category="source" name="CMSIS/NN/Source/ActivationFunctions/arm_nn_activations_q15.c"/>
+        <file category="source" name="CMSIS/NN/Source/ActivationFunctions/arm_relu_q7.c"/>
+        <file category="source" name="CMSIS/NN/Source/ActivationFunctions/arm_relu_q15.c"/>
+        
+        <file category="source" name="CMSIS/NN/Source/ConvolutionFunctions/arm_convolve_HWC_q7_RGB.c"/>
+        <file category="source" name="CMSIS/NN/Source/ConvolutionFunctions/arm_convolve_HWC_q15_basic.c"/>
+        <file category="source" name="CMSIS/NN/Source/ConvolutionFunctions/arm_convolve_HWC_q15_fast.c"/>
+        <file category="source" name="CMSIS/NN/Source/ConvolutionFunctions/arm_depthwise_separable_conv_HWC_q7.c"/>
+        <file category="source" name="CMSIS/NN/Source/ConvolutionFunctions/arm_depthwise_separable_conv_HWC_q7_nonsquare.c"/>
+        <file category="source" name="CMSIS/NN/Source/ConvolutionFunctions/arm_nn_mat_mult_kernel_q7_q15.c"/>
+        <file category="source" name="CMSIS/NN/Source/ConvolutionFunctions/arm_nn_mat_mult_kernel_q7_q15_reordered.c"/>
+        <file category="source" name="CMSIS/NN/Source/ConvolutionFunctions/arm_convolve_1x1_HWC_q7_fast_nonsquare.c"/>
+        <file category="source" name="CMSIS/NN/Source/ConvolutionFunctions/arm_convolve_HWC_q7_basic.c"/>
+        <file category="source" name="CMSIS/NN/Source/ConvolutionFunctions/arm_convolve_HWC_q7_fast.c"/>
+        <file category="source" name="CMSIS/NN/Source/ConvolutionFunctions/arm_convolve_HWC_q7_fast_nonsquare.c"/>
+        
+        <file category="source" name="CMSIS/NN/Source/FullyConnectedFunctions/arm_fully_connected_q7.c"/>
+        <file category="source" name="CMSIS/NN/Source/FullyConnectedFunctions/arm_fully_connected_q7_opt.c"/>
+        <file category="source" name="CMSIS/NN/Source/FullyConnectedFunctions/arm_fully_connected_q15.c"/>
+        <file category="source" name="CMSIS/NN/Source/FullyConnectedFunctions/arm_fully_connected_q15_opt.c"/>
+        <file category="source" name="CMSIS/NN/Source/FullyConnectedFunctions/arm_fully_connected_mat_q7_vec_q15.c"/>
+        <file category="source" name="CMSIS/NN/Source/FullyConnectedFunctions/arm_fully_connected_mat_q7_vec_q15_opt.c"/>
+        
+        <file category="source" name="CMSIS/NN/Source/NNSupportFunctions/arm_q7_to_q15_reordered_no_shift.c"/>
+        <file category="source" name="CMSIS/NN/Source/NNSupportFunctions/arm_nntables.c"/>
+        <file category="source" name="CMSIS/NN/Source/NNSupportFunctions/arm_q7_to_q15_no_shift.c"/>
+
+        <file category="source" name="CMSIS/NN/Source/PoolingFunctions/arm_pool_q7_HWC.c"/>
+        
+        <file category="source" name="CMSIS/NN/Source/SoftmaxFunctions/arm_softmax_q15.c"/>
+        <file category="source" name="CMSIS/NN/Source/SoftmaxFunctions/arm_softmax_q7.c"/>
+      </files>
+    </component>
 
     <!-- CMSIS-RTOS Keil RTX component -->
     <component Cclass="CMSIS" Cgroup="RTOS" Csub="Keil RTX" Cversion="4.81.1" Capiversion="1.0.0" isDefaultVariant="1" condition="RTOS RTX">
@@ -3194,6 +3244,36 @@ and 8-bit Java bytecodes in Jazelle state.
       </attributes>
     </example>
 
+    <example name="NN Library CIFAR10" doc="readme.txt" folder="CMSIS/NN/Examples/ARM/arm_nn_examples/cifar10">
+      <description>Neural Network CIFAR10 example</description>
+      <board name="uVision Simulator" vendor="Keil"/>
+      <project>
+        <environment name="uv" load="arm_nnexamples_cifar10.uvprojx"/>
+      </project>
+      <attributes>
+        <component Cclass="CMSIS" Cgroup="CORE"/>
+        <component Cclass="CMSIS" Cgroup="DSP"/>
+        <component Cclass="CMSIS" Cgroup="NN"/>
+        <component Cclass="Device" Cgroup="Startup"/>
+        <category>Getting Started</category>
+      </attributes>
+    </example>
+    
+    <example name="NN Library GRU" doc="readme.txt" folder="CMSIS/NN/Examples/ARM/arm_nn_examples/gru">
+      <description>Neural Network GRU example</description>
+      <board name="uVision Simulator" vendor="Keil"/>
+      <project>
+        <environment name="uv" load="arm_nnexamples_gru.uvprojx"/>
+      </project>
+      <attributes>
+        <component Cclass="CMSIS" Cgroup="CORE"/>
+        <component Cclass="CMSIS" Cgroup="DSP"/>
+        <component Cclass="CMSIS" Cgroup="NN"/>
+        <component Cclass="Device" Cgroup="Startup"/>
+        <category>Getting Started</category>
+      </attributes>
+    </example>
+    
     <example name="CMSIS-RTOS2 Blinky" doc="Abstract.txt" folder="CMSIS/RTOS2/RTX/Examples/Blinky">
       <description>CMSIS-RTOS2 Blinky example</description>
       <board name="uVision Simulator" vendor="Keil"/>

CMSIS/DoxyGen/Doxygen_Templates/printComponentTabs.js

@@ -18,6 +18,7 @@ var arr = [];
  arr.push( new tabElement( "CORE_M",  "/Core/html/",        "CMSIS-Core(M)")    );
  arr.push( new tabElement( "DRV",     "/Driver/html/",      "Driver")    );
  arr.push( new tabElement( "DSP",     "/DSP/html/",         "DSP")       );
+ arr.push( new tabElement( "NN",      "/NN/html/",          "NN")       );
  arr.push( new tabElement( "RTOSv1",  "/RTOS/html/",        "RTOS v1")   );
  arr.push( new tabElement( "RTOSv2",  "/RTOS2/html/",       "RTOS v2")   );
  arr.push( new tabElement( "PACK",    "/Pack/html/",        "Pack")      );

CMSIS/DoxyGen/General/src/introduction.txt

@@ -30,8 +30,9 @@ The CMSIS components are:
 
  - <a href="../../DSP/html/index.html"><b>CMSIS-DSP</b></a>: DSP Library Collection with over 60 Functions for various data types: fixed-point (fractional q7, q15, q31) and single precision floating-point (32-bit).
    The library is available for all Cortex-M cores. Implementations that are optimized for the SIMD instruction set are available for Cortex-M4, Cortex-M7, and Cortex-M33.
+   
+ - <a href="../../NN/html/index.html"><b>CMSIS-NN</b></a>: CMSIS-NN is a collection of efficient neural network kernels developed to maximize the performance and minimize the memory footprint of neural networks on Cortex-M processor cores.
  
-  
  - <a href="../../RTOS/html/index.html"><b>CMSIS-RTOS v1</b></a>: Common API for Real-Time Operating Systems along with reference implementation based on RTX.
     It provides a standardized programming interface that is portable to many RTOS and enables software components that can work across multiple RTOS systems.
  
@@ -53,7 +54,7 @@ The CMSIS components are:
 
 \note Refer to \ref CM_Pack_Content for more information on the content of the Software Pack.
 
-\image html CMSISv4_small.png "CMSIS Structure"
+\image html Overview.png "CMSIS Structure"
         
 \section Motivation Motivation
 
@@ -155,6 +156,7 @@ Directory                 |Content
 \b DAP                    |<a href="../../DAP/html/index.html"><b>CMSIS-DAP</b></a> Debug Access Port source code and reference implementations                     
 \b Driver                 |Header files for the <a href="../../Driver/html/index.html"><b>CMSIS-Driver</b></a> peripheral interface API                             
 \b DSP_Lib                |<a href="../../DSP/html/index.html"><b>CMSIS-DSP</b></a> software library source code                                                    
+\b NN                     |<a href="../../NN/html/index.html"><b>CMSIS-NN</b></a> software library source code                                                    
 \b Include                |Include files for <a href="../../Core/html/index.html"><b>CMSIS-Core (Cortex-M)</b></a> and <a href="../../DSP/html/index.html"><b>CMSIS-DSP</b></a>
 \b Lib                    |<a href="../../DSP/html/index.html"><b>CMSIS-DSP</b></a> generated libraries for ARMCC and GCC                                           
 \b Pack                   |<a href="../../Pack/html/pack_Example.html"><b>CMSIS-Pack</b></a> example                                                              
@@ -178,6 +180,7 @@ In addition, each CMSIS component has its own release history:
 - <a href="../../Core/html/rev_histCoreA.html"><b>CMSIS-Core (Cortex-A) Revision History</b></a>
 - <a href="../../Driver/html/driver_revisionHistory.html"><b>Driver Revision History</b></a>
 - <a href="../../DSP/html/ChangeLog_pg.html"><b>DSP Revision History (Change Log)</b></a>
+- <a href="../../NN/html/ChangeLog_pg.html"><b>NN Revision History (Change Log)</b></a>
 - <a href="../../RTOS/html/rtos_revisionHistory.html"><b>RTOS v1 Revision History</b></a>
 - <a href="../../RTOS2/html/rtos_revisionHistory.html"><b>RTOS v2 Revision History</b></a>
 - <a href="../../Pack/html/pack_revisionHistory.html"><b>Pack Revision History</b></a>

CMSIS/DoxyGen/NN/doxygen_nn.bat

@@ -0,0 +1 @@
+doxygen nn.dxy

CMSIS/DoxyGen/NN/nn.dxy

@@ -0,0 +1,2354 @@
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+
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+# doxygen (www.doxygen.org) for a project.
+#
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+PROJECT_NAME           = CMSIS-NN
+
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+PROJECT_BRIEF          = "CMSIS NN Software Library"
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+PROJECT_LOGO           = ../Doxygen_Templates/CMSIS_Logo_Final.png
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+OUTPUT_DIRECTORY       = ../../Documentation/NN
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+# \nosubgrouping command.
+# The default value is: YES.
+
+SUBGROUPING            = YES
+
+# When the INLINE_GROUPED_CLASSES tag is set to YES, classes, structs and unions
+# are shown inside the group in which they are included (e.g. using \ingroup)
+# instead of on a separate page (for HTML and Man pages) or section (for LaTeX
+# and RTF).
+#
+# Note that this feature does not work in combination with
+# SEPARATE_MEMBER_PAGES.
+# The default value is: NO.
+
+INLINE_GROUPED_CLASSES = NO
+
+# When the INLINE_SIMPLE_STRUCTS tag is set to YES, structs, classes, and unions
+# with only public data fields or simple typedef fields will be shown inline in
+# the documentation of the scope in which they are defined (i.e. file,
+# namespace, or group documentation), provided this scope is documented. If set
+# to NO, structs, classes, and unions are shown on a separate page (for HTML and
+# Man pages) or section (for LaTeX and RTF).
+# The default value is: NO.
+
+INLINE_SIMPLE_STRUCTS  = NO
+
+# When TYPEDEF_HIDES_STRUCT tag is enabled, a typedef of a struct, union, or
+# enum is documented as struct, union, or enum with the name of the typedef. So
+# typedef struct TypeS {} TypeT, will appear in the documentation as a struct
+# with name TypeT. When disabled the typedef will appear as a member of a file,
+# namespace, or class. And the struct will be named TypeS. This can typically be
+# useful for C code in case the coding convention dictates that all compound
+# types are typedef'ed and only the typedef is referenced, never the tag name.
+# The default value is: NO.
+
+TYPEDEF_HIDES_STRUCT   = YES
+
+# The size of the symbol lookup cache can be set using LOOKUP_CACHE_SIZE. This
+# cache is used to resolve symbols given their name and scope. Since this can be
+# an expensive process and often the same symbol appears multiple times in the
+# code, doxygen keeps a cache of pre-resolved symbols. If the cache is too small
+# doxygen will become slower. If the cache is too large, memory is wasted. The
+# cache size is given by this formula: 2^(16+LOOKUP_CACHE_SIZE). The valid range
+# is 0..9, the default is 0, corresponding to a cache size of 2^16=65536
+# symbols. At the end of a run doxygen will report the cache usage and suggest
+# the optimal cache size from a speed point of view.
+# Minimum value: 0, maximum value: 9, default value: 0.
+
+LOOKUP_CACHE_SIZE      = 0
+
+#---------------------------------------------------------------------------
+# Build related configuration options
+#---------------------------------------------------------------------------
+
+# If the EXTRACT_ALL tag is set to YES doxygen will assume all entities in
+# documentation are documented, even if no documentation was available. Private
+# class members and static file members will be hidden unless the
+# EXTRACT_PRIVATE respectively EXTRACT_STATIC tags are set to YES.
+# Note: This will also disable the warnings about undocumented members that are
+# normally produced when WARNINGS is set to YES.
+# The default value is: NO.
+
+EXTRACT_ALL            = YES
+
+# If the EXTRACT_PRIVATE tag is set to YES all private members of a class will
+# be included in the documentation.
+# The default value is: NO.
+
+EXTRACT_PRIVATE        = YES
+
+# If the EXTRACT_PACKAGE tag is set to YES all members with package or internal
+# scope will be included in the documentation.
+# The default value is: NO.
+
+EXTRACT_PACKAGE        = NO
+
+# If the EXTRACT_STATIC tag is set to YES all static members of a file will be
+# included in the documentation.
+# The default value is: NO.
+
+EXTRACT_STATIC         = YES
+
+# If the EXTRACT_LOCAL_CLASSES tag is set to YES classes (and structs) defined
+# locally in source files will be included in the documentation. If set to NO
+# only classes defined in header files are included. Does not have any effect
+# for Java sources.
+# The default value is: YES.
+
+EXTRACT_LOCAL_CLASSES  = YES
+
+# This flag is only useful for Objective-C code. When set to YES local methods,
+# which are defined in the implementation section but not in the interface are
+# included in the documentation. If set to NO only methods in the interface are
+# included.
+# The default value is: NO.
+
+EXTRACT_LOCAL_METHODS  = NO
+
+# If this flag is set to YES, the members of anonymous namespaces will be
+# extracted and appear in the documentation as a namespace called
+# 'anonymous_namespace{file}', where file will be replaced with the base name of
+# the file that contains the anonymous namespace. By default anonymous namespace
+# are hidden.
+# The default value is: NO.
+
+EXTRACT_ANON_NSPACES   = NO
+
+# If the HIDE_UNDOC_MEMBERS tag is set to YES, doxygen will hide all
+# undocumented members inside documented classes or files. If set to NO these
+# members will be included in the various overviews, but no documentation
+# section is generated. This option has no effect if EXTRACT_ALL is enabled.
+# The default value is: NO.
+
+HIDE_UNDOC_MEMBERS     = NO
+
+# If the HIDE_UNDOC_CLASSES tag is set to YES, doxygen will hide all
+# undocumented classes that are normally visible in the class hierarchy. If set
+# to NO these classes will be included in the various overviews. This option has
+# no effect if EXTRACT_ALL is enabled.
+# The default value is: NO.
+
+HIDE_UNDOC_CLASSES     = NO
+
+# If the HIDE_FRIEND_COMPOUNDS tag is set to YES, doxygen will hide all friend
+# (class|struct|union) declarations. If set to NO these declarations will be
+# included in the documentation.
+# The default value is: NO.
+
+HIDE_FRIEND_COMPOUNDS  = NO
+
+# If the HIDE_IN_BODY_DOCS tag is set to YES, doxygen will hide any
+# documentation blocks found inside the body of a function. If set to NO these
+# blocks will be appended to the function's detailed documentation block.
+# The default value is: NO.
+
+HIDE_IN_BODY_DOCS      = NO
+
+# The INTERNAL_DOCS tag determines if documentation that is typed after a
+# \internal command is included. If the tag is set to NO then the documentation
+# will be excluded. Set it to YES to include the internal documentation.
+# The default value is: NO.
+
+INTERNAL_DOCS          = NO
+
+# If the CASE_SENSE_NAMES tag is set to NO then doxygen will only generate file
+# names in lower-case letters. If set to YES upper-case letters are also
+# allowed. This is useful if you have classes or files whose names only differ
+# in case and if your file system supports case sensitive file names. Windows
+# and Mac users are advised to set this option to NO.
+# The default value is: system dependent.
+
+CASE_SENSE_NAMES       = YES
+
+# If the HIDE_SCOPE_NAMES tag is set to NO then doxygen will show members with
+# their full class and namespace scopes in the documentation. If set to YES the
+# scope will be hidden.
+# The default value is: NO.
+
+HIDE_SCOPE_NAMES       = NO
+
+# If the SHOW_INCLUDE_FILES tag is set to YES then doxygen will put a list of
+# the files that are included by a file in the documentation of that file.
+# The default value is: YES.
+
+SHOW_INCLUDE_FILES     = NO
+
+
+SHOW_GROUPED_MEMB_INC  = NO
+
+# If the FORCE_LOCAL_INCLUDES tag is set to YES then doxygen will list include
+# files with double quotes in the documentation rather than with sharp brackets.
+# The default value is: NO.
+
+FORCE_LOCAL_INCLUDES   = NO
+
+# If the INLINE_INFO tag is set to YES then a tag [inline] is inserted in the
+# documentation for inline members.
+# The default value is: YES.
+
+INLINE_INFO            = YES
+
+# If the SORT_MEMBER_DOCS tag is set to YES then doxygen will sort the
+# (detailed) documentation of file and class members alphabetically by member
+# name. If set to NO the members will appear in declaration order.
+# The default value is: YES.
+
+SORT_MEMBER_DOCS       = YES
+
+# If the SORT_BRIEF_DOCS tag is set to YES then doxygen will sort the brief
+# descriptions of file, namespace and class members alphabetically by member
+# name. If set to NO the members will appear in declaration order. Note that
+# this will also influence the order of the classes in the class list.
+# The default value is: NO.
+
+SORT_BRIEF_DOCS        = NO
+
+# If the SORT_MEMBERS_CTORS_1ST tag is set to YES then doxygen will sort the
+# (brief and detailed) documentation of class members so that constructors and
+# destructors are listed first. If set to NO the constructors will appear in the
+# respective orders defined by SORT_BRIEF_DOCS and SORT_MEMBER_DOCS.
+# Note: If SORT_BRIEF_DOCS is set to NO this option is ignored for sorting brief
+# member documentation.
+# Note: If SORT_MEMBER_DOCS is set to NO this option is ignored for sorting
+# detailed member documentation.
+# The default value is: NO.
+
+SORT_MEMBERS_CTORS_1ST = NO
+
+# If the SORT_GROUP_NAMES tag is set to YES then doxygen will sort the hierarchy
+# of group names into alphabetical order. If set to NO the group names will
+# appear in their defined order.
+# The default value is: NO.
+
+SORT_GROUP_NAMES       = NO
+
+# If the SORT_BY_SCOPE_NAME tag is set to YES, the class list will be sorted by
+# fully-qualified names, including namespaces. If set to NO, the class list will
+# be sorted only by class name, not including the namespace part.
+# Note: This option is not very useful if HIDE_SCOPE_NAMES is set to YES.
+# Note: This option applies only to the class list, not to the alphabetical
+# list.
+# The default value is: NO.
+
+SORT_BY_SCOPE_NAME     = NO
+
+# If the STRICT_PROTO_MATCHING option is enabled and doxygen fails to do proper
+# type resolution of all parameters of a function it will reject a match between
+# the prototype and the implementation of a member function even if there is
+# only one candidate or it is obvious which candidate to choose by doing a
+# simple string match. By disabling STRICT_PROTO_MATCHING doxygen will still
+# accept a match between prototype and implementation in such cases.
+# The default value is: NO.
+
+STRICT_PROTO_MATCHING  = NO
+
+# The GENERATE_TODOLIST tag can be used to enable ( YES) or disable ( NO) the
+# todo list. This list is created by putting \todo commands in the
+# documentation.
+# The default value is: YES.
+
+GENERATE_TODOLIST      = YES
+
+# The GENERATE_TESTLIST tag can be used to enable ( YES) or disable ( NO) the
+# test list. This list is created by putting \test commands in the
+# documentation.
+# The default value is: YES.
+
+GENERATE_TESTLIST      = YES
+
+# The GENERATE_BUGLIST tag can be used to enable ( YES) or disable ( NO) the bug
+# list. This list is created by putting \bug commands in the documentation.
+# The default value is: YES.
+
+GENERATE_BUGLIST       = YES
+
+# The GENERATE_DEPRECATEDLIST tag can be used to enable ( YES) or disable ( NO)
+# the deprecated list. This list is created by putting \deprecated commands in
+# the documentation.
+# The default value is: YES.
+
+GENERATE_DEPRECATEDLIST= YES
+
+# The ENABLED_SECTIONS tag can be used to enable conditional documentation
+# sections, marked by \if <section_label> ... \endif and \cond <section_label>
+# ... \endcond blocks.
+
+ENABLED_SECTIONS       = 
+
+# The MAX_INITIALIZER_LINES tag determines the maximum number of lines that the
+# initial value of a variable or macro / define can have for it to appear in the
+# documentation. If the initializer consists of more lines than specified here
+# it will be hidden. Use a value of 0 to hide initializers completely. The
+# appearance of the value of individual variables and macros / defines can be
+# controlled using \showinitializer or \hideinitializer command in the
+# documentation regardless of this setting.
+# Minimum value: 0, maximum value: 10000, default value: 30.
+
+MAX_INITIALIZER_LINES  = 0
+
+# Set the SHOW_USED_FILES tag to NO to disable the list of files generated at
+# the bottom of the documentation of classes and structs. If set to YES the list
+# will mention the files that were used to generate the documentation.
+# The default value is: YES.
+
+SHOW_USED_FILES        = NO
+
+# Set the SHOW_FILES tag to NO to disable the generation of the Files page. This
+# will remove the Files entry from the Quick Index and from the Folder Tree View
+# (if specified).
+# The default value is: YES.
+
+SHOW_FILES             = YES
+
+# Set the SHOW_NAMESPACES tag to NO to disable the generation of the Namespaces
+# page. This will remove the Namespaces entry from the Quick Index and from the
+# Folder Tree View (if specified).
+# The default value is: YES.
+
+SHOW_NAMESPACES        = YES
+
+# The FILE_VERSION_FILTER tag can be used to specify a program or script that
+# doxygen should invoke to get the current version for each file (typically from
+# the version control system). Doxygen will invoke the program by executing (via
+# popen()) the command command input-file, where command is the value of the
+# FILE_VERSION_FILTER tag, and input-file is the name of an input file provided
+# by doxygen. Whatever the program writes to standard output is used as the file
+# version. For an example see the documentation.
+
+FILE_VERSION_FILTER    = 
+
+# The LAYOUT_FILE tag can be used to specify a layout file which will be parsed
+# by doxygen. The layout file controls the global structure of the generated
+# output files in an output format independent way. To create the layout file
+# that represents doxygen's defaults, run doxygen with the -l option. You can
+# optionally specify a file name after the option, if omitted DoxygenLayout.xml
+# will be used as the name of the layout file.
+#
+# Note that if you run doxygen from a directory containing a file called
+# DoxygenLayout.xml, doxygen will parse it automatically even if the LAYOUT_FILE
+# tag is left empty.
+
+LAYOUT_FILE            = ../Doxygen_Templates/DoxygenLayout_forUser.xml
+
+# The CITE_BIB_FILES tag can be used to specify one or more bib files containing
+# the reference definitions. This must be a list of .bib files. The .bib
+# extension is automatically appended if omitted. This requires the bibtex tool
+# to be installed. See also http://en.wikipedia.org/wiki/BibTeX for more info.
+# For LaTeX the style of the bibliography can be controlled using
+# LATEX_BIB_STYLE. To use this feature you need bibtex and perl available in the
+# search path. Do not use file names with spaces, bibtex cannot handle them. See
+# also \cite for info how to create references.
+
+CITE_BIB_FILES         = 
+
+#---------------------------------------------------------------------------
+# Configuration options related to warning and progress messages
+#---------------------------------------------------------------------------
+
+# The QUIET tag can be used to turn on/off the messages that are generated to
+# standard output by doxygen. If QUIET is set to YES this implies that the
+# messages are off.
+# The default value is: NO.
+
+QUIET                  = YES
+
+# The WARNINGS tag can be used to turn on/off the warning messages that are
+# generated to standard error ( stderr) by doxygen. If WARNINGS is set to YES
+# this implies that the warnings are on.
+#
+# Tip: Turn warnings on while writing the documentation.
+# The default value is: YES.
+
+WARNINGS               = YES
+
+# If the WARN_IF_UNDOCUMENTED tag is set to YES, then doxygen will generate
+# warnings for undocumented members. If EXTRACT_ALL is set to YES then this flag
+# will automatically be disabled.
+# The default value is: YES.
+
+WARN_IF_UNDOCUMENTED   = YES
+
+# If the WARN_IF_DOC_ERROR tag is set to YES, doxygen will generate warnings for
+# potential errors in the documentation, such as not documenting some parameters
+# in a documented function, or documenting parameters that don't exist or using
+# markup commands wrongly.
+# The default value is: YES.
+
+WARN_IF_DOC_ERROR      = YES
+
+# This WARN_NO_PARAMDOC option can be enabled to get warnings for functions that
+# are documented, but have no documentation for their parameters or return
+# value. If set to NO doxygen will only warn about wrong or incomplete parameter
+# documentation, but not about the absence of documentation.
+# The default value is: NO.
+
+WARN_NO_PARAMDOC       = YES
+
+# The WARN_FORMAT tag determines the format of the warning messages that doxygen
+# can produce. The string should contain the $file, $line, and $text tags, which
+# will be replaced by the file and line number from which the warning originated
+# and the warning text. Optionally the format may contain $version, which will
+# be replaced by the version of the file (if it could be obtained via
+# FILE_VERSION_FILTER)
+# The default value is: $file:$line: $text.
+
+WARN_FORMAT            = "$file:$line: $text"
+
+# The WARN_LOGFILE tag can be used to specify a file to which warning and error
+# messages should be written. If left blank the output is written to standard
+# error (stderr).
+
+WARN_LOGFILE           = 
+
+#---------------------------------------------------------------------------
+# Configuration options related to the input files
+#---------------------------------------------------------------------------
+
+# The INPUT tag is used to specify the files and/or directories that contain
+# documented source files. You may enter file names like myfile.cpp or
+# directories like /usr/src/myproject. Separate the files or directories with
+# spaces.
+# Note: If this tag is empty the current directory is searched.
+
+INPUT                  = "src/Change Log.txt" \
+                         . \
+                         ../../NN/Examples/ARM \
+                         ../../NN/Include/ \
+                         ../../NN/Source/
+
+# This tag can be used to specify the character encoding of the source files
+# that doxygen parses. Internally doxygen uses the UTF-8 encoding. Doxygen uses
+# libiconv (or the iconv built into libc) for the transcoding. See the libiconv
+# documentation (see: http://www.gnu.org/software/libiconv) for the list of
+# possible encodings.
+# The default value is: UTF-8.
+
+INPUT_ENCODING         = UTF-8
+
+# If the value of the INPUT tag contains directories, you can use the
+# FILE_PATTERNS tag to specify one or more wildcard patterns (like *.cpp and
+# *.h) to filter out the source-files in the directories. If left blank the
+# following patterns are tested:*.c, *.cc, *.cxx, *.cpp, *.c++, *.java, *.ii,
+# *.ixx, *.ipp, *.i++, *.inl, *.idl, *.ddl, *.odl, *.h, *.hh, *.hxx, *.hpp,
+# *.h++, *.cs, *.d, *.php, *.php4, *.php5, *.phtml, *.inc, *.m, *.markdown,
+# *.md, *.mm, *.dox, *.py, *.f90, *.f, *.for, *.tcl, *.vhd, *.vhdl, *.ucf,
+# *.qsf, *.as and *.js.
+
+FILE_PATTERNS          = *.c \
+                         *.cc \
+                         *.cxx \
+                         *.cpp \
+                         *.c++ \
+                         *.d \
+                         *.java \
+                         *.ii \
+                         *.ixx \
+                         *.ipp \
+                         *.i++ \
+                         *.inl \
+                         *.h \
+                         *.hh \
+                         *.hxx \
+                         *.hpp \
+                         *.h++ \
+                         *.idl \
+                         *.odl \
+                         *.cs \
+                         *.php \
+                         *.php3 \
+                         *.inc \
+                         *.m \
+                         *.mm \
+                         *.dox \
+                         *.py \
+                         *.f90 \
+                         *.f \
+                         *.for \
+                         *.vhd \
+                         *.vhdl \
+                         *.txt
+
+# The RECURSIVE tag can be used to specify whether or not subdirectories should
+# be searched for input files as well.
+# The default value is: NO.
+
+RECURSIVE              = YES
+
+# The EXCLUDE tag can be used to specify files and/or directories that should be
+# excluded from the INPUT source files. This way you can easily exclude a
+# subdirectory from a directory tree whose root is specified with the INPUT tag.
+#
+# Note that relative paths are relative to the directory from which doxygen is
+# run.
+
+EXCLUDE                = math_helper.*
+
+# The EXCLUDE_SYMLINKS tag can be used to select whether or not files or
+# directories that are symbolic links (a Unix file system feature) are excluded
+# from the input.
+# The default value is: NO.
+
+EXCLUDE_SYMLINKS       = NO
+
+# If the value of the INPUT tag contains directories, you can use the
+# EXCLUDE_PATTERNS tag to specify one or more wildcard patterns to exclude
+# certain files from those directories.
+#
+# Note that the wildcards are matched against the file with absolute path, so to
+# exclude all test directories for example use the pattern */test/*
+
+EXCLUDE_PATTERNS       = */RTE/*
+
+# The EXCLUDE_SYMBOLS tag can be used to specify one or more symbol names
+# (namespaces, classes, functions, etc.) that should be excluded from the
+# output. The symbol name can be a fully qualified name, a word, or if the
+# wildcard * is used, a substring. Examples: ANamespace, AClass,
+# AClass::ANamespace, ANamespace::*Test
+#
+# Note that the wildcards are matched against the file with absolute path, so to
+# exclude all test directories use the pattern */test/*
+
+EXCLUDE_SYMBOLS        = 
+
+# The EXAMPLE_PATH tag can be used to specify one or more files or directories
+# that contain example code fragments that are included (see the \include
+# command).
+
+EXAMPLE_PATH           = ../../NN/Examples/ARM
+
+# If the value of the EXAMPLE_PATH tag contains directories, you can use the
+# EXAMPLE_PATTERNS tag to specify one or more wildcard pattern (like *.cpp and
+# *.h) to filter out the source-files in the directories. If left blank all
+# files are included.
+
+EXAMPLE_PATTERNS       = *
+
+# If the EXAMPLE_RECURSIVE tag is set to YES then subdirectories will be
+# searched for input files to be used with the \include or \dontinclude commands
+# irrespective of the value of the RECURSIVE tag.
+# The default value is: NO.
+
+EXAMPLE_RECURSIVE      = NO
+
+# The IMAGE_PATH tag can be used to specify one or more files or directories
+# that contain images that are to be included in the documentation (see the
+# \image command).
+
+IMAGE_PATH             = src/images
+
+# The INPUT_FILTER tag can be used to specify a program that doxygen should
+# invoke to filter for each input file. Doxygen will invoke the filter program
+# by executing (via popen()) the command:
+#
+# <filter> <input-file>
+#
+# where <filter> is the value of the INPUT_FILTER tag, and <input-file> is the
+# name of an input file. Doxygen will then use the output that the filter
+# program writes to standard output. If FILTER_PATTERNS is specified, this tag
+# will be ignored.
+#
+# Note that the filter must not add or remove lines; it is applied before the
+# code is scanned, but not when the output code is generated. If lines are added
+# or removed, the anchors will not be placed correctly.
+
+INPUT_FILTER           = 
+
+# The FILTER_PATTERNS tag can be used to specify filters on a per file pattern
+# basis. Doxygen will compare the file name with each pattern and apply the
+# filter if there is a match. The filters are a list of the form: pattern=filter
+# (like *.cpp=my_cpp_filter). See INPUT_FILTER for further information on how
+# filters are used. If the FILTER_PATTERNS tag is empty or if none of the
+# patterns match the file name, INPUT_FILTER is applied.
+
+FILTER_PATTERNS        = 
+
+# If the FILTER_SOURCE_FILES tag is set to YES, the input filter (if set using
+# INPUT_FILTER ) will also be used to filter the input files that are used for
+# producing the source files to browse (i.e. when SOURCE_BROWSER is set to YES).
+# The default value is: NO.
+
+FILTER_SOURCE_FILES    = NO
+
+# The FILTER_SOURCE_PATTERNS tag can be used to specify source filters per file
+# pattern. A pattern will override the setting for FILTER_PATTERN (if any) and
+# it is also possible to disable source filtering for a specific pattern using
+# *.ext= (so without naming a filter).
+# This tag requires that the tag FILTER_SOURCE_FILES is set to YES.
+
+FILTER_SOURCE_PATTERNS = 
+
+# If the USE_MDFILE_AS_MAINPAGE tag refers to the name of a markdown file that
+# is part of the input, its contents will be placed on the main page
+# (index.html). This can be useful if you have a project on for instance GitHub
+# and want to reuse the introduction page also for the doxygen output.
+
+USE_MDFILE_AS_MAINPAGE = 
+
+#---------------------------------------------------------------------------
+# Configuration options related to source browsing
+#---------------------------------------------------------------------------
+
+# If the SOURCE_BROWSER tag is set to YES then a list of source files will be
+# generated. Documented entities will be cross-referenced with these sources.
+#
+# Note: To get rid of all source code in the generated output, make sure that
+# also VERBATIM_HEADERS is set to NO.
+# The default value is: NO.
+
+SOURCE_BROWSER         = NO
+
+# Setting the INLINE_SOURCES tag to YES will include the body of functions,
+# classes and enums directly into the documentation.
+# The default value is: NO.
+
+INLINE_SOURCES         = NO
+
+# Setting the STRIP_CODE_COMMENTS tag to YES will instruct doxygen to hide any
+# special comment blocks from generated source code fragments. Normal C, C++ and
+# Fortran comments will always remain visible.
+# The default value is: YES.
+
+STRIP_CODE_COMMENTS    = YES
+
+# If the REFERENCED_BY_RELATION tag is set to YES then for each documented
+# function all documented functions referencing it will be listed.
+# The default value is: NO.
+
+REFERENCED_BY_RELATION = YES
+
+# If the REFERENCES_RELATION tag is set to YES then for each documented function
+# all documented entities called/used by that function will be listed.
+# The default value is: NO.
+
+REFERENCES_RELATION    = YES
+
+# If the REFERENCES_LINK_SOURCE tag is set to YES and SOURCE_BROWSER tag is set
+# to YES, then the hyperlinks from functions in REFERENCES_RELATION and
+# REFERENCED_BY_RELATION lists will link to the source code. Otherwise they will
+# link to the documentation.
+# The default value is: YES.
+
+REFERENCES_LINK_SOURCE = NO
+
+# If SOURCE_TOOLTIPS is enabled (the default) then hovering a hyperlink in the
+# source code will show a tooltip with additional information such as prototype,
+# brief description and links to the definition and documentation. Since this
+# will make the HTML file larger and loading of large files a bit slower, you
+# can opt to disable this feature.
+# The default value is: YES.
+# This tag requires that the tag SOURCE_BROWSER is set to YES.
+
+SOURCE_TOOLTIPS        = YES
+
+# If the USE_HTAGS tag is set to YES then the references to source code will
+# point to the HTML generated by the htags(1) tool instead of doxygen built-in
+# source browser. The htags tool is part of GNU's global source tagging system
+# (see http://www.gnu.org/software/global/global.html). You will need version
+# 4.8.6 or higher.
+#
+# To use it do the following:
+# - Install the latest version of global
+# - Enable SOURCE_BROWSER and USE_HTAGS in the config file
+# - Make sure the INPUT points to the root of the source tree
+# - Run doxygen as normal
+#
+# Doxygen will invoke htags (and that will in turn invoke gtags), so these
+# tools must be available from the command line (i.e. in the search path).
+#
+# The result: instead of the source browser generated by doxygen, the links to
+# source code will now point to the output of htags.
+# The default value is: NO.
+# This tag requires that the tag SOURCE_BROWSER is set to YES.
+
+USE_HTAGS              = NO
+
+# If the VERBATIM_HEADERS tag is set the YES then doxygen will generate a
+# verbatim copy of the header file for each class for which an include is
+# specified. Set to NO to disable this.
+# See also: Section \class.
+# The default value is: YES.
+
+VERBATIM_HEADERS       = NO
+
+# If the CLANG_ASSISTED_PARSING tag is set to YES, then doxygen will use the
+# clang parser (see: http://clang.llvm.org/) for more acurate parsing at the
+# cost of reduced performance. This can be particularly helpful with template
+# rich C++ code for which doxygen's built-in parser lacks the necessary type
+# information.
+# Note: The availability of this option depends on whether or not doxygen was
+# compiled with the --with-libclang option.
+# The default value is: NO.
+
+CLANG_ASSISTED_PARSING = NO
+
+# If clang assisted parsing is enabled you can provide the compiler with command
+# line options that you would normally use when invoking the compiler. Note that
+# the include paths will already be set by doxygen for the files and directories
+# specified with INPUT and INCLUDE_PATH.
+# This tag requires that the tag CLANG_ASSISTED_PARSING is set to YES.
+
+CLANG_OPTIONS          = 
+
+#---------------------------------------------------------------------------
+# Configuration options related to the alphabetical class index
+#---------------------------------------------------------------------------
+
+# If the ALPHABETICAL_INDEX tag is set to YES, an alphabetical index of all
+# compounds will be generated. Enable this if the project contains a lot of
+# classes, structs, unions or interfaces.
+# The default value is: YES.
+
+ALPHABETICAL_INDEX     = NO
+
+# The COLS_IN_ALPHA_INDEX tag can be used to specify the number of columns in
+# which the alphabetical index list will be split.
+# Minimum value: 1, maximum value: 20, default value: 5.
+# This tag requires that the tag ALPHABETICAL_INDEX is set to YES.
+
+COLS_IN_ALPHA_INDEX    = 5
+
+# In case all classes in a project start with a common prefix, all classes will
+# be put under the same header in the alphabetical index. The IGNORE_PREFIX tag
+# can be used to specify a prefix (or a list of prefixes) that should be ignored
+# while generating the index headers.
+# This tag requires that the tag ALPHABETICAL_INDEX is set to YES.
+
+IGNORE_PREFIX          = arm_
+
+#---------------------------------------------------------------------------
+# Configuration options related to the HTML output
+#---------------------------------------------------------------------------
+
+# If the GENERATE_HTML tag is set to YES doxygen will generate HTML output
+# The default value is: YES.
+
+GENERATE_HTML          = YES
+
+# The HTML_OUTPUT tag is used to specify where the HTML docs will be put. If a
+# relative path is entered the value of OUTPUT_DIRECTORY will be put in front of
+# it.
+# The default directory is: html.
+# This tag requires that the tag GENERATE_HTML is set to YES.
+
+HTML_OUTPUT            = html
+
+# The HTML_FILE_EXTENSION tag can be used to specify the file extension for each
+# generated HTML page (for example: .htm, .php, .asp).
+# The default value is: .html.
+# This tag requires that the tag GENERATE_HTML is set to YES.
+
+HTML_FILE_EXTENSION    = .html
+
+# The HTML_HEADER tag can be used to specify a user-defined HTML header file for
+# each generated HTML page. If the tag is left blank doxygen will generate a
+# standard header.
+#
+# To get valid HTML the header file that includes any scripts and style sheets
+# that doxygen needs, which is dependent on the configuration options used (e.g.
+# the setting GENERATE_TREEVIEW). It is highly recommended to start with a
+# default header using
+# doxygen -w html new_header.html new_footer.html new_stylesheet.css
+# YourConfigFile
+# and then modify the file new_header.html. See also section "Doxygen usage"
+# for information on how to generate the default header that doxygen normally
+# uses.
+# Note: The header is subject to change so you typically have to regenerate the
+# default header when upgrading to a newer version of doxygen. For a description
+# of the possible markers and block names see the documentation.
+# This tag requires that the tag GENERATE_HTML is set to YES.
+
+HTML_HEADER            = ../Doxygen_Templates/cmsis_header.html
+
+# The HTML_FOOTER tag can be used to specify a user-defined HTML footer for each
+# generated HTML page. If the tag is left blank doxygen will generate a standard
+# footer. See HTML_HEADER for more information on how to generate a default
+# footer and what special commands can be used inside the footer. See also
+# section "Doxygen usage" for information on how to generate the default footer
+# that doxygen normally uses.
+# This tag requires that the tag GENERATE_HTML is set to YES.
+
+HTML_FOOTER            = ../Doxygen_Templates/cmsis_footer.html
+
+# The HTML_STYLESHEET tag can be used to specify a user-defined cascading style
+# sheet that is used by each HTML page. It can be used to fine-tune the look of
+# the HTML output. If left blank doxygen will generate a default style sheet.
+# See also section "Doxygen usage" for information on how to generate the style
+# sheet that doxygen normally uses.
+# Note: It is recommended to use HTML_EXTRA_STYLESHEET instead of this tag, as
+# it is more robust and this tag (HTML_STYLESHEET) will in the future become
+# obsolete.
+# This tag requires that the tag GENERATE_HTML is set to YES.
+
+HTML_STYLESHEET        = 
+
+# The HTML_EXTRA_STYLESHEET tag can be used to specify an additional user-
+# defined cascading style sheet that is included after the standard style sheets
+# created by doxygen. Using this option one can overrule certain style aspects.
+# This is preferred over using HTML_STYLESHEET since it does not replace the
+# standard style sheet and is therefor more robust against future updates.
+# Doxygen will copy the style sheet file to the output directory. For an example
+# see the documentation.
+# This tag requires that the tag GENERATE_HTML is set to YES.
+
+HTML_EXTRA_STYLESHEET  = ../Doxygen_Templates/cmsis.css
+
+# The HTML_EXTRA_FILES tag can be used to specify one or more extra images or
+# other source files which should be copied to the HTML output directory. Note
+# that these files will be copied to the base HTML output directory. Use the
+# $relpath^ marker in the HTML_HEADER and/or HTML_FOOTER files to load these
+# files. In the HTML_STYLESHEET file, use the file name only. Also note that the
+# files will be copied as-is; there are no commands or markers available.
+# This tag requires that the tag GENERATE_HTML is set to YES.
+
+HTML_EXTRA_FILES       = ../Doxygen_Templates/tabs.css \
+                         ../Doxygen_Templates/tab_topnav.png \
+                         ../Doxygen_Templates/printComponentTabs.js
+
+# The HTML_COLORSTYLE_HUE tag controls the color of the HTML output. Doxygen
+# will adjust the colors in the stylesheet and background images according to
+# this color. Hue is specified as an angle on a colorwheel, see
+# http://en.wikipedia.org/wiki/Hue for more information. For instance the value
+# 0 represents red, 60 is yellow, 120 is green, 180 is cyan, 240 is blue, 300
+# purple, and 360 is red again.
+# Minimum value: 0, maximum value: 359, default value: 220.
+# This tag requires that the tag GENERATE_HTML is set to YES.
+
+HTML_COLORSTYLE_HUE    = 220
+
+# The HTML_COLORSTYLE_SAT tag controls the purity (or saturation) of the colors
+# in the HTML output. For a value of 0 the output will use grayscales only. A
+# value of 255 will produce the most vivid colors.
+# Minimum value: 0, maximum value: 255, default value: 100.
+# This tag requires that the tag GENERATE_HTML is set to YES.
+
+HTML_COLORSTYLE_SAT    = 100
+
+# The HTML_COLORSTYLE_GAMMA tag controls the gamma correction applied to the
+# luminance component of the colors in the HTML output. Values below 100
+# gradually make the output lighter, whereas values above 100 make the output
+# darker. The value divided by 100 is the actual gamma applied, so 80 represents
+# a gamma of 0.8, The value 220 represents a gamma of 2.2, and 100 does not
+# change the gamma.
+# Minimum value: 40, maximum value: 240, default value: 80.
+# This tag requires that the tag GENERATE_HTML is set to YES.
+
+HTML_COLORSTYLE_GAMMA  = 80
+
+# If the HTML_TIMESTAMP tag is set to YES then the footer of each generated HTML
+# page will contain the date and time when the page was generated. Setting this
+# to NO can help when comparing the output of multiple runs.
+# The default value is: YES.
+# This tag requires that the tag GENERATE_HTML is set to YES.
+
+HTML_TIMESTAMP         = YES
+
+# If the HTML_DYNAMIC_SECTIONS tag is set to YES then the generated HTML
+# documentation will contain sections that can be hidden and shown after the
+# page has loaded.
+# The default value is: NO.
+# This tag requires that the tag GENERATE_HTML is set to YES.
+
+HTML_DYNAMIC_SECTIONS  = NO
+
+# With HTML_INDEX_NUM_ENTRIES one can control the preferred number of entries
+# shown in the various tree structured indices initially; the user can expand
+# and collapse entries dynamically later on. Doxygen will expand the tree to
+# such a level that at most the specified number of entries are visible (unless
+# a fully collapsed tree already exceeds this amount). So setting the number of
+# entries 1 will produce a full collapsed tree by default. 0 is a special value
+# representing an infinite number of entries and will result in a full expanded
+# tree by default.
+# Minimum value: 0, maximum value: 9999, default value: 100.
+# This tag requires that the tag GENERATE_HTML is set to YES.
+
+HTML_INDEX_NUM_ENTRIES = 100
+
+# If the GENERATE_DOCSET tag is set to YES, additional index files will be
+# generated that can be used as input for Apple's Xcode 3 integrated development
+# environment (see: http://developer.apple.com/tools/xcode/), introduced with
+# OSX 10.5 (Leopard). To create a documentation set, doxygen will generate a
+# Makefile in the HTML output directory. Running make will produce the docset in
+# that directory and running make install will install the docset in
+# ~/Library/Developer/Shared/Documentation/DocSets so that Xcode will find it at
+# startup. See http://developer.apple.com/tools/creatingdocsetswithdoxygen.html
+# for more information.
+# The default value is: NO.
+# This tag requires that the tag GENERATE_HTML is set to YES.
+
+GENERATE_DOCSET        = NO
+
+# This tag determines the name of the docset feed. A documentation feed provides
+# an umbrella under which multiple documentation sets from a single provider
+# (such as a company or product suite) can be grouped.
+# The default value is: Doxygen generated docs.
+# This tag requires that the tag GENERATE_DOCSET is set to YES.
+
+DOCSET_FEEDNAME        = "Doxygen generated docs"
+
+# This tag specifies a string that should uniquely identify the documentation
+# set bundle. This should be a reverse domain-name style string, e.g.
+# com.mycompany.MyDocSet. Doxygen will append .docset to the name.
+# The default value is: org.doxygen.Project.
+# This tag requires that the tag GENERATE_DOCSET is set to YES.
+
+DOCSET_BUNDLE_ID       = org.doxygen.Project
+
+# The DOCSET_PUBLISHER_ID tag specifies a string that should uniquely identify
+# the documentation publisher. This should be a reverse domain-name style
+# string, e.g. com.mycompany.MyDocSet.documentation.
+# The default value is: org.doxygen.Publisher.
+# This tag requires that the tag GENERATE_DOCSET is set to YES.
+
+DOCSET_PUBLISHER_ID    = org.doxygen.Publisher
+
+# The DOCSET_PUBLISHER_NAME tag identifies the documentation publisher.
+# The default value is: Publisher.
+# This tag requires that the tag GENERATE_DOCSET is set to YES.
+
+DOCSET_PUBLISHER_NAME  = Publisher
+
+# If the GENERATE_HTMLHELP tag is set to YES then doxygen generates three
+# additional HTML index files: index.hhp, index.hhc, and index.hhk. The
+# index.hhp is a project file that can be read by Microsoft's HTML Help Workshop
+# (see: http://www.microsoft.com/en-us/download/details.aspx?id=21138) on
+# Windows.
+#
+# The HTML Help Workshop contains a compiler that can convert all HTML output
+# generated by doxygen into a single compiled HTML file (.chm). Compiled HTML
+# files are now used as the Windows 98 help format, and will replace the old
+# Windows help format (.hlp) on all Windows platforms in the future. Compressed
+# HTML files also contain an index, a table of contents, and you can search for
+# words in the documentation. The HTML workshop also contains a viewer for
+# compressed HTML files.
+# The default value is: NO.
+# This tag requires that the tag GENERATE_HTML is set to YES.
+
+GENERATE_HTMLHELP      = NO
+
+# The CHM_FILE tag can be used to specify the file name of the resulting .chm
+# file. You can add a path in front of the file if the result should not be
+# written to the html output directory.
+# This tag requires that the tag GENERATE_HTMLHELP is set to YES.
+
+CHM_FILE               = 
+
+# The HHC_LOCATION tag can be used to specify the location (absolute path
+# including file name) of the HTML help compiler ( hhc.exe). If non-empty
+# doxygen will try to run the HTML help compiler on the generated index.hhp.
+# The file has to be specified with full path.
+# This tag requires that the tag GENERATE_HTMLHELP is set to YES.
+
+HHC_LOCATION           = 
+
+# The GENERATE_CHI flag controls if a separate .chi index file is generated (
+# YES) or that it should be included in the master .chm file ( NO).
+# The default value is: NO.
+# This tag requires that the tag GENERATE_HTMLHELP is set to YES.
+
+GENERATE_CHI           = NO
+
+# The CHM_INDEX_ENCODING is used to encode HtmlHelp index ( hhk), content ( hhc)
+# and project file content.
+# This tag requires that the tag GENERATE_HTMLHELP is set to YES.
+
+CHM_INDEX_ENCODING     = 
+
+# The BINARY_TOC flag controls whether a binary table of contents is generated (
+# YES) or a normal table of contents ( NO) in the .chm file.
+# The default value is: NO.
+# This tag requires that the tag GENERATE_HTMLHELP is set to YES.
+
+BINARY_TOC             = NO
+
+# The TOC_EXPAND flag can be set to YES to add extra items for group members to
+# the table of contents of the HTML help documentation and to the tree view.
+# The default value is: NO.
+# This tag requires that the tag GENERATE_HTMLHELP is set to YES.
+
+TOC_EXPAND             = NO
+
+# If the GENERATE_QHP tag is set to YES and both QHP_NAMESPACE and
+# QHP_VIRTUAL_FOLDER are set, an additional index file will be generated that
+# can be used as input for Qt's qhelpgenerator to generate a Qt Compressed Help
+# (.qch) of the generated HTML documentation.
+# The default value is: NO.
+# This tag requires that the tag GENERATE_HTML is set to YES.
+
+GENERATE_QHP           = NO
+
+# If the QHG_LOCATION tag is specified, the QCH_FILE tag can be used to specify
+# the file name of the resulting .qch file. The path specified is relative to
+# the HTML output folder.
+# This tag requires that the tag GENERATE_QHP is set to YES.
+
+QCH_FILE               = 
+
+# The QHP_NAMESPACE tag specifies the namespace to use when generating Qt Help
+# Project output. For more information please see Qt Help Project / Namespace
+# (see: http://qt-project.org/doc/qt-4.8/qthelpproject.html#namespace).
+# The default value is: org.doxygen.Project.
+# This tag requires that the tag GENERATE_QHP is set to YES.
+
+QHP_NAMESPACE          = org.doxygen.Project
+
+# The QHP_VIRTUAL_FOLDER tag specifies the namespace to use when generating Qt
+# Help Project output. For more information please see Qt Help Project / Virtual
+# Folders (see: http://qt-project.org/doc/qt-4.8/qthelpproject.html#virtual-
+# folders).
+# The default value is: doc.
+# This tag requires that the tag GENERATE_QHP is set to YES.
+
+QHP_VIRTUAL_FOLDER     = doc
+
+# If the QHP_CUST_FILTER_NAME tag is set, it specifies the name of a custom
+# filter to add. For more information please see Qt Help Project / Custom
+# Filters (see: http://qt-project.org/doc/qt-4.8/qthelpproject.html#custom-
+# filters).
+# This tag requires that the tag GENERATE_QHP is set to YES.
+
+QHP_CUST_FILTER_NAME   = 
+
+# The QHP_CUST_FILTER_ATTRS tag specifies the list of the attributes of the
+# custom filter to add. For more information please see Qt Help Project / Custom
+# Filters (see: http://qt-project.org/doc/qt-4.8/qthelpproject.html#custom-
+# filters).
+# This tag requires that the tag GENERATE_QHP is set to YES.
+
+QHP_CUST_FILTER_ATTRS  = 
+
+# The QHP_SECT_FILTER_ATTRS tag specifies the list of the attributes this
+# project's filter section matches. Qt Help Project / Filter Attributes (see:
+# http://qt-project.org/doc/qt-4.8/qthelpproject.html#filter-attributes).
+# This tag requires that the tag GENERATE_QHP is set to YES.
+
+QHP_SECT_FILTER_ATTRS  = 
+
+# The QHG_LOCATION tag can be used to specify the location of Qt's
+# qhelpgenerator. If non-empty doxygen will try to run qhelpgenerator on the
+# generated .qhp file.
+# This tag requires that the tag GENERATE_QHP is set to YES.
+
+QHG_LOCATION           = 
+
+# If the GENERATE_ECLIPSEHELP tag is set to YES, additional index files will be
+# generated, together with the HTML files, they form an Eclipse help plugin. To
+# install this plugin and make it available under the help contents menu in
+# Eclipse, the contents of the directory containing the HTML and XML files needs
+# to be copied into the plugins directory of eclipse. The name of the directory
+# within the plugins directory should be the same as the ECLIPSE_DOC_ID value.
+# After copying Eclipse needs to be restarted before the help appears.
+# The default value is: NO.
+# This tag requires that the tag GENERATE_HTML is set to YES.
+
+GENERATE_ECLIPSEHELP   = NO
+
+# A unique identifier for the Eclipse help plugin. When installing the plugin
+# the directory name containing the HTML and XML files should also have this
+# name. Each documentation set should have its own identifier.
+# The default value is: org.doxygen.Project.
+# This tag requires that the tag GENERATE_ECLIPSEHELP is set to YES.
+
+ECLIPSE_DOC_ID         = org.doxygen.Project
+
+# If you want full control over the layout of the generated HTML pages it might
+# be necessary to disable the index and replace it with your own. The
+# DISABLE_INDEX tag can be used to turn on/off the condensed index (tabs) at top
+# of each HTML page. A value of NO enables the index and the value YES disables
+# it. Since the tabs in the index contain the same information as the navigation
+# tree, you can set this option to YES if you also set GENERATE_TREEVIEW to YES.
+# The default value is: NO.
+# This tag requires that the tag GENERATE_HTML is set to YES.
+
+DISABLE_INDEX          = NO
+
+# The GENERATE_TREEVIEW tag is used to specify whether a tree-like index
+# structure should be generated to display hierarchical information. If the tag
+# value is set to YES, a side panel will be generated containing a tree-like
+# index structure (just like the one that is generated for HTML Help). For this
+# to work a browser that supports JavaScript, DHTML, CSS and frames is required
+# (i.e. any modern browser). Windows users are probably better off using the
+# HTML help feature. Via custom stylesheets (see HTML_EXTRA_STYLESHEET) one can
+# further fine-tune the look of the index. As an example, the default style
+# sheet generated by doxygen has an example that shows how to put an image at
+# the root of the tree instead of the PROJECT_NAME. Since the tree basically has
+# the same information as the tab index, you could consider setting
+# DISABLE_INDEX to YES when enabling this option.
+# The default value is: NO.
+# This tag requires that the tag GENERATE_HTML is set to YES.
+
+GENERATE_TREEVIEW      = YES
+
+# The ENUM_VALUES_PER_LINE tag can be used to set the number of enum values that
+# doxygen will group on one line in the generated HTML documentation.
+#
+# Note that a value of 0 will completely suppress the enum values from appearing
+# in the overview section.
+# Minimum value: 0, maximum value: 20, default value: 4.
+# This tag requires that the tag GENERATE_HTML is set to YES.
+
+ENUM_VALUES_PER_LINE   = 0
+
+# If the treeview is enabled (see GENERATE_TREEVIEW) then this tag can be used
+# to set the initial width (in pixels) of the frame in which the tree is shown.
+# Minimum value: 0, maximum value: 1500, default value: 250.
+# This tag requires that the tag GENERATE_HTML is set to YES.
+
+TREEVIEW_WIDTH         = 250
+
+# When the EXT_LINKS_IN_WINDOW option is set to YES doxygen will open links to
+# external symbols imported via tag files in a separate window.
+# The default value is: NO.
+# This tag requires that the tag GENERATE_HTML is set to YES.
+
+EXT_LINKS_IN_WINDOW    = NO
+
+# Use this tag to change the font size of LaTeX formulas included as images in
+# the HTML documentation. When you change the font size after a successful
+# doxygen run you need to manually remove any form_*.png images from the HTML
+# output directory to force them to be regenerated.
+# Minimum value: 8, maximum value: 50, default value: 10.
+# This tag requires that the tag GENERATE_HTML is set to YES.
+
+FORMULA_FONTSIZE       = 10
+
+# Use the FORMULA_TRANPARENT tag to determine whether or not the images
+# generated for formulas are transparent PNGs. Transparent PNGs are not
+# supported properly for IE 6.0, but are supported on all modern browsers.
+#
+# Note that when changing this option you need to delete any form_*.png files in
+# the HTML output directory before the changes have effect.
+# The default value is: YES.
+# This tag requires that the tag GENERATE_HTML is set to YES.
+
+FORMULA_TRANSPARENT    = YES
+
+# Enable the USE_MATHJAX option to render LaTeX formulas using MathJax (see
+# http://www.mathjax.org) which uses client side Javascript for the rendering
+# instead of using prerendered bitmaps. Use this if you do not have LaTeX
+# installed or if you want to formulas look prettier in the HTML output. When
+# enabled you may also need to install MathJax separately and configure the path
+# to it using the MATHJAX_RELPATH option.
+# The default value is: NO.
+# This tag requires that the tag GENERATE_HTML is set to YES.
+
+USE_MATHJAX            = NO
+
+# When MathJax is enabled you can set the default output format to be used for
+# the MathJax output. See the MathJax site (see:
+# http://docs.mathjax.org/en/latest/output.html) for more details.
+# Possible values are: HTML-CSS (which is slower, but has the best
+# compatibility), NativeMML (i.e. MathML) and SVG.
+# The default value is: HTML-CSS.
+# This tag requires that the tag USE_MATHJAX is set to YES.
+
+MATHJAX_FORMAT         = HTML-CSS
+
+# When MathJax is enabled you need to specify the location relative to the HTML
+# output directory using the MATHJAX_RELPATH option. The destination directory
+# should contain the MathJax.js script. For instance, if the mathjax directory
+# is located at the same level as the HTML output directory, then
+# MATHJAX_RELPATH should be ../mathjax. The default value points to the MathJax
+# Content Delivery Network so you can quickly see the result without installing
+# MathJax. However, it is strongly recommended to install a local copy of
+# MathJax from http://www.mathjax.org before deployment.
+# The default value is: http://cdn.mathjax.org/mathjax/latest.
+# This tag requires that the tag USE_MATHJAX is set to YES.
+
+MATHJAX_RELPATH        = http://www.mathjax.org/mathjax
+
+# The MATHJAX_EXTENSIONS tag can be used to specify one or more MathJax
+# extension names that should be enabled during MathJax rendering. For example
+# MATHJAX_EXTENSIONS = TeX/AMSmath TeX/AMSsymbols
+# This tag requires that the tag USE_MATHJAX is set to YES.
+
+MATHJAX_EXTENSIONS     = 
+
+# The MATHJAX_CODEFILE tag can be used to specify a file with javascript pieces
+# of code that will be used on startup of the MathJax code. See the MathJax site
+# (see: http://docs.mathjax.org/en/latest/output.html) for more details. For an
+# example see the documentation.
+# This tag requires that the tag USE_MATHJAX is set to YES.
+
+MATHJAX_CODEFILE       = 
+
+# When the SEARCHENGINE tag is enabled doxygen will generate a search box for
+# the HTML output. The underlying search engine uses javascript and DHTML and
+# should work on any modern browser. Note that when using HTML help
+# (GENERATE_HTMLHELP), Qt help (GENERATE_QHP), or docsets (GENERATE_DOCSET)
+# there is already a search function so this one should typically be disabled.
+# For large projects the javascript based search engine can be slow, then
+# enabling SERVER_BASED_SEARCH may provide a better solution. It is possible to
+# search using the keyboard; to jump to the search box use <access key> + S
+# (what the <access key> is depends on the OS and browser, but it is typically
+# <CTRL>, <ALT>/<option>, or both). Inside the search box use the <cursor down
+# key> to jump into the search results window, the results can be navigated
+# using the <cursor keys>. Press <Enter> to select an item or <escape> to cancel
+# the search. The filter options can be selected when the cursor is inside the
+# search box by pressing <Shift>+<cursor down>. Also here use the <cursor keys>
+# to select a filter and <Enter> or <escape> to activate or cancel the filter
+# option.
+# The default value is: YES.
+# This tag requires that the tag GENERATE_HTML is set to YES.
+
+SEARCHENGINE           = YES
+
+# When the SERVER_BASED_SEARCH tag is enabled the search engine will be
+# implemented using a web server instead of a web client using Javascript. There
+# are two flavours of web server based searching depending on the
+# EXTERNAL_SEARCH setting. When disabled, doxygen will generate a PHP script for
+# searching and an index file used by the script. When EXTERNAL_SEARCH is
+# enabled the indexing and searching needs to be provided by external tools. See
+# the section "External Indexing and Searching" for details.
+# The default value is: NO.
+# This tag requires that the tag SEARCHENGINE is set to YES.
+
+SERVER_BASED_SEARCH    = NO
+
+# When EXTERNAL_SEARCH tag is enabled doxygen will no longer generate the PHP
+# script for searching. Instead the search results are written to an XML file
+# which needs to be processed by an external indexer. Doxygen will invoke an
+# external search engine pointed to by the SEARCHENGINE_URL option to obtain the
+# search results.
+#
+# Doxygen ships with an example indexer ( doxyindexer) and search engine
+# (doxysearch.cgi) which are based on the open source search engine library
+# Xapian (see: http://xapian.org/).
+#
+# See the section "External Indexing and Searching" for details.
+# The default value is: NO.
+# This tag requires that the tag SEARCHENGINE is set to YES.
+
+EXTERNAL_SEARCH        = NO
+
+# The SEARCHENGINE_URL should point to a search engine hosted by a web server
+# which will return the search results when EXTERNAL_SEARCH is enabled.
+#
+# Doxygen ships with an example indexer ( doxyindexer) and search engine
+# (doxysearch.cgi) which are based on the open source search engine library
+# Xapian (see: http://xapian.org/). See the section "External Indexing and
+# Searching" for details.
+# This tag requires that the tag SEARCHENGINE is set to YES.
+
+SEARCHENGINE_URL       = 
+
+# When SERVER_BASED_SEARCH and EXTERNAL_SEARCH are both enabled the unindexed
+# search data is written to a file for indexing by an external tool. With the
+# SEARCHDATA_FILE tag the name of this file can be specified.
+# The default file is: searchdata.xml.
+# This tag requires that the tag SEARCHENGINE is set to YES.
+
+SEARCHDATA_FILE        = searchdata.xml
+
+# When SERVER_BASED_SEARCH and EXTERNAL_SEARCH are both enabled the
+# EXTERNAL_SEARCH_ID tag can be used as an identifier for the project. This is
+# useful in combination with EXTRA_SEARCH_MAPPINGS to search through multiple
+# projects and redirect the results back to the right project.
+# This tag requires that the tag SEARCHENGINE is set to YES.
+
+EXTERNAL_SEARCH_ID     = 
+
+# The EXTRA_SEARCH_MAPPINGS tag can be used to enable searching through doxygen
+# projects other than the one defined by this configuration file, but that are
+# all added to the same external search index. Each project needs to have a
+# unique id set via EXTERNAL_SEARCH_ID. The search mapping then maps the id of
+# to a relative location where the documentation can be found. The format is:
+# EXTRA_SEARCH_MAPPINGS = tagname1=loc1 tagname2=loc2 ...
+# This tag requires that the tag SEARCHENGINE is set to YES.
+
+EXTRA_SEARCH_MAPPINGS  = 
+
+#---------------------------------------------------------------------------
+# Configuration options related to the LaTeX output
+#---------------------------------------------------------------------------
+
+# If the GENERATE_LATEX tag is set to YES doxygen will generate LaTeX output.
+# The default value is: YES.
+
+GENERATE_LATEX         = NO
+
+# The LATEX_OUTPUT tag is used to specify where the LaTeX docs will be put. If a
+# relative path is entered the value of OUTPUT_DIRECTORY will be put in front of
+# it.
+# The default directory is: latex.
+# This tag requires that the tag GENERATE_LATEX is set to YES.
+
+LATEX_OUTPUT           = latex
+
+# The LATEX_CMD_NAME tag can be used to specify the LaTeX command name to be
+# invoked.
+#
+# Note that when enabling USE_PDFLATEX this option is only used for generating
+# bitmaps for formulas in the HTML output, but not in the Makefile that is
+# written to the output directory.
+# The default file is: latex.
+# This tag requires that the tag GENERATE_LATEX is set to YES.
+
+LATEX_CMD_NAME         = latex
+
+# The MAKEINDEX_CMD_NAME tag can be used to specify the command name to generate
+# index for LaTeX.
+# The default file is: makeindex.
+# This tag requires that the tag GENERATE_LATEX is set to YES.
+
+MAKEINDEX_CMD_NAME     = makeindex
+
+# If the COMPACT_LATEX tag is set to YES doxygen generates more compact LaTeX
+# documents. This may be useful for small projects and may help to save some
+# trees in general.
+# The default value is: NO.
+# This tag requires that the tag GENERATE_LATEX is set to YES.
+
+COMPACT_LATEX          = NO
+
+# The PAPER_TYPE tag can be used to set the paper type that is used by the
+# printer.
+# Possible values are: a4 (210 x 297 mm), letter (8.5 x 11 inches), legal (8.5 x
+# 14 inches) and executive (7.25 x 10.5 inches).
+# The default value is: a4.
+# This tag requires that the tag GENERATE_LATEX is set to YES.
+
+PAPER_TYPE             = a4
+
+# The EXTRA_PACKAGES tag can be used to specify one or more LaTeX package names
+# that should be included in the LaTeX output. To get the times font for
+# instance you can specify
+# EXTRA_PACKAGES=times
+# If left blank no extra packages will be included.
+# This tag requires that the tag GENERATE_LATEX is set to YES.
+
+EXTRA_PACKAGES         = 
+
+# The LATEX_HEADER tag can be used to specify a personal LaTeX header for the
+# generated LaTeX document. The header should contain everything until the first
+# chapter. If it is left blank doxygen will generate a standard header. See
+# section "Doxygen usage" for information on how to let doxygen write the
+# default header to a separate file.
+#
+# Note: Only use a user-defined header if you know what you are doing! The
+# following commands have a special meaning inside the header: $title,
+# $datetime, $date, $doxygenversion, $projectname, $projectnumber. Doxygen will
+# replace them by respectively the title of the page, the current date and time,
+# only the current date, the version number of doxygen, the project name (see
+# PROJECT_NAME), or the project number (see PROJECT_NUMBER).
+# This tag requires that the tag GENERATE_LATEX is set to YES.
+
+LATEX_HEADER           = 
+
+# The LATEX_FOOTER tag can be used to specify a personal LaTeX footer for the
+# generated LaTeX document. The footer should contain everything after the last
+# chapter. If it is left blank doxygen will generate a standard footer.
+#
+# Note: Only use a user-defined footer if you know what you are doing!
+# This tag requires that the tag GENERATE_LATEX is set to YES.
+
+LATEX_FOOTER           = 
+
+# The LATEX_EXTRA_FILES tag can be used to specify one or more extra images or
+# other source files which should be copied to the LATEX_OUTPUT output
+# directory. Note that the files will be copied as-is; there are no commands or
+# markers available.
+# This tag requires that the tag GENERATE_LATEX is set to YES.
+
+LATEX_EXTRA_FILES      = 
+
+# If the PDF_HYPERLINKS tag is set to YES, the LaTeX that is generated is
+# prepared for conversion to PDF (using ps2pdf or pdflatex). The PDF file will
+# contain links (just like the HTML output) instead of page references. This
+# makes the output suitable for online browsing using a PDF viewer.
+# The default value is: YES.
+# This tag requires that the tag GENERATE_LATEX is set to YES.
+
+PDF_HYPERLINKS         = YES
+
+# If the LATEX_PDFLATEX tag is set to YES, doxygen will use pdflatex to generate
+# the PDF file directly from the LaTeX files. Set this option to YES to get a
+# higher quality PDF documentation.
+# The default value is: YES.
+# This tag requires that the tag GENERATE_LATEX is set to YES.
+
+USE_PDFLATEX           = YES
+
+# If the LATEX_BATCHMODE tag is set to YES, doxygen will add the \batchmode
+# command to the generated LaTeX files. This will instruct LaTeX to keep running
+# if errors occur, instead of asking the user for help. This option is also used
+# when generating formulas in HTML.
+# The default value is: NO.
+# This tag requires that the tag GENERATE_LATEX is set to YES.
+
+LATEX_BATCHMODE        = NO
+
+# If the LATEX_HIDE_INDICES tag is set to YES then doxygen will not include the
+# index chapters (such as File Index, Compound Index, etc.) in the output.
+# The default value is: NO.
+# This tag requires that the tag GENERATE_LATEX is set to YES.
+
+LATEX_HIDE_INDICES     = NO
+
+# If the LATEX_SOURCE_CODE tag is set to YES then doxygen will include source
+# code with syntax highlighting in the LaTeX output.
+#
+# Note that which sources are shown also depends on other settings such as
+# SOURCE_BROWSER.
+# The default value is: NO.
+# This tag requires that the tag GENERATE_LATEX is set to YES.
+
+LATEX_SOURCE_CODE      = NO
+
+# The LATEX_BIB_STYLE tag can be used to specify the style to use for the
+# bibliography, e.g. plainnat, or ieeetr. See
+# http://en.wikipedia.org/wiki/BibTeX and \cite for more info.
+# The default value is: plain.
+# This tag requires that the tag GENERATE_LATEX is set to YES.
+
+LATEX_BIB_STYLE        = plain
+
+#---------------------------------------------------------------------------
+# Configuration options related to the RTF output
+#---------------------------------------------------------------------------
+
+# If the GENERATE_RTF tag is set to YES doxygen will generate RTF output. The
+# RTF output is optimized for Word 97 and may not look too pretty with other RTF
+# readers/editors.
+# The default value is: NO.
+
+GENERATE_RTF           = NO
+
+# The RTF_OUTPUT tag is used to specify where the RTF docs will be put. If a
+# relative path is entered the value of OUTPUT_DIRECTORY will be put in front of
+# it.
+# The default directory is: rtf.
+# This tag requires that the tag GENERATE_RTF is set to YES.
+
+RTF_OUTPUT             = rtf
+
+# If the COMPACT_RTF tag is set to YES doxygen generates more compact RTF
+# documents. This may be useful for small projects and may help to save some
+# trees in general.
+# The default value is: NO.
+# This tag requires that the tag GENERATE_RTF is set to YES.
+
+COMPACT_RTF            = NO
+
+# If the RTF_HYPERLINKS tag is set to YES, the RTF that is generated will
+# contain hyperlink fields. The RTF file will contain links (just like the HTML
+# output) instead of page references. This makes the output suitable for online
+# browsing using Word or some other Word compatible readers that support those
+# fields.
+#
+# Note: WordPad (write) and others do not support links.
+# The default value is: NO.
+# This tag requires that the tag GENERATE_RTF is set to YES.
+
+RTF_HYPERLINKS         = NO
+
+# Load stylesheet definitions from file. Syntax is similar to doxygen's config
+# file, i.e. a series of assignments. You only have to provide replacements,
+# missing definitions are set to their default value.
+#
+# See also section "Doxygen usage" for information on how to generate the
+# default style sheet that doxygen normally uses.
+# This tag requires that the tag GENERATE_RTF is set to YES.
+
+RTF_STYLESHEET_FILE    = 
+
+# Set optional variables used in the generation of an RTF document. Syntax is
+# similar to doxygen's config file. A template extensions file can be generated
+# using doxygen -e rtf extensionFile.
+# This tag requires that the tag GENERATE_RTF is set to YES.
+
+RTF_EXTENSIONS_FILE    = 
+
+#---------------------------------------------------------------------------
+# Configuration options related to the man page output
+#---------------------------------------------------------------------------
+
+# If the GENERATE_MAN tag is set to YES doxygen will generate man pages for
+# classes and files.
+# The default value is: NO.
+
+GENERATE_MAN           = NO
+
+# The MAN_OUTPUT tag is used to specify where the man pages will be put. If a
+# relative path is entered the value of OUTPUT_DIRECTORY will be put in front of
+# it. A directory man3 will be created inside the directory specified by
+# MAN_OUTPUT.
+# The default directory is: man.
+# This tag requires that the tag GENERATE_MAN is set to YES.
+
+MAN_OUTPUT             = man
+
+# The MAN_EXTENSION tag determines the extension that is added to the generated
+# man pages. In case the manual section does not start with a number, the number
+# 3 is prepended. The dot (.) at the beginning of the MAN_EXTENSION tag is
+# optional.
+# The default value is: .3.
+# This tag requires that the tag GENERATE_MAN is set to YES.
+
+MAN_EXTENSION          = .3
+
+# If the MAN_LINKS tag is set to YES and doxygen generates man output, then it
+# will generate one additional man file for each entity documented in the real
+# man page(s). These additional files only source the real man page, but without
+# them the man command would be unable to find the correct page.
+# The default value is: NO.
+# This tag requires that the tag GENERATE_MAN is set to YES.
+
+MAN_LINKS              = NO
+
+#---------------------------------------------------------------------------
+# Configuration options related to the XML output
+#---------------------------------------------------------------------------
+
+# If the GENERATE_XML tag is set to YES doxygen will generate an XML file that
+# captures the structure of the code including all documentation.
+# The default value is: NO.
+
+GENERATE_XML           = NO
+
+# The XML_OUTPUT tag is used to specify where the XML pages will be put. If a
+# relative path is entered the value of OUTPUT_DIRECTORY will be put in front of
+# it.
+# The default directory is: xml.
+# This tag requires that the tag GENERATE_XML is set to YES.
+
+XML_OUTPUT             = xml
+
+# If the XML_PROGRAMLISTING tag is set to YES doxygen will dump the program
+# listings (including syntax highlighting and cross-referencing information) to
+# the XML output. Note that enabling this will significantly increase the size
+# of the XML output.
+# The default value is: YES.
+# This tag requires that the tag GENERATE_XML is set to YES.
+
+XML_PROGRAMLISTING     = YES
+
+#---------------------------------------------------------------------------
+# Configuration options related to the DOCBOOK output
+#---------------------------------------------------------------------------
+
+# If the GENERATE_DOCBOOK tag is set to YES doxygen will generate Docbook files
+# that can be used to generate PDF.
+# The default value is: NO.
+
+GENERATE_DOCBOOK       = NO
+
+# The DOCBOOK_OUTPUT tag is used to specify where the Docbook pages will be put.
+# If a relative path is entered the value of OUTPUT_DIRECTORY will be put in
+# front of it.
+# The default directory is: docbook.
+# This tag requires that the tag GENERATE_DOCBOOK is set to YES.
+
+DOCBOOK_OUTPUT         = docbook
+
+#---------------------------------------------------------------------------
+# Configuration options for the AutoGen Definitions output
+#---------------------------------------------------------------------------
+
+# If the GENERATE_AUTOGEN_DEF tag is set to YES doxygen will generate an AutoGen
+# Definitions (see http://autogen.sf.net) file that captures the structure of
+# the code including all documentation. Note that this feature is still
+# experimental and incomplete at the moment.
+# The default value is: NO.
+
+GENERATE_AUTOGEN_DEF   = NO
+
+#---------------------------------------------------------------------------
+# Configuration options related to the Perl module output
+#---------------------------------------------------------------------------
+
+# If the GENERATE_PERLMOD tag is set to YES doxygen will generate a Perl module
+# file that captures the structure of the code including all documentation.
+#
+# Note that this feature is still experimental and incomplete at the moment.
+# The default value is: NO.
+
+GENERATE_PERLMOD       = NO
+
+# If the PERLMOD_LATEX tag is set to YES doxygen will generate the necessary
+# Makefile rules, Perl scripts and LaTeX code to be able to generate PDF and DVI
+# output from the Perl module output.
+# The default value is: NO.
+# This tag requires that the tag GENERATE_PERLMOD is set to YES.
+
+PERLMOD_LATEX          = NO
+
+# If the PERLMOD_PRETTY tag is set to YES the Perl module output will be nicely
+# formatted so it can be parsed by a human reader. This is useful if you want to
+# understand what is going on. On the other hand, if this tag is set to NO the
+# size of the Perl module output will be much smaller and Perl will parse it
+# just the same.
+# The default value is: YES.
+# This tag requires that the tag GENERATE_PERLMOD is set to YES.
+
+PERLMOD_PRETTY         = YES
+
+# The names of the make variables in the generated doxyrules.make file are
+# prefixed with the string contained in PERLMOD_MAKEVAR_PREFIX. This is useful
+# so different doxyrules.make files included by the same Makefile don't
+# overwrite each other's variables.
+# This tag requires that the tag GENERATE_PERLMOD is set to YES.
+
+PERLMOD_MAKEVAR_PREFIX = 
+
+#---------------------------------------------------------------------------
+# Configuration options related to the preprocessor
+#---------------------------------------------------------------------------
+
+# If the ENABLE_PREPROCESSING tag is set to YES doxygen will evaluate all
+# C-preprocessor directives found in the sources and include files.
+# The default value is: YES.
+
+ENABLE_PREPROCESSING   = YES
+
+# If the MACRO_EXPANSION tag is set to YES doxygen will expand all macro names
+# in the source code. If set to NO only conditional compilation will be
+# performed. Macro expansion can be done in a controlled way by setting
+# EXPAND_ONLY_PREDEF to YES.
+# The default value is: NO.
+# This tag requires that the tag ENABLE_PREPROCESSING is set to YES.
+
+MACRO_EXPANSION        = NO
+
+# If the EXPAND_ONLY_PREDEF and MACRO_EXPANSION tags are both set to YES then
+# the macro expansion is limited to the macros specified with the PREDEFINED and
+# EXPAND_AS_DEFINED tags.
+# The default value is: NO.
+# This tag requires that the tag ENABLE_PREPROCESSING is set to YES.
+
+EXPAND_ONLY_PREDEF     = NO
+
+# If the SEARCH_INCLUDES tag is set to YES the includes files in the
+# INCLUDE_PATH will be searched if a #include is found.
+# The default value is: YES.
+# This tag requires that the tag ENABLE_PREPROCESSING is set to YES.
+
+SEARCH_INCLUDES        = YES
+
+# The INCLUDE_PATH tag can be used to specify one or more directories that
+# contain include files that are not input files but should be processed by the
+# preprocessor.
+# This tag requires that the tag SEARCH_INCLUDES is set to YES.
+
+INCLUDE_PATH           = 
+
+# You can use the INCLUDE_FILE_PATTERNS tag to specify one or more wildcard
+# patterns (like *.h and *.hpp) to filter out the header-files in the
+# directories. If left blank, the patterns specified with FILE_PATTERNS will be
+# used.
+# This tag requires that the tag ENABLE_PREPROCESSING is set to YES.
+
+INCLUDE_FILE_PATTERNS  = 
+
+# The PREDEFINED tag can be used to specify one or more macro names that are
+# defined before the preprocessor is started (similar to the -D option of e.g.
+# gcc). The argument of the tag is a list of macros of the form: name or
+# name=definition (no spaces). If the definition and the "=" are omitted, "=1"
+# is assumed. To prevent a macro definition from being undefined via #undef or
+# recursively expanded use the := operator instead of the = operator.
+# This tag requires that the tag ENABLE_PREPROCESSING is set to YES.
+
+PREDEFINED             = 
+
+# If the MACRO_EXPANSION and EXPAND_ONLY_PREDEF tags are set to YES then this
+# tag can be used to specify a list of macro names that should be expanded. The
+# macro definition that is found in the sources will be used. Use the PREDEFINED
+# tag if you want to use a different macro definition that overrules the
+# definition found in the source code.
+# This tag requires that the tag ENABLE_PREPROCESSING is set to YES.
+
+EXPAND_AS_DEFINED      = 
+
+# If the SKIP_FUNCTION_MACROS tag is set to YES then doxygen's preprocessor will
+# remove all refrences to function-like macros that are alone on a line, have an
+# all uppercase name, and do not end with a semicolon. Such function macros are
+# typically used for boiler-plate code, and will confuse the parser if not
+# removed.
+# The default value is: YES.
+# This tag requires that the tag ENABLE_PREPROCESSING is set to YES.
+
+SKIP_FUNCTION_MACROS   = NO
+
+#---------------------------------------------------------------------------
+# Configuration options related to external references
+#---------------------------------------------------------------------------
+
+# The TAGFILES tag can be used to specify one or more tag files. For each tag
+# file the location of the external documentation should be added. The format of
+# a tag file without this location is as follows:
+# TAGFILES = file1 file2 ...
+# Adding location for the tag files is done as follows:
+# TAGFILES = file1=loc1 "file2 = loc2" ...
+# where loc1 and loc2 can be relative or absolute paths or URLs. See the
+# section "Linking to external documentation" for more information about the use
+# of tag files.
+# Note: Each tag file must have an unique name (where the name does NOT include
+# the path). If a tag file is not located in the directory in which doxygen is
+# run, you must also specify the path to the tagfile here.
+
+TAGFILES               = 
+
+# When a file name is specified after GENERATE_TAGFILE, doxygen will create a
+# tag file that is based on the input files it reads. See section "Linking to
+# external documentation" for more information about the usage of tag files.
+
+GENERATE_TAGFILE       = 
+
+# If the ALLEXTERNALS tag is set to YES all external class will be listed in the
+# class index. If set to NO only the inherited external classes will be listed.
+# The default value is: NO.
+
+ALLEXTERNALS           = NO
+
+# If the EXTERNAL_GROUPS tag is set to YES all external groups will be listed in
+# the modules index. If set to NO, only the current project's groups will be
+# listed.
+# The default value is: YES.
+
+EXTERNAL_GROUPS        = YES
+
+# If the EXTERNAL_PAGES tag is set to YES all external pages will be listed in
+# the related pages index. If set to NO, only the current project's pages will
+# be listed.
+# The default value is: YES.
+
+EXTERNAL_PAGES         = YES
+
+# The PERL_PATH should be the absolute path and name of the perl script
+# interpreter (i.e. the result of 'which perl').
+# The default file (with absolute path) is: /usr/bin/perl.
+
+PERL_PATH              = /usr/bin/perl
+
+#---------------------------------------------------------------------------
+# Configuration options related to the dot tool
+#---------------------------------------------------------------------------
+
+# If the CLASS_DIAGRAMS tag is set to YES doxygen will generate a class diagram
+# (in HTML and LaTeX) for classes with base or super classes. Setting the tag to
+# NO turns the diagrams off. Note that this option also works with HAVE_DOT
+# disabled, but it is recommended to install and use dot, since it yields more
+# powerful graphs.
+# The default value is: YES.
+
+CLASS_DIAGRAMS         = YES
+
+# You can define message sequence charts within doxygen comments using the \msc
+# command. Doxygen will then run the mscgen tool (see:
+# http://www.mcternan.me.uk/mscgen/)) to produce the chart and insert it in the
+# documentation. The MSCGEN_PATH tag allows you to specify the directory where
+# the mscgen tool resides. If left empty the tool is assumed to be found in the
+# default search path.
+
+MSCGEN_PATH            = 
+
+# You can include diagrams made with dia in doxygen documentation. Doxygen will
+# then run dia to produce the diagram and insert it in the documentation. The
+# DIA_PATH tag allows you to specify the directory where the dia binary resides.
+# If left empty dia is assumed to be found in the default search path.
+
+DIA_PATH               = 
+
+# If set to YES, the inheritance and collaboration graphs will hide inheritance
+# and usage relations if the target is undocumented or is not a class.
+# The default value is: YES.
+
+HIDE_UNDOC_RELATIONS   = YES
+
+# If you set the HAVE_DOT tag to YES then doxygen will assume the dot tool is
+# available from the path. This tool is part of Graphviz (see:
+# http://www.graphviz.org/), a graph visualization toolkit from AT&T and Lucent
+# Bell Labs. The other options in this section have no effect if this option is
+# set to NO
+# The default value is: NO.
+
+HAVE_DOT               = NO
+
+# The DOT_NUM_THREADS specifies the number of dot invocations doxygen is allowed
+# to run in parallel. When set to 0 doxygen will base this on the number of
+# processors available in the system. You can set it explicitly to a value
+# larger than 0 to get control over the balance between CPU load and processing
+# speed.
+# Minimum value: 0, maximum value: 32, default value: 0.
+# This tag requires that the tag HAVE_DOT is set to YES.
+
+DOT_NUM_THREADS        = 0
+
+# When you want a differently looking font n the dot files that doxygen
+# generates you can specify the font name using DOT_FONTNAME. You need to make
+# sure dot is able to find the font, which can be done by putting it in a
+# standard location or by setting the DOTFONTPATH environment variable or by
+# setting DOT_FONTPATH to the directory containing the font.
+# The default value is: Helvetica.
+# This tag requires that the tag HAVE_DOT is set to YES.
+
+DOT_FONTNAME           = Helvetica
+
+# The DOT_FONTSIZE tag can be used to set the size (in points) of the font of
+# dot graphs.
+# Minimum value: 4, maximum value: 24, default value: 10.
+# This tag requires that the tag HAVE_DOT is set to YES.
+
+DOT_FONTSIZE           = 10
+
+# By default doxygen will tell dot to use the default font as specified with
+# DOT_FONTNAME. If you specify a different font using DOT_FONTNAME you can set
+# the path where dot can find it using this tag.
+# This tag requires that the tag HAVE_DOT is set to YES.
+
+DOT_FONTPATH           = 
+
+# If the CLASS_GRAPH tag is set to YES then doxygen will generate a graph for
+# each documented class showing the direct and indirect inheritance relations.
+# Setting this tag to YES will force the CLASS_DIAGRAMS tag to NO.
+# The default value is: YES.
+# This tag requires that the tag HAVE_DOT is set to YES.
+
+CLASS_GRAPH            = YES
+
+# If the COLLABORATION_GRAPH tag is set to YES then doxygen will generate a
+# graph for each documented class showing the direct and indirect implementation
+# dependencies (inheritance, containment, and class references variables) of the
+# class with other documented classes.
+# The default value is: YES.
+# This tag requires that the tag HAVE_DOT is set to YES.
+
+COLLABORATION_GRAPH    = YES
+
+# If the GROUP_GRAPHS tag is set to YES then doxygen will generate a graph for
+# groups, showing the direct groups dependencies.
+# The default value is: YES.
+# This tag requires that the tag HAVE_DOT is set to YES.
+
+GROUP_GRAPHS           = YES
+
+# If the UML_LOOK tag is set to YES doxygen will generate inheritance and
+# collaboration diagrams in a style similar to the OMG's Unified Modeling
+# Language.
+# The default value is: NO.
+# This tag requires that the tag HAVE_DOT is set to YES.
+
+UML_LOOK               = NO
+
+# If the UML_LOOK tag is enabled, the fields and methods are shown inside the
+# class node. If there are many fields or methods and many nodes the graph may
+# become too big to be useful. The UML_LIMIT_NUM_FIELDS threshold limits the
+# number of items for each type to make the size more manageable. Set this to 0
+# for no limit. Note that the threshold may be exceeded by 50% before the limit
+# is enforced. So when you set the threshold to 10, up to 15 fields may appear,
+# but if the number exceeds 15, the total amount of fields shown is limited to
+# 10.
+# Minimum value: 0, maximum value: 100, default value: 10.
+# This tag requires that the tag HAVE_DOT is set to YES.
+
+UML_LIMIT_NUM_FIELDS   = 10
+
+# If the TEMPLATE_RELATIONS tag is set to YES then the inheritance and
+# collaboration graphs will show the relations between templates and their
+# instances.
+# The default value is: NO.
+# This tag requires that the tag HAVE_DOT is set to YES.
+
+TEMPLATE_RELATIONS     = NO
+
+# If the INCLUDE_GRAPH, ENABLE_PREPROCESSING and SEARCH_INCLUDES tags are set to
+# YES then doxygen will generate a graph for each documented file showing the
+# direct and indirect include dependencies of the file with other documented
+# files.
+# The default value is: YES.
+# This tag requires that the tag HAVE_DOT is set to YES.
+
+INCLUDE_GRAPH          = YES
+
+# If the INCLUDED_BY_GRAPH, ENABLE_PREPROCESSING and SEARCH_INCLUDES tags are
+# set to YES then doxygen will generate a graph for each documented file showing
+# the direct and indirect include dependencies of the file with other documented
+# files.
+# The default value is: YES.
+# This tag requires that the tag HAVE_DOT is set to YES.
+
+INCLUDED_BY_GRAPH      = YES
+
+# If the CALL_GRAPH tag is set to YES then doxygen will generate a call
+# dependency graph for every global function or class method.
+#
+# Note that enabling this option will significantly increase the time of a run.
+# So in most cases it will be better to enable call graphs for selected
+# functions only using the \callgraph command.
+# The default value is: NO.
+# This tag requires that the tag HAVE_DOT is set to YES.
+
+CALL_GRAPH             = NO
+
+# If the CALLER_GRAPH tag is set to YES then doxygen will generate a caller
+# dependency graph for every global function or class method.
+#
+# Note that enabling this option will significantly increase the time of a run.
+# So in most cases it will be better to enable caller graphs for selected
+# functions only using the \callergraph command.
+# The default value is: NO.
+# This tag requires that the tag HAVE_DOT is set to YES.
+
+CALLER_GRAPH           = NO
+
+# If the GRAPHICAL_HIERARCHY tag is set to YES then doxygen will graphical
+# hierarchy of all classes instead of a textual one.
+# The default value is: YES.
+# This tag requires that the tag HAVE_DOT is set to YES.
+
+GRAPHICAL_HIERARCHY    = YES
+
+# If the DIRECTORY_GRAPH tag is set to YES then doxygen will show the
+# dependencies a directory has on other directories in a graphical way. The
+# dependency relations are determined by the #include relations between the
+# files in the directories.
+# The default value is: YES.
+# This tag requires that the tag HAVE_DOT is set to YES.
+
+DIRECTORY_GRAPH        = YES
+
+# The DOT_IMAGE_FORMAT tag can be used to set the image format of the images
+# generated by dot.
+# Note: If you choose svg you need to set HTML_FILE_EXTENSION to xhtml in order
+# to make the SVG files visible in IE 9+ (other browsers do not have this
+# requirement).
+# Possible values are: png, jpg, gif and svg.
+# The default value is: png.
+# This tag requires that the tag HAVE_DOT is set to YES.
+
+DOT_IMAGE_FORMAT       = png
+
+# If DOT_IMAGE_FORMAT is set to svg, then this option can be set to YES to
+# enable generation of interactive SVG images that allow zooming and panning.
+#
+# Note that this requires a modern browser other than Internet Explorer. Tested
+# and working are Firefox, Chrome, Safari, and Opera.
+# Note: For IE 9+ you need to set HTML_FILE_EXTENSION to xhtml in order to make
+# the SVG files visible. Older versions of IE do not have SVG support.
+# The default value is: NO.
+# This tag requires that the tag HAVE_DOT is set to YES.
+
+INTERACTIVE_SVG        = NO
+
+# The DOT_PATH tag can be used to specify the path where the dot tool can be
+# found. If left blank, it is assumed the dot tool can be found in the path.
+# This tag requires that the tag HAVE_DOT is set to YES.
+
+DOT_PATH               = 
+
+# The DOTFILE_DIRS tag can be used to specify one or more directories that
+# contain dot files that are included in the documentation (see the \dotfile
+# command).
+# This tag requires that the tag HAVE_DOT is set to YES.
+
+DOTFILE_DIRS           = 
+
+# The MSCFILE_DIRS tag can be used to specify one or more directories that
+# contain msc files that are included in the documentation (see the \mscfile
+# command).
+
+MSCFILE_DIRS           = 
+
+# The DIAFILE_DIRS tag can be used to specify one or more directories that
+# contain dia files that are included in the documentation (see the \diafile
+# command).
+
+DIAFILE_DIRS           = 
+
+# The DOT_GRAPH_MAX_NODES tag can be used to set the maximum number of nodes
+# that will be shown in the graph. If the number of nodes in a graph becomes
+# larger than this value, doxygen will truncate the graph, which is visualized
+# by representing a node as a red box. Note that doxygen if the number of direct
+# children of the root node in a graph is already larger than
+# DOT_GRAPH_MAX_NODES then the graph will not be shown at all. Also note that
+# the size of a graph can be further restricted by MAX_DOT_GRAPH_DEPTH.
+# Minimum value: 0, maximum value: 10000, default value: 50.
+# This tag requires that the tag HAVE_DOT is set to YES.
+
+DOT_GRAPH_MAX_NODES    = 50
+
+# The MAX_DOT_GRAPH_DEPTH tag can be used to set the maximum depth of the graphs
+# generated by dot. A depth value of 3 means that only nodes reachable from the
+# root by following a path via at most 3 edges will be shown. Nodes that lay
+# further from the root node will be omitted. Note that setting this option to 1
+# or 2 may greatly reduce the computation time needed for large code bases. Also
+# note that the size of a graph can be further restricted by
+# DOT_GRAPH_MAX_NODES. Using a depth of 0 means no depth restriction.
+# Minimum value: 0, maximum value: 1000, default value: 0.
+# This tag requires that the tag HAVE_DOT is set to YES.
+
+MAX_DOT_GRAPH_DEPTH    = 0
+
+# Set the DOT_TRANSPARENT tag to YES to generate images with a transparent
+# background. This is disabled by default, because dot on Windows does not seem
+# to support this out of the box.
+#
+# Warning: Depending on the platform used, enabling this option may lead to
+# badly anti-aliased labels on the edges of a graph (i.e. they become hard to
+# read).
+# The default value is: NO.
+# This tag requires that the tag HAVE_DOT is set to YES.
+
+DOT_TRANSPARENT        = NO
+
+# Set the DOT_MULTI_TARGETS tag to YES allow dot to generate multiple output
+# files in one run (i.e. multiple -o and -T options on the command line). This
+# makes dot run faster, but since only newer versions of dot (>1.8.10) support
+# this, this feature is disabled by default.
+# The default value is: NO.
+# This tag requires that the tag HAVE_DOT is set to YES.
+
+DOT_MULTI_TARGETS      = NO
+
+# If the GENERATE_LEGEND tag is set to YES doxygen will generate a legend page
+# explaining the meaning of the various boxes and arrows in the dot generated
+# graphs.
+# The default value is: YES.
+# This tag requires that the tag HAVE_DOT is set to YES.
+
+GENERATE_LEGEND        = YES
+
+# If the DOT_CLEANUP tag is set to YES doxygen will remove the intermediate dot
+# files that are used to generate the various graphs.
+# The default value is: YES.
+# This tag requires that the tag HAVE_DOT is set to YES.
+
+DOT_CLEANUP            = YES

CMSIS/DoxyGen/NN/src/Change Log.txt

@@ -0,0 +1,9 @@
+/**
+\page ChangeLog_pg  Change Log
+
+<hr>
+<b>Version 1.0.0</b>
+
+   Initial version
+
+*/

CMSIS/DoxyGen/genDoc.bat

@@ -22,7 +22,7 @@ REM -- Delete previous generated HTML files ---------------------
 
 REM -- Remove generated doxygen files ---------------------
 PUSHD ..\Documentation
-FOR %%A IN (Core, Core_A, DAP, Driver, DSP, General, Pack, RTOS, RTOS2, SVD, Zone) DO IF EXIST %%A (RMDIR /S /Q %%A)
+FOR %%A IN (Core, Core_A, DAP, Driver, DSP, NN, General, Pack, RTOS, RTOS2, SVD, Zone) DO IF EXIST %%A (RMDIR /S /Q %%A)
 POPD
 
 REM -- Generate New HTML Files ---------------------
@@ -49,6 +49,10 @@ pushd DSP
 CALL doxygen_dsp.bat
 popd
 
+pushd NN
+CALL doxygen_nn.bat
+popd
+
 pushd General
 CALL doxygen_general.bat
 popd
@@ -83,6 +87,7 @@ REM copy /Y Doxygen_Templates\search.css ..\Documentation\General\html\search\.
 copy /Y Doxygen_Templates\search.css ..\Documentation\Pack\html\search\.
 REM copy /Y Doxygen_Templates\search.css ..\Documentation\SVD\html\search\.
 copy /Y Doxygen_Templates\search.css ..\Documentation\DSP\html\search\.
+copy /Y Doxygen_Templates\search.css ..\Documentation\NN\html\search\.
 copy /Y Doxygen_Templates\search.css ..\Documentation\DAP\html\search\.
 copy /Y Doxygen_Templates\search.css ..\Documentation\RTOS\html\search\.
 copy /Y Doxygen_Templates\search.css ..\Documentation\RTOS2\html\search\.

CMSIS/NN/Examples/ARM/arm_nn_examples/cifar10/EventRecorderStub.scvd

@@ -0,0 +1,9 @@
+<?xml version="1.0" encoding="utf-8"?>
+
+<component_viewer schemaVersion="0.1" xmlns:xs="http://www.w3.org/2001/XMLSchema-instance" xs:noNamespaceSchemaLocation="Component_Viewer.xsd">
+
+<component name="EventRecorderStub" version="1.0.0"/>       <!--name and version of the component-->
+  <events>
+  </events>
+
+</component_viewer>

CMSIS/NN/Examples/ARM/arm_nn_examples/cifar10/RTE/Compiler/EventRecorderConf.h

@@ -0,0 +1,44 @@
+/*------------------------------------------------------------------------------
+ * MDK - Component ::Event Recorder
+ * Copyright (c) 2016 ARM Germany GmbH. All rights reserved.
+ *------------------------------------------------------------------------------
+ * Name:    EventRecorderConf.h
+ * Purpose: Event Recorder Configuration
+ * Rev.:    V1.0.0
+ *----------------------------------------------------------------------------*/
+
+//-------- <<< Use Configuration Wizard in Context Menu >>> --------------------
+
+// <h>Event Recorder
+
+//   <o>Number of Records
+//     <8=>8 <16=>16 <32=>32 <64=>64 <128=>128 <256=>256 <512=>512 <1024=>1024
+//     <2048=>2048 <4096=>4096 <8192=>8192 <16384=>16384 <32768=>32768
+//     <65536=>65536 <131072=>131072 <262144=>262144 <524288=>524288
+//     <1048576=>1048576
+//   <i>Configure size of Event Record Buffer (each record is 16 bytes)
+//   <i>Must be 2^n (min=8, max=1048576)
+#define EVENT_RECORD_COUNT      64U
+
+//   <o>Time Stamp Source
+//      <0=> DWT Cycle Counter  <1=> SysTick
+//      <3=> User Timer (Normal Reset)  <4=> User Timer (Power-On Reset)
+//   <i>Selects source for 32-bit time stamp
+#define EVENT_TIMESTAMP_SOURCE  1
+
+//   <h>SysTick Configuration
+//   <i>Configure values when Time Stamp Source is set to SysTick
+
+//     <o>SysTick Input Clock Frequency [Hz] <1-1000000000>
+//     <i>Defines SysTick input clock (typical identical with processor clock)
+#define SYSTICK_CLOCK           100000000U
+
+//     <o>SysTick Interrupt Period [us] <1-1000000000>
+//     <i>Defines time period of the SysTick timer interrupt
+#define SYSTICK_PERIOD_US       1000U
+
+//   </h>
+
+// </h>
+
+//------------- <<< end of configuration section >>> ---------------------------

CMSIS/NN/Examples/ARM/arm_nn_examples/cifar10/RTE/Device/ARMCM0/startup_ARMCM0.s

@@ -0,0 +1,242 @@
+;/**************************************************************************//**
+; * @file     startup_ARMCM0.s
+; * @brief    CMSIS Core Device Startup File for
+; *           ARMCM0 Device Series
+; * @version  V5.00
+; * @date     02. March 2016
+; ******************************************************************************/
+;/*
+; * Copyright (c) 2009-2016 ARM Limited. All rights reserved.
+; *
+; * SPDX-License-Identifier: Apache-2.0
+; *
+; * Licensed under the Apache License, Version 2.0 (the License); you may
+; * not use this file except in compliance with the License.
+; * You may obtain a copy of the License at
+; *
+; * www.apache.org/licenses/LICENSE-2.0
+; *
+; * Unless required by applicable law or agreed to in writing, software
+; * distributed under the License is distributed on an AS IS BASIS, WITHOUT
+; * WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+; * See the License for the specific language governing permissions and
+; * limitations under the License.
+; */
+
+;/*
+;//-------- <<< Use Configuration Wizard in Context Menu >>> ------------------
+;*/
+
+
+; <h> Stack Configuration
+;   <o> Stack Size (in Bytes) <0x0-0xFFFFFFFF:8>
+; </h>
+
+Stack_Size      EQU     0x00000400
+
+                AREA    STACK, NOINIT, READWRITE, ALIGN=3
+Stack_Mem       SPACE   Stack_Size
+__initial_sp
+
+
+; <h> Heap Configuration
+;   <o>  Heap Size (in Bytes) <0x0-0xFFFFFFFF:8>
+; </h>
+
+Heap_Size       EQU     0x00000C00
+
+                AREA    HEAP, NOINIT, READWRITE, ALIGN=3
+__heap_base
+Heap_Mem        SPACE   Heap_Size
+__heap_limit
+
+
+                PRESERVE8
+                THUMB
+
+
+; Vector Table Mapped to Address 0 at Reset
+
+                AREA    RESET, DATA, READONLY
+                EXPORT  __Vectors
+                EXPORT  __Vectors_End
+                EXPORT  __Vectors_Size
+
+__Vectors       DCD     __initial_sp              ; Top of Stack
+                DCD     Reset_Handler             ; Reset Handler
+                DCD     NMI_Handler               ; NMI Handler
+                DCD     HardFault_Handler         ; Hard Fault Handler
+                DCD     0                         ; Reserved
+                DCD     0                         ; Reserved
+                DCD     0                         ; Reserved
+                DCD     0                         ; Reserved
+                DCD     0                         ; Reserved
+                DCD     0                         ; Reserved
+                DCD     0                         ; Reserved
+                DCD     SVC_Handler               ; SVCall Handler
+                DCD     0                         ; Reserved
+                DCD     0                         ; Reserved
+                DCD     PendSV_Handler            ; PendSV Handler
+                DCD     SysTick_Handler           ; SysTick Handler
+
+                ; External Interrupts
+                DCD     WDT_IRQHandler            ;  0:  Watchdog Timer
+                DCD     RTC_IRQHandler            ;  1:  Real Time Clock
+                DCD     TIM0_IRQHandler           ;  2:  Timer0 / Timer1
+                DCD     TIM2_IRQHandler           ;  3:  Timer2 / Timer3
+                DCD     MCIA_IRQHandler           ;  4:  MCIa
+                DCD     MCIB_IRQHandler           ;  5:  MCIb
+                DCD     UART0_IRQHandler          ;  6:  UART0 - DUT FPGA
+                DCD     UART1_IRQHandler          ;  7:  UART1 - DUT FPGA
+                DCD     UART2_IRQHandler          ;  8:  UART2 - DUT FPGA
+                DCD     UART4_IRQHandler          ;  9:  UART4 - not connected
+                DCD     AACI_IRQHandler           ; 10: AACI / AC97
+                DCD     CLCD_IRQHandler           ; 11: CLCD Combined Interrupt
+                DCD     ENET_IRQHandler           ; 12: Ethernet
+                DCD     USBDC_IRQHandler          ; 13: USB Device
+                DCD     USBHC_IRQHandler          ; 14: USB Host Controller
+                DCD     CHLCD_IRQHandler          ; 15: Character LCD
+                DCD     FLEXRAY_IRQHandler        ; 16: Flexray
+                DCD     CAN_IRQHandler            ; 17: CAN
+                DCD     LIN_IRQHandler            ; 18: LIN
+                DCD     I2C_IRQHandler            ; 19: I2C ADC/DAC
+                DCD     0                         ; 20: Reserved
+                DCD     0                         ; 21: Reserved
+                DCD     0                         ; 22: Reserved
+                DCD     0                         ; 23: Reserved
+                DCD     0                         ; 24: Reserved
+                DCD     0                         ; 25: Reserved
+                DCD     0                         ; 26: Reserved
+                DCD     0                         ; 27: Reserved
+                DCD     CPU_CLCD_IRQHandler       ; 28: Reserved - CPU FPGA CLCD
+                DCD     0                         ; 29: Reserved - CPU FPGA
+                DCD     UART3_IRQHandler          ; 30: UART3    - CPU FPGA
+                DCD     SPI_IRQHandler            ; 31: SPI Touchscreen - CPU FPGA
+__Vectors_End
+
+__Vectors_Size  EQU     __Vectors_End - __Vectors
+
+                AREA    |.text|, CODE, READONLY
+
+
+; Reset Handler
+
+Reset_Handler   PROC
+                EXPORT  Reset_Handler             [WEAK]
+                IMPORT  SystemInit
+                IMPORT  __main
+                LDR     R0, =SystemInit
+                BLX     R0
+                LDR     R0, =__main
+                BX      R0
+                ENDP
+
+
+; Dummy Exception Handlers (infinite loops which can be modified)
+
+NMI_Handler     PROC
+                EXPORT  NMI_Handler               [WEAK]
+                B       .
+                ENDP
+HardFault_Handler\
+                PROC
+                EXPORT  HardFault_Handler         [WEAK]
+                B       .
+                ENDP
+SVC_Handler     PROC
+                EXPORT  SVC_Handler               [WEAK]
+                B       .
+                ENDP
+PendSV_Handler  PROC
+                EXPORT  PendSV_Handler            [WEAK]
+                B       .
+                ENDP
+SysTick_Handler PROC
+                EXPORT  SysTick_Handler           [WEAK]
+                B       .
+                ENDP
+
+Default_Handler PROC
+
+                EXPORT  WDT_IRQHandler            [WEAK]
+                EXPORT  RTC_IRQHandler            [WEAK]
+                EXPORT  TIM0_IRQHandler           [WEAK]
+                EXPORT  TIM2_IRQHandler           [WEAK]
+                EXPORT  MCIA_IRQHandler           [WEAK]
+                EXPORT  MCIB_IRQHandler           [WEAK]
+                EXPORT  UART0_IRQHandler          [WEAK]
+                EXPORT  UART1_IRQHandler          [WEAK]
+                EXPORT  UART2_IRQHandler          [WEAK]
+                EXPORT  UART3_IRQHandler          [WEAK]
+                EXPORT  UART4_IRQHandler          [WEAK]
+                EXPORT  AACI_IRQHandler           [WEAK]
+                EXPORT  CLCD_IRQHandler           [WEAK]
+                EXPORT  ENET_IRQHandler           [WEAK]
+                EXPORT  USBDC_IRQHandler          [WEAK]
+                EXPORT  USBHC_IRQHandler          [WEAK]
+                EXPORT  CHLCD_IRQHandler          [WEAK]
+                EXPORT  FLEXRAY_IRQHandler        [WEAK]
+                EXPORT  CAN_IRQHandler            [WEAK]
+                EXPORT  LIN_IRQHandler            [WEAK]
+                EXPORT  I2C_IRQHandler            [WEAK]
+                EXPORT  CPU_CLCD_IRQHandler       [WEAK]
+                EXPORT  SPI_IRQHandler            [WEAK]
+
+WDT_IRQHandler
+RTC_IRQHandler
+TIM0_IRQHandler
+TIM2_IRQHandler
+MCIA_IRQHandler
+MCIB_IRQHandler
+UART0_IRQHandler
+UART1_IRQHandler
+UART2_IRQHandler
+UART3_IRQHandler
+UART4_IRQHandler
+AACI_IRQHandler
+CLCD_IRQHandler
+ENET_IRQHandler
+USBDC_IRQHandler
+USBHC_IRQHandler
+CHLCD_IRQHandler
+FLEXRAY_IRQHandler
+CAN_IRQHandler
+LIN_IRQHandler
+I2C_IRQHandler
+CPU_CLCD_IRQHandler
+SPI_IRQHandler
+                B       .
+
+                ENDP
+
+
+                ALIGN
+
+
+; User Initial Stack & Heap
+
+                IF      :DEF:__MICROLIB
+
+                EXPORT  __initial_sp
+                EXPORT  __heap_base
+                EXPORT  __heap_limit
+
+                ELSE
+
+                IMPORT  __use_two_region_memory
+                EXPORT  __user_initial_stackheap
+
+__user_initial_stackheap PROC
+                LDR     R0, =  Heap_Mem
+                LDR     R1, =(Stack_Mem + Stack_Size)
+                LDR     R2, = (Heap_Mem +  Heap_Size)
+                LDR     R3, = Stack_Mem
+                BX      LR
+                ENDP
+
+                ALIGN
+
+                ENDIF
+
+
+                END

CMSIS/NN/Examples/ARM/arm_nn_examples/cifar10/RTE/Device/ARMCM0/system_ARMCM0.c

@@ -0,0 +1,56 @@
+/**************************************************************************//**
+ * @file     system_ARMCM0.c
+ * @brief    CMSIS Device System Source File for
+ *           ARMCM0 Device Series
+ * @version  V5.00
+ * @date     08. April 2016
+ ******************************************************************************/
+/*
+ * Copyright (c) 2009-2016 ARM Limited. All rights reserved.
+ *
+ * SPDX-License-Identifier: Apache-2.0
+ *
+ * Licensed under the Apache License, Version 2.0 (the License); you may
+ * not use this file except in compliance with the License.
+ * You may obtain a copy of the License at
+ *
+ * www.apache.org/licenses/LICENSE-2.0
+ *
+ * Unless required by applicable law or agreed to in writing, software
+ * distributed under the License is distributed on an AS IS BASIS, WITHOUT
+ * WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+ * See the License for the specific language governing permissions and
+ * limitations under the License.
+ */
+
+#include "ARMCM0.h"
+
+/*----------------------------------------------------------------------------
+  Define clocks
+ *----------------------------------------------------------------------------*/
+#define  XTAL            ( 5000000U)      /* Oscillator frequency */
+
+#define  SYSTEM_CLOCK    (5 * XTAL)
+
+
+/*----------------------------------------------------------------------------
+  System Core Clock Variable
+ *----------------------------------------------------------------------------*/
+uint32_t SystemCoreClock = SYSTEM_CLOCK;
+
+
+/*----------------------------------------------------------------------------
+  System Core Clock update function
+ *----------------------------------------------------------------------------*/
+void SystemCoreClockUpdate (void)
+{
+  SystemCoreClock = SYSTEM_CLOCK;
+}
+
+/*----------------------------------------------------------------------------
+  System initialization function
+ *----------------------------------------------------------------------------*/
+void SystemInit (void)
+{
+  SystemCoreClock = SYSTEM_CLOCK;
+}

CMSIS/NN/Examples/ARM/arm_nn_examples/cifar10/RTE/Device/ARMCM3/startup_ARMCM3.s

@@ -0,0 +1,262 @@
+;/**************************************************************************//**
+; * @file     startup_ARMCM3.s
+; * @brief    CMSIS Core Device Startup File for
+; *           ARMCM3 Device Series
+; * @version  V5.00
+; * @date     02. March 2016
+; ******************************************************************************/
+;/*
+; * Copyright (c) 2009-2016 ARM Limited. All rights reserved.
+; *
+; * SPDX-License-Identifier: Apache-2.0
+; *
+; * Licensed under the Apache License, Version 2.0 (the License); you may
+; * not use this file except in compliance with the License.
+; * You may obtain a copy of the License at
+; *
+; * www.apache.org/licenses/LICENSE-2.0
+; *
+; * Unless required by applicable law or agreed to in writing, software
+; * distributed under the License is distributed on an AS IS BASIS, WITHOUT
+; * WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+; * See the License for the specific language governing permissions and
+; * limitations under the License.
+; */
+
+;/*
+;//-------- <<< Use Configuration Wizard in Context Menu >>> ------------------
+;*/
+
+
+; <h> Stack Configuration
+;   <o> Stack Size (in Bytes) <0x0-0xFFFFFFFF:8>
+; </h>
+
+Stack_Size      EQU     0x00000400
+
+                AREA    STACK, NOINIT, READWRITE, ALIGN=3
+Stack_Mem       SPACE   Stack_Size
+__initial_sp
+
+
+; <h> Heap Configuration
+;   <o>  Heap Size (in Bytes) <0x0-0xFFFFFFFF:8>
+; </h>
+
+Heap_Size       EQU     0x00000C00
+
+                AREA    HEAP, NOINIT, READWRITE, ALIGN=3
+__heap_base
+Heap_Mem        SPACE   Heap_Size
+__heap_limit
+
+
+                PRESERVE8
+                THUMB
+
+
+; Vector Table Mapped to Address 0 at Reset
+
+                AREA    RESET, DATA, READONLY
+                EXPORT  __Vectors
+                EXPORT  __Vectors_End
+                EXPORT  __Vectors_Size
+
+__Vectors       DCD     __initial_sp              ; Top of Stack
+                DCD     Reset_Handler             ; Reset Handler
+                DCD     NMI_Handler               ; NMI Handler
+                DCD     HardFault_Handler         ; Hard Fault Handler
+                DCD     MemManage_Handler         ; MPU Fault Handler
+                DCD     BusFault_Handler          ; Bus Fault Handler
+                DCD     UsageFault_Handler        ; Usage Fault Handler
+                DCD     0                         ; Reserved
+                DCD     0                         ; Reserved
+                DCD     0                         ; Reserved
+                DCD     0                         ; Reserved
+                DCD     SVC_Handler               ; SVCall Handler
+                DCD     DebugMon_Handler          ; Debug Monitor Handler
+                DCD     0                         ; Reserved
+                DCD     PendSV_Handler            ; PendSV Handler
+                DCD     SysTick_Handler           ; SysTick Handler
+
+                ; External Interrupts
+                DCD     WDT_IRQHandler            ;  0:  Watchdog Timer
+                DCD     RTC_IRQHandler            ;  1:  Real Time Clock
+                DCD     TIM0_IRQHandler           ;  2:  Timer0 / Timer1
+                DCD     TIM2_IRQHandler           ;  3:  Timer2 / Timer3
+                DCD     MCIA_IRQHandler           ;  4:  MCIa
+                DCD     MCIB_IRQHandler           ;  5:  MCIb
+                DCD     UART0_IRQHandler          ;  6:  UART0 - DUT FPGA
+                DCD     UART1_IRQHandler          ;  7:  UART1 - DUT FPGA
+                DCD     UART2_IRQHandler          ;  8:  UART2 - DUT FPGA
+                DCD     UART4_IRQHandler          ;  9:  UART4 - not connected
+                DCD     AACI_IRQHandler           ; 10: AACI / AC97
+                DCD     CLCD_IRQHandler           ; 11: CLCD Combined Interrupt
+                DCD     ENET_IRQHandler           ; 12: Ethernet
+                DCD     USBDC_IRQHandler          ; 13: USB Device
+                DCD     USBHC_IRQHandler          ; 14: USB Host Controller
+                DCD     CHLCD_IRQHandler          ; 15: Character LCD
+                DCD     FLEXRAY_IRQHandler        ; 16: Flexray
+                DCD     CAN_IRQHandler            ; 17: CAN
+                DCD     LIN_IRQHandler            ; 18: LIN
+                DCD     I2C_IRQHandler            ; 19: I2C ADC/DAC
+                DCD     0                         ; 20: Reserved
+                DCD     0                         ; 21: Reserved
+                DCD     0                         ; 22: Reserved
+                DCD     0                         ; 23: Reserved
+                DCD     0                         ; 24: Reserved
+                DCD     0                         ; 25: Reserved
+                DCD     0                         ; 26: Reserved
+                DCD     0                         ; 27: Reserved
+                DCD     CPU_CLCD_IRQHandler       ; 28: Reserved - CPU FPGA CLCD
+                DCD     0                         ; 29: Reserved - CPU FPGA
+                DCD     UART3_IRQHandler          ; 30: UART3    - CPU FPGA
+                DCD     SPI_IRQHandler            ; 31: SPI Touchscreen - CPU FPGA
+__Vectors_End
+
+__Vectors_Size  EQU     __Vectors_End - __Vectors
+
+                AREA    |.text|, CODE, READONLY
+
+
+; Reset Handler
+
+Reset_Handler   PROC
+                EXPORT  Reset_Handler             [WEAK]
+                IMPORT  SystemInit
+                IMPORT  __main
+                LDR     R0, =SystemInit
+                BLX     R0
+                LDR     R0, =__main
+                BX      R0
+                ENDP
+
+
+; Dummy Exception Handlers (infinite loops which can be modified)
+
+NMI_Handler     PROC
+                EXPORT  NMI_Handler               [WEAK]
+                B       .
+                ENDP
+HardFault_Handler\
+                PROC
+                EXPORT  HardFault_Handler         [WEAK]
+                B       .
+                ENDP
+MemManage_Handler\
+                PROC
+                EXPORT  MemManage_Handler         [WEAK]
+                B       .
+                ENDP
+BusFault_Handler\
+                PROC
+                EXPORT  BusFault_Handler          [WEAK]
+                B       .
+                ENDP
+UsageFault_Handler\
+                PROC
+                EXPORT  UsageFault_Handler        [WEAK]
+                B       .
+                ENDP
+SVC_Handler     PROC
+                EXPORT  SVC_Handler               [WEAK]
+                B       .
+                ENDP
+DebugMon_Handler\
+                PROC
+                EXPORT  DebugMon_Handler          [WEAK]
+                B       .
+                ENDP
+PendSV_Handler  PROC
+                EXPORT  PendSV_Handler            [WEAK]
+                B       .
+                ENDP
+SysTick_Handler PROC
+                EXPORT  SysTick_Handler           [WEAK]
+                B       .
+                ENDP
+
+Default_Handler PROC
+
+                EXPORT  WDT_IRQHandler            [WEAK]
+                EXPORT  RTC_IRQHandler            [WEAK]
+                EXPORT  TIM0_IRQHandler           [WEAK]
+                EXPORT  TIM2_IRQHandler           [WEAK]
+                EXPORT  MCIA_IRQHandler           [WEAK]
+                EXPORT  MCIB_IRQHandler           [WEAK]
+                EXPORT  UART0_IRQHandler          [WEAK]
+                EXPORT  UART1_IRQHandler          [WEAK]
+                EXPORT  UART2_IRQHandler          [WEAK]
+                EXPORT  UART3_IRQHandler          [WEAK]
+                EXPORT  UART4_IRQHandler          [WEAK]
+                EXPORT  AACI_IRQHandler           [WEAK]
+                EXPORT  CLCD_IRQHandler           [WEAK]
+                EXPORT  ENET_IRQHandler           [WEAK]
+                EXPORT  USBDC_IRQHandler          [WEAK]
+                EXPORT  USBHC_IRQHandler          [WEAK]
+                EXPORT  CHLCD_IRQHandler          [WEAK]
+                EXPORT  FLEXRAY_IRQHandler        [WEAK]
+                EXPORT  CAN_IRQHandler            [WEAK]
+                EXPORT  LIN_IRQHandler            [WEAK]
+                EXPORT  I2C_IRQHandler            [WEAK]
+                EXPORT  CPU_CLCD_IRQHandler       [WEAK]
+                EXPORT  SPI_IRQHandler            [WEAK]
+
+WDT_IRQHandler
+RTC_IRQHandler
+TIM0_IRQHandler
+TIM2_IRQHandler
+MCIA_IRQHandler
+MCIB_IRQHandler
+UART0_IRQHandler
+UART1_IRQHandler
+UART2_IRQHandler
+UART3_IRQHandler
+UART4_IRQHandler
+AACI_IRQHandler
+CLCD_IRQHandler
+ENET_IRQHandler
+USBDC_IRQHandler
+USBHC_IRQHandler
+CHLCD_IRQHandler
+FLEXRAY_IRQHandler
+CAN_IRQHandler
+LIN_IRQHandler
+I2C_IRQHandler
+CPU_CLCD_IRQHandler
+SPI_IRQHandler
+                B       .
+
+                ENDP
+
+
+                ALIGN
+
+
+; User Initial Stack & Heap
+
+                IF      :DEF:__MICROLIB
+
+                EXPORT  __initial_sp
+                EXPORT  __heap_base
+                EXPORT  __heap_limit
+
+                ELSE
+
+                IMPORT  __use_two_region_memory
+                EXPORT  __user_initial_stackheap
+
+__user_initial_stackheap PROC
+                LDR     R0, =  Heap_Mem
+                LDR     R1, =(Stack_Mem + Stack_Size)
+                LDR     R2, = (Heap_Mem +  Heap_Size)
+                LDR     R3, = Stack_Mem
+                BX      LR
+                ENDP
+
+                ALIGN
+
+                ENDIF
+
+
+                END

CMSIS/NN/Examples/ARM/arm_nn_examples/cifar10/RTE/Device/ARMCM3/system_ARMCM3.c

@@ -0,0 +1,68 @@
+/**************************************************************************//**
+ * @file     system_ARMCM3.c
+ * @brief    CMSIS Device System Source File for
+ *           ARMCM3 Device Series
+ * @version  V5.00
+ * @date     08. April 2016
+ ******************************************************************************/
+/*
+ * Copyright (c) 2009-2016 ARM Limited. All rights reserved.
+ *
+ * SPDX-License-Identifier: Apache-2.0
+ *
+ * Licensed under the Apache License, Version 2.0 (the License); you may
+ * not use this file except in compliance with the License.
+ * You may obtain a copy of the License at
+ *
+ * www.apache.org/licenses/LICENSE-2.0
+ *
+ * Unless required by applicable law or agreed to in writing, software
+ * distributed under the License is distributed on an AS IS BASIS, WITHOUT
+ * WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+ * See the License for the specific language governing permissions and
+ * limitations under the License.
+ */
+
+#include "ARMCM3.h"
+
+/*----------------------------------------------------------------------------
+  Define clocks
+ *----------------------------------------------------------------------------*/
+#define  XTAL            ( 5000000U)      /* Oscillator frequency */
+
+#define  SYSTEM_CLOCK    (5 * XTAL)
+
+
+/*----------------------------------------------------------------------------
+  Externals
+ *----------------------------------------------------------------------------*/
+#if defined (__VTOR_PRESENT) && (__VTOR_PRESENT == 1)
+  extern uint32_t __Vectors;
+#endif
+
+/*----------------------------------------------------------------------------
+  System Core Clock Variable
+ *----------------------------------------------------------------------------*/
+uint32_t SystemCoreClock = SYSTEM_CLOCK;
+
+
+/*----------------------------------------------------------------------------
+  System Core Clock update function
+ *----------------------------------------------------------------------------*/
+void SystemCoreClockUpdate (void)
+{
+  SystemCoreClock = SYSTEM_CLOCK;
+}
+
+/*----------------------------------------------------------------------------
+  System initialization function
+ *----------------------------------------------------------------------------*/
+void SystemInit (void)
+{
+
+#if defined (__VTOR_PRESENT) && (__VTOR_PRESENT == 1)
+  SCB->VTOR = (uint32_t) &__Vectors;
+#endif
+
+  SystemCoreClock = SYSTEM_CLOCK;
+}

CMSIS/NN/Examples/ARM/arm_nn_examples/cifar10/RTE/Device/ARMCM4_FP/startup_ARMCM4.s

@@ -0,0 +1,262 @@
+;/**************************************************************************//**
+; * @file     startup_ARMCM4.s
+; * @brief    CMSIS Core Device Startup File for
+; *           ARMCM4 Device Series
+; * @version  V5.00
+; * @date     02. March 2016
+; ******************************************************************************/
+;/*
+; * Copyright (c) 2009-2016 ARM Limited. All rights reserved.
+; *
+; * SPDX-License-Identifier: Apache-2.0
+; *
+; * Licensed under the Apache License, Version 2.0 (the License); you may
+; * not use this file except in compliance with the License.
+; * You may obtain a copy of the License at
+; *
+; * www.apache.org/licenses/LICENSE-2.0
+; *
+; * Unless required by applicable law or agreed to in writing, software
+; * distributed under the License is distributed on an AS IS BASIS, WITHOUT
+; * WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+; * See the License for the specific language governing permissions and
+; * limitations under the License.
+; */
+
+;/*
+;//-------- <<< Use Configuration Wizard in Context Menu >>> ------------------
+;*/
+
+
+; <h> Stack Configuration
+;   <o> Stack Size (in Bytes) <0x0-0xFFFFFFFF:8>
+; </h>
+
+Stack_Size      EQU     0x00000800
+
+                AREA    STACK, NOINIT, READWRITE, ALIGN=3
+Stack_Mem       SPACE   Stack_Size
+__initial_sp
+
+
+; <h> Heap Configuration
+;   <o>  Heap Size (in Bytes) <0x0-0xFFFFFFFF:8>
+; </h>
+
+Heap_Size       EQU     0x00080000
+
+                AREA    HEAP, NOINIT, READWRITE, ALIGN=3
+__heap_base
+Heap_Mem        SPACE   Heap_Size
+__heap_limit
+
+
+                PRESERVE8
+                THUMB
+
+
+; Vector Table Mapped to Address 0 at Reset
+
+                AREA    RESET, DATA, READONLY
+                EXPORT  __Vectors
+                EXPORT  __Vectors_End
+                EXPORT  __Vectors_Size
+
+__Vectors       DCD     __initial_sp              ; Top of Stack
+                DCD     Reset_Handler             ; Reset Handler
+                DCD     NMI_Handler               ; NMI Handler
+                DCD     HardFault_Handler         ; Hard Fault Handler
+                DCD     MemManage_Handler         ; MPU Fault Handler
+                DCD     BusFault_Handler          ; Bus Fault Handler
+                DCD     UsageFault_Handler        ; Usage Fault Handler
+                DCD     0                         ; Reserved
+                DCD     0                         ; Reserved
+                DCD     0                         ; Reserved
+                DCD     0                         ; Reserved
+                DCD     SVC_Handler               ; SVCall Handler
+                DCD     DebugMon_Handler          ; Debug Monitor Handler
+                DCD     0                         ; Reserved
+                DCD     PendSV_Handler            ; PendSV Handler
+                DCD     SysTick_Handler           ; SysTick Handler
+
+                ; External Interrupts
+                DCD     WDT_IRQHandler            ;  0:  Watchdog Timer
+                DCD     RTC_IRQHandler            ;  1:  Real Time Clock
+                DCD     TIM0_IRQHandler           ;  2:  Timer0 / Timer1
+                DCD     TIM2_IRQHandler           ;  3:  Timer2 / Timer3
+                DCD     MCIA_IRQHandler           ;  4:  MCIa
+                DCD     MCIB_IRQHandler           ;  5:  MCIb
+                DCD     UART0_IRQHandler          ;  6:  UART0 - DUT FPGA
+                DCD     UART1_IRQHandler          ;  7:  UART1 - DUT FPGA
+                DCD     UART2_IRQHandler          ;  8:  UART2 - DUT FPGA
+                DCD     UART4_IRQHandler          ;  9:  UART4 - not connected
+                DCD     AACI_IRQHandler           ; 10: AACI / AC97
+                DCD     CLCD_IRQHandler           ; 11: CLCD Combined Interrupt
+                DCD     ENET_IRQHandler           ; 12: Ethernet
+                DCD     USBDC_IRQHandler          ; 13: USB Device
+                DCD     USBHC_IRQHandler          ; 14: USB Host Controller
+                DCD     CHLCD_IRQHandler          ; 15: Character LCD
+                DCD     FLEXRAY_IRQHandler        ; 16: Flexray
+                DCD     CAN_IRQHandler            ; 17: CAN
+                DCD     LIN_IRQHandler            ; 18: LIN
+                DCD     I2C_IRQHandler            ; 19: I2C ADC/DAC
+                DCD     0                         ; 20: Reserved
+                DCD     0                         ; 21: Reserved
+                DCD     0                         ; 22: Reserved
+                DCD     0                         ; 23: Reserved
+                DCD     0                         ; 24: Reserved
+                DCD     0                         ; 25: Reserved
+                DCD     0                         ; 26: Reserved
+                DCD     0                         ; 27: Reserved
+                DCD     CPU_CLCD_IRQHandler       ; 28: Reserved - CPU FPGA CLCD
+                DCD     0                         ; 29: Reserved - CPU FPGA
+                DCD     UART3_IRQHandler          ; 30: UART3    - CPU FPGA
+                DCD     SPI_IRQHandler            ; 31: SPI Touchscreen - CPU FPGA
+__Vectors_End
+
+__Vectors_Size  EQU     __Vectors_End - __Vectors
+
+                AREA    |.text|, CODE, READONLY
+
+
+; Reset Handler
+
+Reset_Handler   PROC
+                EXPORT  Reset_Handler             [WEAK]
+                IMPORT  SystemInit
+                IMPORT  __main
+                LDR     R0, =SystemInit
+                BLX     R0
+                LDR     R0, =__main
+                BX      R0
+                ENDP
+
+
+; Dummy Exception Handlers (infinite loops which can be modified)
+
+NMI_Handler     PROC
+                EXPORT  NMI_Handler               [WEAK]
+                B       .
+                ENDP
+HardFault_Handler\
+                PROC
+                EXPORT  HardFault_Handler         [WEAK]
+                B       .
+                ENDP
+MemManage_Handler\
+                PROC
+                EXPORT  MemManage_Handler         [WEAK]
+                B       .
+                ENDP
+BusFault_Handler\
+                PROC
+                EXPORT  BusFault_Handler          [WEAK]
+                B       .
+                ENDP
+UsageFault_Handler\
+                PROC
+                EXPORT  UsageFault_Handler        [WEAK]
+                B       .
+                ENDP
+SVC_Handler     PROC
+                EXPORT  SVC_Handler               [WEAK]
+                B       .
+                ENDP
+DebugMon_Handler\
+                PROC
+                EXPORT  DebugMon_Handler          [WEAK]
+                B       .
+                ENDP
+PendSV_Handler  PROC
+                EXPORT  PendSV_Handler            [WEAK]
+                B       .
+                ENDP
+SysTick_Handler PROC
+                EXPORT  SysTick_Handler           [WEAK]
+                B       .
+                ENDP
+
+Default_Handler PROC
+
+                EXPORT  WDT_IRQHandler            [WEAK]
+                EXPORT  RTC_IRQHandler            [WEAK]
+                EXPORT  TIM0_IRQHandler           [WEAK]
+                EXPORT  TIM2_IRQHandler           [WEAK]
+                EXPORT  MCIA_IRQHandler           [WEAK]
+                EXPORT  MCIB_IRQHandler           [WEAK]
+                EXPORT  UART0_IRQHandler          [WEAK]
+                EXPORT  UART1_IRQHandler          [WEAK]
+                EXPORT  UART2_IRQHandler          [WEAK]
+                EXPORT  UART3_IRQHandler          [WEAK]
+                EXPORT  UART4_IRQHandler          [WEAK]
+                EXPORT  AACI_IRQHandler           [WEAK]
+                EXPORT  CLCD_IRQHandler           [WEAK]
+                EXPORT  ENET_IRQHandler           [WEAK]
+                EXPORT  USBDC_IRQHandler          [WEAK]
+                EXPORT  USBHC_IRQHandler          [WEAK]
+                EXPORT  CHLCD_IRQHandler          [WEAK]
+                EXPORT  FLEXRAY_IRQHandler        [WEAK]
+                EXPORT  CAN_IRQHandler            [WEAK]
+                EXPORT  LIN_IRQHandler            [WEAK]
+                EXPORT  I2C_IRQHandler            [WEAK]
+                EXPORT  CPU_CLCD_IRQHandler       [WEAK]
+                EXPORT  SPI_IRQHandler            [WEAK]
+
+WDT_IRQHandler
+RTC_IRQHandler
+TIM0_IRQHandler
+TIM2_IRQHandler
+MCIA_IRQHandler
+MCIB_IRQHandler
+UART0_IRQHandler
+UART1_IRQHandler
+UART2_IRQHandler
+UART3_IRQHandler
+UART4_IRQHandler
+AACI_IRQHandler
+CLCD_IRQHandler
+ENET_IRQHandler
+USBDC_IRQHandler
+USBHC_IRQHandler
+CHLCD_IRQHandler
+FLEXRAY_IRQHandler
+CAN_IRQHandler
+LIN_IRQHandler
+I2C_IRQHandler
+CPU_CLCD_IRQHandler
+SPI_IRQHandler
+                B       .
+
+                ENDP
+
+
+                ALIGN
+
+
+; User Initial Stack & Heap
+
+                IF      :DEF:__MICROLIB
+
+                EXPORT  __initial_sp
+                EXPORT  __heap_base
+                EXPORT  __heap_limit
+
+                ELSE
+
+                IMPORT  __use_two_region_memory
+                EXPORT  __user_initial_stackheap
+
+__user_initial_stackheap PROC
+                LDR     R0, =  Heap_Mem
+                LDR     R1, =(Stack_Mem + Stack_Size)
+                LDR     R2, = (Heap_Mem +  Heap_Size)
+                LDR     R3, = Stack_Mem
+                BX      LR
+                ENDP
+
+                ALIGN
+
+                ENDIF
+
+
+                END

CMSIS/NN/Examples/ARM/arm_nn_examples/cifar10/RTE/Device/ARMCM4_FP/system_ARMCM4.c

@@ -0,0 +1,83 @@
+/**************************************************************************//**
+ * @file     system_ARMCM4.c
+ * @brief    CMSIS Device System Source File for
+ *           ARMCM4 Device Series
+ * @version  V5.00
+ * @date     08. April 2016
+ ******************************************************************************/
+/*
+ * Copyright (c) 2009-2016 ARM Limited. All rights reserved.
+ *
+ * SPDX-License-Identifier: Apache-2.0
+ *
+ * Licensed under the Apache License, Version 2.0 (the License); you may
+ * not use this file except in compliance with the License.
+ * You may obtain a copy of the License at
+ *
+ * www.apache.org/licenses/LICENSE-2.0
+ *
+ * Unless required by applicable law or agreed to in writing, software
+ * distributed under the License is distributed on an AS IS BASIS, WITHOUT
+ * WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+ * See the License for the specific language governing permissions and
+ * limitations under the License.
+ */
+
+#if defined (ARMCM4)
+  #include "ARMCM4.h"
+#elif defined (ARMCM4_FP)
+  #include "ARMCM4_FP.h"
+#else
+  #error device not specified!
+#endif
+
+/*----------------------------------------------------------------------------
+  Define clocks
+ *----------------------------------------------------------------------------*/
+#define  XTAL            ( 5000000U)      /* Oscillator frequency */
+
+#define  SYSTEM_CLOCK    (5 * XTAL)
+
+
+/*----------------------------------------------------------------------------
+  Externals
+ *----------------------------------------------------------------------------*/
+#if defined (__VTOR_PRESENT) && (__VTOR_PRESENT == 1)
+  extern uint32_t __Vectors;
+#endif
+
+/*----------------------------------------------------------------------------
+  System Core Clock Variable
+ *----------------------------------------------------------------------------*/
+uint32_t SystemCoreClock = SYSTEM_CLOCK;
+
+
+/*----------------------------------------------------------------------------
+  System Core Clock update function
+ *----------------------------------------------------------------------------*/
+void SystemCoreClockUpdate (void)
+{
+  SystemCoreClock = SYSTEM_CLOCK;
+}
+
+/*----------------------------------------------------------------------------
+  System initialization function
+ *----------------------------------------------------------------------------*/
+void SystemInit (void)
+{
+
+#if defined (__VTOR_PRESENT) && (__VTOR_PRESENT == 1)
+  SCB->VTOR = (uint32_t) &__Vectors;
+#endif
+
+#if defined (__FPU_USED) && (__FPU_USED == 1)
+  SCB->CPACR |= ((3U << 10*2) |           /* set CP10 Full Access */
+                 (3U << 11*2)  );         /* set CP11 Full Access */
+#endif
+
+#ifdef UNALIGNED_SUPPORT_DISABLE
+  SCB->CCR |= SCB_CCR_UNALIGN_TRP_Msk;
+#endif
+
+  SystemCoreClock = SYSTEM_CLOCK;
+}

CMSIS/NN/Examples/ARM/arm_nn_examples/cifar10/RTE/Device/ARMCM7_SP/gcc_arm.ld

@@ -0,0 +1,196 @@
+/* Linker script to configure memory regions. */
+MEMORY
+{
+  FLASH (rx)  : ORIGIN = 0x00000000, LENGTH = 512K
+  RAM   (rwx) : ORIGIN = 0x20000000, LENGTH = 256K
+}
+
+/* Library configurations */
+GROUP(libgcc.a libc.a libm.a libnosys.a)
+
+/* Linker script to place sections and symbol values. Should be used together
+ * with other linker script that defines memory regions FLASH and RAM.
+ * It references following symbols, which must be defined in code:
+ *   Reset_Handler : Entry of reset handler
+ *
+ * It defines following symbols, which code can use without definition:
+ *   __exidx_start
+ *   __exidx_end
+ *   __copy_table_start__
+ *   __copy_table_end__
+ *   __zero_table_start__
+ *   __zero_table_end__
+ *   __etext
+ *   __data_start__
+ *   __preinit_array_start
+ *   __preinit_array_end
+ *   __init_array_start
+ *   __init_array_end
+ *   __fini_array_start
+ *   __fini_array_end
+ *   __data_end__
+ *   __bss_start__
+ *   __bss_end__
+ *   __end__
+ *   end
+ *   __HeapBase
+ *   __HeapLimit
+ *   __StackLimit
+ *   __StackTop
+ *   __stack
+ *   __Vectors_End
+ *   __Vectors_Size
+ */
+ENTRY(Reset_Handler)
+
+SECTIONS
+{
+	.text :
+	{
+		KEEP(*(.vectors))
+		__Vectors_End = .;
+		__Vectors_Size = __Vectors_End - __Vectors;
+		__end__ = .;
+
+		*(.text*)
+
+		KEEP(*(.init))
+		KEEP(*(.fini))
+
+		/* .ctors */
+		*crtbegin.o(.ctors)
+		*crtbegin?.o(.ctors)
+		*(EXCLUDE_FILE(*crtend?.o *crtend.o) .ctors)
+		*(SORT(.ctors.*))
+		*(.ctors)
+
+		/* .dtors */
+ 		*crtbegin.o(.dtors)
+ 		*crtbegin?.o(.dtors)
+ 		*(EXCLUDE_FILE(*crtend?.o *crtend.o) .dtors)
+ 		*(SORT(.dtors.*))
+ 		*(.dtors)
+
+		*(.rodata*)
+
+		KEEP(*(.eh_frame*))
+	} > FLASH
+
+	.ARM.extab :
+	{
+		*(.ARM.extab* .gnu.linkonce.armextab.*)
+	} > FLASH
+
+	__exidx_start = .;
+	.ARM.exidx :
+	{
+		*(.ARM.exidx* .gnu.linkonce.armexidx.*)
+	} > FLASH
+	__exidx_end = .;
+
+	/* To copy multiple ROM to RAM sections,
+	 * uncomment .copy.table section and,
+	 * define __STARTUP_COPY_MULTIPLE in startup_ARMCMx.S */
+	/*
+	.copy.table :
+	{
+		. = ALIGN(4);
+		__copy_table_start__ = .;
+		LONG (__etext)
+		LONG (__data_start__)
+		LONG (__data_end__ - __data_start__)
+		LONG (__etext2)
+		LONG (__data2_start__)
+		LONG (__data2_end__ - __data2_start__)
+		__copy_table_end__ = .;
+	} > FLASH
+	*/
+
+	/* To clear multiple BSS sections,
+	 * uncomment .zero.table section and,
+	 * define __STARTUP_CLEAR_BSS_MULTIPLE in startup_ARMCMx.S */
+	/*
+	.zero.table :
+	{
+		. = ALIGN(4);
+		__zero_table_start__ = .;
+		LONG (__bss_start__)
+		LONG (__bss_end__ - __bss_start__)
+		LONG (__bss2_start__)
+		LONG (__bss2_end__ - __bss2_start__)
+		__zero_table_end__ = .;
+	} > FLASH
+	*/
+
+	__etext = .;
+
+	.data : AT (__etext)
+	{
+		__data_start__ = .;
+		*(vtable)
+		*(.data*)
+
+		. = ALIGN(4);
+		/* preinit data */
+		PROVIDE_HIDDEN (__preinit_array_start = .);
+		KEEP(*(.preinit_array))
+		PROVIDE_HIDDEN (__preinit_array_end = .);
+
+		. = ALIGN(4);
+		/* init data */
+		PROVIDE_HIDDEN (__init_array_start = .);
+		KEEP(*(SORT(.init_array.*)))
+		KEEP(*(.init_array))
+		PROVIDE_HIDDEN (__init_array_end = .);
+
+
+		. = ALIGN(4);
+		/* finit data */
+		PROVIDE_HIDDEN (__fini_array_start = .);
+		KEEP(*(SORT(.fini_array.*)))
+		KEEP(*(.fini_array))
+		PROVIDE_HIDDEN (__fini_array_end = .);
+
+		KEEP(*(.jcr*))
+		. = ALIGN(4);
+		/* All data end */
+		__data_end__ = .;
+
+	} > RAM
+
+	.bss :
+	{
+		. = ALIGN(4);
+		__bss_start__ = .;
+		*(.bss*)
+		*(COMMON)
+		. = ALIGN(4);
+		__bss_end__ = .;
+	} > RAM
+
+	.heap (COPY):
+	{
+		__HeapBase = .;
+		__end__ = .;
+		end = __end__;
+		KEEP(*(.heap*))
+		__HeapLimit = .;
+	} > RAM
+
+	/* .stack_dummy section doesn't contains any symbols. It is only
+	 * used for linker to calculate size of stack sections, and assign
+	 * values to stack symbols later */
+	.stack_dummy (COPY):
+	{
+		KEEP(*(.stack*))
+	} > RAM
+
+	/* Set stack top to end of RAM, and stack limit move down by
+	 * size of stack_dummy section */
+	__StackTop = ORIGIN(RAM) + LENGTH(RAM);
+	__StackLimit = __StackTop - SIZEOF(.stack_dummy);
+	PROVIDE(__stack = __StackTop);
+
+	/* Check if data + heap + stack exceeds RAM limit */
+	ASSERT(__StackLimit >= __HeapLimit, "region RAM overflowed with stack")
+}

CMSIS/NN/Examples/ARM/arm_nn_examples/cifar10/RTE/Device/ARMCM7_SP/startup_ARMCM7.c

@@ -0,0 +1,295 @@
+/**************************************************************************//**
+ * @file     startup_ARMCM7.s
+ * @brief    CMSIS Core Device Startup File for
+ *           ARMCM7 Device Series
+ * @version  V5.00
+ * @date     26. April 2016
+ ******************************************************************************/
+/*
+ * Copyright (c) 2009-2016 ARM Limited. All rights reserved.
+ *
+ * SPDX-License-Identifier: Apache-2.0
+ *
+ * Licensed under the Apache License, Version 2.0 (the License); you may
+ * not use this file except in compliance with the License.
+ * You may obtain a copy of the License at
+ *
+ * www.apache.org/licenses/LICENSE-2.0
+ *
+ * Unless required by applicable law or agreed to in writing, software
+ * distributed under the License is distributed on an AS IS BASIS, WITHOUT
+ * WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+ * See the License for the specific language governing permissions and
+ * limitations under the License.
+ */
+
+#include <stdint.h>
+
+
+/*----------------------------------------------------------------------------
+  Linker generated Symbols
+ *----------------------------------------------------------------------------*/
+extern uint32_t __etext;
+extern uint32_t __data_start__;
+extern uint32_t __data_end__;
+extern uint32_t __copy_table_start__;
+extern uint32_t __copy_table_end__;
+extern uint32_t __zero_table_start__;
+extern uint32_t __zero_table_end__;
+extern uint32_t __bss_start__;
+extern uint32_t __bss_end__;
+extern uint32_t __StackTop;
+
+/*----------------------------------------------------------------------------
+  Exception / Interrupt Handler Function Prototype
+ *----------------------------------------------------------------------------*/
+typedef void( *pFunc )( void );
+
+
+/*----------------------------------------------------------------------------
+  External References
+ *----------------------------------------------------------------------------*/
+#ifndef __START
+extern void  _start(void) __attribute__((noreturn));    /* PreeMain (C library entry point) */
+#else
+extern int  __START(void) __attribute__((noreturn));    /* main entry point */
+#endif
+
+#ifndef __NO_SYSTEM_INIT
+extern void SystemInit (void);            /* CMSIS System Initialization      */
+#endif
+
+
+/*----------------------------------------------------------------------------
+  Internal References
+ *----------------------------------------------------------------------------*/
+void Default_Handler(void);                          /* Default empty handler */
+void Reset_Handler(void);                            /* Reset Handler */
+
+
+/*----------------------------------------------------------------------------
+  User Initial Stack & Heap
+ *----------------------------------------------------------------------------*/
+#ifndef __STACK_SIZE
+  #define	__STACK_SIZE  0x00000400
+#endif
+static uint8_t stack[__STACK_SIZE] __attribute__ ((aligned(8), used, section(".stack")));
+
+#ifndef __HEAP_SIZE
+  #define	__HEAP_SIZE   0x00000C00
+#endif
+#if __HEAP_SIZE > 0
+static uint8_t heap[__HEAP_SIZE]   __attribute__ ((aligned(8), used, section(".heap")));
+#endif
+
+
+/*----------------------------------------------------------------------------
+  Exception / Interrupt Handler
+ *----------------------------------------------------------------------------*/
+/* Cortex-M7 Processor Exceptions */
+void NMI_Handler         (void) __attribute__ ((weak, alias("Default_Handler")));
+void HardFault_Handler   (void) __attribute__ ((weak, alias("Default_Handler")));
+void MemManage_Handler   (void) __attribute__ ((weak, alias("Default_Handler")));
+void BusFault_Handler    (void) __attribute__ ((weak, alias("Default_Handler")));
+void UsageFault_Handler  (void) __attribute__ ((weak, alias("Default_Handler")));
+void SVC_Handler         (void) __attribute__ ((weak, alias("Default_Handler")));
+void DebugMon_Handler    (void) __attribute__ ((weak, alias("Default_Handler")));
+void PendSV_Handler      (void) __attribute__ ((weak, alias("Default_Handler")));
+void SysTick_Handler     (void) __attribute__ ((weak, alias("Default_Handler")));
+
+/* ARMCM7 Specific Interrupts */
+void WDT_IRQHandler      (void) __attribute__ ((weak, alias("Default_Handler")));
+void RTC_IRQHandler      (void) __attribute__ ((weak, alias("Default_Handler")));
+void TIM0_IRQHandler     (void) __attribute__ ((weak, alias("Default_Handler")));
+void TIM2_IRQHandler     (void) __attribute__ ((weak, alias("Default_Handler")));
+void MCIA_IRQHandler     (void) __attribute__ ((weak, alias("Default_Handler")));
+void MCIB_IRQHandler     (void) __attribute__ ((weak, alias("Default_Handler")));
+void UART0_IRQHandler    (void) __attribute__ ((weak, alias("Default_Handler")));
+void UART1_IRQHandler    (void) __attribute__ ((weak, alias("Default_Handler")));
+void UART2_IRQHandler    (void) __attribute__ ((weak, alias("Default_Handler")));
+void UART4_IRQHandler    (void) __attribute__ ((weak, alias("Default_Handler")));
+void AACI_IRQHandler     (void) __attribute__ ((weak, alias("Default_Handler")));
+void CLCD_IRQHandler     (void) __attribute__ ((weak, alias("Default_Handler")));
+void ENET_IRQHandler     (void) __attribute__ ((weak, alias("Default_Handler")));
+void USBDC_IRQHandler    (void) __attribute__ ((weak, alias("Default_Handler")));
+void USBHC_IRQHandler    (void) __attribute__ ((weak, alias("Default_Handler")));
+void CHLCD_IRQHandler    (void) __attribute__ ((weak, alias("Default_Handler")));
+void FLEXRAY_IRQHandler  (void) __attribute__ ((weak, alias("Default_Handler")));
+void CAN_IRQHandler      (void) __attribute__ ((weak, alias("Default_Handler")));
+void LIN_IRQHandler      (void) __attribute__ ((weak, alias("Default_Handler")));
+void I2C_IRQHandler      (void) __attribute__ ((weak, alias("Default_Handler")));
+void CPU_CLCD_IRQHandler (void) __attribute__ ((weak, alias("Default_Handler")));
+void UART3_IRQHandler    (void) __attribute__ ((weak, alias("Default_Handler")));
+void SPI_IRQHandler      (void) __attribute__ ((weak, alias("Default_Handler")));
+
+
+/*----------------------------------------------------------------------------
+  Exception / Interrupt Vector table
+ *----------------------------------------------------------------------------*/
+const pFunc __Vectors[] __attribute__ ((section(".vectors"))) = {
+  /* Cortex-M7 Exceptions Handler */
+  (pFunc)((uint32_t)&__StackTop),           /*      Initial Stack Pointer     */
+  Reset_Handler,                            /*      Reset Handler             */
+  NMI_Handler,                              /*      NMI Handler               */
+  HardFault_Handler,                        /*      Hard Fault Handler        */
+  MemManage_Handler,                        /*      MPU Fault Handler         */
+  BusFault_Handler,                         /*      Bus Fault Handler         */
+  UsageFault_Handler,                       /*      Usage Fault Handler       */
+  0,                                        /*      Reserved                  */
+  0,                                        /*      Reserved                  */
+  0,                                        /*      Reserved                  */
+  0,                                        /*      Reserved                  */
+  SVC_Handler,                              /*      SVCall Handler            */
+  DebugMon_Handler,                         /*      Debug Monitor Handler     */
+  0,                                        /*      Reserved                  */
+  PendSV_Handler,                           /*      PendSV Handler            */
+  SysTick_Handler,                          /*      SysTick Handler           */
+
+  /* External interrupts */
+  WDT_IRQHandler,                           /*  0:  Watchdog Timer            */
+  RTC_IRQHandler,                           /*  1:  Real Time Clock           */
+  TIM0_IRQHandler,                          /*  2:  Timer0 / Timer1           */
+  TIM2_IRQHandler,                          /*  3:  Timer2 / Timer3           */
+  MCIA_IRQHandler,                          /*  4:  MCIa                      */
+  MCIB_IRQHandler,                          /*  5:  MCIb                      */
+  UART0_IRQHandler,                         /*  6:  UART0 - DUT FPGA          */
+  UART1_IRQHandler,                         /*  7:  UART1 - DUT FPGA          */
+  UART2_IRQHandler,                         /*  8:  UART2 - DUT FPGA          */
+  UART4_IRQHandler,                         /*  9:  UART4 - not connected     */
+  AACI_IRQHandler,                          /* 10: AACI / AC97                */
+  CLCD_IRQHandler,                          /* 11: CLCD Combined Interrupt    */
+  ENET_IRQHandler,                          /* 12: Ethernet                   */
+  USBDC_IRQHandler,                         /* 13: USB Device                 */
+  USBHC_IRQHandler,                         /* 14: USB Host Controller        */
+  CHLCD_IRQHandler,                         /* 15: Character LCD              */
+  FLEXRAY_IRQHandler,                       /* 16: Flexray                    */
+  CAN_IRQHandler,                           /* 17: CAN                        */
+  LIN_IRQHandler,                           /* 18: LIN                        */
+  I2C_IRQHandler,                           /* 19: I2C ADC/DAC                */
+  0,                                        /* 20: Reserved                   */
+  0,                                        /* 21: Reserved                   */
+  0,                                        /* 22: Reserved                   */
+  0,                                        /* 23: Reserved                   */
+  0,                                        /* 24: Reserved                   */
+  0,                                        /* 25: Reserved                   */
+  0,                                        /* 26: Reserved                   */
+  0,                                        /* 27: Reserved                   */
+  CPU_CLCD_IRQHandler,                      /* 28: Reserved - CPU FPGA CLCD   */
+  0,                                        /* 29: Reserved - CPU FPGA        */
+  UART3_IRQHandler,                         /* 30: UART3    - CPU FPGA        */
+  SPI_IRQHandler                            /* 31: SPI Touchscreen - CPU FPGA */
+};
+
+
+/*----------------------------------------------------------------------------
+  Reset Handler called on controller reset
+ *----------------------------------------------------------------------------*/
+void Reset_Handler(void) {
+  uint32_t *pSrc, *pDest;
+  uint32_t *pTable __attribute__((unused));
+
+/*  Firstly it copies data from read only memory to RAM. There are two schemes
+ *  to copy. One can copy more than one sections. Another can only copy
+ *  one section.  The former scheme needs more instructions and read-only
+ *  data to implement than the latter.
+ *  Macro __STARTUP_COPY_MULTIPLE is used to choose between two schemes.  */
+
+#ifdef __STARTUP_COPY_MULTIPLE
+/*  Multiple sections scheme.
+ *
+ *  Between symbol address __copy_table_start__ and __copy_table_end__,
+ *  there are array of triplets, each of which specify:
+ *    offset 0: LMA of start of a section to copy from
+ *    offset 4: VMA of start of a section to copy to
+ *    offset 8: size of the section to copy. Must be multiply of 4
+ *
+ *  All addresses must be aligned to 4 bytes boundary.
+ */
+  pTable = &__copy_table_start__;
+
+  for (; pTable < &__copy_table_end__; pTable = pTable + 3) {
+		pSrc  = (uint32_t*)*(pTable + 0);
+		pDest = (uint32_t*)*(pTable + 1);
+		for (; pDest < (uint32_t*)(*(pTable + 1) + *(pTable + 2)) ; ) {
+      *pDest++ = *pSrc++;
+		}
+	}
+#else
+/*  Single section scheme.
+ *
+ *  The ranges of copy from/to are specified by following symbols
+ *    __etext: LMA of start of the section to copy from. Usually end of text
+ *    __data_start__: VMA of start of the section to copy to
+ *    __data_end__: VMA of end of the section to copy to
+ *
+ *  All addresses must be aligned to 4 bytes boundary.
+ */
+  pSrc  = &__etext;
+  pDest = &__data_start__;
+
+  for ( ; pDest < &__data_end__ ; ) {
+    *pDest++ = *pSrc++;
+  }
+#endif /*__STARTUP_COPY_MULTIPLE */
+
+/*  This part of work usually is done in C library startup code. Otherwise,
+ *  define this macro to enable it in this startup.
+ *
+ *  There are two schemes too. One can clear multiple BSS sections. Another
+ *  can only clear one section. The former is more size expensive than the
+ *  latter.
+ *
+ *  Define macro __STARTUP_CLEAR_BSS_MULTIPLE to choose the former.
+ *  Otherwise efine macro __STARTUP_CLEAR_BSS to choose the later.
+ */
+#ifdef __STARTUP_CLEAR_BSS_MULTIPLE
+/*  Multiple sections scheme.
+ *
+ *  Between symbol address __copy_table_start__ and __copy_table_end__,
+ *  there are array of tuples specifying:
+ *    offset 0: Start of a BSS section
+ *    offset 4: Size of this BSS section. Must be multiply of 4
+ */
+  pTable = &__zero_table_start__;
+
+  for (; pTable < &__zero_table_end__; pTable = pTable + 2) {
+		pDest = (uint32_t*)*(pTable + 0);
+		for (; pDest < (uint32_t*)(*(pTable + 0) + *(pTable + 1)) ; ) {
+      *pDest++ = 0;
+		}
+	}
+#elif defined (__STARTUP_CLEAR_BSS)
+/*  Single BSS section scheme.
+ *
+ *  The BSS section is specified by following symbols
+ *    __bss_start__: start of the BSS section.
+ *    __bss_end__: end of the BSS section.
+ *
+ *  Both addresses must be aligned to 4 bytes boundary.
+ */
+  pDest = &__bss_start__;
+
+  for ( ; pDest < &__bss_end__ ; ) {
+    *pDest++ = 0UL;
+  }
+#endif /* __STARTUP_CLEAR_BSS_MULTIPLE || __STARTUP_CLEAR_BSS */
+
+#ifndef __NO_SYSTEM_INIT
+	SystemInit();
+#endif
+
+#ifndef __START
+#define __START _start
+#endif
+	__START();
+
+}
+
+
+/*----------------------------------------------------------------------------
+  Default Handler for Exceptions / Interrupts
+ *----------------------------------------------------------------------------*/
+void Default_Handler(void) {
+
+	while(1);
+}

CMSIS/NN/Examples/ARM/arm_nn_examples/cifar10/RTE/Device/ARMCM7_SP/startup_ARMCM7.s

@@ -0,0 +1,262 @@
+;/**************************************************************************//**
+; * @file     startup_ARMCM7.s
+; * @brief    CMSIS Core Device Startup File for
+; *           ARMCM7 Device Series
+; * @version  V5.00
+; * @date     02. March 2016
+; ******************************************************************************/
+;/*
+; * Copyright (c) 2009-2016 ARM Limited. All rights reserved.
+; *
+; * SPDX-License-Identifier: Apache-2.0
+; *
+; * Licensed under the Apache License, Version 2.0 (the License); you may
+; * not use this file except in compliance with the License.
+; * You may obtain a copy of the License at
+; *
+; * www.apache.org/licenses/LICENSE-2.0
+; *
+; * Unless required by applicable law or agreed to in writing, software
+; * distributed under the License is distributed on an AS IS BASIS, WITHOUT
+; * WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+; * See the License for the specific language governing permissions and
+; * limitations under the License.
+; */
+
+;/*
+;//-------- <<< Use Configuration Wizard in Context Menu >>> ------------------
+;*/
+
+
+; <h> Stack Configuration
+;   <o> Stack Size (in Bytes) <0x0-0xFFFFFFFF:8>
+; </h>
+
+Stack_Size      EQU     0x00000400
+
+                AREA    STACK, NOINIT, READWRITE, ALIGN=3
+Stack_Mem       SPACE   Stack_Size
+__initial_sp
+
+
+; <h> Heap Configuration
+;   <o>  Heap Size (in Bytes) <0x0-0xFFFFFFFF:8>
+; </h>
+
+Heap_Size       EQU     0x00000C00
+
+                AREA    HEAP, NOINIT, READWRITE, ALIGN=3
+__heap_base
+Heap_Mem        SPACE   Heap_Size
+__heap_limit
+
+
+                PRESERVE8
+                THUMB
+
+
+; Vector Table Mapped to Address 0 at Reset
+
+                AREA    RESET, DATA, READONLY
+                EXPORT  __Vectors
+                EXPORT  __Vectors_End
+                EXPORT  __Vectors_Size
+
+__Vectors       DCD     __initial_sp              ; Top of Stack
+                DCD     Reset_Handler             ; Reset Handler
+                DCD     NMI_Handler               ; NMI Handler
+                DCD     HardFault_Handler         ; Hard Fault Handler
+                DCD     MemManage_Handler         ; MPU Fault Handler
+                DCD     BusFault_Handler          ; Bus Fault Handler
+                DCD     UsageFault_Handler        ; Usage Fault Handler
+                DCD     0                         ; Reserved
+                DCD     0                         ; Reserved
+                DCD     0                         ; Reserved
+                DCD     0                         ; Reserved
+                DCD     SVC_Handler               ; SVCall Handler
+                DCD     DebugMon_Handler          ; Debug Monitor Handler
+                DCD     0                         ; Reserved
+                DCD     PendSV_Handler            ; PendSV Handler
+                DCD     SysTick_Handler           ; SysTick Handler
+
+                ; External Interrupts
+                DCD     WDT_IRQHandler            ;  0:  Watchdog Timer
+                DCD     RTC_IRQHandler            ;  1:  Real Time Clock
+                DCD     TIM0_IRQHandler           ;  2:  Timer0 / Timer1
+                DCD     TIM2_IRQHandler           ;  3:  Timer2 / Timer3
+                DCD     MCIA_IRQHandler           ;  4:  MCIa
+                DCD     MCIB_IRQHandler           ;  5:  MCIb
+                DCD     UART0_IRQHandler          ;  6:  UART0 - DUT FPGA
+                DCD     UART1_IRQHandler          ;  7:  UART1 - DUT FPGA
+                DCD     UART2_IRQHandler          ;  8:  UART2 - DUT FPGA
+                DCD     UART4_IRQHandler          ;  9:  UART4 - not connected
+                DCD     AACI_IRQHandler           ; 10: AACI / AC97
+                DCD     CLCD_IRQHandler           ; 11: CLCD Combined Interrupt
+                DCD     ENET_IRQHandler           ; 12: Ethernet
+                DCD     USBDC_IRQHandler          ; 13: USB Device
+                DCD     USBHC_IRQHandler          ; 14: USB Host Controller
+                DCD     CHLCD_IRQHandler          ; 15: Character LCD
+                DCD     FLEXRAY_IRQHandler        ; 16: Flexray
+                DCD     CAN_IRQHandler            ; 17: CAN
+                DCD     LIN_IRQHandler            ; 18: LIN
+                DCD     I2C_IRQHandler            ; 19: I2C ADC/DAC
+                DCD     0                         ; 20: Reserved
+                DCD     0                         ; 21: Reserved
+                DCD     0                         ; 22: Reserved
+                DCD     0                         ; 23: Reserved
+                DCD     0                         ; 24: Reserved
+                DCD     0                         ; 25: Reserved
+                DCD     0                         ; 26: Reserved
+                DCD     0                         ; 27: Reserved
+                DCD     CPU_CLCD_IRQHandler       ; 28: Reserved - CPU FPGA CLCD
+                DCD     0                         ; 29: Reserved - CPU FPGA
+                DCD     UART3_IRQHandler          ; 30: UART3    - CPU FPGA
+                DCD     SPI_IRQHandler            ; 31: SPI Touchscreen - CPU FPGA
+__Vectors_End
+
+__Vectors_Size  EQU     __Vectors_End - __Vectors
+
+                AREA    |.text|, CODE, READONLY
+
+
+; Reset Handler
+
+Reset_Handler   PROC
+                EXPORT  Reset_Handler             [WEAK]
+                IMPORT  SystemInit
+                IMPORT  __main
+                LDR     R0, =SystemInit
+                BLX     R0
+                LDR     R0, =__main
+                BX      R0
+                ENDP
+
+
+; Dummy Exception Handlers (infinite loops which can be modified)
+
+NMI_Handler     PROC
+                EXPORT  NMI_Handler               [WEAK]
+                B       .
+                ENDP
+HardFault_Handler\
+                PROC
+                EXPORT  HardFault_Handler         [WEAK]
+                B       .
+                ENDP
+MemManage_Handler\
+                PROC
+                EXPORT  MemManage_Handler         [WEAK]
+                B       .
+                ENDP
+BusFault_Handler\
+                PROC
+                EXPORT  BusFault_Handler          [WEAK]
+                B       .
+                ENDP
+UsageFault_Handler\
+                PROC
+                EXPORT  UsageFault_Handler        [WEAK]
+                B       .
+                ENDP
+SVC_Handler     PROC
+                EXPORT  SVC_Handler               [WEAK]
+                B       .
+                ENDP
+DebugMon_Handler\
+                PROC
+                EXPORT  DebugMon_Handler          [WEAK]
+                B       .
+                ENDP
+PendSV_Handler  PROC
+                EXPORT  PendSV_Handler            [WEAK]
+                B       .
+                ENDP
+SysTick_Handler PROC
+                EXPORT  SysTick_Handler           [WEAK]
+                B       .
+                ENDP
+
+Default_Handler PROC
+
+                EXPORT  WDT_IRQHandler            [WEAK]
+                EXPORT  RTC_IRQHandler            [WEAK]
+                EXPORT  TIM0_IRQHandler           [WEAK]
+                EXPORT  TIM2_IRQHandler           [WEAK]
+                EXPORT  MCIA_IRQHandler           [WEAK]
+                EXPORT  MCIB_IRQHandler           [WEAK]
+                EXPORT  UART0_IRQHandler          [WEAK]
+                EXPORT  UART1_IRQHandler          [WEAK]
+                EXPORT  UART2_IRQHandler          [WEAK]
+                EXPORT  UART3_IRQHandler          [WEAK]
+                EXPORT  UART4_IRQHandler          [WEAK]
+                EXPORT  AACI_IRQHandler           [WEAK]
+                EXPORT  CLCD_IRQHandler           [WEAK]
+                EXPORT  ENET_IRQHandler           [WEAK]
+                EXPORT  USBDC_IRQHandler          [WEAK]
+                EXPORT  USBHC_IRQHandler          [WEAK]
+                EXPORT  CHLCD_IRQHandler          [WEAK]
+                EXPORT  FLEXRAY_IRQHandler        [WEAK]
+                EXPORT  CAN_IRQHandler            [WEAK]
+                EXPORT  LIN_IRQHandler            [WEAK]
+                EXPORT  I2C_IRQHandler            [WEAK]
+                EXPORT  CPU_CLCD_IRQHandler       [WEAK]
+                EXPORT  SPI_IRQHandler            [WEAK]
+
+WDT_IRQHandler
+RTC_IRQHandler
+TIM0_IRQHandler
+TIM2_IRQHandler
+MCIA_IRQHandler
+MCIB_IRQHandler
+UART0_IRQHandler
+UART1_IRQHandler
+UART2_IRQHandler
+UART3_IRQHandler
+UART4_IRQHandler
+AACI_IRQHandler
+CLCD_IRQHandler
+ENET_IRQHandler
+USBDC_IRQHandler
+USBHC_IRQHandler
+CHLCD_IRQHandler
+FLEXRAY_IRQHandler
+CAN_IRQHandler
+LIN_IRQHandler
+I2C_IRQHandler
+CPU_CLCD_IRQHandler
+SPI_IRQHandler
+                B       .
+
+                ENDP
+
+
+                ALIGN
+
+
+; User Initial Stack & Heap
+
+                IF      :DEF:__MICROLIB
+
+                EXPORT  __initial_sp
+                EXPORT  __heap_base
+                EXPORT  __heap_limit
+
+                ELSE
+
+                IMPORT  __use_two_region_memory
+                EXPORT  __user_initial_stackheap
+
+__user_initial_stackheap PROC
+                LDR     R0, =  Heap_Mem
+                LDR     R1, =(Stack_Mem + Stack_Size)
+                LDR     R2, = (Heap_Mem +  Heap_Size)
+                LDR     R3, = Stack_Mem
+                BX      LR
+                ENDP
+
+                ALIGN
+
+                ENDIF
+
+
+                END

CMSIS/NN/Examples/ARM/arm_nn_examples/cifar10/RTE/Device/ARMCM7_SP/system_ARMCM7.c

@@ -0,0 +1,85 @@
+/**************************************************************************//**
+ * @file     system_ARMCM7.c
+ * @brief    CMSIS Device System Source File for
+ *           ARMCM7 Device Series
+ * @version  V5.00
+ * @date     08. April 2016
+ ******************************************************************************/
+/*
+ * Copyright (c) 2009-2016 ARM Limited. All rights reserved.
+ *
+ * SPDX-License-Identifier: Apache-2.0
+ *
+ * Licensed under the Apache License, Version 2.0 (the License); you may
+ * not use this file except in compliance with the License.
+ * You may obtain a copy of the License at
+ *
+ * www.apache.org/licenses/LICENSE-2.0
+ *
+ * Unless required by applicable law or agreed to in writing, software
+ * distributed under the License is distributed on an AS IS BASIS, WITHOUT
+ * WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+ * See the License for the specific language governing permissions and
+ * limitations under the License.
+ */
+
+#if defined (ARMCM7)
+  #include "ARMCM7.h"
+#elif defined (ARMCM7_SP)
+  #include "ARMCM7_SP.h"
+#elif defined (ARMCM7_DP)
+  #include "ARMCM7_DP.h"
+#else
+  #error device not specified!
+#endif
+
+/*----------------------------------------------------------------------------
+  Define clocks
+ *----------------------------------------------------------------------------*/
+#define  XTAL            ( 5000000U)      /* Oscillator frequency */
+
+#define  SYSTEM_CLOCK    (5 * XTAL)
+
+
+/*----------------------------------------------------------------------------
+  Externals
+ *----------------------------------------------------------------------------*/
+#if defined (__VTOR_PRESENT) && (__VTOR_PRESENT == 1)
+  extern uint32_t __Vectors;
+#endif
+
+/*----------------------------------------------------------------------------
+  System Core Clock Variable
+ *----------------------------------------------------------------------------*/
+uint32_t SystemCoreClock = SYSTEM_CLOCK;
+
+
+/*----------------------------------------------------------------------------
+  System Core Clock update function
+ *----------------------------------------------------------------------------*/
+void SystemCoreClockUpdate (void)
+{
+  SystemCoreClock = SYSTEM_CLOCK;
+}
+
+/*----------------------------------------------------------------------------
+  System initialization function
+ *----------------------------------------------------------------------------*/
+void SystemInit (void)
+{
+
+#if defined (__VTOR_PRESENT) && (__VTOR_PRESENT == 1)
+  SCB->VTOR = (uint32_t) &__Vectors;
+#endif
+
+#if defined (__FPU_USED) && (__FPU_USED == 1)
+  SCB->CPACR |= ((3U << 10*2) |           /* set CP10 Full Access */
+                 (3U << 11*2)  );         /* set CP11 Full Access */
+#endif
+
+#ifdef UNALIGNED_SUPPORT_DISABLE
+  SCB->CCR |= SCB_CCR_UNALIGN_TRP_Msk;
+#endif
+
+  SystemCoreClock = SYSTEM_CLOCK;
+}

CMSIS/NN/Examples/ARM/arm_nn_examples/cifar10/RTE/_ARMCM0/RTE_Components.h

@@ -0,0 +1,24 @@
+
+/*
+ * Auto generated Run-Time-Environment Component Configuration File
+ *      *** Do not modify ! ***
+ *
+ * Project: 'arm_nnexamples_cifar10' 
+ * Target:  'ARMCM0' 
+ */
+
+#ifndef RTE_COMPONENTS_H
+#define RTE_COMPONENTS_H
+
+
+/*
+ * Define the Device Header File: 
+ */
+#define CMSIS_device_header "ARMCM0.h"
+
+#define RTE_Compiler_EventRecorder
+          #define RTE_Compiler_EventRecorder_DAP
+#define RTE_Compiler_IO_STDOUT          /* Compiler I/O: STDOUT */
+          #define RTE_Compiler_IO_STDOUT_EVR      /* Compiler I/O: STDOUT EVR */
+
+#endif /* RTE_COMPONENTS_H */

CMSIS/NN/Examples/ARM/arm_nn_examples/cifar10/RTE/_ARMCM3/RTE_Components.h

@@ -0,0 +1,22 @@
+
+/*
+ * Auto generated Run-Time-Environment Component Configuration File
+ *      *** Do not modify ! ***
+ *
+ * Project: 'arm_nnexamples_cifar10' 
+ * Target:  'ARMCM3' 
+ */
+
+#ifndef RTE_COMPONENTS_H
+#define RTE_COMPONENTS_H
+
+
+/*
+ * Define the Device Header File: 
+ */
+#define CMSIS_device_header "ARMCM3.h"
+
+#define RTE_Compiler_IO_STDOUT          /* Compiler I/O: STDOUT */
+          #define RTE_Compiler_IO_STDOUT_ITM      /* Compiler I/O: STDOUT ITM */
+
+#endif /* RTE_COMPONENTS_H */

CMSIS/NN/Examples/ARM/arm_nn_examples/cifar10/RTE/_ARMCM4_FP/RTE_Components.h

@@ -0,0 +1,22 @@
+
+/*
+ * Auto generated Run-Time-Environment Component Configuration File
+ *      *** Do not modify ! ***
+ *
+ * Project: 'arm_nnexamples_cifar10' 
+ * Target:  'ARMCM4_FP' 
+ */
+
+#ifndef RTE_COMPONENTS_H
+#define RTE_COMPONENTS_H
+
+
+/*
+ * Define the Device Header File: 
+ */
+#define CMSIS_device_header "ARMCM4_FP.h"
+
+#define RTE_Compiler_IO_STDOUT          /* Compiler I/O: STDOUT */
+          #define RTE_Compiler_IO_STDOUT_ITM      /* Compiler I/O: STDOUT ITM */
+
+#endif /* RTE_COMPONENTS_H */

CMSIS/NN/Examples/ARM/arm_nn_examples/cifar10/RTE/_ARMCM7_SP/RTE_Components.h

@@ -0,0 +1,22 @@
+
+/*
+ * Auto generated Run-Time-Environment Component Configuration File
+ *      *** Do not modify ! ***
+ *
+ * Project: 'arm_nnexamples_cifar10' 
+ * Target:  'ARMCM7_SP' 
+ */
+
+#ifndef RTE_COMPONENTS_H
+#define RTE_COMPONENTS_H
+
+
+/*
+ * Define the Device Header File: 
+ */
+#define CMSIS_device_header "ARMCM7_SP.h"
+
+#define RTE_Compiler_IO_STDOUT          /* Compiler I/O: STDOUT */
+          #define RTE_Compiler_IO_STDOUT_ITM      /* Compiler I/O: STDOUT ITM */
+
+#endif /* RTE_COMPONENTS_H */

CMSIS/NN/Examples/ARM/arm_nn_examples/cifar10/arm_nnexamples_cifar10.cpp

@@ -0,0 +1,189 @@
+/* ----------------------------------------------------------------------
+* Copyright (C) 2010-2018 Arm Limited. All rights reserved.
+*
+*
+* Project:       CMSIS NN Library
+* Title:         arm_nnexamples_cifar10.cpp
+*
+* Description:   Convolutional Neural Network Example
+*
+* Target Processor: Cortex-M4/Cortex-M7
+*
+* Redistribution and use in source and binary forms, with or without
+* modification, are permitted provided that the following conditions
+* are met:
+*   - Redistributions of source code must retain the above copyright
+*     notice, this list of conditions and the following disclaimer.
+*   - Redistributions in binary form must reproduce the above copyright
+*     notice, this list of conditions and the following disclaimer in
+*     the documentation and/or other materials provided with the
+*     distribution.
+*   - Neither the name of Arm LIMITED nor the names of its contributors
+*     may be used to endorse or promote products derived from this
+*     software without specific prior written permission.
+*
+* THIS SOFTWARE IS PROVIDED BY THE COPYRIGHT HOLDERS AND CONTRIBUTORS
+* "AS IS" AND ANY EXPRESS OR IMPLIED WARRANTIES, INCLUDING, BUT NOT
+* LIMITED TO, THE IMPLIED WARRANTIES OF MERCHANTABILITY AND FITNESS
+* FOR A PARTICULAR PURPOSE ARE DISCLAIMED. IN NO EVENT SHALL THE
+* COPYRIGHT OWNER OR CONTRIBUTORS BE LIABLE FOR ANY DIRECT, INDIRECT,
+* INCIDENTAL, SPECIAL, EXEMPLARY, OR CONSEQUENTIAL DAMAGES (INCLUDING,
+* BUT NOT LIMITED TO, PROCUREMENT OF SUBSTITUTE GOODS OR SERVICES;
+* LOSS OF USE, DATA, OR PROFITS; OR BUSINESS INTERRUPTION) HOWEVER
+* CAUSED AND ON ANY THEORY OF LIABILITY, WHETHER IN CONTRACT, STRICT
+* LIABILITY, OR TORT (INCLUDING NEGLIGENCE OR OTHERWISE) ARISING IN
+* ANY WAY OUT OF THE USE OF THIS SOFTWARE, EVEN IF ADVISED OF THE
+* POSSIBILITY OF SUCH DAMAGE.
+* -------------------------------------------------------------------- */
+
+/**
+ * @ingroup groupExamples
+ */
+
+/**
+ * @defgroup CNNExample Convolutional Neural Network Example
+ *
+ * \par Description:
+ * \par
+ * Demonstrates a convolutional neural network (CNN) example with the use of convolution,
+ * ReLU activation, pooling and fully-connected functions.
+ *
+ * \par Model definition:
+ * \par
+ * The CNN used in this example is based on CIFAR-10 example from Caffe [1]. 
+ * The neural network consists
+ * of 3 convolution layers interspersed by ReLU activation and max pooling layers, followed by a 
+ * fully-connected layer at the end. The input to the network is a 32x32 pixel color image, which will 
+ * be classified into one of the 10 output classes. 
+ * This example model implementation needs 32.3 KB to store weights, 40 KB for activations and 
+ * 3.1 KB for storing the \c im2col data.
+ *
+ * \image html CIFAR10_CNN.gif "Neural Network model definition"
+ *
+ * \par Variables Description:
+ * \par
+ * \li \c conv1_wt, \c conv2_wt, \c conv3_wt are convolution layer weight matrices
+ * \li \c conv1_bias, \c conv2_bias, \c conv3_bias are convolution layer bias arrays
+ * \li \c ip1_wt, ip1_bias point to fully-connected layer weights and biases
+ * \li \c input_data points to the input image data
+ * \li \c output_data points to the classification output
+ * \li \c col_buffer is a buffer to store the \c im2col output
+ * \li \c scratch_buffer is used to store the activation data (intermediate layer outputs)
+ *
+ * \par CMSIS DSP Software Library Functions Used:
+ * \par
+ * - arm_convolve_HWC_q7_RGB()
+ * - arm_convolve_HWC_q7_fast()
+ * - arm_relu_q7()
+ * - arm_maxpool_q7_HWC()
+ * - arm_avepool_q7_HWC()
+ * - arm_fully_connected_q7_opt()
+ * - arm_fully_connected_q7()
+ *
+ * <b> Refer  </b>
+ * \link arm_nnexamples_cifar10.cpp \endlink
+ *
+ * \par [1] https://github.com/BVLC/caffe
+ */
+
+#include <stdint.h>
+#include <stdio.h>
+#include "arm_math.h"
+#include "arm_nnexamples_cifar10_parameter.h"
+#include "arm_nnexamples_cifar10_shift.h"
+#include "arm_nnexamples_cifar10_weights.h"
+
+#include "arm_nnfunctions.h"
+#include "arm_nnexamples_cifar10_inputs.h"
+
+#ifdef _RTE_
+#include "RTE_Components.h"
+#ifdef RTE_Compiler_EventRecorder
+#include "EventRecorder.h"
+#endif
+#endif
+
+// include the input and weights
+
+static q7_t conv1_wt[CONV1_IM_CH * CONV1_KER_DIM * CONV1_KER_DIM * CONV1_OUT_CH] = CONV1_WT;
+static q7_t conv1_bias[CONV1_OUT_CH] = CONV1_BIAS;
+
+static q7_t conv2_wt[CONV2_IM_CH * CONV2_KER_DIM * CONV2_KER_DIM * CONV2_OUT_CH] = CONV2_WT;
+static q7_t conv2_bias[CONV2_OUT_CH] = CONV2_BIAS;
+
+static q7_t conv3_wt[CONV3_IM_CH * CONV3_KER_DIM * CONV3_KER_DIM * CONV3_OUT_CH] = CONV3_WT;
+static q7_t conv3_bias[CONV3_OUT_CH] = CONV3_BIAS;
+
+static q7_t ip1_wt[IP1_DIM * IP1_OUT] = IP1_WT;
+static q7_t ip1_bias[IP1_OUT] = IP1_BIAS;
+
+q7_t      input_data[CONV1_IM_CH * CONV1_IM_DIM * CONV1_IM_DIM] = IMG_DATA;
+q7_t      output_data[IP1_OUT];
+
+//vector buffer: max(im2col buffer,average pool buffer, fully connected buffer)
+q7_t      col_buffer[2 * 5 * 5 * 32 * 2];
+
+q7_t      scratch_buffer[32 * 32 * 10 * 4];
+
+int main()
+{
+  #ifdef RTE_Compiler_EventRecorder
+  EventRecorderInitialize (EventRecordAll, 1);  // initialize and start Event Recorder
+  #endif
+
+  printf("start execution\n");
+  /* start the execution */
+
+  q7_t     *img_buffer1 = scratch_buffer;
+  q7_t     *img_buffer2 = img_buffer1 + 32 * 32 * 32;
+
+  // conv1 input_data -> img_buffer1
+  arm_convolve_HWC_q7_RGB(input_data, CONV1_IM_DIM, CONV1_IM_CH, conv1_wt, CONV1_OUT_CH, CONV1_KER_DIM, CONV1_PADDING,
+                          CONV1_STRIDE, conv1_bias, CONV1_BIAS_LSHIFT, CONV1_OUT_RSHIFT, img_buffer1, CONV1_OUT_DIM,
+                          (q15_t *) col_buffer, NULL);
+
+  arm_relu_q7(img_buffer1, CONV1_OUT_DIM * CONV1_OUT_DIM * CONV1_OUT_CH);
+
+  // pool1 img_buffer1 -> img_buffer2
+  arm_maxpool_q7_HWC(img_buffer1, CONV1_OUT_DIM, CONV1_OUT_CH, POOL1_KER_DIM,
+                     POOL1_PADDING, POOL1_STRIDE, POOL1_OUT_DIM, NULL, img_buffer2);
+
+  // conv2 img_buffer2 -> img_buffer1
+  arm_convolve_HWC_q7_fast(img_buffer2, CONV2_IM_DIM, CONV2_IM_CH, conv2_wt, CONV2_OUT_CH, CONV2_KER_DIM,
+                           CONV2_PADDING, CONV2_STRIDE, conv2_bias, CONV2_BIAS_LSHIFT, CONV2_OUT_RSHIFT, img_buffer1,
+                           CONV2_OUT_DIM, (q15_t *) col_buffer, NULL);
+
+  arm_relu_q7(img_buffer1, CONV2_OUT_DIM * CONV2_OUT_DIM * CONV2_OUT_CH);
+
+  // pool2 img_buffer1 -> img_buffer2
+  arm_avepool_q7_HWC(img_buffer1, CONV2_OUT_DIM, CONV2_OUT_CH, POOL2_KER_DIM,
+                     POOL2_PADDING, POOL2_STRIDE, POOL2_OUT_DIM, col_buffer, img_buffer2);
+
+// conv3 img_buffer2 -> img_buffer1
+  arm_convolve_HWC_q7_fast(img_buffer2, CONV3_IM_DIM, CONV3_IM_CH, conv3_wt, CONV3_OUT_CH, CONV3_KER_DIM,
+                           CONV3_PADDING, CONV3_STRIDE, conv3_bias, CONV3_BIAS_LSHIFT, CONV3_OUT_RSHIFT, img_buffer1,
+                           CONV3_OUT_DIM, (q15_t *) col_buffer, NULL);
+
+  arm_relu_q7(img_buffer1, CONV3_OUT_DIM * CONV3_OUT_DIM * CONV3_OUT_CH);
+
+  // pool3 img_buffer-> img_buffer2
+  arm_avepool_q7_HWC(img_buffer1, CONV3_OUT_DIM, CONV3_OUT_CH, POOL3_KER_DIM,
+                     POOL3_PADDING, POOL3_STRIDE, POOL3_OUT_DIM, col_buffer, img_buffer2);
+
+#ifdef IP_X4
+  arm_fully_connected_q7_opt(img_buffer2, ip1_wt, IP1_DIM, IP1_OUT, IP1_BIAS_LSHIFT, IP1_OUT_RSHIFT, ip1_bias,
+                             output_data, (q15_t *) img_buffer1);
+#else
+  arm_fully_connected_q7(img_buffer2, ip1_wt, IP1_DIM, IP1_OUT, IP1_BIAS_LSHIFT, IP1_OUT_RSHIFT, ip1_bias,
+                         output_data, (q15_t *) img_buffer1);
+#endif
+
+  arm_softmax_q7(output_data, 10, output_data);
+
+  for (int i = 0; i < 10; i++)
+  {
+      printf("%d: %d\n", i, output_data[i]);
+  }
+
+  return 0;
+}

CMSIS/NN/Examples/ARM/arm_nn_examples/cifar10/arm_nnexamples_cifar10.uvoptx

@@ -0,0 +1,737 @@
+<?xml version="1.0" encoding="UTF-8" standalone="no" ?>
+<ProjectOpt xmlns:xsi="http://www.w3.org/2001/XMLSchema-instance" xsi:noNamespaceSchemaLocation="project_optx.xsd">
+
+  <SchemaVersion>1.0</SchemaVersion>
+
+  <Header>### uVision Project, (C) Keil Software</Header>
+
+  <Extensions>
+    <cExt>*.c</cExt>
+    <aExt>*.s*; *.src; *.a*</aExt>
+    <oExt>*.obj; *.o</oExt>
+    <lExt>*.lib</lExt>
+    <tExt>*.txt; *.h; *.inc</tExt>
+    <pExt>*.plm</pExt>
+    <CppX>*.cpp</CppX>
+    <nMigrate>0</nMigrate>
+  </Extensions>
+
+  <DaveTm>
+    <dwLowDateTime>0</dwLowDateTime>
+    <dwHighDateTime>0</dwHighDateTime>
+  </DaveTm>
+
+  <Target>
+    <TargetName>ARMCM0</TargetName>
+    <ToolsetNumber>0x4</ToolsetNumber>
+    <ToolsetName>ARM-ADS</ToolsetName>
+    <TargetOption>
+      <CLKADS>10000000</CLKADS>
+      <OPTTT>
+        <gFlags>1</gFlags>
+        <BeepAtEnd>1</BeepAtEnd>
+        <RunSim>0</RunSim>
+        <RunTarget>1</RunTarget>
+        <RunAbUc>0</RunAbUc>
+      </OPTTT>
+      <OPTHX>
+        <HexSelection>1</HexSelection>
+        <FlashByte>65535</FlashByte>
+        <HexRangeLowAddress>0</HexRangeLowAddress>
+        <HexRangeHighAddress>0</HexRangeHighAddress>
+        <HexOffset>0</HexOffset>
+      </OPTHX>
+      <OPTLEX>
+        <PageWidth>79</PageWidth>
+        <PageLength>66</PageLength>
+        <TabStop>8</TabStop>
+        <ListingPath>.\ARMCM0_debug\</ListingPath>
+      </OPTLEX>
+      <ListingPage>
+        <CreateCListing>1</CreateCListing>
+        <CreateAListing>1</CreateAListing>
+        <CreateLListing>1</CreateLListing>
+        <CreateIListing>0</CreateIListing>
+        <AsmCond>1</AsmCond>
+        <AsmSymb>1</AsmSymb>
+        <AsmXref>0</AsmXref>
+        <CCond>1</CCond>
+        <CCode>0</CCode>
+        <CListInc>0</CListInc>
+        <CSymb>0</CSymb>
+        <LinkerCodeListing>0</LinkerCodeListing>
+      </ListingPage>
+      <OPTXL>
+        <LMap>1</LMap>
+        <LComments>1</LComments>
+        <LGenerateSymbols>1</LGenerateSymbols>
+        <LLibSym>1</LLibSym>
+        <LLines>1</LLines>
+        <LLocSym>1</LLocSym>
+        <LPubSym>1</LPubSym>
+        <LXref>0</LXref>
+        <LExpSel>0</LExpSel>
+      </OPTXL>
+      <OPTFL>
+        <tvExp>1</tvExp>
+        <tvExpOptDlg>0</tvExpOptDlg>
+        <IsCurrentTarget>0</IsCurrentTarget>
+      </OPTFL>
+      <CpuCode>7</CpuCode>
+      <DebugOpt>
+        <uSim>1</uSim>
+        <uTrg>0</uTrg>
+        <sLdApp>1</sLdApp>
+        <sGomain>1</sGomain>
+        <sRbreak>1</sRbreak>
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+        <sRmem>1</sRmem>
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+        <tRwatch>1</tRwatch>
+        <tRmem>1</tRmem>
+        <tRfunc>0</tRfunc>
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+        <tRtrace>0</tRtrace>
+        <sRSysVw>1</sRSysVw>
+        <tRSysVw>1</tRSysVw>
+        <sRunDeb>0</sRunDeb>
+        <sLrtime>0</sLrtime>
+        <bEvRecOn>1</bEvRecOn>
+        <nTsel>0</nTsel>
+        <sDll></sDll>
+        <sDllPa></sDllPa>
+        <sDlgDll></sDlgDll>
+        <sDlgPa></sDlgPa>
+        <sIfile></sIfile>
+        <tDll></tDll>
+        <tDllPa></tDllPa>
+        <tDlgDll></tDlgDll>
+        <tDlgPa></tDlgPa>
+        <tIfile></tIfile>
+        <pMon>BIN\UL2CM3.DLL</pMon>
+      </DebugOpt>
+      <TargetDriverDllRegistry>
+        <SetRegEntry>
+          <Number>0</Number>
+          <Key>ARMRTXEVENTFLAGS</Key>
+          <Name>-L70 -Z18 -C0 -M0 -T1</Name>
+        </SetRegEntry>
+        <SetRegEntry>
+          <Number>0</Number>
+          <Key>UL2CM3</Key>
+          <Name>UL2CM3(-S0 -C0 -P0 -FD20000000 -FC1000 -FN1 -FF0NEW_DEVICE -FS00 -FL040000 -FP0($$Device:ARMCM0$Device\ARM\Flash\NEW_DEVICE.FLM))</Name>
+        </SetRegEntry>
+        <SetRegEntry>
+          <Number>0</Number>
+          <Key>DLGDARM</Key>
+          <Name>(1010=-1,-1,-1,-1,0)(1007=-1,-1,-1,-1,0)(1008=-1,-1,-1,-1,0)</Name>
+        </SetRegEntry>
+        <SetRegEntry>
+          <Number>0</Number>
+          <Key>ARMDBGFLAGS</Key>
+          <Name>-T0</Name>
+        </SetRegEntry>
+      </TargetDriverDllRegistry>
+      <Breakpoint/>
+      <ScvdPack>
+        <Filename>C:\tools\PACK\Keil\ARM_Compiler\1.3.3\EventRecorder.scvd</Filename>
+        <Type>Keil.ARM_Compiler.1.3.3</Type>
+        <SubType>1</SubType>
+      </ScvdPack>
+      <Tracepoint>
+        <THDelay>0</THDelay>
+      </Tracepoint>
+      <DebugFlag>
+        <trace>0</trace>
+        <periodic>0</periodic>
+        <aLwin>1</aLwin>
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+        <TrcWin>0</TrcWin>
+        <newCpu>0</newCpu>
+        <uProt>0</uProt>
+      </DebugFlag>
+      <LintExecutable></LintExecutable>
+      <LintConfigFile></LintConfigFile>
+      <bLintAuto>0</bLintAuto>
+      <bAutoGenD>0</bAutoGenD>
+      <LntExFlags>0</LntExFlags>
+      <pMisraName></pMisraName>
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+      <pMisraNamep></pMisraNamep>
+      <pszMrulep></pszMrulep>
+      <pSingCmdsp></pSingCmdsp>
+      <pMultCmdsp></pMultCmdsp>
+    </TargetOption>
+  </Target>
+
+  <Target>
+    <TargetName>ARMCM3</TargetName>
+    <ToolsetNumber>0x4</ToolsetNumber>
+    <ToolsetName>ARM-ADS</ToolsetName>
+    <TargetOption>
+      <CLKADS>10000000</CLKADS>
+      <OPTTT>
+        <gFlags>1</gFlags>
+        <BeepAtEnd>1</BeepAtEnd>
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+      </OPTTT>
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+        <FlashByte>65535</FlashByte>
+        <HexRangeLowAddress>0</HexRangeLowAddress>
+        <HexRangeHighAddress>0</HexRangeHighAddress>
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+      </OPTHX>
+      <OPTLEX>
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+        <PageLength>66</PageLength>
+        <TabStop>8</TabStop>
+        <ListingPath>.\ARMCM3_debug\</ListingPath>
+      </OPTLEX>
+      <ListingPage>
+        <CreateCListing>1</CreateCListing>
+        <CreateAListing>1</CreateAListing>
+        <CreateLListing>1</CreateLListing>
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+      </OPTFL>
+      <CpuCode>7</CpuCode>
+      <DebugOpt>
+        <uSim>1</uSim>
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CMSIS/NN/Examples/ARM/arm_nn_examples/cifar10/arm_nnexamples_cifar10.uvprojx

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+          <TargetDllName>SARMCM3.DLL</TargetDllName>
+          <TargetDllArguments> </TargetDllArguments>
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+            <DriverSelection>4096</DriverSelection>
+          </Flash1>
+          <bUseTDR>1</bUseTDR>
+          <Flash2>BIN\UL2CM3.DLL</Flash2>
+          <Flash3>"" ()</Flash3>
+          <Flash4></Flash4>
+          <pFcarmOut></pFcarmOut>
+          <pFcarmGrp></pFcarmGrp>
+          <pFcArmRoot></pFcArmRoot>
+          <FcArmLst>0</FcArmLst>
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+            <v6Rtti>0</v6Rtti>
+            <VariousControls>
+              <MiscControls></MiscControls>
+              <Define>ARM_MATH_CM0</Define>
+              <Undefine></Undefine>
+              <IncludePath></IncludePath>
+            </VariousControls>
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+              <Define></Define>
+              <Undefine></Undefine>
+              <IncludePath></IncludePath>
+            </VariousControls>
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+            <Rwpi>0</Rwpi>
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+            <DataAddressRange>0x20000000</DataAddressRange>
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+            <ScatterFile></ScatterFile>
+            <IncludeLibs></IncludeLibs>
+            <IncludeLibsPath></IncludeLibsPath>
+            <Misc></Misc>
+            <LinkerInputFile></LinkerInputFile>
+            <DisabledWarnings></DisabledWarnings>
+          </LDads>
+        </TargetArmAds>
+      </TargetOption>
+      <Groups>
+        <Group>
+          <GroupName>Source Files</GroupName>
+          <Files>
+            <File>
+              <FileName>arm_nnexamples_cifar10.cpp</FileName>
+              <FileType>8</FileType>
+              <FilePath>.\arm_nnexamples_cifar10.cpp</FilePath>
+            </File>
+          </Files>
+        </Group>
+        <Group>
+          <GroupName>Documentation</GroupName>
+          <Files>
+            <File>
+              <FileName>readme.txt</FileName>
+              <FileType>5</FileType>
+              <FilePath>.\readme.txt</FilePath>
+            </File>
+          </Files>
+        </Group>
+        <Group>
+          <GroupName>::CMSIS</GroupName>
+        </Group>
+        <Group>
+          <GroupName>::Compiler</GroupName>
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+              <UseCPPCompiler>0</UseCPPCompiler>
+              <RVCTCodeConst>0</RVCTCodeConst>
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+              <IncludeInBuild>1</IncludeInBuild>
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+              <AssembleAssemblyFile>2</AssembleAssemblyFile>
+              <PublicsOnly>2</PublicsOnly>
+              <StopOnExitCode>11</StopOnExitCode>
+              <CustomArgument></CustomArgument>
+              <IncludeLibraryModules></IncludeLibraryModules>
+              <ComprImg>1</ComprImg>
+            </CommonProperty>
+            <GroupArmAds>
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+                <Rwpi>2</Rwpi>
+                <wLevel>0</wLevel>
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+                <v6Rtti>2</v6Rtti>
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+                  <MiscControls></MiscControls>
+                  <Define></Define>
+                  <Undefine></Undefine>
+                  <IncludePath></IncludePath>
+                </VariousControls>
+              </Cads>
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+                <Ropi>2</Ropi>
+                <Rwpi>2</Rwpi>
+                <thumb>2</thumb>
+                <SplitLS>2</SplitLS>
+                <SwStkChk>2</SwStkChk>
+                <NoWarn>2</NoWarn>
+                <uSurpInc>2</uSurpInc>
+                <useXO>2</useXO>
+                <uClangAs>2</uClangAs>
+                <VariousControls>
+                  <MiscControls></MiscControls>
+                  <Define></Define>
+                  <Undefine></Undefine>
+                  <IncludePath></IncludePath>
+                </VariousControls>
+              </Aads>
+            </GroupArmAds>
+          </GroupOption>
+        </Group>
+        <Group>
+          <GroupName>::Device</GroupName>
+        </Group>
+      </Groups>
+    </Target>
+    <Target>
+      <TargetName>ARMCM3</TargetName>
+      <ToolsetNumber>0x4</ToolsetNumber>
+      <ToolsetName>ARM-ADS</ToolsetName>
+      <pCCUsed>5060750::V5.06 update 6 (build 750)::ARMCC</pCCUsed>
+      <uAC6>0</uAC6>
+      <TargetOption>
+        <TargetCommonOption>
+          <Device>ARMCM3</Device>
+          <Vendor>ARM</Vendor>
+          <PackID>ARM.CMSIS.5.2.0</PackID>
+          <PackURL>http://www.keil.com/pack/</PackURL>
+          <Cpu>IROM(0x00000000,0x80000) IRAM(0x20000000,0x20000) CPUTYPE("Cortex-M3") CLOCK(10000000) ELITTLE</Cpu>
+          <FlashUtilSpec></FlashUtilSpec>
+          <StartupFile></StartupFile>
+          <FlashDriverDll>UL2CM3(-S0 -C0 -P0 -FD20000000 -FC1000 -FN1 -FF0NEW_DEVICE -FS00 -FL040000 -FP0($$Device:ARMCM3$Flash\NEW_DEVICE.flm))</FlashDriverDll>
+          <DeviceId>0</DeviceId>
+          <RegisterFile>$$Device:ARMCM3$Device\Include\ARMCM3.h</RegisterFile>
+          <MemoryEnv></MemoryEnv>
+          <Cmp></Cmp>
+          <Asm></Asm>
+          <Linker></Linker>
+          <OHString></OHString>
+          <InfinionOptionDll></InfinionOptionDll>
+          <SLE66CMisc></SLE66CMisc>
+          <SLE66AMisc></SLE66AMisc>
+          <SLE66LinkerMisc></SLE66LinkerMisc>
+          <SFDFile>$$Device:ARMCM3$SVD\ARMCM3.svd</SFDFile>
+          <bCustSvd>0</bCustSvd>
+          <UseEnv>0</UseEnv>
+          <BinPath></BinPath>
+          <IncludePath></IncludePath>
+          <LibPath></LibPath>
+          <RegisterFilePath></RegisterFilePath>
+          <DBRegisterFilePath></DBRegisterFilePath>
+          <TargetStatus>
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+            <ExitCodeStop>0</ExitCodeStop>
+            <ButtonStop>0</ButtonStop>
+            <NotGenerated>0</NotGenerated>
+            <InvalidFlash>1</InvalidFlash>
+          </TargetStatus>
+          <OutputDirectory>.\ARMCM3_debug\</OutputDirectory>
+          <OutputName>arm_nnexample_cifar10</OutputName>
+          <CreateExecutable>1</CreateExecutable>
+          <CreateLib>0</CreateLib>
+          <CreateHexFile>0</CreateHexFile>
+          <DebugInformation>1</DebugInformation>
+          <BrowseInformation>1</BrowseInformation>
+          <ListingPath>.\ARMCM3_debug\</ListingPath>
+          <HexFormatSelection>1</HexFormatSelection>
+          <Merge32K>0</Merge32K>
+          <CreateBatchFile>0</CreateBatchFile>
+          <BeforeCompile>
+            <RunUserProg1>0</RunUserProg1>
+            <RunUserProg2>0</RunUserProg2>
+            <UserProg1Name></UserProg1Name>
+            <UserProg2Name></UserProg2Name>
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+            <UserProg2Dos16Mode>0</UserProg2Dos16Mode>
+            <nStopU1X>0</nStopU1X>
+            <nStopU2X>0</nStopU2X>
+          </BeforeCompile>
+          <BeforeMake>
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+            <UserProg1Name></UserProg1Name>
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+          </BeforeMake>
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+            <nStopA2X>0</nStopA2X>
+          </AfterMake>
+          <SelectedForBatchBuild>1</SelectedForBatchBuild>
+          <SVCSIdString></SVCSIdString>
+        </TargetCommonOption>
+        <CommonProperty>
+          <UseCPPCompiler>0</UseCPPCompiler>
+          <RVCTCodeConst>0</RVCTCodeConst>
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+          <ModuleSelection>0</ModuleSelection>
+          <IncludeInBuild>1</IncludeInBuild>
+          <AlwaysBuild>0</AlwaysBuild>
+          <GenerateAssemblyFile>0</GenerateAssemblyFile>
+          <AssembleAssemblyFile>0</AssembleAssemblyFile>
+          <PublicsOnly>0</PublicsOnly>
+          <StopOnExitCode>3</StopOnExitCode>
+          <CustomArgument></CustomArgument>
+          <IncludeLibraryModules></IncludeLibraryModules>
+          <ComprImg>1</ComprImg>
+        </CommonProperty>
+        <DllOption>
+          <SimDllName>SARMCM3.DLL</SimDllName>
+          <SimDllArguments> </SimDllArguments>
+          <SimDlgDll>DCM.DLL</SimDlgDll>
+          <SimDlgDllArguments>-pCM3</SimDlgDllArguments>
+          <TargetDllName>SARMCM3.DLL</TargetDllName>
+          <TargetDllArguments></TargetDllArguments>
+          <TargetDlgDll>TCM.DLL</TargetDlgDll>
+          <TargetDlgDllArguments>-pCM3</TargetDlgDllArguments>
+        </DllOption>
+        <DebugOption>
+          <OPTHX>
+            <HexSelection>1</HexSelection>
+            <HexRangeLowAddress>0</HexRangeLowAddress>
+            <HexRangeHighAddress>0</HexRangeHighAddress>
+            <HexOffset>0</HexOffset>
+            <Oh166RecLen>16</Oh166RecLen>
+          </OPTHX>
+        </DebugOption>
+        <Utilities>
+          <Flash1>
+            <UseTargetDll>1</UseTargetDll>
+            <UseExternalTool>0</UseExternalTool>
+            <RunIndependent>0</RunIndependent>
+            <UpdateFlashBeforeDebugging>1</UpdateFlashBeforeDebugging>
+            <Capability>1</Capability>
+            <DriverSelection>4096</DriverSelection>
+          </Flash1>
+          <bUseTDR>1</bUseTDR>
+          <Flash2>BIN\UL2CM3.DLL</Flash2>
+          <Flash3>"" ()</Flash3>
+          <Flash4></Flash4>
+          <pFcarmOut></pFcarmOut>
+          <pFcarmGrp></pFcarmGrp>
+          <pFcArmRoot></pFcArmRoot>
+          <FcArmLst>0</FcArmLst>
+        </Utilities>
+        <TargetArmAds>
+          <ArmAdsMisc>
+            <GenerateListings>0</GenerateListings>
+            <asHll>1</asHll>
+            <asAsm>1</asAsm>
+            <asMacX>1</asMacX>
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+            <AdsLven>1</AdsLven>
+            <AdsLsxf>1</AdsLsxf>
+            <RvctClst>0</RvctClst>
+            <GenPPlst>0</GenPPlst>
+            <AdsCpuType>"Cortex-M3"</AdsCpuType>
+            <RvctDeviceName></RvctDeviceName>
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+            <hadIROM2>0</hadIROM2>
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+            <EndSel>0</EndSel>
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+            <NoZi1>0</NoZi1>
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+            <Ra3Chk>0</Ra3Chk>
+            <Im1Chk>1</Im1Chk>
+            <Im2Chk>0</Im2Chk>
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+              <Ocm1>
+                <Type>0</Type>
+                <StartAddress>0x0</StartAddress>
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+              </Ocm1>
+              <Ocm2>
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+              <Ocm3>
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+                <StartAddress>0x0</StartAddress>
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+              </Ocm3>
+              <Ocm4>
+                <Type>0</Type>
+                <StartAddress>0x0</StartAddress>
+                <Size>0x0</Size>
+              </Ocm4>
+              <Ocm5>
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+                <StartAddress>0x0</StartAddress>
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+              <Ocm6>
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+                <StartAddress>0x0</StartAddress>
+                <Size>0x0</Size>
+              </Ocm6>
+              <IRAM>
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+                <StartAddress>0x20000000</StartAddress>
+                <Size>0x20000</Size>
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+                <StartAddress>0x0</StartAddress>
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+              <XRAM>
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+                <StartAddress>0x0</StartAddress>
+                <Size>0x0</Size>
+              </XRAM>
+              <OCR_RVCT1>
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+                <StartAddress>0x0</StartAddress>
+                <Size>0x0</Size>
+              </OCR_RVCT1>
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+                <StartAddress>0x0</StartAddress>
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+                <StartAddress>0x0</StartAddress>
+                <Size>0x0</Size>
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+                <StartAddress>0x0</StartAddress>
+                <Size>0x0</Size>
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+                <StartAddress>0x20000000</StartAddress>
+                <Size>0x20000</Size>
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+              <OCR_RVCT10>
+                <Type>0</Type>
+                <StartAddress>0x0</StartAddress>
+                <Size>0x0</Size>
+              </OCR_RVCT10>
+            </OnChipMemories>
+            <RvctStartVector></RvctStartVector>
+          </ArmAdsMisc>
+          <Cads>
+            <interw>1</interw>
+            <Optim>1</Optim>
+            <oTime>0</oTime>
+            <SplitLS>0</SplitLS>
+            <OneElfS>0</OneElfS>
+            <Strict>0</Strict>
+            <EnumInt>0</EnumInt>
+            <PlainCh>0</PlainCh>
+            <Ropi>0</Ropi>
+            <Rwpi>0</Rwpi>
+            <wLevel>0</wLevel>
+            <uThumb>0</uThumb>
+            <uSurpInc>0</uSurpInc>
+            <uC99>0</uC99>
+            <useXO>0</useXO>
+            <v6Lang>1</v6Lang>
+            <v6LangP>1</v6LangP>
+            <vShortEn>1</vShortEn>
+            <vShortWch>1</vShortWch>
+            <v6Lto>0</v6Lto>
+            <v6WtE>0</v6WtE>
+            <v6Rtti>0</v6Rtti>
+            <VariousControls>
+              <MiscControls></MiscControls>
+              <Define>ARM_MATH_CM3</Define>
+              <Undefine></Undefine>
+              <IncludePath></IncludePath>
+            </VariousControls>
+          </Cads>
+          <Aads>
+            <interw>1</interw>
+            <Ropi>0</Ropi>
+            <Rwpi>0</Rwpi>
+            <thumb>0</thumb>
+            <SplitLS>0</SplitLS>
+            <SwStkChk>0</SwStkChk>
+            <NoWarn>0</NoWarn>
+            <uSurpInc>0</uSurpInc>
+            <useXO>0</useXO>
+            <uClangAs>0</uClangAs>
+            <VariousControls>
+              <MiscControls></MiscControls>
+              <Define></Define>
+              <Undefine></Undefine>
+              <IncludePath></IncludePath>
+            </VariousControls>
+          </Aads>
+          <LDads>
+            <umfTarg>0</umfTarg>
+            <Ropi>0</Ropi>
+            <Rwpi>0</Rwpi>
+            <noStLib>0</noStLib>
+            <RepFail>1</RepFail>
+            <useFile>0</useFile>
+            <TextAddressRange>0x00000000</TextAddressRange>
+            <DataAddressRange>0x20000000</DataAddressRange>
+            <pXoBase></pXoBase>
+            <ScatterFile></ScatterFile>
+            <IncludeLibs></IncludeLibs>
+            <IncludeLibsPath></IncludeLibsPath>
+            <Misc></Misc>
+            <LinkerInputFile></LinkerInputFile>
+            <DisabledWarnings></DisabledWarnings>
+          </LDads>
+        </TargetArmAds>
+      </TargetOption>
+      <Groups>
+        <Group>
+          <GroupName>Source Files</GroupName>
+          <Files>
+            <File>
+              <FileName>arm_nnexamples_cifar10.cpp</FileName>
+              <FileType>8</FileType>
+              <FilePath>.\arm_nnexamples_cifar10.cpp</FilePath>
+            </File>
+          </Files>
+        </Group>
+        <Group>
+          <GroupName>Documentation</GroupName>
+          <Files>
+            <File>
+              <FileName>readme.txt</FileName>
+              <FileType>5</FileType>
+              <FilePath>.\readme.txt</FilePath>
+            </File>
+          </Files>
+        </Group>
+        <Group>
+          <GroupName>::CMSIS</GroupName>
+        </Group>
+        <Group>
+          <GroupName>::Compiler</GroupName>
+        </Group>
+        <Group>
+          <GroupName>::Device</GroupName>
+        </Group>
+      </Groups>
+    </Target>
+    <Target>
+      <TargetName>ARMCM4_FP</TargetName>
+      <ToolsetNumber>0x4</ToolsetNumber>
+      <ToolsetName>ARM-ADS</ToolsetName>
+      <pCCUsed>5060528::V5.06 update 5 (build 528)::ARMCC</pCCUsed>
+      <uAC6>0</uAC6>
+      <TargetOption>
+        <TargetCommonOption>
+          <Device>ARMCM4_FP</Device>
+          <Vendor>ARM</Vendor>
+          <PackID>ARM.CMSIS.5.2.0</PackID>
+          <PackURL>http://www.keil.com/pack/</PackURL>
+          <Cpu>IROM(0x00000000,0x80000) IRAM(0x20000000,0x20000) CPUTYPE("Cortex-M4") FPU2 CLOCK(12000000) ESEL ELITTLE</Cpu>
+          <FlashUtilSpec></FlashUtilSpec>
+          <StartupFile></StartupFile>
+          <FlashDriverDll>UL2CM3(-S0 -C0 -P0 -FD20000000 -FC1000 -FN1 -FF0NEW_DEVICE -FS00 -FL080000 -FP0($$Device:ARMCM4_FP$Device\ARM\Flash\NEW_DEVICE.FLM))</FlashDriverDll>
+          <DeviceId>0</DeviceId>
+          <RegisterFile>$$Device:ARMCM4_FP$Device\ARM\ARMCM4\Include\ARMCM4_FP.h</RegisterFile>
+          <MemoryEnv></MemoryEnv>
+          <Cmp></Cmp>
+          <Asm></Asm>
+          <Linker></Linker>
+          <OHString></OHString>
+          <InfinionOptionDll></InfinionOptionDll>
+          <SLE66CMisc></SLE66CMisc>
+          <SLE66AMisc></SLE66AMisc>
+          <SLE66LinkerMisc></SLE66LinkerMisc>
+          <SFDFile>$$Device:ARMCM4_FP$Device\ARM\SVD\ARMCM4.svd</SFDFile>
+          <bCustSvd>0</bCustSvd>
+          <UseEnv>0</UseEnv>
+          <BinPath></BinPath>
+          <IncludePath></IncludePath>
+          <LibPath></LibPath>
+          <RegisterFilePath></RegisterFilePath>
+          <DBRegisterFilePath></DBRegisterFilePath>
+          <TargetStatus>
+            <Error>0</Error>
+            <ExitCodeStop>0</ExitCodeStop>
+            <ButtonStop>0</ButtonStop>
+            <NotGenerated>0</NotGenerated>
+            <InvalidFlash>1</InvalidFlash>
+          </TargetStatus>
+          <OutputDirectory>.\ARMCM4_debug\</OutputDirectory>
+          <OutputName>arm_nnexample_cifar10</OutputName>
+          <CreateExecutable>1</CreateExecutable>
+          <CreateLib>0</CreateLib>
+          <CreateHexFile>0</CreateHexFile>
+          <DebugInformation>1</DebugInformation>
+          <BrowseInformation>1</BrowseInformation>
+          <ListingPath>.\ARMCM4_debug\</ListingPath>
+          <HexFormatSelection>1</HexFormatSelection>
+          <Merge32K>0</Merge32K>
+          <CreateBatchFile>0</CreateBatchFile>
+          <BeforeCompile>
+            <RunUserProg1>0</RunUserProg1>
+            <RunUserProg2>0</RunUserProg2>
+            <UserProg1Name></UserProg1Name>
+            <UserProg2Name></UserProg2Name>
+            <UserProg1Dos16Mode>0</UserProg1Dos16Mode>
+            <UserProg2Dos16Mode>0</UserProg2Dos16Mode>
+            <nStopU1X>0</nStopU1X>
+            <nStopU2X>0</nStopU2X>
+          </BeforeCompile>
+          <BeforeMake>
+            <RunUserProg1>0</RunUserProg1>
+            <RunUserProg2>0</RunUserProg2>
+            <UserProg1Name></UserProg1Name>
+            <UserProg2Name></UserProg2Name>
+            <UserProg1Dos16Mode>0</UserProg1Dos16Mode>
+            <UserProg2Dos16Mode>0</UserProg2Dos16Mode>
+            <nStopB1X>0</nStopB1X>
+            <nStopB2X>0</nStopB2X>
+          </BeforeMake>
+          <AfterMake>
+            <RunUserProg1>0</RunUserProg1>
+            <RunUserProg2>0</RunUserProg2>
+            <UserProg1Name></UserProg1Name>
+            <UserProg2Name></UserProg2Name>
+            <UserProg1Dos16Mode>0</UserProg1Dos16Mode>
+            <UserProg2Dos16Mode>0</UserProg2Dos16Mode>
+            <nStopA1X>0</nStopA1X>
+            <nStopA2X>0</nStopA2X>
+          </AfterMake>
+          <SelectedForBatchBuild>1</SelectedForBatchBuild>
+          <SVCSIdString></SVCSIdString>
+        </TargetCommonOption>
+        <CommonProperty>
+          <UseCPPCompiler>0</UseCPPCompiler>
+          <RVCTCodeConst>0</RVCTCodeConst>
+          <RVCTZI>0</RVCTZI>
+          <RVCTOtherData>0</RVCTOtherData>
+          <ModuleSelection>0</ModuleSelection>
+          <IncludeInBuild>1</IncludeInBuild>
+          <AlwaysBuild>0</AlwaysBuild>
+          <GenerateAssemblyFile>0</GenerateAssemblyFile>
+          <AssembleAssemblyFile>0</AssembleAssemblyFile>
+          <PublicsOnly>0</PublicsOnly>
+          <StopOnExitCode>3</StopOnExitCode>
+          <CustomArgument></CustomArgument>
+          <IncludeLibraryModules></IncludeLibraryModules>
+          <ComprImg>1</ComprImg>
+        </CommonProperty>
+        <DllOption>
+          <SimDllName>SARMCM3.DLL</SimDllName>
+          <SimDllArguments>  -MPU</SimDllArguments>
+          <SimDlgDll>DCM.DLL</SimDlgDll>
+          <SimDlgDllArguments>-pCM4</SimDlgDllArguments>
+          <TargetDllName>SARMCM3.DLL</TargetDllName>
+          <TargetDllArguments> -MPU</TargetDllArguments>
+          <TargetDlgDll>TCM.DLL</TargetDlgDll>
+          <TargetDlgDllArguments>-pCM4</TargetDlgDllArguments>
+        </DllOption>
+        <DebugOption>
+          <OPTHX>
+            <HexSelection>1</HexSelection>
+            <HexRangeLowAddress>0</HexRangeLowAddress>
+            <HexRangeHighAddress>0</HexRangeHighAddress>
+            <HexOffset>0</HexOffset>
+            <Oh166RecLen>16</Oh166RecLen>
+          </OPTHX>
+        </DebugOption>
+        <Utilities>
+          <Flash1>
+            <UseTargetDll>1</UseTargetDll>
+            <UseExternalTool>0</UseExternalTool>
+            <RunIndependent>0</RunIndependent>
+            <UpdateFlashBeforeDebugging>1</UpdateFlashBeforeDebugging>
+            <Capability>1</Capability>
+            <DriverSelection>4096</DriverSelection>
+          </Flash1>
+          <bUseTDR>1</bUseTDR>
+          <Flash2>BIN\UL2CM3.DLL</Flash2>
+          <Flash3>"" ()</Flash3>
+          <Flash4></Flash4>
+          <pFcarmOut></pFcarmOut>
+          <pFcarmGrp></pFcarmGrp>
+          <pFcArmRoot></pFcArmRoot>
+          <FcArmLst>0</FcArmLst>
+        </Utilities>
+        <TargetArmAds>
+          <ArmAdsMisc>
+            <GenerateListings>0</GenerateListings>
+            <asHll>1</asHll>
+            <asAsm>1</asAsm>
+            <asMacX>1</asMacX>
+            <asSyms>1</asSyms>
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+            <GenPPlst>0</GenPPlst>
+            <AdsCpuType>"Cortex-M4"</AdsCpuType>
+            <RvctDeviceName></RvctDeviceName>
+            <mOS>0</mOS>
+            <uocRom>0</uocRom>
+            <uocRam>0</uocRam>
+            <hadIROM>1</hadIROM>
+            <hadIRAM>1</hadIRAM>
+            <hadXRAM>0</hadXRAM>
+            <uocXRam>0</uocXRam>
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+            <hadIRAM2>0</hadIRAM2>
+            <hadIROM2>0</hadIROM2>
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+            <Im1Chk>1</Im1Chk>
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+                <Type>0</Type>
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+                <StartAddress>0x0</StartAddress>
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+                <StartAddress>0x0</StartAddress>
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+              <Ocm6>
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+                <StartAddress>0x0</StartAddress>
+                <Size>0x0</Size>
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+              <IRAM>
+                <Type>0</Type>
+                <StartAddress>0x20000000</StartAddress>
+                <Size>0x20000</Size>
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+                <StartAddress>0x0</StartAddress>
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+              <XRAM>
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+                <StartAddress>0x0</StartAddress>
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+                <Type>0</Type>
+                <StartAddress>0x20000000</StartAddress>
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+                <Type>0</Type>
+                <StartAddress>0x0</StartAddress>
+                <Size>0x0</Size>
+              </OCR_RVCT10>
+            </OnChipMemories>
+            <RvctStartVector></RvctStartVector>
+          </ArmAdsMisc>
+          <Cads>
+            <interw>1</interw>
+            <Optim>4</Optim>
+            <oTime>1</oTime>
+            <SplitLS>0</SplitLS>
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+            <Strict>0</Strict>
+            <EnumInt>0</EnumInt>
+            <PlainCh>0</PlainCh>
+            <Ropi>0</Ropi>
+            <Rwpi>0</Rwpi>
+            <wLevel>0</wLevel>
+            <uThumb>0</uThumb>
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+            <useXO>0</useXO>
+            <v6Lang>1</v6Lang>
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+            <v6Lto>0</v6Lto>
+            <v6WtE>0</v6WtE>
+            <v6Rtti>0</v6Rtti>
+            <VariousControls>
+              <MiscControls></MiscControls>
+              <Define>ARM_MATH_CM4 __FPU_PRESENT=1U</Define>
+              <Undefine></Undefine>
+              <IncludePath>..\..\..\..\Include;..\..\..\..\..\Core\Include;..\..\..\..\..\DSP\Include;..\cifar10</IncludePath>
+            </VariousControls>
+          </Cads>
+          <Aads>
+            <interw>1</interw>
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+            <SplitLS>0</SplitLS>
+            <SwStkChk>0</SwStkChk>
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+            <uSurpInc>0</uSurpInc>
+            <useXO>0</useXO>
+            <uClangAs>0</uClangAs>
+            <VariousControls>
+              <MiscControls></MiscControls>
+              <Define></Define>
+              <Undefine></Undefine>
+              <IncludePath></IncludePath>
+            </VariousControls>
+          </Aads>
+          <LDads>
+            <umfTarg>0</umfTarg>
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+        </TargetArmAds>
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+              <FilePath>.\arm_nnexamples_cifar10.cpp</FilePath>
+            </File>
+          </Files>
+        </Group>
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+          <GroupName>Documentation</GroupName>
+          <Files>
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+              <FilePath>.\readme.txt</FilePath>
+            </File>
+          </Files>
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+          <GroupName>::CMSIS</GroupName>
+        </Group>
+        <Group>
+          <GroupName>::Compiler</GroupName>
+        </Group>
+        <Group>
+          <GroupName>::Device</GroupName>
+        </Group>
+      </Groups>
+    </Target>
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+      <ToolsetName>ARM-ADS</ToolsetName>
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+          <Vendor>ARM</Vendor>
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+          <PackURL>http://www.keil.com/pack/</PackURL>
+          <Cpu>IROM(0x00000000,0x80000) IRAM(0x20000000,0x20000) CPUTYPE("Cortex-M7") FPU3(SFPU) CLOCK(12000000) ESEL ELITTLE</Cpu>
+          <FlashUtilSpec></FlashUtilSpec>
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+          <IncludeLibraryModules></IncludeLibraryModules>
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+        <DllOption>
+          <SimDllName>SARMCM3.DLL</SimDllName>
+          <SimDllArguments>  -MPU</SimDllArguments>
+          <SimDlgDll>DCM.DLL</SimDlgDll>
+          <SimDlgDllArguments>-pCM7</SimDlgDllArguments>
+          <TargetDllName>SARMCM3.DLL</TargetDllName>
+          <TargetDllArguments> -MPU</TargetDllArguments>
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+          <pFcarmGrp></pFcarmGrp>
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+              <Define>ARM_MATH_CM7 __FPU_PRESENT=1U</Define>
+              <Undefine></Undefine>
+              <IncludePath>..\..\..\..\Include;..\..\..\..\..\Core\Include;..\..\..\..\..\DSP\Include;..\cifar10</IncludePath>
+            </VariousControls>
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+              <IncludePath></IncludePath>
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+      <Groups>
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+          <GroupName>Source Files</GroupName>
+          <Files>
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+              <FileType>8</FileType>
+              <FilePath>.\arm_nnexamples_cifar10.cpp</FilePath>
+            </File>
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+        <Group>
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+          <Files>
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+              <FileType>5</FileType>
+              <FilePath>.\readme.txt</FilePath>
+            </File>
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+        </Group>
+      </Groups>
+    </Target>
+  </Targets>
+
+  <RTE>
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+        <targetInfos>
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+          <targetInfo name="ARMCM4_FP"/>
+          <targetInfo name="ARMCM7_SP"/>
+        </targetInfos>
+      </component>
+      <component Cclass="Device" Cgroup="Startup" Cvendor="ARM" Cversion="1.0.1" condition="ARMCM0 CMSIS">
+        <package name="CMSIS" schemaVersion="1.2" url="http://www.keil.com/pack/" vendor="ARM" version="4.0.11"/>
+        <targetInfos>
+          <targetInfo name="ARMCM0"/>
+        </targetInfos>
+      </component>
+      <component Cclass="Device" Cgroup="Startup" Cvendor="ARM" Cversion="1.0.1" condition="ARMCM3 CMSIS">
+        <package name="CMSIS" schemaVersion="1.2" url="http://www.keil.com/pack/" vendor="ARM" version="4.0.11"/>
+        <targetInfos>
+          <targetInfo name="ARMCM3"/>
+        </targetInfos>
+      </component>
+      <component Cclass="Device" Cgroup="Startup" Cvendor="ARM" Cversion="1.0.1" condition="ARMCM4 CMSIS">
+        <package name="CMSIS" schemaVersion="1.2" url="http://www.keil.com/pack/" vendor="ARM" version="4.0.11"/>
+        <targetInfos>
+          <targetInfo name="ARMCM4_FP"/>
+        </targetInfos>
+      </component>
+      <component Cclass="Device" Cgroup="Startup" Cvendor="ARM" Cversion="1.0.1" condition="ARMCM7 CMSIS">
+        <package name="CMSIS" schemaVersion="1.3" url="http://www.keil.com/pack/" vendor="ARM" version="4.1.10"/>
+        <targetInfos>
+          <targetInfo name="ARMCM7_SP"/>
+        </targetInfos>
+      </component>
+      <component Cbundle="ARM Compiler" Cclass="Compiler" Cgroup="Event Recorder" Cvariant="DAP" Cvendor="Keil" Cversion="1.2.1" condition="Cortex-M Device" isTargetSpecific="1">
+        <package name="ARM_Compiler" schemaVersion="1.4.9" url="http://www.keil.com/pack/" vendor="Keil" version="1.3.3"/>
+        <targetInfos>
+          <targetInfo name="ARMCM0"/>
+          <targetInfo excluded="1" name="ARMCM3"/>
+          <targetInfo excluded="1" name="ARMCM4_FP"/>
+          <targetInfo excluded="1" name="ARMCM7_SP"/>
+        </targetInfos>
+      </component>
+      <component Cbundle="ARM Compiler" Cclass="Compiler" Cgroup="I/O" Csub="STDOUT" Cvariant="EVR" Cvendor="Keil" Cversion="1.2.1" condition="ARMCC Cortex-M with EVR" isTargetSpecific="1">
+        <package name="ARM_Compiler" schemaVersion="1.4.9" url="http://www.keil.com/pack/" vendor="Keil" version="1.3.3"/>
+        <targetInfos>
+          <targetInfo name="ARMCM0"/>
+        </targetInfos>
+      </component>
+      <component Cbundle="ARM Compiler" Cclass="Compiler" Cgroup="I/O" Csub="STDOUT" Cvariant="ITM" Cvendor="Keil" Cversion="1.2.1" condition="ARMCC Cortex-M with ITM" isTargetSpecific="1">
+        <package name="ARM_Compiler" schemaVersion="1.4.9" url="http://www.keil.com/pack/" vendor="Keil" version="1.3.3"/>
+        <targetInfos>
+          <targetInfo name="ARMCM3"/>
+          <targetInfo name="ARMCM4_FP"/>
+          <targetInfo name="ARMCM7_SP"/>
+        </targetInfos>
+      </component>
+    </components>
+    <files>
+      <file attr="config" category="header" name="Config\EventRecorderConf.h" version="1.0.0">
+        <instance index="0">RTE\Compiler\EventRecorderConf.h</instance>
+        <component Cbundle="ARM Compiler" Cclass="Compiler" Cgroup="Event Recorder" Cvariant="DAP" Cvendor="Keil" Cversion="1.2.1" condition="Cortex-M Device"/>
+        <package name="ARM_Compiler" schemaVersion="1.4.9" url="http://www.keil.com/pack/" vendor="Keil" version="1.3.3"/>
+        <targetInfos>
+          <targetInfo name="ARMCM0"/>
+          <targetInfo excluded="1" name="ARMCM3"/>
+          <targetInfo excluded="1" name="ARMCM4_FP"/>
+          <targetInfo excluded="1" name="ARMCM7_SP"/>
+        </targetInfos>
+      </file>
+      <file attr="config" category="sourceAsm" condition="ARMCC" name="Device\ARM\ARMCM0\Source\ARM\startup_ARMCM0.s" version="1.0.0">
+        <instance index="0">RTE\Device\ARMCM0\startup_ARMCM0.s</instance>
+        <component Cclass="Device" Cgroup="Startup" Cvendor="ARM" Cversion="1.0.1" condition="ARMCM0 CMSIS"/>
+        <package name="CMSIS" schemaVersion="1.3" url="http://www.keil.com/pack/" vendor="ARM" version="5.2.0"/>
+        <targetInfos>
+          <targetInfo name="ARMCM0"/>
+        </targetInfos>
+      </file>
+      <file attr="config" category="sourceC" name="Device\ARM\ARMCM0\Source\system_ARMCM0.c" version="1.0.0">
+        <instance index="0">RTE\Device\ARMCM0\system_ARMCM0.c</instance>
+        <component Cclass="Device" Cgroup="Startup" Cvendor="ARM" Cversion="1.0.1" condition="ARMCM0 CMSIS"/>
+        <package name="CMSIS" schemaVersion="1.3" url="http://www.keil.com/pack/" vendor="ARM" version="5.2.0"/>
+        <targetInfos>
+          <targetInfo name="ARMCM0"/>
+        </targetInfos>
+      </file>
+      <file attr="config" category="sourceAsm" condition="ARMCC" name="Device\ARM\ARMCM3\Source\ARM\startup_ARMCM3.s" version="1.0.0">
+        <instance index="0">RTE\Device\ARMCM3\startup_ARMCM3.s</instance>
+        <component Cclass="Device" Cgroup="Startup" Cvendor="ARM" Cversion="1.0.1" condition="ARMCM3 CMSIS"/>
+        <package name="CMSIS" schemaVersion="1.3" url="http://www.keil.com/pack/" vendor="ARM" version="5.2.0"/>
+        <targetInfos>
+          <targetInfo name="ARMCM3"/>
+        </targetInfos>
+      </file>
+      <file attr="config" category="sourceC" name="Device\ARM\ARMCM3\Source\system_ARMCM3.c" version="1.0.0">
+        <instance index="0">RTE\Device\ARMCM3\system_ARMCM3.c</instance>
+        <component Cclass="Device" Cgroup="Startup" Cvendor="ARM" Cversion="1.0.1" condition="ARMCM3 CMSIS"/>
+        <package name="CMSIS" schemaVersion="1.3" url="http://www.keil.com/pack/" vendor="ARM" version="5.2.0"/>
+        <targetInfos>
+          <targetInfo name="ARMCM3"/>
+        </targetInfos>
+      </file>
+      <file attr="config" category="sourceAsm" condition="ARMCC" name="Device\ARM\ARMCM4\Source\ARM\startup_ARMCM4.s" version="1.0.0">
+        <instance index="0" removed="1">RTE\Device\ARMCM4\startup_ARMCM4.s</instance>
+        <component Cclass="Device" Cgroup="Startup" Cvendor="ARM" Cversion="1.0.1" condition="ARMCM4 CMSIS"/>
+        <package name="CMSIS" schemaVersion="1.3" url="http://www.keil.com/pack/" vendor="ARM" version="4.2.0"/>
+        <targetInfos/>
+      </file>
+      <file attr="config" category="sourceC" name="Device\ARM\ARMCM4\Source\system_ARMCM4.c" version="1.0.0">
+        <instance index="0" removed="1">RTE\Device\ARMCM4\system_ARMCM4.c</instance>
+        <component Cclass="Device" Cgroup="Startup" Cvendor="ARM" Cversion="1.0.1" condition="ARMCM4 CMSIS"/>
+        <package name="CMSIS" schemaVersion="1.3" url="http://www.keil.com/pack/" vendor="ARM" version="4.2.0"/>
+        <targetInfos/>
+      </file>
+      <file attr="config" category="sourceAsm" condition="ARMCC" name="Device\ARM\ARMCM4\Source\ARM\startup_ARMCM4.s" version="1.0.0">
+        <instance index="0">RTE\Device\ARMCM4_FP\startup_ARMCM4.s</instance>
+        <component Cclass="Device" Cgroup="Startup" Cvendor="ARM" Cversion="1.0.1" condition="ARMCM4 CMSIS"/>
+        <package name="CMSIS" schemaVersion="1.3" url="http://www.keil.com/pack/" vendor="ARM" version="5.2.0"/>
+        <targetInfos>
+          <targetInfo name="ARMCM4_FP"/>
+        </targetInfos>
+      </file>
+      <file attr="config" category="sourceC" name="Device\ARM\ARMCM4\Source\system_ARMCM4.c" version="1.0.0">
+        <instance index="0">RTE\Device\ARMCM4_FP\system_ARMCM4.c</instance>
+        <component Cclass="Device" Cgroup="Startup" Cvendor="ARM" Cversion="1.0.1" condition="ARMCM4 CMSIS"/>
+        <package name="CMSIS" schemaVersion="1.3" url="http://www.keil.com/pack/" vendor="ARM" version="5.2.0"/>
+        <targetInfos>
+          <targetInfo name="ARMCM4_FP"/>
+        </targetInfos>
+      </file>
+      <file attr="config" category="sourceAsm" condition="ARMCC" name="Device\ARM\ARMCM7\Source\ARM\startup_ARMCM7.s" version="1.0.0">
+        <instance index="0">RTE\Device\ARMCM7_SP\startup_ARMCM7.s</instance>
+        <component Cclass="Device" Cgroup="Startup" Cvendor="ARM" Cversion="1.0.1" condition="ARMCM7 CMSIS"/>
+        <package name="CMSIS" schemaVersion="1.3" url="http://www.keil.com/pack/" vendor="ARM" version="5.2.0"/>
+        <targetInfos>
+          <targetInfo name="ARMCM7_SP"/>
+        </targetInfos>
+      </file>
+      <file attr="config" category="sourceC" name="Device\ARM\ARMCM7\Source\system_ARMCM7.c" version="1.0.0">
+        <instance index="0">RTE\Device\ARMCM7_SP\system_ARMCM7.c</instance>
+        <component Cclass="Device" Cgroup="Startup" Cvendor="ARM" Cversion="1.0.1" condition="ARMCM7 CMSIS"/>
+        <package name="CMSIS" schemaVersion="1.3" url="http://www.keil.com/pack/" vendor="ARM" version="5.2.0"/>
+        <targetInfos>
+          <targetInfo name="ARMCM7_SP"/>
+        </targetInfos>
+      </file>
+    </files>
+  </RTE>
+
+</Project>

CMSIS/NN/Examples/ARM/arm_nn_examples/cifar10/arm_nnexamples_cifar10_parameter.h

@@ -0,0 +1,43 @@
+#define CONV1_IM_DIM 32
+#define CONV1_IM_CH 3
+#define CONV1_KER_DIM 5
+#define CONV1_PADDING 2
+#define CONV1_STRIDE 1
+#define CONV1_OUT_CH 32
+#define CONV1_OUT_DIM 32
+
+#define POOL1_KER_DIM 3
+#define POOL1_STRIDE 2
+#define POOL1_PADDING 0
+#define POOL1_OUT_DIM 16
+
+#define CONV2_IM_DIM 16
+#define CONV2_IM_CH 32
+#define CONV2_KER_DIM 5
+#define CONV2_PADDING 2
+#define CONV2_STRIDE 1
+#define CONV2_OUT_CH 16
+#define CONV2_OUT_DIM 16
+
+#define POOL2_KER_DIM 3
+#define POOL2_STRIDE 2
+#define POOL2_PADDING 0
+#define POOL2_OUT_DIM 8
+
+#define CONV3_IM_DIM 8
+#define CONV3_IM_CH 16
+#define CONV3_KER_DIM 5
+#define CONV3_PADDING 2
+#define CONV3_STRIDE 1
+#define CONV3_OUT_CH 32
+#define CONV3_OUT_DIM 8
+
+#define POOL3_KER_DIM 3
+#define POOL3_STRIDE 2
+#define POOL3_PADDING 0
+#define POOL3_OUT_DIM 4
+
+#define IP1_DIM 4*4*32
+#define IP1_IM_DIM 4
+#define IP1_IM_CH 32
+#define IP1_OUT 10

CMSIS/NN/Examples/ARM/arm_nn_examples/cifar10/arm_nnexamples_cifar10_shift.h

@@ -0,0 +1,8 @@
+#define CONV1_BIAS_LSHIFT 0
+#define CONV1_OUT_RSHIFT 11
+#define CONV2_BIAS_LSHIFT 0
+#define CONV2_OUT_RSHIFT 8
+#define CONV3_BIAS_LSHIFT 0
+#define CONV3_OUT_RSHIFT 8
+#define IP1_BIAS_LSHIFT 5
+#define IP1_OUT_RSHIFT 7

CMSIS/NN/Examples/ARM/arm_nn_examples/cifar10/readme.txt

@@ -0,0 +1,4 @@
+CMSIS NN Lib example arm_nnexample_cifar10 for
+  Cortex-M4 and Cortex-M7.
+
+The example is configured for uVision Simulator.

CMSIS/NN/Examples/ARM/arm_nn_examples/gru/EventRecorderStub.scvd

@@ -0,0 +1,9 @@
+<?xml version="1.0" encoding="utf-8"?>
+
+<component_viewer schemaVersion="0.1" xmlns:xs="http://www.w3.org/2001/XMLSchema-instance" xs:noNamespaceSchemaLocation="Component_Viewer.xsd">
+
+<component name="EventRecorderStub" version="1.0.0"/>       <!--name and version of the component-->
+  <events>
+  </events>
+
+</component_viewer>

CMSIS/NN/Examples/ARM/arm_nn_examples/gru/RTE/Compiler/EventRecorderConf.h

@@ -0,0 +1,44 @@
+/*------------------------------------------------------------------------------
+ * MDK - Component ::Event Recorder
+ * Copyright (c) 2016 ARM Germany GmbH. All rights reserved.
+ *------------------------------------------------------------------------------
+ * Name:    EventRecorderConf.h
+ * Purpose: Event Recorder Configuration
+ * Rev.:    V1.0.0
+ *----------------------------------------------------------------------------*/
+
+//-------- <<< Use Configuration Wizard in Context Menu >>> --------------------
+
+// <h>Event Recorder
+
+//   <o>Number of Records
+//     <8=>8 <16=>16 <32=>32 <64=>64 <128=>128 <256=>256 <512=>512 <1024=>1024
+//     <2048=>2048 <4096=>4096 <8192=>8192 <16384=>16384 <32768=>32768
+//     <65536=>65536 <131072=>131072 <262144=>262144 <524288=>524288
+//     <1048576=>1048576
+//   <i>Configure size of Event Record Buffer (each record is 16 bytes)
+//   <i>Must be 2^n (min=8, max=1048576)
+#define EVENT_RECORD_COUNT      64U
+
+//   <o>Time Stamp Source
+//      <0=> DWT Cycle Counter  <1=> SysTick
+//      <3=> User Timer (Normal Reset)  <4=> User Timer (Power-On Reset)
+//   <i>Selects source for 32-bit time stamp
+#define EVENT_TIMESTAMP_SOURCE  1
+
+//   <h>SysTick Configuration
+//   <i>Configure values when Time Stamp Source is set to SysTick
+
+//     <o>SysTick Input Clock Frequency [Hz] <1-1000000000>
+//     <i>Defines SysTick input clock (typical identical with processor clock)
+#define SYSTICK_CLOCK           100000000U
+
+//     <o>SysTick Interrupt Period [us] <1-1000000000>
+//     <i>Defines time period of the SysTick timer interrupt
+#define SYSTICK_PERIOD_US       1000U
+
+//   </h>
+
+// </h>
+
+//------------- <<< end of configuration section >>> ---------------------------

CMSIS/NN/Examples/ARM/arm_nn_examples/gru/RTE/Device/ARMCM0/startup_ARMCM0.s

@@ -0,0 +1,242 @@
+;/**************************************************************************//**
+; * @file     startup_ARMCM0.s
+; * @brief    CMSIS Core Device Startup File for
+; *           ARMCM0 Device Series
+; * @version  V5.00
+; * @date     02. March 2016
+; ******************************************************************************/
+;/*
+; * Copyright (c) 2009-2016 ARM Limited. All rights reserved.
+; *
+; * SPDX-License-Identifier: Apache-2.0
+; *
+; * Licensed under the Apache License, Version 2.0 (the License); you may
+; * not use this file except in compliance with the License.
+; * You may obtain a copy of the License at
+; *
+; * www.apache.org/licenses/LICENSE-2.0
+; *
+; * Unless required by applicable law or agreed to in writing, software
+; * distributed under the License is distributed on an AS IS BASIS, WITHOUT
+; * WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+; * See the License for the specific language governing permissions and
+; * limitations under the License.
+; */
+
+;/*
+;//-------- <<< Use Configuration Wizard in Context Menu >>> ------------------
+;*/
+
+
+; <h> Stack Configuration
+;   <o> Stack Size (in Bytes) <0x0-0xFFFFFFFF:8>
+; </h>
+
+Stack_Size      EQU     0x00000400
+
+                AREA    STACK, NOINIT, READWRITE, ALIGN=3
+Stack_Mem       SPACE   Stack_Size
+__initial_sp
+
+
+; <h> Heap Configuration
+;   <o>  Heap Size (in Bytes) <0x0-0xFFFFFFFF:8>
+; </h>
+
+Heap_Size       EQU     0x00000C00
+
+                AREA    HEAP, NOINIT, READWRITE, ALIGN=3
+__heap_base
+Heap_Mem        SPACE   Heap_Size
+__heap_limit
+
+
+                PRESERVE8
+                THUMB
+
+
+; Vector Table Mapped to Address 0 at Reset
+
+                AREA    RESET, DATA, READONLY
+                EXPORT  __Vectors
+                EXPORT  __Vectors_End
+                EXPORT  __Vectors_Size
+
+__Vectors       DCD     __initial_sp              ; Top of Stack
+                DCD     Reset_Handler             ; Reset Handler
+                DCD     NMI_Handler               ; NMI Handler
+                DCD     HardFault_Handler         ; Hard Fault Handler
+                DCD     0                         ; Reserved
+                DCD     0                         ; Reserved
+                DCD     0                         ; Reserved
+                DCD     0                         ; Reserved
+                DCD     0                         ; Reserved
+                DCD     0                         ; Reserved
+                DCD     0                         ; Reserved
+                DCD     SVC_Handler               ; SVCall Handler
+                DCD     0                         ; Reserved
+                DCD     0                         ; Reserved
+                DCD     PendSV_Handler            ; PendSV Handler
+                DCD     SysTick_Handler           ; SysTick Handler
+
+                ; External Interrupts
+                DCD     WDT_IRQHandler            ;  0:  Watchdog Timer
+                DCD     RTC_IRQHandler            ;  1:  Real Time Clock
+                DCD     TIM0_IRQHandler           ;  2:  Timer0 / Timer1
+                DCD     TIM2_IRQHandler           ;  3:  Timer2 / Timer3
+                DCD     MCIA_IRQHandler           ;  4:  MCIa
+                DCD     MCIB_IRQHandler           ;  5:  MCIb
+                DCD     UART0_IRQHandler          ;  6:  UART0 - DUT FPGA
+                DCD     UART1_IRQHandler          ;  7:  UART1 - DUT FPGA
+                DCD     UART2_IRQHandler          ;  8:  UART2 - DUT FPGA
+                DCD     UART4_IRQHandler          ;  9:  UART4 - not connected
+                DCD     AACI_IRQHandler           ; 10: AACI / AC97
+                DCD     CLCD_IRQHandler           ; 11: CLCD Combined Interrupt
+                DCD     ENET_IRQHandler           ; 12: Ethernet
+                DCD     USBDC_IRQHandler          ; 13: USB Device
+                DCD     USBHC_IRQHandler          ; 14: USB Host Controller
+                DCD     CHLCD_IRQHandler          ; 15: Character LCD
+                DCD     FLEXRAY_IRQHandler        ; 16: Flexray
+                DCD     CAN_IRQHandler            ; 17: CAN
+                DCD     LIN_IRQHandler            ; 18: LIN
+                DCD     I2C_IRQHandler            ; 19: I2C ADC/DAC
+                DCD     0                         ; 20: Reserved
+                DCD     0                         ; 21: Reserved
+                DCD     0                         ; 22: Reserved
+                DCD     0                         ; 23: Reserved
+                DCD     0                         ; 24: Reserved
+                DCD     0                         ; 25: Reserved
+                DCD     0                         ; 26: Reserved
+                DCD     0                         ; 27: Reserved
+                DCD     CPU_CLCD_IRQHandler       ; 28: Reserved - CPU FPGA CLCD
+                DCD     0                         ; 29: Reserved - CPU FPGA
+                DCD     UART3_IRQHandler          ; 30: UART3    - CPU FPGA
+                DCD     SPI_IRQHandler            ; 31: SPI Touchscreen - CPU FPGA
+__Vectors_End
+
+__Vectors_Size  EQU     __Vectors_End - __Vectors
+
+                AREA    |.text|, CODE, READONLY
+
+
+; Reset Handler
+
+Reset_Handler   PROC
+                EXPORT  Reset_Handler             [WEAK]
+                IMPORT  SystemInit
+                IMPORT  __main
+                LDR     R0, =SystemInit
+                BLX     R0
+                LDR     R0, =__main
+                BX      R0
+                ENDP
+
+
+; Dummy Exception Handlers (infinite loops which can be modified)
+
+NMI_Handler     PROC
+                EXPORT  NMI_Handler               [WEAK]
+                B       .
+                ENDP
+HardFault_Handler\
+                PROC
+                EXPORT  HardFault_Handler         [WEAK]
+                B       .
+                ENDP
+SVC_Handler     PROC
+                EXPORT  SVC_Handler               [WEAK]
+                B       .
+                ENDP
+PendSV_Handler  PROC
+                EXPORT  PendSV_Handler            [WEAK]
+                B       .
+                ENDP
+SysTick_Handler PROC
+                EXPORT  SysTick_Handler           [WEAK]
+                B       .
+                ENDP
+
+Default_Handler PROC
+
+                EXPORT  WDT_IRQHandler            [WEAK]
+                EXPORT  RTC_IRQHandler            [WEAK]
+                EXPORT  TIM0_IRQHandler           [WEAK]
+                EXPORT  TIM2_IRQHandler           [WEAK]
+                EXPORT  MCIA_IRQHandler           [WEAK]
+                EXPORT  MCIB_IRQHandler           [WEAK]
+                EXPORT  UART0_IRQHandler          [WEAK]
+                EXPORT  UART1_IRQHandler          [WEAK]
+                EXPORT  UART2_IRQHandler          [WEAK]
+                EXPORT  UART3_IRQHandler          [WEAK]
+                EXPORT  UART4_IRQHandler          [WEAK]
+                EXPORT  AACI_IRQHandler           [WEAK]
+                EXPORT  CLCD_IRQHandler           [WEAK]
+                EXPORT  ENET_IRQHandler           [WEAK]
+                EXPORT  USBDC_IRQHandler          [WEAK]
+                EXPORT  USBHC_IRQHandler          [WEAK]
+                EXPORT  CHLCD_IRQHandler          [WEAK]
+                EXPORT  FLEXRAY_IRQHandler        [WEAK]
+                EXPORT  CAN_IRQHandler            [WEAK]
+                EXPORT  LIN_IRQHandler            [WEAK]
+                EXPORT  I2C_IRQHandler            [WEAK]
+                EXPORT  CPU_CLCD_IRQHandler       [WEAK]
+                EXPORT  SPI_IRQHandler            [WEAK]
+
+WDT_IRQHandler
+RTC_IRQHandler
+TIM0_IRQHandler
+TIM2_IRQHandler
+MCIA_IRQHandler
+MCIB_IRQHandler
+UART0_IRQHandler
+UART1_IRQHandler
+UART2_IRQHandler
+UART3_IRQHandler
+UART4_IRQHandler
+AACI_IRQHandler
+CLCD_IRQHandler
+ENET_IRQHandler
+USBDC_IRQHandler
+USBHC_IRQHandler
+CHLCD_IRQHandler
+FLEXRAY_IRQHandler
+CAN_IRQHandler
+LIN_IRQHandler
+I2C_IRQHandler
+CPU_CLCD_IRQHandler
+SPI_IRQHandler
+                B       .
+
+                ENDP
+
+
+                ALIGN
+
+
+; User Initial Stack & Heap
+
+                IF      :DEF:__MICROLIB
+
+                EXPORT  __initial_sp
+                EXPORT  __heap_base
+                EXPORT  __heap_limit
+
+                ELSE
+
+                IMPORT  __use_two_region_memory
+                EXPORT  __user_initial_stackheap
+
+__user_initial_stackheap PROC
+                LDR     R0, =  Heap_Mem
+                LDR     R1, =(Stack_Mem + Stack_Size)
+                LDR     R2, = (Heap_Mem +  Heap_Size)
+                LDR     R3, = Stack_Mem
+                BX      LR
+                ENDP
+
+                ALIGN
+
+                ENDIF
+
+
+                END

CMSIS/NN/Examples/ARM/arm_nn_examples/gru/RTE/Device/ARMCM0/system_ARMCM0.c

@@ -0,0 +1,56 @@
+/**************************************************************************//**
+ * @file     system_ARMCM0.c
+ * @brief    CMSIS Device System Source File for
+ *           ARMCM0 Device Series
+ * @version  V5.00
+ * @date     08. April 2016
+ ******************************************************************************/
+/*
+ * Copyright (c) 2009-2016 ARM Limited. All rights reserved.
+ *
+ * SPDX-License-Identifier: Apache-2.0
+ *
+ * Licensed under the Apache License, Version 2.0 (the License); you may
+ * not use this file except in compliance with the License.
+ * You may obtain a copy of the License at
+ *
+ * www.apache.org/licenses/LICENSE-2.0
+ *
+ * Unless required by applicable law or agreed to in writing, software
+ * distributed under the License is distributed on an AS IS BASIS, WITHOUT
+ * WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+ * See the License for the specific language governing permissions and
+ * limitations under the License.
+ */
+
+#include "ARMCM0.h"
+
+/*----------------------------------------------------------------------------
+  Define clocks
+ *----------------------------------------------------------------------------*/
+#define  XTAL            ( 5000000U)      /* Oscillator frequency */
+
+#define  SYSTEM_CLOCK    (5 * XTAL)
+
+
+/*----------------------------------------------------------------------------
+  System Core Clock Variable
+ *----------------------------------------------------------------------------*/
+uint32_t SystemCoreClock = SYSTEM_CLOCK;
+
+
+/*----------------------------------------------------------------------------
+  System Core Clock update function
+ *----------------------------------------------------------------------------*/
+void SystemCoreClockUpdate (void)
+{
+  SystemCoreClock = SYSTEM_CLOCK;
+}
+
+/*----------------------------------------------------------------------------
+  System initialization function
+ *----------------------------------------------------------------------------*/
+void SystemInit (void)
+{
+  SystemCoreClock = SYSTEM_CLOCK;
+}

CMSIS/NN/Examples/ARM/arm_nn_examples/gru/RTE/Device/ARMCM3/startup_ARMCM3.s

@@ -0,0 +1,262 @@
+;/**************************************************************************//**
+; * @file     startup_ARMCM3.s
+; * @brief    CMSIS Core Device Startup File for
+; *           ARMCM3 Device Series
+; * @version  V5.00
+; * @date     02. March 2016
+; ******************************************************************************/
+;/*
+; * Copyright (c) 2009-2016 ARM Limited. All rights reserved.
+; *
+; * SPDX-License-Identifier: Apache-2.0
+; *
+; * Licensed under the Apache License, Version 2.0 (the License); you may
+; * not use this file except in compliance with the License.
+; * You may obtain a copy of the License at
+; *
+; * www.apache.org/licenses/LICENSE-2.0
+; *
+; * Unless required by applicable law or agreed to in writing, software
+; * distributed under the License is distributed on an AS IS BASIS, WITHOUT
+; * WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+; * See the License for the specific language governing permissions and
+; * limitations under the License.
+; */
+
+;/*
+;//-------- <<< Use Configuration Wizard in Context Menu >>> ------------------
+;*/
+
+
+; <h> Stack Configuration
+;   <o> Stack Size (in Bytes) <0x0-0xFFFFFFFF:8>
+; </h>
+
+Stack_Size      EQU     0x00000400
+
+                AREA    STACK, NOINIT, READWRITE, ALIGN=3
+Stack_Mem       SPACE   Stack_Size
+__initial_sp
+
+
+; <h> Heap Configuration
+;   <o>  Heap Size (in Bytes) <0x0-0xFFFFFFFF:8>
+; </h>
+
+Heap_Size       EQU     0x00000C00
+
+                AREA    HEAP, NOINIT, READWRITE, ALIGN=3
+__heap_base
+Heap_Mem        SPACE   Heap_Size
+__heap_limit
+
+
+                PRESERVE8
+                THUMB
+
+
+; Vector Table Mapped to Address 0 at Reset
+
+                AREA    RESET, DATA, READONLY
+                EXPORT  __Vectors
+                EXPORT  __Vectors_End
+                EXPORT  __Vectors_Size
+
+__Vectors       DCD     __initial_sp              ; Top of Stack
+                DCD     Reset_Handler             ; Reset Handler
+                DCD     NMI_Handler               ; NMI Handler
+                DCD     HardFault_Handler         ; Hard Fault Handler
+                DCD     MemManage_Handler         ; MPU Fault Handler
+                DCD     BusFault_Handler          ; Bus Fault Handler
+                DCD     UsageFault_Handler        ; Usage Fault Handler
+                DCD     0                         ; Reserved
+                DCD     0                         ; Reserved
+                DCD     0                         ; Reserved
+                DCD     0                         ; Reserved
+                DCD     SVC_Handler               ; SVCall Handler
+                DCD     DebugMon_Handler          ; Debug Monitor Handler
+                DCD     0                         ; Reserved
+                DCD     PendSV_Handler            ; PendSV Handler
+                DCD     SysTick_Handler           ; SysTick Handler
+
+                ; External Interrupts
+                DCD     WDT_IRQHandler            ;  0:  Watchdog Timer
+                DCD     RTC_IRQHandler            ;  1:  Real Time Clock
+                DCD     TIM0_IRQHandler           ;  2:  Timer0 / Timer1
+                DCD     TIM2_IRQHandler           ;  3:  Timer2 / Timer3
+                DCD     MCIA_IRQHandler           ;  4:  MCIa
+                DCD     MCIB_IRQHandler           ;  5:  MCIb
+                DCD     UART0_IRQHandler          ;  6:  UART0 - DUT FPGA
+                DCD     UART1_IRQHandler          ;  7:  UART1 - DUT FPGA
+                DCD     UART2_IRQHandler          ;  8:  UART2 - DUT FPGA
+                DCD     UART4_IRQHandler          ;  9:  UART4 - not connected
+                DCD     AACI_IRQHandler           ; 10: AACI / AC97
+                DCD     CLCD_IRQHandler           ; 11: CLCD Combined Interrupt
+                DCD     ENET_IRQHandler           ; 12: Ethernet
+                DCD     USBDC_IRQHandler          ; 13: USB Device
+                DCD     USBHC_IRQHandler          ; 14: USB Host Controller
+                DCD     CHLCD_IRQHandler          ; 15: Character LCD
+                DCD     FLEXRAY_IRQHandler        ; 16: Flexray
+                DCD     CAN_IRQHandler            ; 17: CAN
+                DCD     LIN_IRQHandler            ; 18: LIN
+                DCD     I2C_IRQHandler            ; 19: I2C ADC/DAC
+                DCD     0                         ; 20: Reserved
+                DCD     0                         ; 21: Reserved
+                DCD     0                         ; 22: Reserved
+                DCD     0                         ; 23: Reserved
+                DCD     0                         ; 24: Reserved
+                DCD     0                         ; 25: Reserved
+                DCD     0                         ; 26: Reserved
+                DCD     0                         ; 27: Reserved
+                DCD     CPU_CLCD_IRQHandler       ; 28: Reserved - CPU FPGA CLCD
+                DCD     0                         ; 29: Reserved - CPU FPGA
+                DCD     UART3_IRQHandler          ; 30: UART3    - CPU FPGA
+                DCD     SPI_IRQHandler            ; 31: SPI Touchscreen - CPU FPGA
+__Vectors_End
+
+__Vectors_Size  EQU     __Vectors_End - __Vectors
+
+                AREA    |.text|, CODE, READONLY
+
+
+; Reset Handler
+
+Reset_Handler   PROC
+                EXPORT  Reset_Handler             [WEAK]
+                IMPORT  SystemInit
+                IMPORT  __main
+                LDR     R0, =SystemInit
+                BLX     R0
+                LDR     R0, =__main
+                BX      R0
+                ENDP
+
+
+; Dummy Exception Handlers (infinite loops which can be modified)
+
+NMI_Handler     PROC
+                EXPORT  NMI_Handler               [WEAK]
+                B       .
+                ENDP
+HardFault_Handler\
+                PROC
+                EXPORT  HardFault_Handler         [WEAK]
+                B       .
+                ENDP
+MemManage_Handler\
+                PROC
+                EXPORT  MemManage_Handler         [WEAK]
+                B       .
+                ENDP
+BusFault_Handler\
+                PROC
+                EXPORT  BusFault_Handler          [WEAK]
+                B       .
+                ENDP
+UsageFault_Handler\
+                PROC
+                EXPORT  UsageFault_Handler        [WEAK]
+                B       .
+                ENDP
+SVC_Handler     PROC
+                EXPORT  SVC_Handler               [WEAK]
+                B       .
+                ENDP
+DebugMon_Handler\
+                PROC
+                EXPORT  DebugMon_Handler          [WEAK]
+                B       .
+                ENDP
+PendSV_Handler  PROC
+                EXPORT  PendSV_Handler            [WEAK]
+                B       .
+                ENDP
+SysTick_Handler PROC
+                EXPORT  SysTick_Handler           [WEAK]
+                B       .
+                ENDP
+
+Default_Handler PROC
+
+                EXPORT  WDT_IRQHandler            [WEAK]
+                EXPORT  RTC_IRQHandler            [WEAK]
+                EXPORT  TIM0_IRQHandler           [WEAK]
+                EXPORT  TIM2_IRQHandler           [WEAK]
+                EXPORT  MCIA_IRQHandler           [WEAK]
+                EXPORT  MCIB_IRQHandler           [WEAK]
+                EXPORT  UART0_IRQHandler          [WEAK]
+                EXPORT  UART1_IRQHandler          [WEAK]
+                EXPORT  UART2_IRQHandler          [WEAK]
+                EXPORT  UART3_IRQHandler          [WEAK]
+                EXPORT  UART4_IRQHandler          [WEAK]
+                EXPORT  AACI_IRQHandler           [WEAK]
+                EXPORT  CLCD_IRQHandler           [WEAK]
+                EXPORT  ENET_IRQHandler           [WEAK]
+                EXPORT  USBDC_IRQHandler          [WEAK]
+                EXPORT  USBHC_IRQHandler          [WEAK]
+                EXPORT  CHLCD_IRQHandler          [WEAK]
+                EXPORT  FLEXRAY_IRQHandler        [WEAK]
+                EXPORT  CAN_IRQHandler            [WEAK]
+                EXPORT  LIN_IRQHandler            [WEAK]
+                EXPORT  I2C_IRQHandler            [WEAK]
+                EXPORT  CPU_CLCD_IRQHandler       [WEAK]
+                EXPORT  SPI_IRQHandler            [WEAK]
+
+WDT_IRQHandler
+RTC_IRQHandler
+TIM0_IRQHandler
+TIM2_IRQHandler
+MCIA_IRQHandler
+MCIB_IRQHandler
+UART0_IRQHandler
+UART1_IRQHandler
+UART2_IRQHandler
+UART3_IRQHandler
+UART4_IRQHandler
+AACI_IRQHandler
+CLCD_IRQHandler
+ENET_IRQHandler
+USBDC_IRQHandler
+USBHC_IRQHandler
+CHLCD_IRQHandler
+FLEXRAY_IRQHandler
+CAN_IRQHandler
+LIN_IRQHandler
+I2C_IRQHandler
+CPU_CLCD_IRQHandler
+SPI_IRQHandler
+                B       .
+
+                ENDP
+
+
+                ALIGN
+
+
+; User Initial Stack & Heap
+
+                IF      :DEF:__MICROLIB
+
+                EXPORT  __initial_sp
+                EXPORT  __heap_base
+                EXPORT  __heap_limit
+
+                ELSE
+
+                IMPORT  __use_two_region_memory
+                EXPORT  __user_initial_stackheap
+
+__user_initial_stackheap PROC
+                LDR     R0, =  Heap_Mem
+                LDR     R1, =(Stack_Mem + Stack_Size)
+                LDR     R2, = (Heap_Mem +  Heap_Size)
+                LDR     R3, = Stack_Mem
+                BX      LR
+                ENDP
+
+                ALIGN
+
+                ENDIF
+
+
+                END

CMSIS/NN/Examples/ARM/arm_nn_examples/gru/RTE/Device/ARMCM3/system_ARMCM3.c

@@ -0,0 +1,68 @@
+/**************************************************************************//**
+ * @file     system_ARMCM3.c
+ * @brief    CMSIS Device System Source File for
+ *           ARMCM3 Device Series
+ * @version  V5.00
+ * @date     08. April 2016
+ ******************************************************************************/
+/*
+ * Copyright (c) 2009-2016 ARM Limited. All rights reserved.
+ *
+ * SPDX-License-Identifier: Apache-2.0
+ *
+ * Licensed under the Apache License, Version 2.0 (the License); you may
+ * not use this file except in compliance with the License.
+ * You may obtain a copy of the License at
+ *
+ * www.apache.org/licenses/LICENSE-2.0
+ *
+ * Unless required by applicable law or agreed to in writing, software
+ * distributed under the License is distributed on an AS IS BASIS, WITHOUT
+ * WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+ * See the License for the specific language governing permissions and
+ * limitations under the License.
+ */
+
+#include "ARMCM3.h"
+
+/*----------------------------------------------------------------------------
+  Define clocks
+ *----------------------------------------------------------------------------*/
+#define  XTAL            ( 5000000U)      /* Oscillator frequency */
+
+#define  SYSTEM_CLOCK    (5 * XTAL)
+
+
+/*----------------------------------------------------------------------------
+  Externals
+ *----------------------------------------------------------------------------*/
+#if defined (__VTOR_PRESENT) && (__VTOR_PRESENT == 1)
+  extern uint32_t __Vectors;
+#endif
+
+/*----------------------------------------------------------------------------
+  System Core Clock Variable
+ *----------------------------------------------------------------------------*/
+uint32_t SystemCoreClock = SYSTEM_CLOCK;
+
+
+/*----------------------------------------------------------------------------
+  System Core Clock update function
+ *----------------------------------------------------------------------------*/
+void SystemCoreClockUpdate (void)
+{
+  SystemCoreClock = SYSTEM_CLOCK;
+}
+
+/*----------------------------------------------------------------------------
+  System initialization function
+ *----------------------------------------------------------------------------*/
+void SystemInit (void)
+{
+
+#if defined (__VTOR_PRESENT) && (__VTOR_PRESENT == 1)
+  SCB->VTOR = (uint32_t) &__Vectors;
+#endif
+
+  SystemCoreClock = SYSTEM_CLOCK;
+}

CMSIS/NN/Examples/ARM/arm_nn_examples/gru/RTE/Device/ARMCM4_FP/startup_ARMCM4.s

@@ -0,0 +1,262 @@
+;/**************************************************************************//**
+; * @file     startup_ARMCM4.s
+; * @brief    CMSIS Core Device Startup File for
+; *           ARMCM4 Device Series
+; * @version  V5.00
+; * @date     02. March 2016
+; ******************************************************************************/
+;/*
+; * Copyright (c) 2009-2016 ARM Limited. All rights reserved.
+; *
+; * SPDX-License-Identifier: Apache-2.0
+; *
+; * Licensed under the Apache License, Version 2.0 (the License); you may
+; * not use this file except in compliance with the License.
+; * You may obtain a copy of the License at
+; *
+; * www.apache.org/licenses/LICENSE-2.0
+; *
+; * Unless required by applicable law or agreed to in writing, software
+; * distributed under the License is distributed on an AS IS BASIS, WITHOUT
+; * WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+; * See the License for the specific language governing permissions and
+; * limitations under the License.
+; */
+
+;/*
+;//-------- <<< Use Configuration Wizard in Context Menu >>> ------------------
+;*/
+
+
+; <h> Stack Configuration
+;   <o> Stack Size (in Bytes) <0x0-0xFFFFFFFF:8>
+; </h>
+
+Stack_Size      EQU     0x00000400
+
+                AREA    STACK, NOINIT, READWRITE, ALIGN=3
+Stack_Mem       SPACE   Stack_Size
+__initial_sp
+
+
+; <h> Heap Configuration
+;   <o>  Heap Size (in Bytes) <0x0-0xFFFFFFFF:8>
+; </h>
+
+Heap_Size       EQU     0x00000C00
+
+                AREA    HEAP, NOINIT, READWRITE, ALIGN=3
+__heap_base
+Heap_Mem        SPACE   Heap_Size
+__heap_limit
+
+
+                PRESERVE8
+                THUMB
+
+
+; Vector Table Mapped to Address 0 at Reset
+
+                AREA    RESET, DATA, READONLY
+                EXPORT  __Vectors
+                EXPORT  __Vectors_End
+                EXPORT  __Vectors_Size
+
+__Vectors       DCD     __initial_sp              ; Top of Stack
+                DCD     Reset_Handler             ; Reset Handler
+                DCD     NMI_Handler               ; NMI Handler
+                DCD     HardFault_Handler         ; Hard Fault Handler
+                DCD     MemManage_Handler         ; MPU Fault Handler
+                DCD     BusFault_Handler          ; Bus Fault Handler
+                DCD     UsageFault_Handler        ; Usage Fault Handler
+                DCD     0                         ; Reserved
+                DCD     0                         ; Reserved
+                DCD     0                         ; Reserved
+                DCD     0                         ; Reserved
+                DCD     SVC_Handler               ; SVCall Handler
+                DCD     DebugMon_Handler          ; Debug Monitor Handler
+                DCD     0                         ; Reserved
+                DCD     PendSV_Handler            ; PendSV Handler
+                DCD     SysTick_Handler           ; SysTick Handler
+
+                ; External Interrupts
+                DCD     WDT_IRQHandler            ;  0:  Watchdog Timer
+                DCD     RTC_IRQHandler            ;  1:  Real Time Clock
+                DCD     TIM0_IRQHandler           ;  2:  Timer0 / Timer1
+                DCD     TIM2_IRQHandler           ;  3:  Timer2 / Timer3
+                DCD     MCIA_IRQHandler           ;  4:  MCIa
+                DCD     MCIB_IRQHandler           ;  5:  MCIb
+                DCD     UART0_IRQHandler          ;  6:  UART0 - DUT FPGA
+                DCD     UART1_IRQHandler          ;  7:  UART1 - DUT FPGA
+                DCD     UART2_IRQHandler          ;  8:  UART2 - DUT FPGA
+                DCD     UART4_IRQHandler          ;  9:  UART4 - not connected
+                DCD     AACI_IRQHandler           ; 10: AACI / AC97
+                DCD     CLCD_IRQHandler           ; 11: CLCD Combined Interrupt
+                DCD     ENET_IRQHandler           ; 12: Ethernet
+                DCD     USBDC_IRQHandler          ; 13: USB Device
+                DCD     USBHC_IRQHandler          ; 14: USB Host Controller
+                DCD     CHLCD_IRQHandler          ; 15: Character LCD
+                DCD     FLEXRAY_IRQHandler        ; 16: Flexray
+                DCD     CAN_IRQHandler            ; 17: CAN
+                DCD     LIN_IRQHandler            ; 18: LIN
+                DCD     I2C_IRQHandler            ; 19: I2C ADC/DAC
+                DCD     0                         ; 20: Reserved
+                DCD     0                         ; 21: Reserved
+                DCD     0                         ; 22: Reserved
+                DCD     0                         ; 23: Reserved
+                DCD     0                         ; 24: Reserved
+                DCD     0                         ; 25: Reserved
+                DCD     0                         ; 26: Reserved
+                DCD     0                         ; 27: Reserved
+                DCD     CPU_CLCD_IRQHandler       ; 28: Reserved - CPU FPGA CLCD
+                DCD     0                         ; 29: Reserved - CPU FPGA
+                DCD     UART3_IRQHandler          ; 30: UART3    - CPU FPGA
+                DCD     SPI_IRQHandler            ; 31: SPI Touchscreen - CPU FPGA
+__Vectors_End
+
+__Vectors_Size  EQU     __Vectors_End - __Vectors
+
+                AREA    |.text|, CODE, READONLY
+
+
+; Reset Handler
+
+Reset_Handler   PROC
+                EXPORT  Reset_Handler             [WEAK]
+                IMPORT  SystemInit
+                IMPORT  __main
+                LDR     R0, =SystemInit
+                BLX     R0
+                LDR     R0, =__main
+                BX      R0
+                ENDP
+
+
+; Dummy Exception Handlers (infinite loops which can be modified)
+
+NMI_Handler     PROC
+                EXPORT  NMI_Handler               [WEAK]
+                B       .
+                ENDP
+HardFault_Handler\
+                PROC
+                EXPORT  HardFault_Handler         [WEAK]
+                B       .
+                ENDP
+MemManage_Handler\
+                PROC
+                EXPORT  MemManage_Handler         [WEAK]
+                B       .
+                ENDP
+BusFault_Handler\
+                PROC
+                EXPORT  BusFault_Handler          [WEAK]
+                B       .
+                ENDP
+UsageFault_Handler\
+                PROC
+                EXPORT  UsageFault_Handler        [WEAK]
+                B       .
+                ENDP
+SVC_Handler     PROC
+                EXPORT  SVC_Handler               [WEAK]
+                B       .
+                ENDP
+DebugMon_Handler\
+                PROC
+                EXPORT  DebugMon_Handler          [WEAK]
+                B       .
+                ENDP
+PendSV_Handler  PROC
+                EXPORT  PendSV_Handler            [WEAK]
+                B       .
+                ENDP
+SysTick_Handler PROC
+                EXPORT  SysTick_Handler           [WEAK]
+                B       .
+                ENDP
+
+Default_Handler PROC
+
+                EXPORT  WDT_IRQHandler            [WEAK]
+                EXPORT  RTC_IRQHandler            [WEAK]
+                EXPORT  TIM0_IRQHandler           [WEAK]
+                EXPORT  TIM2_IRQHandler           [WEAK]
+                EXPORT  MCIA_IRQHandler           [WEAK]
+                EXPORT  MCIB_IRQHandler           [WEAK]
+                EXPORT  UART0_IRQHandler          [WEAK]
+                EXPORT  UART1_IRQHandler          [WEAK]
+                EXPORT  UART2_IRQHandler          [WEAK]
+                EXPORT  UART3_IRQHandler          [WEAK]
+                EXPORT  UART4_IRQHandler          [WEAK]
+                EXPORT  AACI_IRQHandler           [WEAK]
+                EXPORT  CLCD_IRQHandler           [WEAK]
+                EXPORT  ENET_IRQHandler           [WEAK]
+                EXPORT  USBDC_IRQHandler          [WEAK]
+                EXPORT  USBHC_IRQHandler          [WEAK]
+                EXPORT  CHLCD_IRQHandler          [WEAK]
+                EXPORT  FLEXRAY_IRQHandler        [WEAK]
+                EXPORT  CAN_IRQHandler            [WEAK]
+                EXPORT  LIN_IRQHandler            [WEAK]
+                EXPORT  I2C_IRQHandler            [WEAK]
+                EXPORT  CPU_CLCD_IRQHandler       [WEAK]
+                EXPORT  SPI_IRQHandler            [WEAK]
+
+WDT_IRQHandler
+RTC_IRQHandler
+TIM0_IRQHandler
+TIM2_IRQHandler
+MCIA_IRQHandler
+MCIB_IRQHandler
+UART0_IRQHandler
+UART1_IRQHandler
+UART2_IRQHandler
+UART3_IRQHandler
+UART4_IRQHandler
+AACI_IRQHandler
+CLCD_IRQHandler
+ENET_IRQHandler
+USBDC_IRQHandler
+USBHC_IRQHandler
+CHLCD_IRQHandler
+FLEXRAY_IRQHandler
+CAN_IRQHandler
+LIN_IRQHandler
+I2C_IRQHandler
+CPU_CLCD_IRQHandler
+SPI_IRQHandler
+                B       .
+
+                ENDP
+
+
+                ALIGN
+
+
+; User Initial Stack & Heap
+
+                IF      :DEF:__MICROLIB
+
+                EXPORT  __initial_sp
+                EXPORT  __heap_base
+                EXPORT  __heap_limit
+
+                ELSE
+
+                IMPORT  __use_two_region_memory
+                EXPORT  __user_initial_stackheap
+
+__user_initial_stackheap PROC
+                LDR     R0, =  Heap_Mem
+                LDR     R1, =(Stack_Mem + Stack_Size)
+                LDR     R2, = (Heap_Mem +  Heap_Size)
+                LDR     R3, = Stack_Mem
+                BX      LR
+                ENDP
+
+                ALIGN
+
+                ENDIF
+
+
+                END

CMSIS/NN/Examples/ARM/arm_nn_examples/gru/RTE/Device/ARMCM4_FP/system_ARMCM4.c

@@ -0,0 +1,83 @@
+/**************************************************************************//**
+ * @file     system_ARMCM4.c
+ * @brief    CMSIS Device System Source File for
+ *           ARMCM4 Device Series
+ * @version  V5.00
+ * @date     08. April 2016
+ ******************************************************************************/
+/*
+ * Copyright (c) 2009-2016 ARM Limited. All rights reserved.
+ *
+ * SPDX-License-Identifier: Apache-2.0
+ *
+ * Licensed under the Apache License, Version 2.0 (the License); you may
+ * not use this file except in compliance with the License.
+ * You may obtain a copy of the License at
+ *
+ * www.apache.org/licenses/LICENSE-2.0
+ *
+ * Unless required by applicable law or agreed to in writing, software
+ * distributed under the License is distributed on an AS IS BASIS, WITHOUT
+ * WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+ * See the License for the specific language governing permissions and
+ * limitations under the License.
+ */
+
+#if defined (ARMCM4)
+  #include "ARMCM4.h"
+#elif defined (ARMCM4_FP)
+  #include "ARMCM4_FP.h"
+#else
+  #error device not specified!
+#endif
+
+/*----------------------------------------------------------------------------
+  Define clocks
+ *----------------------------------------------------------------------------*/
+#define  XTAL            ( 5000000U)      /* Oscillator frequency */
+
+#define  SYSTEM_CLOCK    (5 * XTAL)
+
+
+/*----------------------------------------------------------------------------
+  Externals
+ *----------------------------------------------------------------------------*/
+#if defined (__VTOR_PRESENT) && (__VTOR_PRESENT == 1)
+  extern uint32_t __Vectors;
+#endif
+
+/*----------------------------------------------------------------------------
+  System Core Clock Variable
+ *----------------------------------------------------------------------------*/
+uint32_t SystemCoreClock = SYSTEM_CLOCK;
+
+
+/*----------------------------------------------------------------------------
+  System Core Clock update function
+ *----------------------------------------------------------------------------*/
+void SystemCoreClockUpdate (void)
+{
+  SystemCoreClock = SYSTEM_CLOCK;
+}
+
+/*----------------------------------------------------------------------------
+  System initialization function
+ *----------------------------------------------------------------------------*/
+void SystemInit (void)
+{
+
+#if defined (__VTOR_PRESENT) && (__VTOR_PRESENT == 1)
+  SCB->VTOR = (uint32_t) &__Vectors;
+#endif
+
+#if defined (__FPU_USED) && (__FPU_USED == 1)
+  SCB->CPACR |= ((3U << 10*2) |           /* set CP10 Full Access */
+                 (3U << 11*2)  );         /* set CP11 Full Access */
+#endif
+
+#ifdef UNALIGNED_SUPPORT_DISABLE
+  SCB->CCR |= SCB_CCR_UNALIGN_TRP_Msk;
+#endif
+
+  SystemCoreClock = SYSTEM_CLOCK;
+}

CMSIS/NN/Examples/ARM/arm_nn_examples/gru/RTE/Device/ARMCM7_SP/gcc_arm.ld

@@ -0,0 +1,196 @@
+/* Linker script to configure memory regions. */
+MEMORY
+{
+  FLASH (rx)  : ORIGIN = 0x00000000, LENGTH = 512K
+  RAM   (rwx) : ORIGIN = 0x20000000, LENGTH = 256K
+}
+
+/* Library configurations */
+GROUP(libgcc.a libc.a libm.a libnosys.a)
+
+/* Linker script to place sections and symbol values. Should be used together
+ * with other linker script that defines memory regions FLASH and RAM.
+ * It references following symbols, which must be defined in code:
+ *   Reset_Handler : Entry of reset handler
+ *
+ * It defines following symbols, which code can use without definition:
+ *   __exidx_start
+ *   __exidx_end
+ *   __copy_table_start__
+ *   __copy_table_end__
+ *   __zero_table_start__
+ *   __zero_table_end__
+ *   __etext
+ *   __data_start__
+ *   __preinit_array_start
+ *   __preinit_array_end
+ *   __init_array_start
+ *   __init_array_end
+ *   __fini_array_start
+ *   __fini_array_end
+ *   __data_end__
+ *   __bss_start__
+ *   __bss_end__
+ *   __end__
+ *   end
+ *   __HeapBase
+ *   __HeapLimit
+ *   __StackLimit
+ *   __StackTop
+ *   __stack
+ *   __Vectors_End
+ *   __Vectors_Size
+ */
+ENTRY(Reset_Handler)
+
+SECTIONS
+{
+	.text :
+	{
+		KEEP(*(.vectors))
+		__Vectors_End = .;
+		__Vectors_Size = __Vectors_End - __Vectors;
+		__end__ = .;
+
+		*(.text*)
+
+		KEEP(*(.init))
+		KEEP(*(.fini))
+
+		/* .ctors */
+		*crtbegin.o(.ctors)
+		*crtbegin?.o(.ctors)
+		*(EXCLUDE_FILE(*crtend?.o *crtend.o) .ctors)
+		*(SORT(.ctors.*))
+		*(.ctors)
+
+		/* .dtors */
+ 		*crtbegin.o(.dtors)
+ 		*crtbegin?.o(.dtors)
+ 		*(EXCLUDE_FILE(*crtend?.o *crtend.o) .dtors)
+ 		*(SORT(.dtors.*))
+ 		*(.dtors)
+
+		*(.rodata*)
+
+		KEEP(*(.eh_frame*))
+	} > FLASH
+
+	.ARM.extab :
+	{
+		*(.ARM.extab* .gnu.linkonce.armextab.*)
+	} > FLASH
+
+	__exidx_start = .;
+	.ARM.exidx :
+	{
+		*(.ARM.exidx* .gnu.linkonce.armexidx.*)
+	} > FLASH
+	__exidx_end = .;
+
+	/* To copy multiple ROM to RAM sections,
+	 * uncomment .copy.table section and,
+	 * define __STARTUP_COPY_MULTIPLE in startup_ARMCMx.S */
+	/*
+	.copy.table :
+	{
+		. = ALIGN(4);
+		__copy_table_start__ = .;
+		LONG (__etext)
+		LONG (__data_start__)
+		LONG (__data_end__ - __data_start__)
+		LONG (__etext2)
+		LONG (__data2_start__)
+		LONG (__data2_end__ - __data2_start__)
+		__copy_table_end__ = .;
+	} > FLASH
+	*/
+
+	/* To clear multiple BSS sections,
+	 * uncomment .zero.table section and,
+	 * define __STARTUP_CLEAR_BSS_MULTIPLE in startup_ARMCMx.S */
+	/*
+	.zero.table :
+	{
+		. = ALIGN(4);
+		__zero_table_start__ = .;
+		LONG (__bss_start__)
+		LONG (__bss_end__ - __bss_start__)
+		LONG (__bss2_start__)
+		LONG (__bss2_end__ - __bss2_start__)
+		__zero_table_end__ = .;
+	} > FLASH
+	*/
+
+	__etext = .;
+
+	.data : AT (__etext)
+	{
+		__data_start__ = .;
+		*(vtable)
+		*(.data*)
+
+		. = ALIGN(4);
+		/* preinit data */
+		PROVIDE_HIDDEN (__preinit_array_start = .);
+		KEEP(*(.preinit_array))
+		PROVIDE_HIDDEN (__preinit_array_end = .);
+
+		. = ALIGN(4);
+		/* init data */
+		PROVIDE_HIDDEN (__init_array_start = .);
+		KEEP(*(SORT(.init_array.*)))
+		KEEP(*(.init_array))
+		PROVIDE_HIDDEN (__init_array_end = .);
+
+
+		. = ALIGN(4);
+		/* finit data */
+		PROVIDE_HIDDEN (__fini_array_start = .);
+		KEEP(*(SORT(.fini_array.*)))
+		KEEP(*(.fini_array))
+		PROVIDE_HIDDEN (__fini_array_end = .);
+
+		KEEP(*(.jcr*))
+		. = ALIGN(4);
+		/* All data end */
+		__data_end__ = .;
+
+	} > RAM
+
+	.bss :
+	{
+		. = ALIGN(4);
+		__bss_start__ = .;
+		*(.bss*)
+		*(COMMON)
+		. = ALIGN(4);
+		__bss_end__ = .;
+	} > RAM
+
+	.heap (COPY):
+	{
+		__HeapBase = .;
+		__end__ = .;
+		end = __end__;
+		KEEP(*(.heap*))
+		__HeapLimit = .;
+	} > RAM
+
+	/* .stack_dummy section doesn't contains any symbols. It is only
+	 * used for linker to calculate size of stack sections, and assign
+	 * values to stack symbols later */
+	.stack_dummy (COPY):
+	{
+		KEEP(*(.stack*))
+	} > RAM
+
+	/* Set stack top to end of RAM, and stack limit move down by
+	 * size of stack_dummy section */
+	__StackTop = ORIGIN(RAM) + LENGTH(RAM);
+	__StackLimit = __StackTop - SIZEOF(.stack_dummy);
+	PROVIDE(__stack = __StackTop);
+
+	/* Check if data + heap + stack exceeds RAM limit */
+	ASSERT(__StackLimit >= __HeapLimit, "region RAM overflowed with stack")
+}

CMSIS/NN/Examples/ARM/arm_nn_examples/gru/RTE/Device/ARMCM7_SP/startup_ARMCM7.c

@@ -0,0 +1,295 @@
+/**************************************************************************//**
+ * @file     startup_ARMCM7.s
+ * @brief    CMSIS Core Device Startup File for
+ *           ARMCM7 Device Series
+ * @version  V5.00
+ * @date     26. April 2016
+ ******************************************************************************/
+/*
+ * Copyright (c) 2009-2016 ARM Limited. All rights reserved.
+ *
+ * SPDX-License-Identifier: Apache-2.0
+ *
+ * Licensed under the Apache License, Version 2.0 (the License); you may
+ * not use this file except in compliance with the License.
+ * You may obtain a copy of the License at
+ *
+ * www.apache.org/licenses/LICENSE-2.0
+ *
+ * Unless required by applicable law or agreed to in writing, software
+ * distributed under the License is distributed on an AS IS BASIS, WITHOUT
+ * WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+ * See the License for the specific language governing permissions and
+ * limitations under the License.
+ */
+
+#include <stdint.h>
+
+
+/*----------------------------------------------------------------------------
+  Linker generated Symbols
+ *----------------------------------------------------------------------------*/
+extern uint32_t __etext;
+extern uint32_t __data_start__;
+extern uint32_t __data_end__;
+extern uint32_t __copy_table_start__;
+extern uint32_t __copy_table_end__;
+extern uint32_t __zero_table_start__;
+extern uint32_t __zero_table_end__;
+extern uint32_t __bss_start__;
+extern uint32_t __bss_end__;
+extern uint32_t __StackTop;
+
+/*----------------------------------------------------------------------------
+  Exception / Interrupt Handler Function Prototype
+ *----------------------------------------------------------------------------*/
+typedef void( *pFunc )( void );
+
+
+/*----------------------------------------------------------------------------
+  External References
+ *----------------------------------------------------------------------------*/
+#ifndef __START
+extern void  _start(void) __attribute__((noreturn));    /* PreeMain (C library entry point) */
+#else
+extern int  __START(void) __attribute__((noreturn));    /* main entry point */
+#endif
+
+#ifndef __NO_SYSTEM_INIT
+extern void SystemInit (void);            /* CMSIS System Initialization      */
+#endif
+
+
+/*----------------------------------------------------------------------------
+  Internal References
+ *----------------------------------------------------------------------------*/
+void Default_Handler(void);                          /* Default empty handler */
+void Reset_Handler(void);                            /* Reset Handler */
+
+
+/*----------------------------------------------------------------------------
+  User Initial Stack & Heap
+ *----------------------------------------------------------------------------*/
+#ifndef __STACK_SIZE
+  #define	__STACK_SIZE  0x00000400
+#endif
+static uint8_t stack[__STACK_SIZE] __attribute__ ((aligned(8), used, section(".stack")));
+
+#ifndef __HEAP_SIZE
+  #define	__HEAP_SIZE   0x00000C00
+#endif
+#if __HEAP_SIZE > 0
+static uint8_t heap[__HEAP_SIZE]   __attribute__ ((aligned(8), used, section(".heap")));
+#endif
+
+
+/*----------------------------------------------------------------------------
+  Exception / Interrupt Handler
+ *----------------------------------------------------------------------------*/
+/* Cortex-M7 Processor Exceptions */
+void NMI_Handler         (void) __attribute__ ((weak, alias("Default_Handler")));
+void HardFault_Handler   (void) __attribute__ ((weak, alias("Default_Handler")));
+void MemManage_Handler   (void) __attribute__ ((weak, alias("Default_Handler")));
+void BusFault_Handler    (void) __attribute__ ((weak, alias("Default_Handler")));
+void UsageFault_Handler  (void) __attribute__ ((weak, alias("Default_Handler")));
+void SVC_Handler         (void) __attribute__ ((weak, alias("Default_Handler")));
+void DebugMon_Handler    (void) __attribute__ ((weak, alias("Default_Handler")));
+void PendSV_Handler      (void) __attribute__ ((weak, alias("Default_Handler")));
+void SysTick_Handler     (void) __attribute__ ((weak, alias("Default_Handler")));
+
+/* ARMCM7 Specific Interrupts */
+void WDT_IRQHandler      (void) __attribute__ ((weak, alias("Default_Handler")));
+void RTC_IRQHandler      (void) __attribute__ ((weak, alias("Default_Handler")));
+void TIM0_IRQHandler     (void) __attribute__ ((weak, alias("Default_Handler")));
+void TIM2_IRQHandler     (void) __attribute__ ((weak, alias("Default_Handler")));
+void MCIA_IRQHandler     (void) __attribute__ ((weak, alias("Default_Handler")));
+void MCIB_IRQHandler     (void) __attribute__ ((weak, alias("Default_Handler")));
+void UART0_IRQHandler    (void) __attribute__ ((weak, alias("Default_Handler")));
+void UART1_IRQHandler    (void) __attribute__ ((weak, alias("Default_Handler")));
+void UART2_IRQHandler    (void) __attribute__ ((weak, alias("Default_Handler")));
+void UART4_IRQHandler    (void) __attribute__ ((weak, alias("Default_Handler")));
+void AACI_IRQHandler     (void) __attribute__ ((weak, alias("Default_Handler")));
+void CLCD_IRQHandler     (void) __attribute__ ((weak, alias("Default_Handler")));
+void ENET_IRQHandler     (void) __attribute__ ((weak, alias("Default_Handler")));
+void USBDC_IRQHandler    (void) __attribute__ ((weak, alias("Default_Handler")));
+void USBHC_IRQHandler    (void) __attribute__ ((weak, alias("Default_Handler")));
+void CHLCD_IRQHandler    (void) __attribute__ ((weak, alias("Default_Handler")));
+void FLEXRAY_IRQHandler  (void) __attribute__ ((weak, alias("Default_Handler")));
+void CAN_IRQHandler      (void) __attribute__ ((weak, alias("Default_Handler")));
+void LIN_IRQHandler      (void) __attribute__ ((weak, alias("Default_Handler")));
+void I2C_IRQHandler      (void) __attribute__ ((weak, alias("Default_Handler")));
+void CPU_CLCD_IRQHandler (void) __attribute__ ((weak, alias("Default_Handler")));
+void UART3_IRQHandler    (void) __attribute__ ((weak, alias("Default_Handler")));
+void SPI_IRQHandler      (void) __attribute__ ((weak, alias("Default_Handler")));
+
+
+/*----------------------------------------------------------------------------
+  Exception / Interrupt Vector table
+ *----------------------------------------------------------------------------*/
+const pFunc __Vectors[] __attribute__ ((section(".vectors"))) = {
+  /* Cortex-M7 Exceptions Handler */
+  (pFunc)((uint32_t)&__StackTop),           /*      Initial Stack Pointer     */
+  Reset_Handler,                            /*      Reset Handler             */
+  NMI_Handler,                              /*      NMI Handler               */
+  HardFault_Handler,                        /*      Hard Fault Handler        */
+  MemManage_Handler,                        /*      MPU Fault Handler         */
+  BusFault_Handler,                         /*      Bus Fault Handler         */
+  UsageFault_Handler,                       /*      Usage Fault Handler       */
+  0,                                        /*      Reserved                  */
+  0,                                        /*      Reserved                  */
+  0,                                        /*      Reserved                  */
+  0,                                        /*      Reserved                  */
+  SVC_Handler,                              /*      SVCall Handler            */
+  DebugMon_Handler,                         /*      Debug Monitor Handler     */
+  0,                                        /*      Reserved                  */
+  PendSV_Handler,                           /*      PendSV Handler            */
+  SysTick_Handler,                          /*      SysTick Handler           */
+
+  /* External interrupts */
+  WDT_IRQHandler,                           /*  0:  Watchdog Timer            */
+  RTC_IRQHandler,                           /*  1:  Real Time Clock           */
+  TIM0_IRQHandler,                          /*  2:  Timer0 / Timer1           */
+  TIM2_IRQHandler,                          /*  3:  Timer2 / Timer3           */
+  MCIA_IRQHandler,                          /*  4:  MCIa                      */
+  MCIB_IRQHandler,                          /*  5:  MCIb                      */
+  UART0_IRQHandler,                         /*  6:  UART0 - DUT FPGA          */
+  UART1_IRQHandler,                         /*  7:  UART1 - DUT FPGA          */
+  UART2_IRQHandler,                         /*  8:  UART2 - DUT FPGA          */
+  UART4_IRQHandler,                         /*  9:  UART4 - not connected     */
+  AACI_IRQHandler,                          /* 10: AACI / AC97                */
+  CLCD_IRQHandler,                          /* 11: CLCD Combined Interrupt    */
+  ENET_IRQHandler,                          /* 12: Ethernet                   */
+  USBDC_IRQHandler,                         /* 13: USB Device                 */
+  USBHC_IRQHandler,                         /* 14: USB Host Controller        */
+  CHLCD_IRQHandler,                         /* 15: Character LCD              */
+  FLEXRAY_IRQHandler,                       /* 16: Flexray                    */
+  CAN_IRQHandler,                           /* 17: CAN                        */
+  LIN_IRQHandler,                           /* 18: LIN                        */
+  I2C_IRQHandler,                           /* 19: I2C ADC/DAC                */
+  0,                                        /* 20: Reserved                   */
+  0,                                        /* 21: Reserved                   */
+  0,                                        /* 22: Reserved                   */
+  0,                                        /* 23: Reserved                   */
+  0,                                        /* 24: Reserved                   */
+  0,                                        /* 25: Reserved                   */
+  0,                                        /* 26: Reserved                   */
+  0,                                        /* 27: Reserved                   */
+  CPU_CLCD_IRQHandler,                      /* 28: Reserved - CPU FPGA CLCD   */
+  0,                                        /* 29: Reserved - CPU FPGA        */
+  UART3_IRQHandler,                         /* 30: UART3    - CPU FPGA        */
+  SPI_IRQHandler                            /* 31: SPI Touchscreen - CPU FPGA */
+};
+
+
+/*----------------------------------------------------------------------------
+  Reset Handler called on controller reset
+ *----------------------------------------------------------------------------*/
+void Reset_Handler(void) {
+  uint32_t *pSrc, *pDest;
+  uint32_t *pTable __attribute__((unused));
+
+/*  Firstly it copies data from read only memory to RAM. There are two schemes
+ *  to copy. One can copy more than one sections. Another can only copy
+ *  one section.  The former scheme needs more instructions and read-only
+ *  data to implement than the latter.
+ *  Macro __STARTUP_COPY_MULTIPLE is used to choose between two schemes.  */
+
+#ifdef __STARTUP_COPY_MULTIPLE
+/*  Multiple sections scheme.
+ *
+ *  Between symbol address __copy_table_start__ and __copy_table_end__,
+ *  there are array of triplets, each of which specify:
+ *    offset 0: LMA of start of a section to copy from
+ *    offset 4: VMA of start of a section to copy to
+ *    offset 8: size of the section to copy. Must be multiply of 4
+ *
+ *  All addresses must be aligned to 4 bytes boundary.
+ */
+  pTable = &__copy_table_start__;
+
+  for (; pTable < &__copy_table_end__; pTable = pTable + 3) {
+		pSrc  = (uint32_t*)*(pTable + 0);
+		pDest = (uint32_t*)*(pTable + 1);
+		for (; pDest < (uint32_t*)(*(pTable + 1) + *(pTable + 2)) ; ) {
+      *pDest++ = *pSrc++;
+		}
+	}
+#else
+/*  Single section scheme.
+ *
+ *  The ranges of copy from/to are specified by following symbols
+ *    __etext: LMA of start of the section to copy from. Usually end of text
+ *    __data_start__: VMA of start of the section to copy to
+ *    __data_end__: VMA of end of the section to copy to
+ *
+ *  All addresses must be aligned to 4 bytes boundary.
+ */
+  pSrc  = &__etext;
+  pDest = &__data_start__;
+
+  for ( ; pDest < &__data_end__ ; ) {
+    *pDest++ = *pSrc++;
+  }
+#endif /*__STARTUP_COPY_MULTIPLE */
+
+/*  This part of work usually is done in C library startup code. Otherwise,
+ *  define this macro to enable it in this startup.
+ *
+ *  There are two schemes too. One can clear multiple BSS sections. Another
+ *  can only clear one section. The former is more size expensive than the
+ *  latter.
+ *
+ *  Define macro __STARTUP_CLEAR_BSS_MULTIPLE to choose the former.
+ *  Otherwise efine macro __STARTUP_CLEAR_BSS to choose the later.
+ */
+#ifdef __STARTUP_CLEAR_BSS_MULTIPLE
+/*  Multiple sections scheme.
+ *
+ *  Between symbol address __copy_table_start__ and __copy_table_end__,
+ *  there are array of tuples specifying:
+ *    offset 0: Start of a BSS section
+ *    offset 4: Size of this BSS section. Must be multiply of 4
+ */
+  pTable = &__zero_table_start__;
+
+  for (; pTable < &__zero_table_end__; pTable = pTable + 2) {
+		pDest = (uint32_t*)*(pTable + 0);
+		for (; pDest < (uint32_t*)(*(pTable + 0) + *(pTable + 1)) ; ) {
+      *pDest++ = 0;
+		}
+	}
+#elif defined (__STARTUP_CLEAR_BSS)
+/*  Single BSS section scheme.
+ *
+ *  The BSS section is specified by following symbols
+ *    __bss_start__: start of the BSS section.
+ *    __bss_end__: end of the BSS section.
+ *
+ *  Both addresses must be aligned to 4 bytes boundary.
+ */
+  pDest = &__bss_start__;
+
+  for ( ; pDest < &__bss_end__ ; ) {
+    *pDest++ = 0UL;
+  }
+#endif /* __STARTUP_CLEAR_BSS_MULTIPLE || __STARTUP_CLEAR_BSS */
+
+#ifndef __NO_SYSTEM_INIT
+	SystemInit();
+#endif
+
+#ifndef __START
+#define __START _start
+#endif
+	__START();
+
+}
+
+
+/*----------------------------------------------------------------------------
+  Default Handler for Exceptions / Interrupts
+ *----------------------------------------------------------------------------*/
+void Default_Handler(void) {
+
+	while(1);
+}

CMSIS/NN/Examples/ARM/arm_nn_examples/gru/RTE/Device/ARMCM7_SP/startup_ARMCM7.s

@@ -0,0 +1,262 @@
+;/**************************************************************************//**
+; * @file     startup_ARMCM7.s
+; * @brief    CMSIS Core Device Startup File for
+; *           ARMCM7 Device Series
+; * @version  V5.00
+; * @date     02. March 2016
+; ******************************************************************************/
+;/*
+; * Copyright (c) 2009-2016 ARM Limited. All rights reserved.
+; *
+; * SPDX-License-Identifier: Apache-2.0
+; *
+; * Licensed under the Apache License, Version 2.0 (the License); you may
+; * not use this file except in compliance with the License.
+; * You may obtain a copy of the License at
+; *
+; * www.apache.org/licenses/LICENSE-2.0
+; *
+; * Unless required by applicable law or agreed to in writing, software
+; * distributed under the License is distributed on an AS IS BASIS, WITHOUT
+; * WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+; * See the License for the specific language governing permissions and
+; * limitations under the License.
+; */
+
+;/*
+;//-------- <<< Use Configuration Wizard in Context Menu >>> ------------------
+;*/
+
+
+; <h> Stack Configuration
+;   <o> Stack Size (in Bytes) <0x0-0xFFFFFFFF:8>
+; </h>
+
+Stack_Size      EQU     0x00000400
+
+                AREA    STACK, NOINIT, READWRITE, ALIGN=3
+Stack_Mem       SPACE   Stack_Size
+__initial_sp
+
+
+; <h> Heap Configuration
+;   <o>  Heap Size (in Bytes) <0x0-0xFFFFFFFF:8>
+; </h>
+
+Heap_Size       EQU     0x00000C00
+
+                AREA    HEAP, NOINIT, READWRITE, ALIGN=3
+__heap_base
+Heap_Mem        SPACE   Heap_Size
+__heap_limit
+
+
+                PRESERVE8
+                THUMB
+
+
+; Vector Table Mapped to Address 0 at Reset
+
+                AREA    RESET, DATA, READONLY
+                EXPORT  __Vectors
+                EXPORT  __Vectors_End
+                EXPORT  __Vectors_Size
+
+__Vectors       DCD     __initial_sp              ; Top of Stack
+                DCD     Reset_Handler             ; Reset Handler
+                DCD     NMI_Handler               ; NMI Handler
+                DCD     HardFault_Handler         ; Hard Fault Handler
+                DCD     MemManage_Handler         ; MPU Fault Handler
+                DCD     BusFault_Handler          ; Bus Fault Handler
+                DCD     UsageFault_Handler        ; Usage Fault Handler
+                DCD     0                         ; Reserved
+                DCD     0                         ; Reserved
+                DCD     0                         ; Reserved
+                DCD     0                         ; Reserved
+                DCD     SVC_Handler               ; SVCall Handler
+                DCD     DebugMon_Handler          ; Debug Monitor Handler
+                DCD     0                         ; Reserved
+                DCD     PendSV_Handler            ; PendSV Handler
+                DCD     SysTick_Handler           ; SysTick Handler
+
+                ; External Interrupts
+                DCD     WDT_IRQHandler            ;  0:  Watchdog Timer
+                DCD     RTC_IRQHandler            ;  1:  Real Time Clock
+                DCD     TIM0_IRQHandler           ;  2:  Timer0 / Timer1
+                DCD     TIM2_IRQHandler           ;  3:  Timer2 / Timer3
+                DCD     MCIA_IRQHandler           ;  4:  MCIa
+                DCD     MCIB_IRQHandler           ;  5:  MCIb
+                DCD     UART0_IRQHandler          ;  6:  UART0 - DUT FPGA
+                DCD     UART1_IRQHandler          ;  7:  UART1 - DUT FPGA
+                DCD     UART2_IRQHandler          ;  8:  UART2 - DUT FPGA
+                DCD     UART4_IRQHandler          ;  9:  UART4 - not connected
+                DCD     AACI_IRQHandler           ; 10: AACI / AC97
+                DCD     CLCD_IRQHandler           ; 11: CLCD Combined Interrupt
+                DCD     ENET_IRQHandler           ; 12: Ethernet
+                DCD     USBDC_IRQHandler          ; 13: USB Device
+                DCD     USBHC_IRQHandler          ; 14: USB Host Controller
+                DCD     CHLCD_IRQHandler          ; 15: Character LCD
+                DCD     FLEXRAY_IRQHandler        ; 16: Flexray
+                DCD     CAN_IRQHandler            ; 17: CAN
+                DCD     LIN_IRQHandler            ; 18: LIN
+                DCD     I2C_IRQHandler            ; 19: I2C ADC/DAC
+                DCD     0                         ; 20: Reserved
+                DCD     0                         ; 21: Reserved
+                DCD     0                         ; 22: Reserved
+                DCD     0                         ; 23: Reserved
+                DCD     0                         ; 24: Reserved
+                DCD     0                         ; 25: Reserved
+                DCD     0                         ; 26: Reserved
+                DCD     0                         ; 27: Reserved
+                DCD     CPU_CLCD_IRQHandler       ; 28: Reserved - CPU FPGA CLCD
+                DCD     0                         ; 29: Reserved - CPU FPGA
+                DCD     UART3_IRQHandler          ; 30: UART3    - CPU FPGA
+                DCD     SPI_IRQHandler            ; 31: SPI Touchscreen - CPU FPGA
+__Vectors_End
+
+__Vectors_Size  EQU     __Vectors_End - __Vectors
+
+                AREA    |.text|, CODE, READONLY
+
+
+; Reset Handler
+
+Reset_Handler   PROC
+                EXPORT  Reset_Handler             [WEAK]
+                IMPORT  SystemInit
+                IMPORT  __main
+                LDR     R0, =SystemInit
+                BLX     R0
+                LDR     R0, =__main
+                BX      R0
+                ENDP
+
+
+; Dummy Exception Handlers (infinite loops which can be modified)
+
+NMI_Handler     PROC
+                EXPORT  NMI_Handler               [WEAK]
+                B       .
+                ENDP
+HardFault_Handler\
+                PROC
+                EXPORT  HardFault_Handler         [WEAK]
+                B       .
+                ENDP
+MemManage_Handler\
+                PROC
+                EXPORT  MemManage_Handler         [WEAK]
+                B       .
+                ENDP
+BusFault_Handler\
+                PROC
+                EXPORT  BusFault_Handler          [WEAK]
+                B       .
+                ENDP
+UsageFault_Handler\
+                PROC
+                EXPORT  UsageFault_Handler        [WEAK]
+                B       .
+                ENDP
+SVC_Handler     PROC
+                EXPORT  SVC_Handler               [WEAK]
+                B       .
+                ENDP
+DebugMon_Handler\
+                PROC
+                EXPORT  DebugMon_Handler          [WEAK]
+                B       .
+                ENDP
+PendSV_Handler  PROC
+                EXPORT  PendSV_Handler            [WEAK]
+                B       .
+                ENDP
+SysTick_Handler PROC
+                EXPORT  SysTick_Handler           [WEAK]
+                B       .
+                ENDP
+
+Default_Handler PROC
+
+                EXPORT  WDT_IRQHandler            [WEAK]
+                EXPORT  RTC_IRQHandler            [WEAK]
+                EXPORT  TIM0_IRQHandler           [WEAK]
+                EXPORT  TIM2_IRQHandler           [WEAK]
+                EXPORT  MCIA_IRQHandler           [WEAK]
+                EXPORT  MCIB_IRQHandler           [WEAK]
+                EXPORT  UART0_IRQHandler          [WEAK]
+                EXPORT  UART1_IRQHandler          [WEAK]
+                EXPORT  UART2_IRQHandler          [WEAK]
+                EXPORT  UART3_IRQHandler          [WEAK]
+                EXPORT  UART4_IRQHandler          [WEAK]
+                EXPORT  AACI_IRQHandler           [WEAK]
+                EXPORT  CLCD_IRQHandler           [WEAK]
+                EXPORT  ENET_IRQHandler           [WEAK]
+                EXPORT  USBDC_IRQHandler          [WEAK]
+                EXPORT  USBHC_IRQHandler          [WEAK]
+                EXPORT  CHLCD_IRQHandler          [WEAK]
+                EXPORT  FLEXRAY_IRQHandler        [WEAK]
+                EXPORT  CAN_IRQHandler            [WEAK]
+                EXPORT  LIN_IRQHandler            [WEAK]
+                EXPORT  I2C_IRQHandler            [WEAK]
+                EXPORT  CPU_CLCD_IRQHandler       [WEAK]
+                EXPORT  SPI_IRQHandler            [WEAK]
+
+WDT_IRQHandler
+RTC_IRQHandler
+TIM0_IRQHandler
+TIM2_IRQHandler
+MCIA_IRQHandler
+MCIB_IRQHandler
+UART0_IRQHandler
+UART1_IRQHandler
+UART2_IRQHandler
+UART3_IRQHandler
+UART4_IRQHandler
+AACI_IRQHandler
+CLCD_IRQHandler
+ENET_IRQHandler
+USBDC_IRQHandler
+USBHC_IRQHandler
+CHLCD_IRQHandler
+FLEXRAY_IRQHandler
+CAN_IRQHandler
+LIN_IRQHandler
+I2C_IRQHandler
+CPU_CLCD_IRQHandler
+SPI_IRQHandler
+                B       .
+
+                ENDP
+
+
+                ALIGN
+
+
+; User Initial Stack & Heap
+
+                IF      :DEF:__MICROLIB
+
+                EXPORT  __initial_sp
+                EXPORT  __heap_base
+                EXPORT  __heap_limit
+
+                ELSE
+
+                IMPORT  __use_two_region_memory
+                EXPORT  __user_initial_stackheap
+
+__user_initial_stackheap PROC
+                LDR     R0, =  Heap_Mem
+                LDR     R1, =(Stack_Mem + Stack_Size)
+                LDR     R2, = (Heap_Mem +  Heap_Size)
+                LDR     R3, = Stack_Mem
+                BX      LR
+                ENDP
+
+                ALIGN
+
+                ENDIF
+
+
+                END

CMSIS/NN/Examples/ARM/arm_nn_examples/gru/RTE/Device/ARMCM7_SP/system_ARMCM7.c

@@ -0,0 +1,85 @@
+/**************************************************************************//**
+ * @file     system_ARMCM7.c
+ * @brief    CMSIS Device System Source File for
+ *           ARMCM7 Device Series
+ * @version  V5.00
+ * @date     08. April 2016
+ ******************************************************************************/
+/*
+ * Copyright (c) 2009-2016 ARM Limited. All rights reserved.
+ *
+ * SPDX-License-Identifier: Apache-2.0
+ *
+ * Licensed under the Apache License, Version 2.0 (the License); you may
+ * not use this file except in compliance with the License.
+ * You may obtain a copy of the License at
+ *
+ * www.apache.org/licenses/LICENSE-2.0
+ *
+ * Unless required by applicable law or agreed to in writing, software
+ * distributed under the License is distributed on an AS IS BASIS, WITHOUT
+ * WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+ * See the License for the specific language governing permissions and
+ * limitations under the License.
+ */
+
+#if defined (ARMCM7)
+  #include "ARMCM7.h"
+#elif defined (ARMCM7_SP)
+  #include "ARMCM7_SP.h"
+#elif defined (ARMCM7_DP)
+  #include "ARMCM7_DP.h"
+#else
+  #error device not specified!
+#endif
+
+/*----------------------------------------------------------------------------
+  Define clocks
+ *----------------------------------------------------------------------------*/
+#define  XTAL            ( 5000000U)      /* Oscillator frequency */
+
+#define  SYSTEM_CLOCK    (5 * XTAL)
+
+
+/*----------------------------------------------------------------------------
+  Externals
+ *----------------------------------------------------------------------------*/
+#if defined (__VTOR_PRESENT) && (__VTOR_PRESENT == 1)
+  extern uint32_t __Vectors;
+#endif
+
+/*----------------------------------------------------------------------------
+  System Core Clock Variable
+ *----------------------------------------------------------------------------*/
+uint32_t SystemCoreClock = SYSTEM_CLOCK;
+
+
+/*----------------------------------------------------------------------------
+  System Core Clock update function
+ *----------------------------------------------------------------------------*/
+void SystemCoreClockUpdate (void)
+{
+  SystemCoreClock = SYSTEM_CLOCK;
+}
+
+/*----------------------------------------------------------------------------
+  System initialization function
+ *----------------------------------------------------------------------------*/
+void SystemInit (void)
+{
+
+#if defined (__VTOR_PRESENT) && (__VTOR_PRESENT == 1)
+  SCB->VTOR = (uint32_t) &__Vectors;
+#endif
+
+#if defined (__FPU_USED) && (__FPU_USED == 1)
+  SCB->CPACR |= ((3U << 10*2) |           /* set CP10 Full Access */
+                 (3U << 11*2)  );         /* set CP11 Full Access */
+#endif
+
+#ifdef UNALIGNED_SUPPORT_DISABLE
+  SCB->CCR |= SCB_CCR_UNALIGN_TRP_Msk;
+#endif
+
+  SystemCoreClock = SYSTEM_CLOCK;
+}

CMSIS/NN/Examples/ARM/arm_nn_examples/gru/RTE/_ARMCM0/RTE_Components.h

@@ -0,0 +1,24 @@
+
+/*
+ * Auto generated Run-Time-Environment Component Configuration File
+ *      *** Do not modify ! ***
+ *
+ * Project: 'arm_nnexamples_gru' 
+ * Target:  'ARMCM0' 
+ */
+
+#ifndef RTE_COMPONENTS_H
+#define RTE_COMPONENTS_H
+
+
+/*
+ * Define the Device Header File: 
+ */
+#define CMSIS_device_header "ARMCM0.h"
+
+#define RTE_Compiler_EventRecorder
+          #define RTE_Compiler_EventRecorder_DAP
+#define RTE_Compiler_IO_STDOUT          /* Compiler I/O: STDOUT */
+          #define RTE_Compiler_IO_STDOUT_EVR      /* Compiler I/O: STDOUT EVR */
+
+#endif /* RTE_COMPONENTS_H */

CMSIS/NN/Examples/ARM/arm_nn_examples/gru/RTE/_ARMCM3/RTE_Components.h

@@ -0,0 +1,22 @@
+
+/*
+ * Auto generated Run-Time-Environment Component Configuration File
+ *      *** Do not modify ! ***
+ *
+ * Project: 'arm_nnexamples_gru' 
+ * Target:  'ARMCM3' 
+ */
+
+#ifndef RTE_COMPONENTS_H
+#define RTE_COMPONENTS_H
+
+
+/*
+ * Define the Device Header File: 
+ */
+#define CMSIS_device_header "ARMCM3.h"
+
+#define RTE_Compiler_IO_STDOUT          /* Compiler I/O: STDOUT */
+          #define RTE_Compiler_IO_STDOUT_ITM      /* Compiler I/O: STDOUT ITM */
+
+#endif /* RTE_COMPONENTS_H */

CMSIS/NN/Examples/ARM/arm_nn_examples/gru/RTE/_ARMCM4_FP/RTE_Components.h

@@ -0,0 +1,22 @@
+
+/*
+ * Auto generated Run-Time-Environment Component Configuration File
+ *      *** Do not modify ! ***
+ *
+ * Project: 'arm_nnexamples_gru' 
+ * Target:  'ARMCM4_FP' 
+ */
+
+#ifndef RTE_COMPONENTS_H
+#define RTE_COMPONENTS_H
+
+
+/*
+ * Define the Device Header File: 
+ */
+#define CMSIS_device_header "ARMCM4_FP.h"
+
+#define RTE_Compiler_IO_STDOUT          /* Compiler I/O: STDOUT */
+          #define RTE_Compiler_IO_STDOUT_ITM      /* Compiler I/O: STDOUT ITM */
+
+#endif /* RTE_COMPONENTS_H */

CMSIS/NN/Examples/ARM/arm_nn_examples/gru/RTE/_ARMCM7_SP/RTE_Components.h

@@ -0,0 +1,20 @@
+
+/*
+ * Auto generated Run-Time-Environment Component Configuration File
+ *      *** Do not modify ! ***
+ *
+ * Project: 'arm_nnexampes_cifar10' 
+ * Target:  'ARMCM7_SP' 
+ */
+
+#ifndef RTE_COMPONENTS_H
+#define RTE_COMPONENTS_H
+
+
+/*
+ * Define the Device Header File: 
+ */
+#define CMSIS_device_header "ARMCM7_SP.h"
+
+
+#endif /* RTE_COMPONENTS_H */

CMSIS/NN/Examples/ARM/arm_nn_examples/gru/arm_nnexamples_gru.cpp

@@ -0,0 +1,221 @@
+/* ----------------------------------------------------------------------
+* Copyright (C) 2010-2018 Arm Limited. All rights reserved.
+*
+*
+* Project:       CMSIS NN Library
+* Title:         arm_nnexamples_gru.cpp
+*
+* Description:   Gated Recurrent Unit Example
+*
+* Target Processor: Cortex-M4/Cortex-M7
+*
+* Redistribution and use in source and binary forms, with or without
+* modification, are permitted provided that the following conditions
+* are met:
+*   - Redistributions of source code must retain the above copyright
+*     notice, this list of conditions and the following disclaimer.
+*   - Redistributions in binary form must reproduce the above copyright
+*     notice, this list of conditions and the following disclaimer in
+*     the documentation and/or other materials provided with the
+*     distribution.
+*   - Neither the name of Arm LIMITED nor the names of its contributors
+*     may be used to endorse or promote products derived from this
+*     software without specific prior written permission.
+*
+* THIS SOFTWARE IS PROVIDED BY THE COPYRIGHT HOLDERS AND CONTRIBUTORS
+* "AS IS" AND ANY EXPRESS OR IMPLIED WARRANTIES, INCLUDING, BUT NOT
+* LIMITED TO, THE IMPLIED WARRANTIES OF MERCHANTABILITY AND FITNESS
+* FOR A PARTICULAR PURPOSE ARE DISCLAIMED. IN NO EVENT SHALL THE
+* COPYRIGHT OWNER OR CONTRIBUTORS BE LIABLE FOR ANY DIRECT, INDIRECT,
+* INCIDENTAL, SPECIAL, EXEMPLARY, OR CONSEQUENTIAL DAMAGES (INCLUDING,
+* BUT NOT LIMITED TO, PROCUREMENT OF SUBSTITUTE GOODS OR SERVICES;
+* LOSS OF USE, DATA, OR PROFITS; OR BUSINESS INTERRUPTION) HOWEVER
+* CAUSED AND ON ANY THEORY OF LIABILITY, WHETHER IN CONTRACT, STRICT
+* LIABILITY, OR TORT (INCLUDING NEGLIGENCE OR OTHERWISE) ARISING IN
+* ANY WAY OUT OF THE USE OF THIS SOFTWARE, EVEN IF ADVISED OF THE
+* POSSIBILITY OF SUCH DAMAGE.
+* -------------------------------------------------------------------- */
+
+/**
+ * @ingroup groupExamples
+ */
+
+/**
+ * @defgroup GRUExample Gated Recurrent Unit Example
+ *
+ * \par Description:
+ * \par
+ * Demonstrates a gated recurrent unit (GRU) example with the use of fully-connected,
+ * Tanh/Sigmoid activation functions.
+ *
+ * \par Model definition:
+ * \par
+ * GRU is a type of recurrent neural network (RNN). It contains two sigmoid gates and one hidden
+ * state. 
+ * \par
+ * The computation can be summarized as:
+ * <pre>z[t] = sigmoid( W_z &sdot; {h[t-1],x[t]} )
+ * r[t] = sigmoid( W_r &sdot; {h[t-1],x[t]} ) 
+ * n[t] = tanh( W_n &sdot; [r[t] &times; {h[t-1], x[t]} ) 
+ * h[t] = (1 - z[t]) &times; h[t-1] + z[t] &times; n[t] </pre>
+ * \image html GRU.gif "Gate Recurrent Unit Diagram"
+ *
+ * \par Variables Description:
+ * \par
+ * \li \c update_gate_weights, \c reset_gate_weights, \c hidden_state_weights are weights corresponding to update gate (W_z), reset gate (W_r), and hidden state (W_n).
+ * \li \c update_gate_bias, \c reset_gate_bias, \c hidden_state_bias are layer bias arrays
+ * \li \c test_input1, \c test_input2, \c test_history are the inputs and initial history
+ *
+ * \par
+ * The buffer is allocated as:
+ * \par
+ * | reset | input | history | update | hidden_state |
+ * \par
+ * In this way, the concatination is automatically done since (reset, input) and (input, history)
+ * are physically concatinated in memory.
+ * \par
+ *  The ordering of the weight matrix should be adjusted accordingly.
+ *
+  *
+ * 
+ * \par CMSIS DSP Software Library Functions Used:
+ * \par
+ * - arm_fully_connected_mat_q7_vec_q15_opt()
+ * - arm_nn_activations_direct_q15()
+ * - arm_mult_q15()
+ * - arm_offset_q15()
+ * - arm_sub_q15()
+ * - arm_copy_q15()
+ *
+ * <b> Refer  </b>
+ * \link arm_nnexamples_gru.cpp \endlink
+ *
+ */
+
+#include <stdio.h>
+#include <stdlib.h>
+#include <math.h>
+#include "arm_nnexamples_gru_test_data.h"
+#include "arm_math.h"
+#include "arm_nnfunctions.h"
+
+#ifdef _RTE_
+#include "RTE_Components.h"
+#ifdef RTE_Compiler_EventRecorder
+#include "EventRecorder.h"
+#endif
+#endif
+
+#define DIM_HISTORY 32
+#define DIM_INPUT 32
+#define DIM_VEC 64
+
+#define USE_X4
+
+#ifndef USE_X4
+static q7_t update_gate_weights[DIM_VEC * DIM_HISTORY] = UPDATE_GATE_WEIGHT_X2;
+static q7_t reset_gate_weights[DIM_VEC * DIM_HISTORY] = RESET_GATE_WEIGHT_X2;
+static q7_t hidden_state_weights[DIM_VEC * DIM_HISTORY] = HIDDEN_STATE_WEIGHT_X2;
+#else
+static q7_t update_gate_weights[DIM_VEC * DIM_HISTORY] = UPDATE_GATE_WEIGHT_X4;
+static q7_t reset_gate_weights[DIM_VEC * DIM_HISTORY] = RESET_GATE_WEIGHT_X4;
+static q7_t hidden_state_weights[DIM_VEC * DIM_HISTORY] = HIDDEN_STATE_WEIGHT_X4;
+#endif
+
+static q7_t update_gate_bias[DIM_HISTORY] = UPDATE_GATE_BIAS;
+static q7_t reset_gate_bias[DIM_HISTORY] = RESET_GATE_BIAS;
+static q7_t hidden_state_bias[DIM_HISTORY] = HIDDEN_STATE_BIAS;
+
+static q15_t test_input1[DIM_INPUT] = INPUT_DATA1;
+static q15_t test_input2[DIM_INPUT] = INPUT_DATA2;
+static q15_t test_history[DIM_HISTORY] = HISTORY_DATA;
+
+q15_t     scratch_buffer[DIM_HISTORY * 4 + DIM_INPUT];
+
+void gru_example(q15_t * scratch_input, uint16_t input_size, uint16_t history_size,
+                 q7_t * weights_update, q7_t * weights_reset, q7_t * weights_hidden_state,
+                 q7_t * bias_update, q7_t * bias_reset, q7_t * bias_hidden_state)
+{
+  q15_t    *reset = scratch_input;
+  q15_t    *input = scratch_input + history_size;
+  q15_t    *history = scratch_input + history_size + input_size;
+  q15_t    *update = scratch_input + 2 * history_size + input_size;
+  q15_t    *hidden_state = scratch_input + 3 * history_size + input_size;
+
+  // reset gate calculation
+  // the range of the output can be adjusted with bias_shift and output_shift
+#ifndef USE_X4
+  arm_fully_connected_mat_q7_vec_q15(input, weights_reset, input_size + history_size, history_size, 0, 15, bias_reset,
+                                     reset, NULL);
+#else
+  arm_fully_connected_mat_q7_vec_q15_opt(input, weights_reset, input_size + history_size, history_size, 0, 15,
+                                         bias_reset, reset, NULL);
+#endif
+  // sigmoid function, the size of the integer bit-width should be consistent with out_shift
+  arm_nn_activations_direct_q15(reset, history_size, 0, ARM_SIGMOID);
+  arm_mult_q15(history, reset, reset, history_size);
+
+  // update gate calculation
+  // the range of the output can be adjusted with bias_shift and output_shift
+#ifndef USE_X4
+  arm_fully_connected_mat_q7_vec_q15(input, weights_update, input_size + history_size, history_size, 0, 15,
+                                     bias_update, update, NULL);
+#else
+  arm_fully_connected_mat_q7_vec_q15_opt(input, weights_update, input_size + history_size, history_size, 0, 15,
+                                         bias_update, update, NULL);
+#endif
+
+  // sigmoid function, the size of the integer bit-width should be consistent with out_shift
+  arm_nn_activations_direct_q15(update, history_size, 0, ARM_SIGMOID);
+
+  // hidden state calculation
+#ifndef USE_X4
+  arm_fully_connected_mat_q7_vec_q15(reset, weights_hidden_state, input_size + history_size, history_size, 0, 15,
+                                     bias_hidden_state, hidden_state, NULL);
+#else
+  arm_fully_connected_mat_q7_vec_q15_opt(reset, weights_hidden_state, input_size + history_size, history_size, 0, 15,
+                                         bias_hidden_state, hidden_state, NULL);
+#endif
+
+  // tanh function, the size of the integer bit-width should be consistent with out_shift
+  arm_nn_activations_direct_q15(hidden_state, history_size, 0, ARM_TANH);
+  arm_mult_q15(update, hidden_state, hidden_state, history_size);
+
+  // we calculate z - 1 here
+  // so final addition becomes substraction
+  arm_offset_q15(update, 0x8000, update, history_size);
+  // multiply history
+  arm_mult_q15(history, update, update, history_size);
+  // calculate history_out
+  arm_sub_q15(hidden_state, update, history, history_size);
+
+  return;
+}
+
+int main()
+{
+  #ifdef RTE_Compiler_EventRecorder
+  EventRecorderInitialize (EventRecordAll, 1);  // initialize and start Event Recorder
+  #endif
+
+  printf("Start GRU execution\n");
+  int       input_size = DIM_INPUT;
+  int       history_size = DIM_HISTORY;
+
+  // copy over the input data 
+  arm_copy_q15(test_input1, scratch_buffer + history_size, input_size);
+  arm_copy_q15(test_history, scratch_buffer + history_size + input_size, history_size);
+
+  gru_example(scratch_buffer, input_size, history_size,
+              update_gate_weights, reset_gate_weights, hidden_state_weights,
+              update_gate_bias, reset_gate_bias, hidden_state_bias);
+  printf("Complete first iteration on GRU\n");
+
+  arm_copy_q15(test_input2, scratch_buffer + history_size, input_size);
+  gru_example(scratch_buffer, input_size, history_size,
+              update_gate_weights, reset_gate_weights, hidden_state_weights,
+              update_gate_bias, reset_gate_bias, hidden_state_bias);
+  printf("Complete second iteration on GRU\n");
+
+  return 0;
+}

CMSIS/NN/Examples/ARM/arm_nn_examples/gru/arm_nnexamples_gru.uvoptx

@@ -0,0 +1,737 @@
+<?xml version="1.0" encoding="UTF-8" standalone="no" ?>
+<ProjectOpt xmlns:xsi="http://www.w3.org/2001/XMLSchema-instance" xsi:noNamespaceSchemaLocation="project_optx.xsd">
+
+  <SchemaVersion>1.0</SchemaVersion>
+
+  <Header>### uVision Project, (C) Keil Software</Header>
+
+  <Extensions>
+    <cExt>*.c</cExt>
+    <aExt>*.s*; *.src; *.a*</aExt>
+    <oExt>*.obj; *.o</oExt>
+    <lExt>*.lib</lExt>
+    <tExt>*.txt; *.h; *.inc</tExt>
+    <pExt>*.plm</pExt>
+    <CppX>*.cpp</CppX>
+    <nMigrate>0</nMigrate>
+  </Extensions>
+
+  <DaveTm>
+    <dwLowDateTime>0</dwLowDateTime>
+    <dwHighDateTime>0</dwHighDateTime>
+  </DaveTm>
+
+  <Target>
+    <TargetName>ARMCM0</TargetName>
+    <ToolsetNumber>0x4</ToolsetNumber>
+    <ToolsetName>ARM-ADS</ToolsetName>
+    <TargetOption>
+      <CLKADS>10000000</CLKADS>
+      <OPTTT>
+        <gFlags>1</gFlags>
+        <BeepAtEnd>1</BeepAtEnd>
+        <RunSim>0</RunSim>
+        <RunTarget>1</RunTarget>
+        <RunAbUc>0</RunAbUc>
+      </OPTTT>
+      <OPTHX>
+        <HexSelection>1</HexSelection>
+        <FlashByte>65535</FlashByte>
+        <HexRangeLowAddress>0</HexRangeLowAddress>
+        <HexRangeHighAddress>0</HexRangeHighAddress>
+        <HexOffset>0</HexOffset>
+      </OPTHX>
+      <OPTLEX>
+        <PageWidth>79</PageWidth>
+        <PageLength>66</PageLength>
+        <TabStop>8</TabStop>
+        <ListingPath>.\ARMCM0_debug\</ListingPath>
+      </OPTLEX>
+      <ListingPage>
+        <CreateCListing>1</CreateCListing>
+        <CreateAListing>1</CreateAListing>
+        <CreateLListing>1</CreateLListing>
+        <CreateIListing>0</CreateIListing>
+        <AsmCond>1</AsmCond>
+        <AsmSymb>1</AsmSymb>
+        <AsmXref>0</AsmXref>
+        <CCond>1</CCond>
+        <CCode>0</CCode>
+        <CListInc>0</CListInc>
+        <CSymb>0</CSymb>
+        <LinkerCodeListing>0</LinkerCodeListing>
+      </ListingPage>
+      <OPTXL>
+        <LMap>1</LMap>
+        <LComments>1</LComments>
+        <LGenerateSymbols>1</LGenerateSymbols>
+        <LLibSym>1</LLibSym>
+        <LLines>1</LLines>
+        <LLocSym>1</LLocSym>
+        <LPubSym>1</LPubSym>
+        <LXref>0</LXref>
+        <LExpSel>0</LExpSel>
+      </OPTXL>
+      <OPTFL>
+        <tvExp>1</tvExp>
+        <tvExpOptDlg>0</tvExpOptDlg>
+        <IsCurrentTarget>0</IsCurrentTarget>
+      </OPTFL>
+      <CpuCode>7</CpuCode>
+      <DebugOpt>
+        <uSim>1</uSim>
+        <uTrg>0</uTrg>
+        <sLdApp>1</sLdApp>
+        <sGomain>1</sGomain>
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+        <tRbreak>1</tRbreak>
+        <tRwatch>1</tRwatch>
+        <tRmem>1</tRmem>
+        <tRfunc>0</tRfunc>
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+        <tRtrace>0</tRtrace>
+        <sRSysVw>1</sRSysVw>
+        <tRSysVw>1</tRSysVw>
+        <sRunDeb>0</sRunDeb>
+        <sLrtime>0</sLrtime>
+        <bEvRecOn>1</bEvRecOn>
+        <nTsel>0</nTsel>
+        <sDll></sDll>
+        <sDllPa></sDllPa>
+        <sDlgDll></sDlgDll>
+        <sDlgPa></sDlgPa>
+        <sIfile></sIfile>
+        <tDll></tDll>
+        <tDllPa></tDllPa>
+        <tDlgDll></tDlgDll>
+        <tDlgPa></tDlgPa>
+        <tIfile></tIfile>
+        <pMon>BIN\UL2CM3.DLL</pMon>
+      </DebugOpt>
+      <TargetDriverDllRegistry>
+        <SetRegEntry>
+          <Number>0</Number>
+          <Key>ARMRTXEVENTFLAGS</Key>
+          <Name>-L70 -Z18 -C0 -M0 -T1</Name>
+        </SetRegEntry>
+        <SetRegEntry>
+          <Number>0</Number>
+          <Key>UL2CM3</Key>
+          <Name>UL2CM3(-S0 -C0 -P0 -FD20000000 -FC1000 -FN1 -FF0NEW_DEVICE -FS00 -FL040000 -FP0($$Device:ARMCM0$Device\ARM\Flash\NEW_DEVICE.FLM))</Name>
+        </SetRegEntry>
+        <SetRegEntry>
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+        </SetRegEntry>
+        <SetRegEntry>
+          <Number>0</Number>
+          <Key>ARMDBGFLAGS</Key>
+          <Name>-T0</Name>
+        </SetRegEntry>
+      </TargetDriverDllRegistry>
+      <Breakpoint/>
+      <ScvdPack>
+        <Filename>C:\tools\PACK\Keil\ARM_Compiler\1.3.3\EventRecorder.scvd</Filename>
+        <Type>Keil.ARM_Compiler.1.3.3</Type>
+        <SubType>1</SubType>
+      </ScvdPack>
+      <Tracepoint>
+        <THDelay>0</THDelay>
+      </Tracepoint>
+      <DebugFlag>
+        <trace>0</trace>
+        <periodic>0</periodic>
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+        <TrcWin>0</TrcWin>
+        <newCpu>0</newCpu>
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+      </DebugFlag>
+      <LintExecutable></LintExecutable>
+      <LintConfigFile></LintConfigFile>
+      <bLintAuto>0</bLintAuto>
+      <bAutoGenD>0</bAutoGenD>
+      <LntExFlags>0</LntExFlags>
+      <pMisraName></pMisraName>
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+      <pszMrulep></pszMrulep>
+      <pSingCmdsp></pSingCmdsp>
+      <pMultCmdsp></pMultCmdsp>
+    </TargetOption>
+  </Target>
+
+  <Target>
+    <TargetName>ARMCM3</TargetName>
+    <ToolsetNumber>0x4</ToolsetNumber>
+    <ToolsetName>ARM-ADS</ToolsetName>
+    <TargetOption>
+      <CLKADS>10000000</CLKADS>
+      <OPTTT>
+        <gFlags>1</gFlags>
+        <BeepAtEnd>1</BeepAtEnd>
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+      </OPTLEX>
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+        <CreateCListing>1</CreateCListing>
+        <CreateAListing>1</CreateAListing>
+        <CreateLListing>1</CreateLListing>
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+        <bEvRecOn>1</bEvRecOn>
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+        <sDll></sDll>
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+        <tDll></tDll>
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+        <tDlgPa></tDlgPa>
+        <tIfile></tIfile>
+        <pMon>BIN\UL2CM3.DLL</pMon>
+      </DebugOpt>
+      <TargetDriverDllRegistry>
+        <SetRegEntry>
+          <Number>0</Number>
+          <Key>ARMRTXEVENTFLAGS</Key>
+          <Name>-L70 -Z18 -C0 -M0 -T1</Name>
+        </SetRegEntry>
+        <SetRegEntry>
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CMSIS/NN/Examples/ARM/arm_nn_examples/gru/arm_nnexamples_gru.uvprojx

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+          <SimDllName>SARMCM3.DLL</SimDllName>
+          <SimDllArguments> </SimDllArguments>
+          <SimDlgDll>DARMCM1.DLL</SimDlgDll>
+          <SimDlgDllArguments>-pCM0</SimDlgDllArguments>
+          <TargetDllName>SARMCM3.DLL</TargetDllName>
+          <TargetDllArguments> </TargetDllArguments>
+          <TargetDlgDll>TARMCM1.DLL</TargetDlgDll>
+          <TargetDlgDllArguments>-pCM0</TargetDlgDllArguments>
+        </DllOption>
+        <DebugOption>
+          <OPTHX>
+            <HexSelection>1</HexSelection>
+            <HexRangeLowAddress>0</HexRangeLowAddress>
+            <HexRangeHighAddress>0</HexRangeHighAddress>
+            <HexOffset>0</HexOffset>
+            <Oh166RecLen>16</Oh166RecLen>
+          </OPTHX>
+        </DebugOption>
+        <Utilities>
+          <Flash1>
+            <UseTargetDll>1</UseTargetDll>
+            <UseExternalTool>0</UseExternalTool>
+            <RunIndependent>0</RunIndependent>
+            <UpdateFlashBeforeDebugging>1</UpdateFlashBeforeDebugging>
+            <Capability>1</Capability>
+            <DriverSelection>4096</DriverSelection>
+          </Flash1>
+          <bUseTDR>1</bUseTDR>
+          <Flash2>BIN\UL2CM3.DLL</Flash2>
+          <Flash3>"" ()</Flash3>
+          <Flash4></Flash4>
+          <pFcarmOut></pFcarmOut>
+          <pFcarmGrp></pFcarmGrp>
+          <pFcArmRoot></pFcArmRoot>
+          <FcArmLst>0</FcArmLst>
+        </Utilities>
+        <TargetArmAds>
+          <ArmAdsMisc>
+            <GenerateListings>0</GenerateListings>
+            <asHll>1</asHll>
+            <asAsm>1</asAsm>
+            <asMacX>1</asMacX>
+            <asSyms>1</asSyms>
+            <asFals>1</asFals>
+            <asDbgD>1</asDbgD>
+            <asForm>1</asForm>
+            <ldLst>0</ldLst>
+            <ldmm>1</ldmm>
+            <ldXref>1</ldXref>
+            <BigEnd>0</BigEnd>
+            <AdsALst>1</AdsALst>
+            <AdsACrf>1</AdsACrf>
+            <AdsANop>0</AdsANop>
+            <AdsANot>0</AdsANot>
+            <AdsLLst>1</AdsLLst>
+            <AdsLmap>1</AdsLmap>
+            <AdsLcgr>1</AdsLcgr>
+            <AdsLsym>1</AdsLsym>
+            <AdsLszi>1</AdsLszi>
+            <AdsLtoi>1</AdsLtoi>
+            <AdsLsun>1</AdsLsun>
+            <AdsLven>1</AdsLven>
+            <AdsLsxf>1</AdsLsxf>
+            <RvctClst>0</RvctClst>
+            <GenPPlst>0</GenPPlst>
+            <AdsCpuType>"Cortex-M0"</AdsCpuType>
+            <RvctDeviceName></RvctDeviceName>
+            <mOS>0</mOS>
+            <uocRom>0</uocRom>
+            <uocRam>0</uocRam>
+            <hadIROM>1</hadIROM>
+            <hadIRAM>1</hadIRAM>
+            <hadXRAM>0</hadXRAM>
+            <uocXRam>0</uocXRam>
+            <RvdsVP>0</RvdsVP>
+            <hadIRAM2>0</hadIRAM2>
+            <hadIROM2>0</hadIROM2>
+            <StupSel>8</StupSel>
+            <useUlib>0</useUlib>
+            <EndSel>0</EndSel>
+            <uLtcg>0</uLtcg>
+            <nSecure>0</nSecure>
+            <RoSelD>3</RoSelD>
+            <RwSelD>3</RwSelD>
+            <CodeSel>0</CodeSel>
+            <OptFeed>0</OptFeed>
+            <NoZi1>0</NoZi1>
+            <NoZi2>0</NoZi2>
+            <NoZi3>0</NoZi3>
+            <NoZi4>0</NoZi4>
+            <NoZi5>0</NoZi5>
+            <Ro1Chk>0</Ro1Chk>
+            <Ro2Chk>0</Ro2Chk>
+            <Ro3Chk>0</Ro3Chk>
+            <Ir1Chk>1</Ir1Chk>
+            <Ir2Chk>0</Ir2Chk>
+            <Ra1Chk>0</Ra1Chk>
+            <Ra2Chk>0</Ra2Chk>
+            <Ra3Chk>0</Ra3Chk>
+            <Im1Chk>1</Im1Chk>
+            <Im2Chk>0</Im2Chk>
+            <OnChipMemories>
+              <Ocm1>
+                <Type>0</Type>
+                <StartAddress>0x0</StartAddress>
+                <Size>0x0</Size>
+              </Ocm1>
+              <Ocm2>
+                <Type>0</Type>
+                <StartAddress>0x0</StartAddress>
+                <Size>0x0</Size>
+              </Ocm2>
+              <Ocm3>
+                <Type>0</Type>
+                <StartAddress>0x0</StartAddress>
+                <Size>0x0</Size>
+              </Ocm3>
+              <Ocm4>
+                <Type>0</Type>
+                <StartAddress>0x0</StartAddress>
+                <Size>0x0</Size>
+              </Ocm4>
+              <Ocm5>
+                <Type>0</Type>
+                <StartAddress>0x0</StartAddress>
+                <Size>0x0</Size>
+              </Ocm5>
+              <Ocm6>
+                <Type>0</Type>
+                <StartAddress>0x0</StartAddress>
+                <Size>0x0</Size>
+              </Ocm6>
+              <IRAM>
+                <Type>0</Type>
+                <StartAddress>0x20000000</StartAddress>
+                <Size>0x20000</Size>
+              </IRAM>
+              <IROM>
+                <Type>1</Type>
+                <StartAddress>0x0</StartAddress>
+                <Size>0x80000</Size>
+              </IROM>
+              <XRAM>
+                <Type>0</Type>
+                <StartAddress>0x0</StartAddress>
+                <Size>0x0</Size>
+              </XRAM>
+              <OCR_RVCT1>
+                <Type>1</Type>
+                <StartAddress>0x0</StartAddress>
+                <Size>0x0</Size>
+              </OCR_RVCT1>
+              <OCR_RVCT2>
+                <Type>1</Type>
+                <StartAddress>0x0</StartAddress>
+                <Size>0x0</Size>
+              </OCR_RVCT2>
+              <OCR_RVCT3>
+                <Type>1</Type>
+                <StartAddress>0x0</StartAddress>
+                <Size>0x0</Size>
+              </OCR_RVCT3>
+              <OCR_RVCT4>
+                <Type>1</Type>
+                <StartAddress>0x0</StartAddress>
+                <Size>0x80000</Size>
+              </OCR_RVCT4>
+              <OCR_RVCT5>
+                <Type>1</Type>
+                <StartAddress>0x0</StartAddress>
+                <Size>0x0</Size>
+              </OCR_RVCT5>
+              <OCR_RVCT6>
+                <Type>0</Type>
+                <StartAddress>0x0</StartAddress>
+                <Size>0x0</Size>
+              </OCR_RVCT6>
+              <OCR_RVCT7>
+                <Type>0</Type>
+                <StartAddress>0x0</StartAddress>
+                <Size>0x0</Size>
+              </OCR_RVCT7>
+              <OCR_RVCT8>
+                <Type>0</Type>
+                <StartAddress>0x0</StartAddress>
+                <Size>0x0</Size>
+              </OCR_RVCT8>
+              <OCR_RVCT9>
+                <Type>0</Type>
+                <StartAddress>0x20000000</StartAddress>
+                <Size>0x20000</Size>
+              </OCR_RVCT9>
+              <OCR_RVCT10>
+                <Type>0</Type>
+                <StartAddress>0x0</StartAddress>
+                <Size>0x0</Size>
+              </OCR_RVCT10>
+            </OnChipMemories>
+            <RvctStartVector></RvctStartVector>
+          </ArmAdsMisc>
+          <Cads>
+            <interw>1</interw>
+            <Optim>1</Optim>
+            <oTime>0</oTime>
+            <SplitLS>0</SplitLS>
+            <OneElfS>0</OneElfS>
+            <Strict>0</Strict>
+            <EnumInt>0</EnumInt>
+            <PlainCh>0</PlainCh>
+            <Ropi>0</Ropi>
+            <Rwpi>0</Rwpi>
+            <wLevel>0</wLevel>
+            <uThumb>0</uThumb>
+            <uSurpInc>0</uSurpInc>
+            <uC99>0</uC99>
+            <useXO>0</useXO>
+            <v6Lang>1</v6Lang>
+            <v6LangP>1</v6LangP>
+            <vShortEn>1</vShortEn>
+            <vShortWch>1</vShortWch>
+            <v6Lto>0</v6Lto>
+            <v6WtE>0</v6WtE>
+            <v6Rtti>0</v6Rtti>
+            <VariousControls>
+              <MiscControls></MiscControls>
+              <Define>ARM_MATH_CM0</Define>
+              <Undefine></Undefine>
+              <IncludePath></IncludePath>
+            </VariousControls>
+          </Cads>
+          <Aads>
+            <interw>1</interw>
+            <Ropi>0</Ropi>
+            <Rwpi>0</Rwpi>
+            <thumb>0</thumb>
+            <SplitLS>0</SplitLS>
+            <SwStkChk>0</SwStkChk>
+            <NoWarn>0</NoWarn>
+            <uSurpInc>0</uSurpInc>
+            <useXO>0</useXO>
+            <uClangAs>0</uClangAs>
+            <VariousControls>
+              <MiscControls></MiscControls>
+              <Define></Define>
+              <Undefine></Undefine>
+              <IncludePath></IncludePath>
+            </VariousControls>
+          </Aads>
+          <LDads>
+            <umfTarg>0</umfTarg>
+            <Ropi>0</Ropi>
+            <Rwpi>0</Rwpi>
+            <noStLib>0</noStLib>
+            <RepFail>1</RepFail>
+            <useFile>0</useFile>
+            <TextAddressRange>0x00000000</TextAddressRange>
+            <DataAddressRange>0x20000000</DataAddressRange>
+            <pXoBase></pXoBase>
+            <ScatterFile></ScatterFile>
+            <IncludeLibs></IncludeLibs>
+            <IncludeLibsPath></IncludeLibsPath>
+            <Misc></Misc>
+            <LinkerInputFile></LinkerInputFile>
+            <DisabledWarnings></DisabledWarnings>
+          </LDads>
+        </TargetArmAds>
+      </TargetOption>
+      <Groups>
+        <Group>
+          <GroupName>Source Files</GroupName>
+          <Files>
+            <File>
+              <FileName>arm_nnexamples_gru.cpp</FileName>
+              <FileType>8</FileType>
+              <FilePath>.\arm_nnexamples_gru.cpp</FilePath>
+            </File>
+          </Files>
+        </Group>
+        <Group>
+          <GroupName>Documentation</GroupName>
+          <Files>
+            <File>
+              <FileName>readme.txt</FileName>
+              <FileType>5</FileType>
+              <FilePath>.\readme.txt</FilePath>
+            </File>
+          </Files>
+        </Group>
+        <Group>
+          <GroupName>::CMSIS</GroupName>
+        </Group>
+        <Group>
+          <GroupName>::Compiler</GroupName>
+          <GroupOption>
+            <CommonProperty>
+              <UseCPPCompiler>0</UseCPPCompiler>
+              <RVCTCodeConst>0</RVCTCodeConst>
+              <RVCTZI>0</RVCTZI>
+              <RVCTOtherData>0</RVCTOtherData>
+              <ModuleSelection>0</ModuleSelection>
+              <IncludeInBuild>1</IncludeInBuild>
+              <AlwaysBuild>2</AlwaysBuild>
+              <GenerateAssemblyFile>2</GenerateAssemblyFile>
+              <AssembleAssemblyFile>2</AssembleAssemblyFile>
+              <PublicsOnly>2</PublicsOnly>
+              <StopOnExitCode>11</StopOnExitCode>
+              <CustomArgument></CustomArgument>
+              <IncludeLibraryModules></IncludeLibraryModules>
+              <ComprImg>1</ComprImg>
+            </CommonProperty>
+            <GroupArmAds>
+              <Cads>
+                <interw>2</interw>
+                <Optim>0</Optim>
+                <oTime>2</oTime>
+                <SplitLS>2</SplitLS>
+                <OneElfS>2</OneElfS>
+                <Strict>2</Strict>
+                <EnumInt>2</EnumInt>
+                <PlainCh>2</PlainCh>
+                <Ropi>2</Ropi>
+                <Rwpi>2</Rwpi>
+                <wLevel>0</wLevel>
+                <uThumb>2</uThumb>
+                <uSurpInc>2</uSurpInc>
+                <uC99>2</uC99>
+                <useXO>2</useXO>
+                <v6Lang>0</v6Lang>
+                <v6LangP>0</v6LangP>
+                <vShortEn>2</vShortEn>
+                <vShortWch>2</vShortWch>
+                <v6Lto>2</v6Lto>
+                <v6WtE>2</v6WtE>
+                <v6Rtti>2</v6Rtti>
+                <VariousControls>
+                  <MiscControls></MiscControls>
+                  <Define></Define>
+                  <Undefine></Undefine>
+                  <IncludePath></IncludePath>
+                </VariousControls>
+              </Cads>
+              <Aads>
+                <interw>2</interw>
+                <Ropi>2</Ropi>
+                <Rwpi>2</Rwpi>
+                <thumb>2</thumb>
+                <SplitLS>2</SplitLS>
+                <SwStkChk>2</SwStkChk>
+                <NoWarn>2</NoWarn>
+                <uSurpInc>2</uSurpInc>
+                <useXO>2</useXO>
+                <uClangAs>2</uClangAs>
+                <VariousControls>
+                  <MiscControls></MiscControls>
+                  <Define></Define>
+                  <Undefine></Undefine>
+                  <IncludePath></IncludePath>
+                </VariousControls>
+              </Aads>
+            </GroupArmAds>
+          </GroupOption>
+        </Group>
+        <Group>
+          <GroupName>::Device</GroupName>
+        </Group>
+      </Groups>
+    </Target>
+    <Target>
+      <TargetName>ARMCM3</TargetName>
+      <ToolsetNumber>0x4</ToolsetNumber>
+      <ToolsetName>ARM-ADS</ToolsetName>
+      <pCCUsed>5060750::V5.06 update 6 (build 750)::ARMCC</pCCUsed>
+      <uAC6>0</uAC6>
+      <TargetOption>
+        <TargetCommonOption>
+          <Device>ARMCM3</Device>
+          <Vendor>ARM</Vendor>
+          <PackID>ARM.CMSIS.5.2.0</PackID>
+          <PackURL>http://www.keil.com/pack/</PackURL>
+          <Cpu>IROM(0x00000000,0x80000) IRAM(0x20000000,0x20000) CPUTYPE("Cortex-M3") CLOCK(10000000) ELITTLE</Cpu>
+          <FlashUtilSpec></FlashUtilSpec>
+          <StartupFile></StartupFile>
+          <FlashDriverDll>UL2CM3(-S0 -C0 -P0 -FD20000000 -FC1000 -FN1 -FF0NEW_DEVICE -FS00 -FL040000 -FP0($$Device:ARMCM3$Flash\NEW_DEVICE.flm))</FlashDriverDll>
+          <DeviceId>0</DeviceId>
+          <RegisterFile>$$Device:ARMCM3$Device\Include\ARMCM3.h</RegisterFile>
+          <MemoryEnv></MemoryEnv>
+          <Cmp></Cmp>
+          <Asm></Asm>
+          <Linker></Linker>
+          <OHString></OHString>
+          <InfinionOptionDll></InfinionOptionDll>
+          <SLE66CMisc></SLE66CMisc>
+          <SLE66AMisc></SLE66AMisc>
+          <SLE66LinkerMisc></SLE66LinkerMisc>
+          <SFDFile>$$Device:ARMCM3$SVD\ARMCM3.svd</SFDFile>
+          <bCustSvd>0</bCustSvd>
+          <UseEnv>0</UseEnv>
+          <BinPath></BinPath>
+          <IncludePath></IncludePath>
+          <LibPath></LibPath>
+          <RegisterFilePath></RegisterFilePath>
+          <DBRegisterFilePath></DBRegisterFilePath>
+          <TargetStatus>
+            <Error>0</Error>
+            <ExitCodeStop>0</ExitCodeStop>
+            <ButtonStop>0</ButtonStop>
+            <NotGenerated>0</NotGenerated>
+            <InvalidFlash>1</InvalidFlash>
+          </TargetStatus>
+          <OutputDirectory>.\ARMCM3_debug\</OutputDirectory>
+          <OutputName>arm_nnexample_gru</OutputName>
+          <CreateExecutable>1</CreateExecutable>
+          <CreateLib>0</CreateLib>
+          <CreateHexFile>0</CreateHexFile>
+          <DebugInformation>1</DebugInformation>
+          <BrowseInformation>1</BrowseInformation>
+          <ListingPath>.\ARMCM3_debug\</ListingPath>
+          <HexFormatSelection>1</HexFormatSelection>
+          <Merge32K>0</Merge32K>
+          <CreateBatchFile>0</CreateBatchFile>
+          <BeforeCompile>
+            <RunUserProg1>0</RunUserProg1>
+            <RunUserProg2>0</RunUserProg2>
+            <UserProg1Name></UserProg1Name>
+            <UserProg2Name></UserProg2Name>
+            <UserProg1Dos16Mode>0</UserProg1Dos16Mode>
+            <UserProg2Dos16Mode>0</UserProg2Dos16Mode>
+            <nStopU1X>0</nStopU1X>
+            <nStopU2X>0</nStopU2X>
+          </BeforeCompile>
+          <BeforeMake>
+            <RunUserProg1>0</RunUserProg1>
+            <RunUserProg2>0</RunUserProg2>
+            <UserProg1Name></UserProg1Name>
+            <UserProg2Name></UserProg2Name>
+            <UserProg1Dos16Mode>0</UserProg1Dos16Mode>
+            <UserProg2Dos16Mode>0</UserProg2Dos16Mode>
+            <nStopB1X>0</nStopB1X>
+            <nStopB2X>0</nStopB2X>
+          </BeforeMake>
+          <AfterMake>
+            <RunUserProg1>0</RunUserProg1>
+            <RunUserProg2>0</RunUserProg2>
+            <UserProg1Name></UserProg1Name>
+            <UserProg2Name></UserProg2Name>
+            <UserProg1Dos16Mode>0</UserProg1Dos16Mode>
+            <UserProg2Dos16Mode>0</UserProg2Dos16Mode>
+            <nStopA1X>0</nStopA1X>
+            <nStopA2X>0</nStopA2X>
+          </AfterMake>
+          <SelectedForBatchBuild>0</SelectedForBatchBuild>
+          <SVCSIdString></SVCSIdString>
+        </TargetCommonOption>
+        <CommonProperty>
+          <UseCPPCompiler>0</UseCPPCompiler>
+          <RVCTCodeConst>0</RVCTCodeConst>
+          <RVCTZI>0</RVCTZI>
+          <RVCTOtherData>0</RVCTOtherData>
+          <ModuleSelection>0</ModuleSelection>
+          <IncludeInBuild>1</IncludeInBuild>
+          <AlwaysBuild>0</AlwaysBuild>
+          <GenerateAssemblyFile>0</GenerateAssemblyFile>
+          <AssembleAssemblyFile>0</AssembleAssemblyFile>
+          <PublicsOnly>0</PublicsOnly>
+          <StopOnExitCode>3</StopOnExitCode>
+          <CustomArgument></CustomArgument>
+          <IncludeLibraryModules></IncludeLibraryModules>
+          <ComprImg>1</ComprImg>
+        </CommonProperty>
+        <DllOption>
+          <SimDllName>SARMCM3.DLL</SimDllName>
+          <SimDllArguments> </SimDllArguments>
+          <SimDlgDll>DCM.DLL</SimDlgDll>
+          <SimDlgDllArguments>-pCM3</SimDlgDllArguments>
+          <TargetDllName>SARMCM3.DLL</TargetDllName>
+          <TargetDllArguments></TargetDllArguments>
+          <TargetDlgDll>TCM.DLL</TargetDlgDll>
+          <TargetDlgDllArguments>-pCM3</TargetDlgDllArguments>
+        </DllOption>
+        <DebugOption>
+          <OPTHX>
+            <HexSelection>1</HexSelection>
+            <HexRangeLowAddress>0</HexRangeLowAddress>
+            <HexRangeHighAddress>0</HexRangeHighAddress>
+            <HexOffset>0</HexOffset>
+            <Oh166RecLen>16</Oh166RecLen>
+          </OPTHX>
+        </DebugOption>
+        <Utilities>
+          <Flash1>
+            <UseTargetDll>1</UseTargetDll>
+            <UseExternalTool>0</UseExternalTool>
+            <RunIndependent>0</RunIndependent>
+            <UpdateFlashBeforeDebugging>1</UpdateFlashBeforeDebugging>
+            <Capability>1</Capability>
+            <DriverSelection>4096</DriverSelection>
+          </Flash1>
+          <bUseTDR>1</bUseTDR>
+          <Flash2>BIN\UL2CM3.DLL</Flash2>
+          <Flash3>"" ()</Flash3>
+          <Flash4></Flash4>
+          <pFcarmOut></pFcarmOut>
+          <pFcarmGrp></pFcarmGrp>
+          <pFcArmRoot></pFcArmRoot>
+          <FcArmLst>0</FcArmLst>
+        </Utilities>
+        <TargetArmAds>
+          <ArmAdsMisc>
+            <GenerateListings>0</GenerateListings>
+            <asHll>1</asHll>
+            <asAsm>1</asAsm>
+            <asMacX>1</asMacX>
+            <asSyms>1</asSyms>
+            <asFals>1</asFals>
+            <asDbgD>1</asDbgD>
+            <asForm>1</asForm>
+            <ldLst>0</ldLst>
+            <ldmm>1</ldmm>
+            <ldXref>1</ldXref>
+            <BigEnd>0</BigEnd>
+            <AdsALst>1</AdsALst>
+            <AdsACrf>1</AdsACrf>
+            <AdsANop>0</AdsANop>
+            <AdsANot>0</AdsANot>
+            <AdsLLst>1</AdsLLst>
+            <AdsLmap>1</AdsLmap>
+            <AdsLcgr>1</AdsLcgr>
+            <AdsLsym>1</AdsLsym>
+            <AdsLszi>1</AdsLszi>
+            <AdsLtoi>1</AdsLtoi>
+            <AdsLsun>1</AdsLsun>
+            <AdsLven>1</AdsLven>
+            <AdsLsxf>1</AdsLsxf>
+            <RvctClst>0</RvctClst>
+            <GenPPlst>0</GenPPlst>
+            <AdsCpuType>"Cortex-M3"</AdsCpuType>
+            <RvctDeviceName></RvctDeviceName>
+            <mOS>0</mOS>
+            <uocRom>0</uocRom>
+            <uocRam>0</uocRam>
+            <hadIROM>1</hadIROM>
+            <hadIRAM>1</hadIRAM>
+            <hadXRAM>0</hadXRAM>
+            <uocXRam>0</uocXRam>
+            <RvdsVP>0</RvdsVP>
+            <hadIRAM2>0</hadIRAM2>
+            <hadIROM2>0</hadIROM2>
+            <StupSel>8</StupSel>
+            <useUlib>0</useUlib>
+            <EndSel>0</EndSel>
+            <uLtcg>0</uLtcg>
+            <nSecure>0</nSecure>
+            <RoSelD>3</RoSelD>
+            <RwSelD>3</RwSelD>
+            <CodeSel>0</CodeSel>
+            <OptFeed>0</OptFeed>
+            <NoZi1>0</NoZi1>
+            <NoZi2>0</NoZi2>
+            <NoZi3>0</NoZi3>
+            <NoZi4>0</NoZi4>
+            <NoZi5>0</NoZi5>
+            <Ro1Chk>0</Ro1Chk>
+            <Ro2Chk>0</Ro2Chk>
+            <Ro3Chk>0</Ro3Chk>
+            <Ir1Chk>1</Ir1Chk>
+            <Ir2Chk>0</Ir2Chk>
+            <Ra1Chk>0</Ra1Chk>
+            <Ra2Chk>0</Ra2Chk>
+            <Ra3Chk>0</Ra3Chk>
+            <Im1Chk>1</Im1Chk>
+            <Im2Chk>0</Im2Chk>
+            <OnChipMemories>
+              <Ocm1>
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+                <StartAddress>0x20000000</StartAddress>
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+                <StartAddress>0x0</StartAddress>
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+              </XRAM>
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+                <StartAddress>0x0</StartAddress>
+                <Size>0x0</Size>
+              </OCR_RVCT10>
+            </OnChipMemories>
+            <RvctStartVector></RvctStartVector>
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+            <useXO>0</useXO>
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+            <vShortEn>1</vShortEn>
+            <vShortWch>1</vShortWch>
+            <v6Lto>0</v6Lto>
+            <v6WtE>0</v6WtE>
+            <v6Rtti>0</v6Rtti>
+            <VariousControls>
+              <MiscControls></MiscControls>
+              <Define>ARM_MATH_CM3</Define>
+              <Undefine></Undefine>
+              <IncludePath></IncludePath>
+            </VariousControls>
+          </Cads>
+          <Aads>
+            <interw>1</interw>
+            <Ropi>0</Ropi>
+            <Rwpi>0</Rwpi>
+            <thumb>0</thumb>
+            <SplitLS>0</SplitLS>
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+            <uSurpInc>0</uSurpInc>
+            <useXO>0</useXO>
+            <uClangAs>0</uClangAs>
+            <VariousControls>
+              <MiscControls></MiscControls>
+              <Define></Define>
+              <Undefine></Undefine>
+              <IncludePath></IncludePath>
+            </VariousControls>
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+            <Ropi>0</Ropi>
+            <Rwpi>0</Rwpi>
+            <noStLib>0</noStLib>
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+            <TextAddressRange>0x00000000</TextAddressRange>
+            <DataAddressRange>0x20000000</DataAddressRange>
+            <pXoBase></pXoBase>
+            <ScatterFile></ScatterFile>
+            <IncludeLibs></IncludeLibs>
+            <IncludeLibsPath></IncludeLibsPath>
+            <Misc></Misc>
+            <LinkerInputFile></LinkerInputFile>
+            <DisabledWarnings></DisabledWarnings>
+          </LDads>
+        </TargetArmAds>
+      </TargetOption>
+      <Groups>
+        <Group>
+          <GroupName>Source Files</GroupName>
+          <Files>
+            <File>
+              <FileName>arm_nnexamples_gru.cpp</FileName>
+              <FileType>8</FileType>
+              <FilePath>.\arm_nnexamples_gru.cpp</FilePath>
+            </File>
+          </Files>
+        </Group>
+        <Group>
+          <GroupName>Documentation</GroupName>
+          <Files>
+            <File>
+              <FileName>readme.txt</FileName>
+              <FileType>5</FileType>
+              <FilePath>.\readme.txt</FilePath>
+            </File>
+          </Files>
+        </Group>
+        <Group>
+          <GroupName>::CMSIS</GroupName>
+        </Group>
+        <Group>
+          <GroupName>::Compiler</GroupName>
+        </Group>
+        <Group>
+          <GroupName>::Device</GroupName>
+        </Group>
+      </Groups>
+    </Target>
+    <Target>
+      <TargetName>ARMCM4_FP</TargetName>
+      <ToolsetNumber>0x4</ToolsetNumber>
+      <ToolsetName>ARM-ADS</ToolsetName>
+      <pCCUsed>5060750::V5.06 update 6 (build 750)::ARMCC</pCCUsed>
+      <uAC6>0</uAC6>
+      <TargetOption>
+        <TargetCommonOption>
+          <Device>ARMCM4_FP</Device>
+          <Vendor>ARM</Vendor>
+          <PackID>ARM.CMSIS.5.2.0</PackID>
+          <PackURL>http://www.keil.com/pack/</PackURL>
+          <Cpu>IROM(0x00000000,0x80000) IRAM(0x20000000,0x20000) CPUTYPE("Cortex-M4") FPU2 CLOCK(12000000) ESEL ELITTLE</Cpu>
+          <FlashUtilSpec></FlashUtilSpec>
+          <StartupFile></StartupFile>
+          <FlashDriverDll>UL2CM3(-S0 -C0 -P0 -FD20000000 -FC1000 -FN1 -FF0NEW_DEVICE -FS00 -FL080000 -FP0($$Device:ARMCM4_FP$Device\ARM\Flash\NEW_DEVICE.FLM))</FlashDriverDll>
+          <DeviceId>0</DeviceId>
+          <RegisterFile>$$Device:ARMCM4_FP$Device\ARM\ARMCM4\Include\ARMCM4_FP.h</RegisterFile>
+          <MemoryEnv></MemoryEnv>
+          <Cmp></Cmp>
+          <Asm></Asm>
+          <Linker></Linker>
+          <OHString></OHString>
+          <InfinionOptionDll></InfinionOptionDll>
+          <SLE66CMisc></SLE66CMisc>
+          <SLE66AMisc></SLE66AMisc>
+          <SLE66LinkerMisc></SLE66LinkerMisc>
+          <SFDFile>$$Device:ARMCM4_FP$Device\ARM\SVD\ARMCM4.svd</SFDFile>
+          <bCustSvd>0</bCustSvd>
+          <UseEnv>0</UseEnv>
+          <BinPath></BinPath>
+          <IncludePath></IncludePath>
+          <LibPath></LibPath>
+          <RegisterFilePath></RegisterFilePath>
+          <DBRegisterFilePath></DBRegisterFilePath>
+          <TargetStatus>
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+            <ExitCodeStop>0</ExitCodeStop>
+            <ButtonStop>0</ButtonStop>
+            <NotGenerated>0</NotGenerated>
+            <InvalidFlash>1</InvalidFlash>
+          </TargetStatus>
+          <OutputDirectory>.\ARMCM4_debug\</OutputDirectory>
+          <OutputName>arm_nnexamples_gru</OutputName>
+          <CreateExecutable>1</CreateExecutable>
+          <CreateLib>0</CreateLib>
+          <CreateHexFile>0</CreateHexFile>
+          <DebugInformation>1</DebugInformation>
+          <BrowseInformation>1</BrowseInformation>
+          <ListingPath>.\ARMCM4_debug\</ListingPath>
+          <HexFormatSelection>1</HexFormatSelection>
+          <Merge32K>0</Merge32K>
+          <CreateBatchFile>0</CreateBatchFile>
+          <BeforeCompile>
+            <RunUserProg1>0</RunUserProg1>
+            <RunUserProg2>0</RunUserProg2>
+            <UserProg1Name></UserProg1Name>
+            <UserProg2Name></UserProg2Name>
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+            <UserProg2Dos16Mode>0</UserProg2Dos16Mode>
+            <nStopU1X>0</nStopU1X>
+            <nStopU2X>0</nStopU2X>
+          </BeforeCompile>
+          <BeforeMake>
+            <RunUserProg1>0</RunUserProg1>
+            <RunUserProg2>0</RunUserProg2>
+            <UserProg1Name></UserProg1Name>
+            <UserProg2Name></UserProg2Name>
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+            <UserProg2Dos16Mode>0</UserProg2Dos16Mode>
+            <nStopB1X>0</nStopB1X>
+            <nStopB2X>0</nStopB2X>
+          </BeforeMake>
+          <AfterMake>
+            <RunUserProg1>0</RunUserProg1>
+            <RunUserProg2>0</RunUserProg2>
+            <UserProg1Name></UserProg1Name>
+            <UserProg2Name></UserProg2Name>
+            <UserProg1Dos16Mode>0</UserProg1Dos16Mode>
+            <UserProg2Dos16Mode>0</UserProg2Dos16Mode>
+            <nStopA1X>0</nStopA1X>
+            <nStopA2X>0</nStopA2X>
+          </AfterMake>
+          <SelectedForBatchBuild>0</SelectedForBatchBuild>
+          <SVCSIdString></SVCSIdString>
+        </TargetCommonOption>
+        <CommonProperty>
+          <UseCPPCompiler>0</UseCPPCompiler>
+          <RVCTCodeConst>0</RVCTCodeConst>
+          <RVCTZI>0</RVCTZI>
+          <RVCTOtherData>0</RVCTOtherData>
+          <ModuleSelection>0</ModuleSelection>
+          <IncludeInBuild>1</IncludeInBuild>
+          <AlwaysBuild>0</AlwaysBuild>
+          <GenerateAssemblyFile>0</GenerateAssemblyFile>
+          <AssembleAssemblyFile>0</AssembleAssemblyFile>
+          <PublicsOnly>0</PublicsOnly>
+          <StopOnExitCode>3</StopOnExitCode>
+          <CustomArgument></CustomArgument>
+          <IncludeLibraryModules></IncludeLibraryModules>
+          <ComprImg>1</ComprImg>
+        </CommonProperty>
+        <DllOption>
+          <SimDllName>SARMCM3.DLL</SimDllName>
+          <SimDllArguments>  -MPU</SimDllArguments>
+          <SimDlgDll>DCM.DLL</SimDlgDll>
+          <SimDlgDllArguments>-pCM4</SimDlgDllArguments>
+          <TargetDllName>SARMCM3.DLL</TargetDllName>
+          <TargetDllArguments> -MPU</TargetDllArguments>
+          <TargetDlgDll>TCM.DLL</TargetDlgDll>
+          <TargetDlgDllArguments>-pCM4</TargetDlgDllArguments>
+        </DllOption>
+        <DebugOption>
+          <OPTHX>
+            <HexSelection>1</HexSelection>
+            <HexRangeLowAddress>0</HexRangeLowAddress>
+            <HexRangeHighAddress>0</HexRangeHighAddress>
+            <HexOffset>0</HexOffset>
+            <Oh166RecLen>16</Oh166RecLen>
+          </OPTHX>
+        </DebugOption>
+        <Utilities>
+          <Flash1>
+            <UseTargetDll>1</UseTargetDll>
+            <UseExternalTool>0</UseExternalTool>
+            <RunIndependent>0</RunIndependent>
+            <UpdateFlashBeforeDebugging>1</UpdateFlashBeforeDebugging>
+            <Capability>1</Capability>
+            <DriverSelection>4096</DriverSelection>
+          </Flash1>
+          <bUseTDR>1</bUseTDR>
+          <Flash2>BIN\UL2CM3.DLL</Flash2>
+          <Flash3></Flash3>
+          <Flash4></Flash4>
+          <pFcarmOut></pFcarmOut>
+          <pFcarmGrp></pFcarmGrp>
+          <pFcArmRoot></pFcArmRoot>
+          <FcArmLst>0</FcArmLst>
+        </Utilities>
+        <TargetArmAds>
+          <ArmAdsMisc>
+            <GenerateListings>0</GenerateListings>
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+              </OCR_RVCT10>
+            </OnChipMemories>
+            <RvctStartVector></RvctStartVector>
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+            <v6WtE>0</v6WtE>
+            <v6Rtti>0</v6Rtti>
+            <VariousControls>
+              <MiscControls></MiscControls>
+              <Define>ARM_MATH_CM4 __FPU_PRESENT=1U</Define>
+              <Undefine></Undefine>
+              <IncludePath>..\..\..\..\Include;..\..\..\..\..\Core\Include;..\..\..\..\..\DSP\Include;..\cifar10</IncludePath>
+            </VariousControls>
+          </Cads>
+          <Aads>
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+              <IncludePath></IncludePath>
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+            <Misc></Misc>
+            <LinkerInputFile></LinkerInputFile>
+            <DisabledWarnings></DisabledWarnings>
+          </LDads>
+        </TargetArmAds>
+      </TargetOption>
+      <Groups>
+        <Group>
+          <GroupName>Source Files</GroupName>
+          <Files>
+            <File>
+              <FileName>arm_nnexamples_gru.cpp</FileName>
+              <FileType>8</FileType>
+              <FilePath>.\arm_nnexamples_gru.cpp</FilePath>
+            </File>
+          </Files>
+        </Group>
+        <Group>
+          <GroupName>Documentation</GroupName>
+          <Files>
+            <File>
+              <FileName>readme.txt</FileName>
+              <FileType>5</FileType>
+              <FilePath>.\readme.txt</FilePath>
+            </File>
+          </Files>
+        </Group>
+        <Group>
+          <GroupName>::CMSIS</GroupName>
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+        <Group>
+          <GroupName>::Compiler</GroupName>
+        </Group>
+        <Group>
+          <GroupName>::Device</GroupName>
+        </Group>
+      </Groups>
+    </Target>
+    <Target>
+      <TargetName>ARMCM7_SP</TargetName>
+      <ToolsetNumber>0x4</ToolsetNumber>
+      <ToolsetName>ARM-ADS</ToolsetName>
+      <pCCUsed>5060300::V5.06 update 3 (build 300)::ARMCC</pCCUsed>
+      <uAC6>0</uAC6>
+      <TargetOption>
+        <TargetCommonOption>
+          <Device>ARMCM7_SP</Device>
+          <Vendor>ARM</Vendor>
+          <PackID>ARM.CMSIS.5.2.0</PackID>
+          <PackURL>http://www.keil.com/pack/</PackURL>
+          <Cpu>IROM(0x00000000,0x80000) IRAM(0x20000000,0x20000) CPUTYPE("Cortex-M7") FPU3(SFPU) CLOCK(12000000) ESEL ELITTLE</Cpu>
+          <FlashUtilSpec></FlashUtilSpec>
+          <StartupFile></StartupFile>
+          <FlashDriverDll>UL2CM3(-S0 -C0 -P0 -FD20000000 -FC1000 -FN1 -FF0NEW_DEVICE -FS00 -FL080000 -FP0($$Device:ARMCM7_SP$Device\ARM\Flash\NEW_DEVICE.FLM))</FlashDriverDll>
+          <DeviceId>0</DeviceId>
+          <RegisterFile>$$Device:ARMCM7_SP$Device\ARM\ARMCM7\Include\ARMCM7_SP.h</RegisterFile>
+          <MemoryEnv></MemoryEnv>
+          <Cmp></Cmp>
+          <Asm></Asm>
+          <Linker></Linker>
+          <OHString></OHString>
+          <InfinionOptionDll></InfinionOptionDll>
+          <SLE66CMisc></SLE66CMisc>
+          <SLE66AMisc></SLE66AMisc>
+          <SLE66LinkerMisc></SLE66LinkerMisc>
+          <SFDFile>$$Device:ARMCM7_SP$Device\ARM\SVD\ARMCM7.svd</SFDFile>
+          <bCustSvd>0</bCustSvd>
+          <UseEnv>0</UseEnv>
+          <BinPath></BinPath>
+          <IncludePath></IncludePath>
+          <LibPath></LibPath>
+          <RegisterFilePath></RegisterFilePath>
+          <DBRegisterFilePath></DBRegisterFilePath>
+          <TargetStatus>
+            <Error>0</Error>
+            <ExitCodeStop>0</ExitCodeStop>
+            <ButtonStop>0</ButtonStop>
+            <NotGenerated>0</NotGenerated>
+            <InvalidFlash>1</InvalidFlash>
+          </TargetStatus>
+          <OutputDirectory>.\ARMCM7_debug\</OutputDirectory>
+          <OutputName>arm_nnexample_gru</OutputName>
+          <CreateExecutable>1</CreateExecutable>
+          <CreateLib>0</CreateLib>
+          <CreateHexFile>0</CreateHexFile>
+          <DebugInformation>1</DebugInformation>
+          <BrowseInformation>1</BrowseInformation>
+          <ListingPath>.\ARMCM7_debug\</ListingPath>
+          <HexFormatSelection>1</HexFormatSelection>
+          <Merge32K>0</Merge32K>
+          <CreateBatchFile>0</CreateBatchFile>
+          <BeforeCompile>
+            <RunUserProg1>0</RunUserProg1>
+            <RunUserProg2>0</RunUserProg2>
+            <UserProg1Name></UserProg1Name>
+            <UserProg2Name></UserProg2Name>
+            <UserProg1Dos16Mode>0</UserProg1Dos16Mode>
+            <UserProg2Dos16Mode>0</UserProg2Dos16Mode>
+            <nStopU1X>0</nStopU1X>
+            <nStopU2X>0</nStopU2X>
+          </BeforeCompile>
+          <BeforeMake>
+            <RunUserProg1>0</RunUserProg1>
+            <RunUserProg2>0</RunUserProg2>
+            <UserProg1Name></UserProg1Name>
+            <UserProg2Name></UserProg2Name>
+            <UserProg1Dos16Mode>0</UserProg1Dos16Mode>
+            <UserProg2Dos16Mode>0</UserProg2Dos16Mode>
+            <nStopB1X>0</nStopB1X>
+            <nStopB2X>0</nStopB2X>
+          </BeforeMake>
+          <AfterMake>
+            <RunUserProg1>0</RunUserProg1>
+            <RunUserProg2>0</RunUserProg2>
+            <UserProg1Name></UserProg1Name>
+            <UserProg2Name></UserProg2Name>
+            <UserProg1Dos16Mode>0</UserProg1Dos16Mode>
+            <UserProg2Dos16Mode>0</UserProg2Dos16Mode>
+            <nStopA1X>0</nStopA1X>
+            <nStopA2X>0</nStopA2X>
+          </AfterMake>
+          <SelectedForBatchBuild>0</SelectedForBatchBuild>
+          <SVCSIdString></SVCSIdString>
+        </TargetCommonOption>
+        <CommonProperty>
+          <UseCPPCompiler>0</UseCPPCompiler>
+          <RVCTCodeConst>0</RVCTCodeConst>
+          <RVCTZI>0</RVCTZI>
+          <RVCTOtherData>0</RVCTOtherData>
+          <ModuleSelection>0</ModuleSelection>
+          <IncludeInBuild>1</IncludeInBuild>
+          <AlwaysBuild>0</AlwaysBuild>
+          <GenerateAssemblyFile>0</GenerateAssemblyFile>
+          <AssembleAssemblyFile>0</AssembleAssemblyFile>
+          <PublicsOnly>0</PublicsOnly>
+          <StopOnExitCode>3</StopOnExitCode>
+          <CustomArgument></CustomArgument>
+          <IncludeLibraryModules></IncludeLibraryModules>
+          <ComprImg>1</ComprImg>
+        </CommonProperty>
+        <DllOption>
+          <SimDllName>SARMCM3.DLL</SimDllName>
+          <SimDllArguments>  -MPU</SimDllArguments>
+          <SimDlgDll>DCM.DLL</SimDlgDll>
+          <SimDlgDllArguments>-pCM7</SimDlgDllArguments>
+          <TargetDllName>SARMCM3.DLL</TargetDllName>
+          <TargetDllArguments> -MPU</TargetDllArguments>
+          <TargetDlgDll>TCM.DLL</TargetDlgDll>
+          <TargetDlgDllArguments>-pCM7</TargetDlgDllArguments>
+        </DllOption>
+        <DebugOption>
+          <OPTHX>
+            <HexSelection>1</HexSelection>
+            <HexRangeLowAddress>0</HexRangeLowAddress>
+            <HexRangeHighAddress>0</HexRangeHighAddress>
+            <HexOffset>0</HexOffset>
+            <Oh166RecLen>16</Oh166RecLen>
+          </OPTHX>
+        </DebugOption>
+        <Utilities>
+          <Flash1>
+            <UseTargetDll>1</UseTargetDll>
+            <UseExternalTool>0</UseExternalTool>
+            <RunIndependent>0</RunIndependent>
+            <UpdateFlashBeforeDebugging>1</UpdateFlashBeforeDebugging>
+            <Capability>1</Capability>
+            <DriverSelection>4096</DriverSelection>
+          </Flash1>
+          <bUseTDR>1</bUseTDR>
+          <Flash2>BIN\UL2CM3.DLL</Flash2>
+          <Flash3></Flash3>
+          <Flash4></Flash4>
+          <pFcarmOut></pFcarmOut>
+          <pFcarmGrp></pFcarmGrp>
+          <pFcArmRoot></pFcArmRoot>
+          <FcArmLst>0</FcArmLst>
+        </Utilities>
+        <TargetArmAds>
+          <ArmAdsMisc>
+            <GenerateListings>0</GenerateListings>
+            <asHll>1</asHll>
+            <asAsm>1</asAsm>
+            <asMacX>1</asMacX>
+            <asSyms>1</asSyms>
+            <asFals>1</asFals>
+            <asDbgD>1</asDbgD>
+            <asForm>1</asForm>
+            <ldLst>0</ldLst>
+            <ldmm>1</ldmm>
+            <ldXref>1</ldXref>
+            <BigEnd>0</BigEnd>
+            <AdsALst>1</AdsALst>
+            <AdsACrf>1</AdsACrf>
+            <AdsANop>0</AdsANop>
+            <AdsANot>0</AdsANot>
+            <AdsLLst>1</AdsLLst>
+            <AdsLmap>1</AdsLmap>
+            <AdsLcgr>1</AdsLcgr>
+            <AdsLsym>1</AdsLsym>
+            <AdsLszi>1</AdsLszi>
+            <AdsLtoi>1</AdsLtoi>
+            <AdsLsun>1</AdsLsun>
+            <AdsLven>1</AdsLven>
+            <AdsLsxf>1</AdsLsxf>
+            <RvctClst>0</RvctClst>
+            <GenPPlst>0</GenPPlst>
+            <AdsCpuType>"Cortex-M7"</AdsCpuType>
+            <RvctDeviceName></RvctDeviceName>
+            <mOS>0</mOS>
+            <uocRom>0</uocRom>
+            <uocRam>0</uocRam>
+            <hadIROM>1</hadIROM>
+            <hadIRAM>1</hadIRAM>
+            <hadXRAM>0</hadXRAM>
+            <uocXRam>0</uocXRam>
+            <RvdsVP>2</RvdsVP>
+            <hadIRAM2>0</hadIRAM2>
+            <hadIROM2>0</hadIROM2>
+            <StupSel>8</StupSel>
+            <useUlib>0</useUlib>
+            <EndSel>1</EndSel>
+            <uLtcg>0</uLtcg>
+            <nSecure>0</nSecure>
+            <RoSelD>3</RoSelD>
+            <RwSelD>3</RwSelD>
+            <CodeSel>0</CodeSel>
+            <OptFeed>0</OptFeed>
+            <NoZi1>0</NoZi1>
+            <NoZi2>0</NoZi2>
+            <NoZi3>0</NoZi3>
+            <NoZi4>0</NoZi4>
+            <NoZi5>0</NoZi5>
+            <Ro1Chk>0</Ro1Chk>
+            <Ro2Chk>0</Ro2Chk>
+            <Ro3Chk>0</Ro3Chk>
+            <Ir1Chk>1</Ir1Chk>
+            <Ir2Chk>0</Ir2Chk>
+            <Ra1Chk>0</Ra1Chk>
+            <Ra2Chk>0</Ra2Chk>
+            <Ra3Chk>0</Ra3Chk>
+            <Im1Chk>1</Im1Chk>
+            <Im2Chk>0</Im2Chk>
+            <OnChipMemories>
+              <Ocm1>
+                <Type>0</Type>
+                <StartAddress>0x0</StartAddress>
+                <Size>0x0</Size>
+              </Ocm1>
+              <Ocm2>
+                <Type>0</Type>
+                <StartAddress>0x0</StartAddress>
+                <Size>0x0</Size>
+              </Ocm2>
+              <Ocm3>
+                <Type>0</Type>
+                <StartAddress>0x0</StartAddress>
+                <Size>0x0</Size>
+              </Ocm3>
+              <Ocm4>
+                <Type>0</Type>
+                <StartAddress>0x0</StartAddress>
+                <Size>0x0</Size>
+              </Ocm4>
+              <Ocm5>
+                <Type>0</Type>
+                <StartAddress>0x0</StartAddress>
+                <Size>0x0</Size>
+              </Ocm5>
+              <Ocm6>
+                <Type>0</Type>
+                <StartAddress>0x0</StartAddress>
+                <Size>0x0</Size>
+              </Ocm6>
+              <IRAM>
+                <Type>0</Type>
+                <StartAddress>0x20000000</StartAddress>
+                <Size>0x20000</Size>
+              </IRAM>
+              <IROM>
+                <Type>1</Type>
+                <StartAddress>0x0</StartAddress>
+                <Size>0x80000</Size>
+              </IROM>
+              <XRAM>
+                <Type>0</Type>
+                <StartAddress>0x0</StartAddress>
+                <Size>0x0</Size>
+              </XRAM>
+              <OCR_RVCT1>
+                <Type>1</Type>
+                <StartAddress>0x0</StartAddress>
+                <Size>0x0</Size>
+              </OCR_RVCT1>
+              <OCR_RVCT2>
+                <Type>1</Type>
+                <StartAddress>0x0</StartAddress>
+                <Size>0x0</Size>
+              </OCR_RVCT2>
+              <OCR_RVCT3>
+                <Type>1</Type>
+                <StartAddress>0x0</StartAddress>
+                <Size>0x0</Size>
+              </OCR_RVCT3>
+              <OCR_RVCT4>
+                <Type>1</Type>
+                <StartAddress>0x0</StartAddress>
+                <Size>0x80000</Size>
+              </OCR_RVCT4>
+              <OCR_RVCT5>
+                <Type>1</Type>
+                <StartAddress>0x0</StartAddress>
+                <Size>0x0</Size>
+              </OCR_RVCT5>
+              <OCR_RVCT6>
+                <Type>0</Type>
+                <StartAddress>0x0</StartAddress>
+                <Size>0x0</Size>
+              </OCR_RVCT6>
+              <OCR_RVCT7>
+                <Type>0</Type>
+                <StartAddress>0x0</StartAddress>
+                <Size>0x0</Size>
+              </OCR_RVCT7>
+              <OCR_RVCT8>
+                <Type>0</Type>
+                <StartAddress>0x0</StartAddress>
+                <Size>0x0</Size>
+              </OCR_RVCT8>
+              <OCR_RVCT9>
+                <Type>0</Type>
+                <StartAddress>0x20000000</StartAddress>
+                <Size>0x20000</Size>
+              </OCR_RVCT9>
+              <OCR_RVCT10>
+                <Type>0</Type>
+                <StartAddress>0x0</StartAddress>
+                <Size>0x0</Size>
+              </OCR_RVCT10>
+            </OnChipMemories>
+            <RvctStartVector></RvctStartVector>
+          </ArmAdsMisc>
+          <Cads>
+            <interw>1</interw>
+            <Optim>1</Optim>
+            <oTime>0</oTime>
+            <SplitLS>0</SplitLS>
+            <OneElfS>0</OneElfS>
+            <Strict>0</Strict>
+            <EnumInt>0</EnumInt>
+            <PlainCh>0</PlainCh>
+            <Ropi>0</Ropi>
+            <Rwpi>0</Rwpi>
+            <wLevel>0</wLevel>
+            <uThumb>0</uThumb>
+            <uSurpInc>0</uSurpInc>
+            <uC99>0</uC99>
+            <useXO>0</useXO>
+            <v6Lang>1</v6Lang>
+            <v6LangP>1</v6LangP>
+            <vShortEn>1</vShortEn>
+            <vShortWch>1</vShortWch>
+            <v6Lto>0</v6Lto>
+            <v6WtE>0</v6WtE>
+            <v6Rtti>0</v6Rtti>
+            <VariousControls>
+              <MiscControls></MiscControls>
+              <Define>ARM_MATH_CM7 __FPU_PRESENT=1U</Define>
+              <Undefine></Undefine>
+              <IncludePath></IncludePath>
+            </VariousControls>
+          </Cads>
+          <Aads>
+            <interw>1</interw>
+            <Ropi>0</Ropi>
+            <Rwpi>0</Rwpi>
+            <thumb>0</thumb>
+            <SplitLS>0</SplitLS>
+            <SwStkChk>0</SwStkChk>
+            <NoWarn>0</NoWarn>
+            <uSurpInc>0</uSurpInc>
+            <useXO>0</useXO>
+            <uClangAs>0</uClangAs>
+            <VariousControls>
+              <MiscControls></MiscControls>
+              <Define></Define>
+              <Undefine></Undefine>
+              <IncludePath></IncludePath>
+            </VariousControls>
+          </Aads>
+          <LDads>
+            <umfTarg>0</umfTarg>
+            <Ropi>0</Ropi>
+            <Rwpi>0</Rwpi>
+            <noStLib>0</noStLib>
+            <RepFail>1</RepFail>
+            <useFile>0</useFile>
+            <TextAddressRange>0x00000000</TextAddressRange>
+            <DataAddressRange>0x20000000</DataAddressRange>
+            <pXoBase></pXoBase>
+            <ScatterFile></ScatterFile>
+            <IncludeLibs></IncludeLibs>
+            <IncludeLibsPath></IncludeLibsPath>
+            <Misc></Misc>
+            <LinkerInputFile></LinkerInputFile>
+            <DisabledWarnings></DisabledWarnings>
+          </LDads>
+        </TargetArmAds>
+      </TargetOption>
+      <Groups>
+        <Group>
+          <GroupName>Source Files</GroupName>
+          <Files>
+            <File>
+              <FileName>arm_nnexamples_gru.cpp</FileName>
+              <FileType>8</FileType>
+              <FilePath>.\arm_nnexamples_gru.cpp</FilePath>
+            </File>
+          </Files>
+        </Group>
+        <Group>
+          <GroupName>Documentation</GroupName>
+          <Files>
+            <File>
+              <FileName>readme.txt</FileName>
+              <FileType>5</FileType>
+              <FilePath>.\readme.txt</FilePath>
+            </File>
+          </Files>
+        </Group>
+        <Group>
+          <GroupName>::CMSIS</GroupName>
+        </Group>
+        <Group>
+          <GroupName>::Compiler</GroupName>
+        </Group>
+        <Group>
+          <GroupName>::Device</GroupName>
+        </Group>
+      </Groups>
+    </Target>
+  </Targets>
+
+  <RTE>
+    <apis/>
+    <components>
+      <component Cclass="CMSIS" Cgroup="CORE" Cvendor="ARM" Cversion="5.0.2" condition="ARMv6_7_8-M Device">
+        <package name="CMSIS" schemaVersion="1.3" url="http://www.keil.com/pack/" vendor="ARM" version="5.2.0"/>
+        <targetInfos>
+          <targetInfo name="ARMCM0"/>
+          <targetInfo name="ARMCM3"/>
+          <targetInfo name="ARMCM4_FP"/>
+          <targetInfo name="ARMCM7_SP"/>
+        </targetInfos>
+      </component>
+      <component Cclass="CMSIS" Cgroup="DSP" Cvendor="ARM" Cversion="1.5.2" condition="CMSIS DSP">
+        <package name="CMSIS" schemaVersion="1.3" url="http://www.keil.com/pack/" vendor="ARM" version="5.2.0"/>
+        <targetInfos>
+          <targetInfo name="ARMCM0"/>
+          <targetInfo name="ARMCM3"/>
+          <targetInfo name="ARMCM4_FP"/>
+          <targetInfo name="ARMCM7_SP"/>
+        </targetInfos>
+      </component>
+      <component Cclass="CMSIS" Cgroup="NN" Cvendor="ARM" Cversion="1.0.0" condition="CMSIS NN">
+        <package name="CMSIS" schemaVersion="1.3" url="http://www.keil.com/pack/" vendor="ARM" version="5.2.1-dev3"/>
+        <targetInfos>
+          <targetInfo name="ARMCM0"/>
+          <targetInfo name="ARMCM3"/>
+          <targetInfo name="ARMCM4_FP"/>
+          <targetInfo name="ARMCM7_SP"/>
+        </targetInfos>
+      </component>
+      <component Cclass="Device" Cgroup="Startup" Cvendor="ARM" Cversion="1.0.1" condition="ARMCM0 CMSIS">
+        <package name="CMSIS" schemaVersion="1.2" url="http://www.keil.com/pack/" vendor="ARM" version="4.0.11"/>
+        <targetInfos>
+          <targetInfo name="ARMCM0"/>
+        </targetInfos>
+      </component>
+      <component Cclass="Device" Cgroup="Startup" Cvendor="ARM" Cversion="1.0.1" condition="ARMCM3 CMSIS">
+        <package name="CMSIS" schemaVersion="1.2" url="http://www.keil.com/pack/" vendor="ARM" version="4.0.11"/>
+        <targetInfos>
+          <targetInfo name="ARMCM3"/>
+        </targetInfos>
+      </component>
+      <component Cclass="Device" Cgroup="Startup" Cvendor="ARM" Cversion="1.0.1" condition="ARMCM4 CMSIS">
+        <package name="CMSIS" schemaVersion="1.2" url="http://www.keil.com/pack/" vendor="ARM" version="4.0.11"/>
+        <targetInfos>
+          <targetInfo name="ARMCM4_FP"/>
+        </targetInfos>
+      </component>
+      <component Cclass="Device" Cgroup="Startup" Cvendor="ARM" Cversion="1.0.1" condition="ARMCM7 CMSIS">
+        <package name="CMSIS" schemaVersion="1.3" url="http://www.keil.com/pack/" vendor="ARM" version="4.1.10"/>
+        <targetInfos>
+          <targetInfo name="ARMCM7_SP"/>
+        </targetInfos>
+      </component>
+      <component Cbundle="ARM Compiler" Cclass="Compiler" Cgroup="Event Recorder" Cvariant="DAP" Cvendor="Keil" Cversion="1.2.1" condition="Cortex-M Device" isTargetSpecific="1">
+        <package name="ARM_Compiler" schemaVersion="1.4.9" url="http://www.keil.com/pack/" vendor="Keil" version="1.3.3"/>
+        <targetInfos>
+          <targetInfo name="ARMCM0"/>
+          <targetInfo excluded="1" name="ARMCM3"/>
+          <targetInfo excluded="1" name="ARMCM4_FP"/>
+          <targetInfo excluded="1" name="ARMCM7_SP"/>
+        </targetInfos>
+      </component>
+      <component Cbundle="ARM Compiler" Cclass="Compiler" Cgroup="I/O" Csub="STDOUT" Cvariant="EVR" Cvendor="Keil" Cversion="1.2.1" condition="ARMCC Cortex-M with EVR" isTargetSpecific="1">
+        <package name="ARM_Compiler" schemaVersion="1.4.9" url="http://www.keil.com/pack/" vendor="Keil" version="1.3.3"/>
+        <targetInfos>
+          <targetInfo name="ARMCM0"/>
+        </targetInfos>
+      </component>
+      <component Cbundle="ARM Compiler" Cclass="Compiler" Cgroup="I/O" Csub="STDOUT" Cvariant="ITM" Cvendor="Keil" Cversion="1.2.1" condition="ARMCC Cortex-M with ITM" isTargetSpecific="1">
+        <package name="ARM_Compiler" schemaVersion="1.4.9" url="http://www.keil.com/pack/" vendor="Keil" version="1.3.3"/>
+        <targetInfos>
+          <targetInfo name="ARMCM3"/>
+          <targetInfo name="ARMCM4_FP"/>
+          <targetInfo name="ARMCM7_SP"/>
+        </targetInfos>
+      </component>
+    </components>
+    <files>
+      <file attr="config" category="header" name="Config\EventRecorderConf.h" version="1.0.0">
+        <instance index="0">RTE\Compiler\EventRecorderConf.h</instance>
+        <component Cbundle="ARM Compiler" Cclass="Compiler" Cgroup="Event Recorder" Cvariant="DAP" Cvendor="Keil" Cversion="1.2.1" condition="Cortex-M Device"/>
+        <package name="ARM_Compiler" schemaVersion="1.4.9" url="http://www.keil.com/pack/" vendor="Keil" version="1.3.3"/>
+        <targetInfos>
+          <targetInfo name="ARMCM0"/>
+          <targetInfo excluded="1" name="ARMCM3"/>
+          <targetInfo excluded="1" name="ARMCM4_FP"/>
+          <targetInfo excluded="1" name="ARMCM7_SP"/>
+        </targetInfos>
+      </file>
+      <file attr="config" category="sourceAsm" condition="ARMCC" name="Device\ARM\ARMCM0\Source\ARM\startup_ARMCM0.s" version="1.0.0">
+        <instance index="0">RTE\Device\ARMCM0\startup_ARMCM0.s</instance>
+        <component Cclass="Device" Cgroup="Startup" Cvendor="ARM" Cversion="1.0.1" condition="ARMCM0 CMSIS"/>
+        <package name="CMSIS" schemaVersion="1.3" url="http://www.keil.com/pack/" vendor="ARM" version="5.2.0"/>
+        <targetInfos>
+          <targetInfo name="ARMCM0"/>
+        </targetInfos>
+      </file>
+      <file attr="config" category="sourceC" name="Device\ARM\ARMCM0\Source\system_ARMCM0.c" version="1.0.0">
+        <instance index="0">RTE\Device\ARMCM0\system_ARMCM0.c</instance>
+        <component Cclass="Device" Cgroup="Startup" Cvendor="ARM" Cversion="1.0.1" condition="ARMCM0 CMSIS"/>
+        <package name="CMSIS" schemaVersion="1.3" url="http://www.keil.com/pack/" vendor="ARM" version="5.2.0"/>
+        <targetInfos>
+          <targetInfo name="ARMCM0"/>
+        </targetInfos>
+      </file>
+      <file attr="config" category="sourceAsm" condition="ARMCC" name="Device\ARM\ARMCM3\Source\ARM\startup_ARMCM3.s" version="1.0.0">
+        <instance index="0">RTE\Device\ARMCM3\startup_ARMCM3.s</instance>
+        <component Cclass="Device" Cgroup="Startup" Cvendor="ARM" Cversion="1.0.1" condition="ARMCM3 CMSIS"/>
+        <package name="CMSIS" schemaVersion="1.3" url="http://www.keil.com/pack/" vendor="ARM" version="5.2.0"/>
+        <targetInfos>
+          <targetInfo name="ARMCM3"/>
+        </targetInfos>
+      </file>
+      <file attr="config" category="sourceC" name="Device\ARM\ARMCM3\Source\system_ARMCM3.c" version="1.0.0">
+        <instance index="0">RTE\Device\ARMCM3\system_ARMCM3.c</instance>
+        <component Cclass="Device" Cgroup="Startup" Cvendor="ARM" Cversion="1.0.1" condition="ARMCM3 CMSIS"/>
+        <package name="CMSIS" schemaVersion="1.3" url="http://www.keil.com/pack/" vendor="ARM" version="5.2.0"/>
+        <targetInfos>
+          <targetInfo name="ARMCM3"/>
+        </targetInfos>
+      </file>
+      <file attr="config" category="sourceAsm" condition="ARMCC" name="Device\ARM\ARMCM4\Source\ARM\startup_ARMCM4.s" version="1.0.0">
+        <instance index="0" removed="1">RTE\Device\ARMCM4\startup_ARMCM4.s</instance>
+        <component Cclass="Device" Cgroup="Startup" Cvendor="ARM" Cversion="1.0.1" condition="ARMCM4 CMSIS"/>
+        <package name="CMSIS" schemaVersion="1.3" url="http://www.keil.com/pack/" vendor="ARM" version="4.2.0"/>
+        <targetInfos/>
+      </file>
+      <file attr="config" category="sourceC" name="Device\ARM\ARMCM4\Source\system_ARMCM4.c" version="1.0.0">
+        <instance index="0" removed="1">RTE\Device\ARMCM4\system_ARMCM4.c</instance>
+        <component Cclass="Device" Cgroup="Startup" Cvendor="ARM" Cversion="1.0.1" condition="ARMCM4 CMSIS"/>
+        <package name="CMSIS" schemaVersion="1.3" url="http://www.keil.com/pack/" vendor="ARM" version="4.2.0"/>
+        <targetInfos/>
+      </file>
+      <file attr="config" category="sourceAsm" condition="ARMCC" name="Device\ARM\ARMCM4\Source\ARM\startup_ARMCM4.s" version="1.0.0">
+        <instance index="0">RTE\Device\ARMCM4_FP\startup_ARMCM4.s</instance>
+        <component Cclass="Device" Cgroup="Startup" Cvendor="ARM" Cversion="1.0.1" condition="ARMCM4 CMSIS"/>
+        <package name="CMSIS" schemaVersion="1.3" url="http://www.keil.com/pack/" vendor="ARM" version="5.2.0"/>
+        <targetInfos>
+          <targetInfo name="ARMCM4_FP"/>
+        </targetInfos>
+      </file>
+      <file attr="config" category="sourceC" name="Device\ARM\ARMCM4\Source\system_ARMCM4.c" version="1.0.0">
+        <instance index="0">RTE\Device\ARMCM4_FP\system_ARMCM4.c</instance>
+        <component Cclass="Device" Cgroup="Startup" Cvendor="ARM" Cversion="1.0.1" condition="ARMCM4 CMSIS"/>
+        <package name="CMSIS" schemaVersion="1.3" url="http://www.keil.com/pack/" vendor="ARM" version="5.2.0"/>
+        <targetInfos>
+          <targetInfo name="ARMCM4_FP"/>
+        </targetInfos>
+      </file>
+      <file attr="config" category="sourceAsm" condition="ARMCC" name="Device\ARM\ARMCM7\Source\ARM\startup_ARMCM7.s" version="1.0.0">
+        <instance index="0">RTE\Device\ARMCM7_SP\startup_ARMCM7.s</instance>
+        <component Cclass="Device" Cgroup="Startup" Cvendor="ARM" Cversion="1.0.1" condition="ARMCM7 CMSIS"/>
+        <package name="CMSIS" schemaVersion="1.3" url="http://www.keil.com/pack/" vendor="ARM" version="5.2.0"/>
+        <targetInfos>
+          <targetInfo name="ARMCM7_SP"/>
+        </targetInfos>
+      </file>
+      <file attr="config" category="sourceC" name="Device\ARM\ARMCM7\Source\system_ARMCM7.c" version="1.0.0">
+        <instance index="0">RTE\Device\ARMCM7_SP\system_ARMCM7.c</instance>
+        <component Cclass="Device" Cgroup="Startup" Cvendor="ARM" Cversion="1.0.1" condition="ARMCM7 CMSIS"/>
+        <package name="CMSIS" schemaVersion="1.3" url="http://www.keil.com/pack/" vendor="ARM" version="5.2.0"/>
+        <targetInfos>
+          <targetInfo name="ARMCM7_SP"/>
+        </targetInfos>
+      </file>
+    </files>
+  </RTE>
+
+</Project>

CMSIS/NN/Examples/ARM/arm_nn_examples/gru/para_gen.py

@@ -0,0 +1,183 @@
+#!/usr/bin/env python
+
+#
+# This is a simple script to generate and convert weights
+# from regular ordering to specific ordering used by
+# q7_x4 or q7_q15_x4
+#
+
+
+import numpy as np
+
+def convert_to_x4_weights(weights):
+    [r, h, w, c] = weights.shape
+    weights = np.reshape(weights, (r, h*w*c))
+    num_of_rows = r
+    num_of_cols = h*w*c
+    new_weights = np.copy(weights)
+    new_weights = np.reshape(new_weights, (r*h*w*c))
+    counter = 0
+    for i in range(int(num_of_rows)/4):
+      # we only need to do the re-ordering for every 4 rows
+      row_base = 4*i
+      for j in range (int(num_of_cols)/4):
+        # for each 4 entries
+        column_base = 4*j
+        new_weights[counter]   =  weights[row_base  ][column_base  ]
+        new_weights[counter+1] =  weights[row_base+1][column_base  ]
+        new_weights[counter+2] =  weights[row_base  ][column_base+2]
+        new_weights[counter+3] =  weights[row_base+1][column_base+2]
+        new_weights[counter+4] =  weights[row_base+2][column_base  ]
+        new_weights[counter+5] =  weights[row_base+3][column_base  ]
+        new_weights[counter+6] =  weights[row_base+2][column_base+2]
+        new_weights[counter+7] =  weights[row_base+3][column_base+2]
+
+        new_weights[counter+8] =  weights[row_base  ][column_base+1]
+        new_weights[counter+9] =  weights[row_base+1][column_base+1]
+        new_weights[counter+10] = weights[row_base  ][column_base+3]
+        new_weights[counter+11] = weights[row_base+1][column_base+3]
+        new_weights[counter+12] = weights[row_base+2][column_base+1]
+        new_weights[counter+13] = weights[row_base+3][column_base+1]
+        new_weights[counter+14] = weights[row_base+2][column_base+3]
+        new_weights[counter+15] = weights[row_base+3][column_base+3]
+        counter = counter + 16
+      # the remaining ones are in order
+      for j in range((int)(num_of_cols-num_of_cols%4), int(num_of_cols)):
+        new_weights[counter] = weights[row_base][j]
+        new_weights[counter+1] = weights[row_base+1][j]
+        new_weights[counter+2] = weights[row_base+2][j]
+        new_weights[counter+3] = weights[row_base+3][j]
+        counter = counter + 4
+    return new_weights
+
+def convert_q7_q15_weights(weights):
+    [r, h, w, c] = weights.shape
+    weights = np.reshape(weights, (r, h*w*c))
+    num_of_rows = r
+    num_of_cols = h*w*c
+    new_weights = np.copy(weights)
+    new_weights = np.reshape(new_weights, (r*h*w*c))
+    counter = 0
+    for i in range(int(num_of_rows)/4):
+      # we only need to do the re-ordering for every 4 rows
+      row_base = 4*i
+      for j in range (int(num_of_cols)/2):
+        # for each 2 entries
+        column_base = 2*j
+        new_weights[counter]   =  weights[row_base  ][column_base  ]
+        new_weights[counter+1] =  weights[row_base+1][column_base  ]
+        new_weights[counter+2] =  weights[row_base  ][column_base+1]
+        new_weights[counter+3] =  weights[row_base+1][column_base+1]
+        new_weights[counter+4] =  weights[row_base+2][column_base  ]
+        new_weights[counter+5] =  weights[row_base+3][column_base  ]
+        new_weights[counter+6] =  weights[row_base+2][column_base+1]
+        new_weights[counter+7] =  weights[row_base+3][column_base+1]
+
+        counter = counter + 8
+      # the remaining ones are in order
+      for j in range((int)(num_of_cols-num_of_cols%2), int(num_of_cols)):
+        new_weights[counter] = weights[row_base][j]
+        new_weights[counter+1] = weights[row_base+1][j]
+        new_weights[counter+2] = weights[row_base+2][j]
+        new_weights[counter+3] = weights[row_base+3][j]
+        counter = counter + 4
+    return new_weights
+
+
+vec_dim = 64
+row_dim = 32
+
+update_weight = np.zeros((row_dim,vec_dim), dtype=int)
+reset_weight = np.zeros((row_dim,vec_dim), dtype=int)
+hidden_weight = np.zeros((row_dim,vec_dim), dtype=int)
+
+update_bias = np.zeros((row_dim), dtype=int)
+reset_bias = np.zeros((row_dim), dtype=int)
+hidden_bias = np.zeros((row_dim), dtype=int)
+
+input_data1 = np.zeros((vec_dim-row_dim), dtype=int)
+input_data2 = np.zeros((vec_dim-row_dim), dtype=int)
+history_data = np.zeros((row_dim), dtype=int)
+
+outfile = open("arm_nnexamples_gru_test_data.h", "w")
+
+for i in range(row_dim):
+  for j in range(vec_dim):
+    update_weight[i][j] = np.random.randint(256)-128
+    reset_weight[i][j] = np.random.randint(256)-128
+    hidden_weight[i][j] = np.random.randint(256)-128
+
+for i in range(row_dim):
+  update_bias[i] =  np.random.randint(256)-128
+  reset_bias[i] =  np.random.randint(256)-128
+  hidden_bias[i] =  np.random.randint(256)-128
+  history_data[i] = np.random.randint(2**10)-2**9
+
+for i in range(vec_dim-row_dim):
+  input_data1[i] = np.random.randint(2**10)-2**9
+  input_data2[i] = np.random.randint(2**10)-2**9
+
+weight = np.reshape(update_weight, (row_dim, vec_dim, 1, 1))
+new_weight = convert_to_x4_weights(weight)
+
+outfile.write("#define UPDATE_GATE_WEIGHT_X2 {")
+weight.tofile(outfile,sep=",",format="%d")
+outfile.write("}\n\n")
+
+new_weight = convert_q7_q15_weights(weight)
+outfile.write("#define UPDATE_GATE_WEIGHT_X4 {")
+new_weight.tofile(outfile,sep=",",format="%d")
+outfile.write("}\n\n")
+
+weight = np.reshape(reset_weight, (row_dim, vec_dim, 1, 1))
+new_weight = convert_to_x4_weights(weight)
+
+outfile.write("#define RESET_GATE_WEIGHT_X2 {")
+weight.tofile(outfile,sep=",",format="%d")
+outfile.write("}\n\n")
+
+new_weight = convert_q7_q15_weights(weight)
+outfile.write("#define RESET_GATE_WEIGHT_X4 {")
+new_weight.tofile(outfile,sep=",",format="%d")
+outfile.write("}\n\n")
+
+weight = np.reshape(hidden_weight, (row_dim, vec_dim, 1, 1))
+new_weight = convert_to_x4_weights(weight)
+
+outfile.write("#define HIDDEN_STATE_WEIGHT_X2 {")
+weight.tofile(outfile,sep=",",format="%d")
+outfile.write("}\n\n")
+
+new_weight = convert_q7_q15_weights(weight)
+outfile.write("#define HIDDEN_STATE_WEIGHT_X4 {")
+new_weight.tofile(outfile,sep=",",format="%d")
+outfile.write("}\n\n")
+
+outfile.write("#define UPDATE_GATE_BIAS {")
+update_bias.tofile(outfile,sep=",",format="%d")
+outfile.write("}\n\n")
+
+outfile.write("#define RESET_GATE_BIAS {")
+reset_bias.tofile(outfile,sep=",",format="%d")
+outfile.write("}\n\n")
+
+outfile.write("#define HIDDEN_STATE_BIAS {")
+update_bias.tofile(outfile,sep=",",format="%d")
+outfile.write("}\n\n")
+
+outfile.write("#define INPUT_DATA1 {")
+input_data1.tofile(outfile,sep=",",format="%d")
+outfile.write("}\n\n")
+
+outfile.write("#define INPUT_DATA2 {")
+input_data2.tofile(outfile,sep=",",format="%d")
+outfile.write("}\n\n")
+
+
+outfile.write("#define HISTORY_DATA {")
+history_data.tofile(outfile,sep=",",format="%d")
+outfile.write("}\n\n")
+
+
+
+outfile.close()

CMSIS/NN/Examples/ARM/arm_nn_examples/gru/readme.txt

@@ -0,0 +1,4 @@
+CMSIS NN Lib example arm_nnexample_gru0 for
+  Cortex-M4 and Cortex-M7.
+
+The example is configured for uVision Simulator.

CMSIS/NN/Include/arm_nn_tables.h

@@ -0,0 +1,59 @@
+/* ----------------------------------------------------------------------
+ * Project:      CMSIS NN Library
+ * Title:        arm_nn_tables.h
+ * Description:  Extern declaration for NN tables
+ *
+ * $Date:        17. January 2018
+ * $Revision:    V.1.0.0
+ *
+ * Target Processor:  Cortex-M cores
+ * -------------------------------------------------------------------- */
+/*
+ * Copyright (C) 2010-2018 Arm Limited or its affiliates. All rights reserved.
+ *
+ * SPDX-License-Identifier: Apache-2.0
+ *
+ * Licensed under the Apache License, Version 2.0 (the License); you may
+ * not use this file except in compliance with the License.
+ * You may obtain a copy of the License at
+ *
+ * www.apache.org/licenses/LICENSE-2.0
+ *
+ * Unless required by applicable law or agreed to in writing, software
+ * distributed under the License is distributed on an AS IS BASIS, WITHOUT
+ * WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+ * See the License for the specific language governing permissions and
+ * limitations under the License.
+ */
+
+#ifndef _ARM_NN_TABLES_H
+#define _ARM_NN_TABLES_H
+
+#include "arm_math.h"
+
+/**
+* @brief tables for various activation functions
+*
+*/
+
+extern const q15_t sigmoidTable_q15[256];
+extern const q7_t sigmoidTable_q7[256];
+
+extern const q7_t tanhTable_q7[256];
+extern const q15_t tanhTable_q15[256];
+
+  /**
+   * @brief 2-way tables for various activation functions
+   *
+   * 2-way table, H table for value larger than 1/4
+   * L table for value smaller than 1/4, H table for remaining
+   * We have this only for the q15_t version. It does not make
+   * sense to have it for q7_t type
+   */
+extern const q15_t sigmoidHTable_q15[192];
+extern const q15_t sigmoidLTable_q15[128];
+
+extern const q15_t sigmoidLTable_q15[128];
+extern const q15_t sigmoidHTable_q15[192];
+
+#endif                          /*  ARM_NN_TABLES_H */

CMSIS/NN/Include/arm_nnfunctions.h

@@ -0,0 +1,901 @@
+/*
+ * Copyright (C) 2010-2018 Arm Limited or its affiliates. All rights reserved.
+ *
+ * SPDX-License-Identifier: Apache-2.0
+ *
+ * Licensed under the Apache License, Version 2.0 (the License); you may
+ * not use this file except in compliance with the License.
+ * You may obtain a copy of the License at
+ *
+ * www.apache.org/licenses/LICENSE-2.0
+ *
+ * Unless required by applicable law or agreed to in writing, software
+ * distributed under the License is distributed on an AS IS BASIS, WITHOUT
+ * WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+ * See the License for the specific language governing permissions and
+ * limitations under the License.
+ */
+
+/* ----------------------------------------------------------------------
+ * Project:      CMSIS NN Library
+ * Title:        arm_nnfunctions.h
+ * Description:  Public header file for CMSIS NN Library
+ *
+ * $Date:        17. January 2018
+ * $Revision:    V.1.0.0
+ *
+ * Target Processor:  Cortex-M cores
+ * -------------------------------------------------------------------- */
+
+/**
+   \mainpage CMSIS NN Software Library
+   *
+   * Introduction
+   * ------------
+   *
+   * This user manual describes the CMSIS NN software library,
+   * a collection of efficient neural network kernels developed to maximize the 
+   * performance and minimize the memory footprint of neural networks on Cortex-M processor cores.
+   *
+   * The library is divided into a number of functions each covering a specific category:
+   * - Neural Network Convolution Functions
+   * - Neural Network Activation Functions
+   * - Fully-connected Layer Functions
+   * - Neural Network Pooling Functions
+   * - Softmax Functions
+   * - Neural Network Support Functions
+   *
+   * The library has separate functions for operating on different weight and activation data
+   * types including 8-bit integers (q7_t) and 16-bit integers (q15_t). The descrition of the
+   * kernels are included in the function description. The implementation details are also 
+   * described in this paper [1]. 
+   *
+   * Block Diagram
+   * --------
+   * \image html CMSIS-NN-OVERVIEW.PNG
+   *
+   * Examples
+   * --------
+   *
+   * The library ships with a number of examples which demonstrate how to use the library functions.
+   *
+   * Pre-processor Macros
+   * ------------
+   *
+   * Each library project have differant pre-processor macros.
+   *
+   * - ARM_MATH_DSP:
+   *
+   * Define macro ARM_MATH_DSP, If the silicon supports DSP instructions.
+   *
+   * - ARM_MATH_BIG_ENDIAN:
+   *
+   * Define macro ARM_MATH_BIG_ENDIAN to build the library for big endian targets. By default library builds for little endian targets.
+   *
+   * - ARM_NN_TRUNCATE:
+   *
+   * Define macro ARM_NN_TRUNCATE to use floor instead of round-to-the-nearest-int for the computation.
+   *
+   * Copyright Notice
+   * ------------
+   *
+   * Copyright (C) 2010-2018 Arm Limited. All rights reserved.
+   *
+   * [1] CMSIS-NN: Efficient Neural Network Kernels for Arm Cortex-M CPUs https://arxiv.org/abs/1801.06601
+   */
+
+/**
+ * @defgroup groupNN Neural Network Functions
+ * These functions perform basic operations for neural network layers. 
+ */
+
+#ifndef _ARM_NNFUNCTIONS_H
+#define _ARM_NNFUNCTIONS_H
+
+#include "arm_nnsupportfunctions.h"
+#include "arm_nn_tables.h"
+
+#define USE_INTRINSIC
+
+//#define ARM_NN_TRUNCATE /* This config the rounding model to floor or round to the nearest int */
+
+#ifdef __cplusplus
+extern    "C"
+{
+#endif
+
+/**
+ * @defgroup NNConv Neural Network Convolution Functions
+ *
+ * Perform convolution layer
+ *
+ * The convolution is implemented in 2 steps: im2col and GEMM
+ *
+ * im2col is a process of converting each patch of image data into 
+ * a column. After im2col, the convolution is computed as matrix-matrix
+ * multiplication.
+ * 
+ * To reduce the memory footprint, the im2col is performed partially.
+ * Each iteration, only a few column (i.e., patches) are generated and 
+ * computed with GEMM kernels similar to CMSIS-DSP arm_mat_mult functions.
+ *
+ */
+
+  /**
+   * @brief Basic Q7 convolution function
+   * @param[in]       Im_in       pointer to input tensor
+   * @param[in]       dim_im_in   input tensor dimention
+   * @param[in]       ch_im_in    number of input tensor channels
+   * @param[in]       wt          pointer to kernel weights
+   * @param[in]       ch_im_out   number of filters, i.e., output tensor channels
+   * @param[in]       dim_kernel  filter kernel size
+   * @param[in]       padding     padding sizes
+   * @param[in]       stride      convolution stride
+   * @param[in]       bias        pointer to bias
+   * @param[in]       bias_shift  amount of left-shift for bias
+   * @param[in]       out_shift   amount of right-shift for output
+   * @param[in,out]   Im_out      pointer to output tensor
+   * @param[in]       dim_im_out  output tensor dimension
+   * @param[in,out]   bufferA     pointer to buffer space for input 
+   * @param[in,out]   bufferB     pointer to buffer space for output
+   * @return     The function returns <code>ARM_MATH_SUCCESS</code> 
+   *
+   */
+
+    arm_status arm_convolve_HWC_q7_basic(const q7_t * Im_in,
+                                         const uint16_t dim_im_in,
+                                         const uint16_t ch_im_in,
+                                         const q7_t * wt,
+                                         const uint16_t ch_im_out,
+                                         const uint16_t dim_kernel,
+                                         const uint16_t padding,
+                                         const uint16_t stride,
+                                         const q7_t * bias,
+                                         const uint16_t bias_shift,
+                                         const uint16_t out_shift,
+                                         q7_t * Im_out, 
+                                         const uint16_t dim_im_out, 
+                                         q15_t * bufferA, 
+                                         q7_t * bufferB);
+
+  /**
+   * @brief Basic Q15 convolution function
+   * @param[in]       Im_in       pointer to input tensor
+   * @param[in]       dim_im_in   input tensor dimention
+   * @param[in]       ch_im_in    number of input tensor channels
+   * @param[in]       wt          pointer to kernel weights
+   * @param[in]       ch_im_out   number of filters, i.e., output tensor channels
+   * @param[in]       dim_kernel  filter kernel size
+   * @param[in]       padding     padding sizes
+   * @param[in]       stride      convolution stride
+   * @param[in]       bias        pointer to bias
+   * @param[in]       bias_shift  amount of left-shift for bias
+   * @param[in]       out_shift   amount of right-shift for output
+   * @param[in,out]   Im_out      pointer to output tensor
+   * @param[in]       dim_im_out  output tensor dimension
+   * @param[in,out]   bufferA     pointer to buffer space for input 
+   * @param[in,out]   bufferB     pointer to buffer space for output
+   * @return     The function returns <code>ARM_MATH_SUCCESS</code> 
+   *
+   */
+
+    arm_status arm_convolve_HWC_q15_basic(const q15_t * Im_in,
+                                          const uint16_t dim_im_in,
+                                          const uint16_t ch_im_in,
+                                          const q15_t * wt,
+                                          const uint16_t ch_im_out,
+                                          const uint16_t dim_kernel,
+                                          const uint16_t padding,
+                                          const uint16_t stride,
+                                          const q15_t * bias,
+                                          const uint16_t bias_shift,
+                                          const uint16_t out_shift,
+                                          q15_t * Im_out, 
+                                          const uint16_t dim_im_out, 
+                                          q15_t * bufferA, 
+                                          q7_t * bufferB);
+
+  /**
+   * @brief Fast Q7 convolution function
+   * @param[in]       Im_in       pointer to input tensor
+   * @param[in]       dim_im_in   input tensor dimention
+   * @param[in]       ch_im_in    number of input tensor channels
+   * @param[in]       wt          pointer to kernel weights
+   * @param[in]       ch_im_out   number of filters, i.e., output tensor channels
+   * @param[in]       dim_kernel  filter kernel size
+   * @param[in]       padding     padding sizes
+   * @param[in]       stride      convolution stride
+   * @param[in]       bias        pointer to bias
+   * @param[in]       bias_shift  amount of left-shift for bias
+   * @param[in]       out_shift   amount of right-shift for output
+   * @param[in,out]   Im_out      pointer to output tensor
+   * @param[in]       dim_im_out  output tensor dimension
+   * @param[in,out]   bufferA     pointer to buffer space for input 
+   * @param[in,out]   bufferB     pointer to buffer space for output
+   * @return     The function returns either
+   * <code>ARM_MATH_SIZE_MISMATCH</code> or <code>ARM_MATH_SUCCESS</code> based on the outcome of size checking.
+   *
+   * This function is the version with full list of optimization tricks, but with
+   * some contraints:
+   *   ch_im_in is multiple of 4
+   *   ch_im_out is multiple of 2
+   */
+
+    arm_status arm_convolve_HWC_q7_fast(const q7_t * Im_in,
+                                        const uint16_t dim_im_in,
+                                        const uint16_t ch_im_in,
+                                        const q7_t * wt,
+                                        const uint16_t ch_im_out,
+                                        const uint16_t dim_kernel,
+                                        const uint16_t padding,
+                                        const uint16_t stride,
+                                        const q7_t * bias,
+                                        const uint16_t bias_shift,
+                                        const uint16_t out_shift,
+                                        q7_t * Im_out, 
+                                        const uint16_t dim_im_out, 
+                                        q15_t * bufferA, 
+                                        q7_t * bufferB);
+
+  /**
+   * @brief Fast Q7 convolution function (non-sqaure shape)
+   * @param[in]       Im_in        pointer to input tensor
+   * @param[in]       dim_im_in_x  input tensor dimention x
+   * @param[in]       dim_im_in_y  input tensor dimention y
+   * @param[in]       ch_im_in     number of input tensor channels
+   * @param[in]       wt           pointer to kernel weights
+   * @param[in]       ch_im_out    number of filters, i.e., output tensor channels
+   * @param[in]       dim_kernel_x filter kernel size x
+   * @param[in]       dim_kernel_y filter kernel size y
+   * @param[in]       padding_x    padding size x
+   * @param[in]       padding_y    padding size y
+   * @param[in]       stride_x     convolution stride x
+   * @param[in]       stride_y     convolution stride y
+   * @param[in]       bias         pointer to bias
+   * @param[in]       bias_shift   amount of left-shift for bias
+   * @param[in]       out_shift    amount of right-shift for output
+   * @param[in,out]   Im_out       pointer to output tensor
+   * @param[in]       dim_im_out_x output tensor dimension x
+   * @param[in]       dim_im_out_y output tensor dimension y
+   * @param[in,out]   bufferA      pointer to buffer space for input 
+   * @param[in,out]   bufferB      pointer to buffer space for output
+   * @return     The function returns either
+   * <code>ARM_MATH_SIZE_MISMATCH</code> or <code>ARM_MATH_SUCCESS</code> based on the outcome of size checking.
+   *
+   * This function is the version with full list of optimization tricks, but with
+   * some contraints:
+   *   ch_im_in is multiple of 4
+   *   ch_im_out is multiple of 2
+   */
+
+    arm_status arm_convolve_HWC_q7_fast_nonsquare(const q7_t * Im_in,
+                                                  const uint16_t dim_im_in_x,
+                                                  const uint16_t dim_im_in_y,
+                                                  const uint16_t ch_im_in,
+                                                  const q7_t * wt,
+                                                  const uint16_t ch_im_out,
+                                                  const uint16_t dim_kernel_x,
+                                                  const uint16_t dim_kernel_y,
+                                                  const uint16_t padding_x,
+                                                  const uint16_t padding_y,
+                                                  const uint16_t stride_x,
+                                                  const uint16_t stride_y,
+                                                  const q7_t * bias,
+                                                  const uint16_t bias_shift,
+                                                  const uint16_t out_shift,
+                                                  q7_t * Im_out,
+                                                  const uint16_t dim_im_out_x,
+                                                  const uint16_t dim_im_out_y,
+                                                  q15_t * bufferA,
+                                                  q7_t * bufferB);
+
+  /**
+   * @brief Fast Q7 version of 1x1 convolution (non-sqaure shape)
+   * @param[in]       Im_in        pointer to input tensor
+   * @param[in]       dim_im_in_x  input tensor dimention x
+   * @param[in]       dim_im_in_y  input tensor dimention y
+   * @param[in]       ch_im_in     number of input tensor channels
+   * @param[in]       wt           pointer to kernel weights
+   * @param[in]       ch_im_out    number of filters, i.e., output tensor channels
+   * @param[in]       dim_kernel_x filter kernel size x
+   * @param[in]       dim_kernel_y filter kernel size y
+   * @param[in]       padding_x    padding size x
+   * @param[in]       padding_y    padding size y
+   * @param[in]       stride_x     convolution stride x
+   * @param[in]       stride_y     convolution stride y
+   * @param[in]       bias         pointer to bias
+   * @param[in]       bias_shift   amount of left-shift for bias
+   * @param[in]       out_shift    amount of right-shift for output
+   * @param[in,out]   Im_out       pointer to output tensor
+   * @param[in]       dim_im_out_x output tensor dimension x
+   * @param[in]       dim_im_out_y output tensor dimension y
+   * @param[in,out]   bufferA      pointer to buffer space for input 
+   * @param[in,out]   bufferB      pointer to buffer space for output
+   * @return     The function returns either
+   * <code>ARM_MATH_SIZE_MISMATCH</code> or <code>ARM_MATH_SUCCESS</code> based on the outcome of size checking.
+   *
+   * This function implement convolution with 1x1 kernel size (i.e., dim_kernel_x=1
+   * and dim_kernel_y=1). It can be used for
+   * second half of MobileNets after depthwise separable convolution.
+   *
+   * This function is the version with full list of optimization tricks, but with
+   * some contraints:
+   *   ch_im_in is multiple of 4
+   *   ch_im_out is multiple of 2
+   */
+    arm_status arm_convolve_1x1_HWC_q7_fast_nonsquare(const q7_t * Im_in,
+                                                      const uint16_t dim_im_in_x,
+                                                      const uint16_t dim_im_in_y,
+                                                      const uint16_t ch_im_in,
+                                                      const q7_t * wt,
+                                                      const uint16_t ch_im_out,
+                                                      const uint16_t dim_kernel_x,
+                                                      const uint16_t dim_kernel_y,
+                                                      const uint16_t padding_x,
+                                                      const uint16_t padding_y,
+                                                      const uint16_t stride_x,
+                                                      const uint16_t stride_y,
+                                                      const q7_t * bias,
+                                                      const uint16_t bias_shift,
+                                                      const uint16_t out_shift,
+                                                      q7_t * Im_out,
+                                                      const uint16_t dim_im_out_x,
+                                                      const uint16_t dim_im_out_y,
+                                                      q15_t * bufferA,
+                                                      q7_t * bufferB);
+
+  /**
+   * @brief Q7 version of convolution for RGB image
+   * @param[in]       Im_in       pointer to input tensor
+   * @param[in]       dim_im_in   input tensor dimention
+   * @param[in]       ch_im_in    number of input tensor channels
+   * @param[in]       wt          pointer to kernel weights
+   * @param[in]       ch_im_out   number of filters, i.e., output tensor channels
+   * @param[in]       dim_kernel  filter kernel size
+   * @param[in]       padding     padding sizes
+   * @param[in]       stride      convolution stride
+   * @param[in]       bias        pointer to bias
+   * @param[in]       bias_shift  amount of left-shift for bias
+   * @param[in]       out_shift   amount of right-shift for output
+   * @param[in,out]   Im_out      pointer to output tensor
+   * @param[in]       dim_im_out  output tensor dimension
+   * @param[in,out]   bufferA     pointer to buffer space for input 
+   * @param[in,out]   bufferB     pointer to buffer space for output
+   * @return     The function returns either
+   * <code>ARM_MATH_SIZE_MISMATCH</code> or <code>ARM_MATH_SUCCESS</code> based on the outcome of size checking.
+   *
+   * This kernel is written exclusively for convolution with ch_im_in
+   * equals 3. This applies on the first layer of CNNs which has input
+   * image with RGB format.
+   */
+
+    arm_status arm_convolve_HWC_q7_RGB(const q7_t * Im_in,
+                                       const uint16_t dim_im_in,
+                                       const uint16_t ch_im_in,
+                                       const q7_t * wt,
+                                       const uint16_t ch_im_out,
+                                       const uint16_t dim_kernel,
+                                       const uint16_t padding,
+                                       const uint16_t stride,
+                                       const q7_t * bias,
+                                       const uint16_t bias_shift,
+                                       const uint16_t out_shift,
+                                       q7_t * Im_out, 
+                                       const uint16_t dim_im_out, 
+                                       q15_t * bufferA, 
+                                       q7_t * bufferB);
+
+  /**
+   * @brief Fast Q15 convolution function
+   * @param[in]       Im_in       pointer to input tensor
+   * @param[in]       dim_im_in   input tensor dimention
+   * @param[in]       ch_im_in    number of input tensor channels
+   * @param[in]       wt          pointer to kernel weights
+   * @param[in]       ch_im_out   number of filters, i.e., output tensor channels
+   * @param[in]       dim_kernel  filter kernel size
+   * @param[in]       padding     padding sizes
+   * @param[in]       stride      convolution stride
+   * @param[in]       bias        pointer to bias
+   * @param[in]       bias_shift  amount of left-shift for bias
+   * @param[in]       out_shift   amount of right-shift for output
+   * @param[in,out]   Im_out      pointer to output tensor
+   * @param[in]       dim_im_out  output tensor dimension
+   * @param[in,out]   bufferA     pointer to buffer space for input 
+   * @param[in,out]   bufferB     pointer to buffer space for output
+   * @return     The function returns either
+   * <code>ARM_MATH_SIZE_MISMATCH</code> or <code>ARM_MATH_SUCCESS</code> based on the outcome of size checking.
+   *
+   * This function is the version with full list of optimization tricks, but with
+   * some contraints:
+   *   ch_im_in is multiple of 2
+   *   ch_im_out is multiple of 2
+   */
+
+    arm_status arm_convolve_HWC_q15_fast(const q15_t * Im_in,
+                                         const uint16_t dim_im_in,
+                                         const uint16_t ch_im_in,
+                                         const q15_t * wt,
+                                         const uint16_t ch_im_out,
+                                         const uint16_t dim_kernel,
+                                         const uint16_t padding,
+                                         const uint16_t stride,
+                                         const q15_t * bias,
+                                         const uint16_t bias_shift,
+                                         const uint16_t out_shift,
+                                         q15_t * Im_out, 
+                                         const uint16_t dim_im_out, 
+                                         q15_t * bufferA, 
+                                         q7_t * bufferB);
+
+  /**
+   * @brief Q7 depthwise separable convolution function
+   * @param[in]       Im_in       pointer to input tensor
+   * @param[in]       dim_im_in   input tensor dimention
+   * @param[in]       ch_im_in    number of input tensor channels
+   * @param[in]       wt          pointer to kernel weights
+   * @param[in]       ch_im_out   number of filters, i.e., output tensor channels
+   * @param[in]       dim_kernel  filter kernel size
+   * @param[in]       padding     padding sizes
+   * @param[in]       stride      convolution stride
+   * @param[in]       bias        pointer to bias
+   * @param[in]       bias_shift  amount of left-shift for bias
+   * @param[in]       out_shift   amount of right-shift for output
+   * @param[in,out]   Im_out      pointer to output tensor
+   * @param[in]       dim_im_out  output tensor dimension
+   * @param[in,out]   bufferA     pointer to buffer space for input 
+   * @param[in,out]   bufferB     pointer to buffer space for output
+   * @return     The function returns either
+   * <code>ARM_MATH_SIZE_MISMATCH</code> or <code>ARM_MATH_SUCCESS</code> based on the outcome of size checking.
+   *
+   * This function is the version with full list of optimization tricks, but with
+   * some contraints:
+   *   ch_im_in is multiple of 2
+   *   ch_im_out is multiple of 2
+   */
+
+    arm_status arm_depthwise_separable_conv_HWC_q7(const q7_t * Im_in,
+                                                   const uint16_t dim_im_in,
+                                                   const uint16_t ch_im_in,
+                                                   const q7_t * wt,
+                                                   const uint16_t ch_im_out,
+                                                   const uint16_t dim_kernel,
+                                                   const uint16_t padding,
+                                                   const uint16_t stride,
+                                                   const q7_t * bias,
+                                                   const uint16_t bias_shift,
+                                                   const uint16_t out_shift,
+                                                   q7_t * Im_out,
+                                                   const uint16_t dim_im_out, 
+                                                   q15_t * bufferA, 
+                                                   q7_t * bufferB);
+
+  /**
+   * @brief Q7 depthwise separable convolution function (non-square shape)
+   * @param[in]       Im_in         pointer to input tensor
+   * @param[in]       dim_im_in_x   input tensor dimention x
+   * @param[in]       dim_im_in_y   input tensor dimention y
+   * @param[in]       ch_im_in      number of input tensor channels
+   * @param[in]       wt            pointer to kernel weights
+   * @param[in]       ch_im_out     number of filters, i.e., output tensor channels
+   * @param[in]       dim_kernel_x  filter kernel size x
+   * @param[in]       dim_kernel_y  filter kernel size y
+   * @param[in]       padding_x     padding sizes x
+   * @param[in]       padding_y     padding sizes y
+   * @param[in]       stride_x      convolution stride x
+   * @param[in]       stride_y      convolution stride y
+   * @param[in]       bias          pointer to bias
+   * @param[in]       bias_shift    amount of left-shift for bias
+   * @param[in]       out_shift     amount of right-shift for output
+   * @param[in,out]   Im_out        pointer to output tensor
+   * @param[in]       dim_im_out_x  output tensor dimension x
+   * @param[in]       dim_im_out_y  output tensor dimension y
+   * @param[in,out]   bufferA       pointer to buffer space for input 
+   * @param[in,out]   bufferB       pointer to buffer space for output
+   * @return     The function returns either
+   * <code>ARM_MATH_SIZE_MISMATCH</code> or <code>ARM_MATH_SUCCESS</code> based on the outcome of size checking.
+   *
+   * This function is the version with full list of optimization tricks, but with
+   * some contraints:
+   *   ch_im_in is multiple of 2
+   *   ch_im_out is multiple of 2
+   */
+    arm_status arm_depthwise_separable_conv_HWC_q7_nonsquare(const q7_t * Im_in,
+                                                             const uint16_t dim_im_in_x,
+                                                             const uint16_t dim_im_in_y,
+                                                             const uint16_t ch_im_in,
+                                                             const q7_t * wt,
+                                                             const uint16_t ch_im_out,
+                                                             const uint16_t dim_kernel_x,
+                                                             const uint16_t dim_kernel_y,
+                                                             const uint16_t padding_x,
+                                                             const uint16_t padding_y,
+                                                             const uint16_t stride_x,
+                                                             const uint16_t stride_y,
+                                                             const q7_t * bias,
+                                                             const uint16_t bias_shift,
+                                                             const uint16_t out_shift,
+                                                             q7_t * Im_out,
+                                                             const uint16_t dim_im_out_x,
+                                                             const uint16_t dim_im_out_y,
+                                                             q15_t * bufferA,
+                                                             q7_t * bufferB);
+
+
+/**
+ * @defgroup FC Fully-connected Layer Functions
+ *
+ * Perform fully-connected layer
+ *
+ * Fully-connected layer is basically a matrix-vector multiplication
+ * with bias. The matrix is the weights and the input/output vectors
+ * are the activation values. Supported {weight, activation} precisions
+ * include {8-bit, 8-bit}, {16-bit, 16-bit}, and {8-bit, 16-bit}.
+ *
+ * Here we have two types of kernel functions. The basic function
+ * implements the function using regular GEMV approach. The opt functions
+ * operates with weights in interleaved formats. 
+ *
+ */
+
+  /**
+   * @brief Q7 basic fully-connected layer function
+   * @param[in]       pV          pointer to input vector
+   * @param[in]       pM          pointer to matrix weights
+   * @param[in]       dim_vec     length of the vector
+   * @param[in]       num_of_rows number of rows in weight matrix
+   * @param[in]       bias_shift  amount of left-shift for bias
+   * @param[in]       out_shift   amount of right-shift for output
+   * @param[in]       bias        pointer to bias
+   * @param[in,out]   pOut        pointer to output vector
+   * @param[in,out]   vec_buffer  pointer to buffer space for input
+   * @return     The function returns <code>ARM_MATH_SUCCESS</code>
+   *
+   */
+
+    arm_status arm_fully_connected_q7(const q7_t * pV,
+                                      const q7_t * pM,
+                                      const uint16_t dim_vec,
+                                      const uint16_t num_of_rows,
+                                      const uint16_t bias_shift,
+                                      const uint16_t out_shift, 
+                                      const q7_t * bias, 
+                                      q7_t * pOut, 
+                                      q15_t * vec_buffer);
+
+  /**
+   * @brief Q7 opt fully-connected layer function
+   * @param[in]       pV          pointer to input vector
+   * @param[in]       pM          pointer to matrix weights
+   * @param[in]       dim_vec     length of the vector
+   * @param[in]       num_of_rows number of rows in weight matrix
+   * @param[in]       bias_shift  amount of left-shift for bias
+   * @param[in]       out_shift   amount of right-shift for output
+   * @param[in]       bias        pointer to bias
+   * @param[in,out]   pOut        pointer to output vector
+   * @param[in,out]   vec_buffer  pointer to buffer space for input
+   * @return     The function returns <code>ARM_MATH_SUCCESS</code>
+   *
+   */
+
+    arm_status arm_fully_connected_q7_opt(const q7_t * pV,
+                                          const q7_t * pM,
+                                          const uint16_t dim_vec,
+                                          const uint16_t num_of_rows,
+                                          const uint16_t bias_shift,
+                                          const uint16_t out_shift, 
+                                          const q7_t * bias, 
+                                          q7_t * pOut, 
+                                          q15_t * vec_buffer);
+
+  /**
+   * @brief Q15 basic fully-connected layer function
+   * @param[in]       pV          pointer to input vector
+   * @param[in]       pM          pointer to matrix weights
+   * @param[in]       dim_vec     length of the vector
+   * @param[in]       num_of_rows number of rows in weight matrix
+   * @param[in]       bias_shift  amount of left-shift for bias
+   * @param[in]       out_shift   amount of right-shift for output
+   * @param[in]       bias        pointer to bias
+   * @param[in,out]   pOut        pointer to output vector
+   * @param[in,out]   vec_buffer  pointer to buffer space for input
+   * @return     The function returns <code>ARM_MATH_SUCCESS</code>
+   *
+   */
+
+    arm_status arm_fully_connected_q15(const q15_t * pV,
+                                       const q15_t * pM,
+                                       const uint16_t dim_vec,
+                                       const uint16_t num_of_rows,
+                                       const uint16_t bias_shift,
+                                       const uint16_t out_shift, 
+                                       const q15_t * bias, 
+                                       q15_t * pOut, 
+                                       q15_t * vec_buffer);
+
+  /**
+   * @brief Q15 opt fully-connected layer function
+   * @param[in]       pV          pointer to input vector
+   * @param[in]       pM          pointer to matrix weights
+   * @param[in]       dim_vec     length of the vector
+   * @param[in]       num_of_rows number of rows in weight matrix
+   * @param[in]       bias_shift  amount of left-shift for bias
+   * @param[in]       out_shift   amount of right-shift for output
+   * @param[in]       bias        pointer to bias
+   * @param[in,out]   pOut        pointer to output vector
+   * @param[in,out]   vec_buffer  pointer to buffer space for input
+   * @return     The function returns <code>ARM_MATH_SUCCESS</code>
+   *
+   */
+
+    arm_status arm_fully_connected_q15_opt(const q15_t * pV,
+                                           const q15_t * pM,
+                                           const uint16_t dim_vec,
+                                           const uint16_t num_of_rows,
+                                           const uint16_t bias_shift,
+                                           const uint16_t out_shift,
+                                           const q15_t * bias, 
+                                           q15_t * pOut, 
+                                           q15_t * vec_buffer);
+
+  /**
+   * @brief Mixed Q15-Q7 fully-connected layer function
+   * @param[in]       pV          pointer to input vector
+   * @param[in]       pM          pointer to matrix weights
+   * @param[in]       dim_vec     length of the vector
+   * @param[in]       num_of_rows number of rows in weight matrix
+   * @param[in]       bias_shift  amount of left-shift for bias
+   * @param[in]       out_shift   amount of right-shift for output
+   * @param[in]       bias        pointer to bias
+   * @param[in,out]   pOut        pointer to output vector
+   * @param[in,out]   vec_buffer  pointer to buffer space for input
+   * @return     The function returns <code>ARM_MATH_SUCCESS</code>
+   *
+   */
+
+    arm_status arm_fully_connected_mat_q7_vec_q15(const q15_t * pV,
+                                                  const q7_t * pM,
+                                                  const uint16_t dim_vec,
+                                                  const uint16_t num_of_rows,
+                                                  const uint16_t bias_shift,
+                                                  const uint16_t out_shift,
+                                                  const q7_t * bias, 
+                                                  q15_t * pOut, 
+                                                  q15_t * vec_buffer);
+
+  /**
+   * @brief Mixed Q15-Q7 opt fully-connected layer function
+   * @param[in]       pV          pointer to input vector
+   * @param[in]       pM          pointer to matrix weights
+   * @param[in]       dim_vec     length of the vector
+   * @param[in]       num_of_rows number of rows in weight matrix
+   * @param[in]       bias_shift  amount of left-shift for bias
+   * @param[in]       out_shift   amount of right-shift for output
+   * @param[in]       bias        pointer to bias
+   * @param[in,out]   pOut        pointer to output vector
+   * @param[in,out]   vec_buffer  pointer to buffer space for input
+   * @return     The function returns <code>ARM_MATH_SUCCESS</code>
+   *
+   */
+
+    arm_status arm_fully_connected_mat_q7_vec_q15_opt(const q15_t * pV,
+                                                      const q7_t * pM,
+                                                      const uint16_t dim_vec,
+                                                      const uint16_t num_of_rows,
+                                                      const uint16_t bias_shift,
+                                                      const uint16_t out_shift,
+                                                      const q7_t * bias, 
+                                                      q15_t * pOut, 
+                                                      q15_t * vec_buffer);
+
+/**
+ * @brief Matrix-Multiplication Kernels for Convolution
+ *
+ * These functions are used within convolution layer functions for 
+ * matrix multiplication.
+ * 
+ * The implementation is similar to CMSIS-DSP arm_mat_mult functions
+ * with one Q7 and one Q15 operands. The Q15 operand is the im2col
+ * output which is always with 2 columns.
+ *
+ */
+
+  /**
+   * @brief Matrix-multiplication function for convolution
+   * @param[in]       pA          pointer to operand A
+   * @param[in]       pInBuffer   pointer to operand B, always conssists of 2 vectors
+   * @param[in]       ch_im_out   numRow of A
+   * @param[in]       numCol_A    numCol of A
+   * @param[in]       bias_shift  amount of left-shift for bias
+   * @param[in]       out_shift   amount of right-shift for output
+   * @param[in]       bias        the bias
+   * @param[in,out]   pOut        pointer to output
+   * @return     The function returns the incremented output pointer
+   */
+
+    q7_t     *arm_nn_mat_mult_kernel_q7_q15(const q7_t * pA,
+                                            const q15_t * pInBuffer,
+                                            const uint16_t ch_im_out,
+                                            const uint16_t numCol_A,
+                                            const uint16_t bias_shift,
+                                            const uint16_t out_shift, 
+                                            const q7_t * bias, 
+                                            q7_t * pOut);
+
+  /**
+   * @brief Matrix-multiplication function for convolution with reordered columns
+   * @param[in]       pA          pointer to operand A
+   * @param[in]       pInBuffer   pointer to operand B, always conssists of 2 vectors
+   * @param[in]       ch_im_out   numRow of A
+   * @param[in]       numCol_A    numCol of A
+   * @param[in]       bias_shift  amount of left-shift for bias
+   * @param[in]       out_shift   amount of right-shift for output
+   * @param[in]       bias        the bias
+   * @param[in,out]   pOut        pointer to output
+   * @return     The function returns the incremented output pointer
+   */
+
+    q7_t     *arm_nn_mat_mult_kernel_q7_q15_reordered(const q7_t * pA,
+                                                      const q15_t * pInBuffer,
+                                                      const uint16_t ch_im_out,
+                                                      const uint16_t numCol_A,
+                                                      const uint16_t bias_shift,
+                                                      const uint16_t out_shift, 
+                                                      const q7_t * bias, 
+                                                      q7_t * pOut);
+
+#ifdef __cplusplus
+}
+#endif
+
+/*
+ *  Other functions
+ *  These layers are typically not timing critical
+ *  Basic implementation is supported here
+ */
+
+#ifdef __cplusplus
+extern    "C"
+{
+#endif
+
+/**
+ * @defgroup Acti Neural Network Activation Functions
+ *
+ * Perform activation layers, including ReLU (Rectified Linear Unit),
+ * sigmoid and tanh
+ *
+ */
+
+  /**
+   * @brief Q7 RELU function
+   * @param[in,out]   data        pointer to input
+   * @param[in]       size        number of elements
+   * @return none.
+   */
+
+    void      arm_relu_q7(q7_t * data, uint16_t size);
+
+  /**
+   * @brief Q15 RELU function
+   * @param[in,out]   data        pointer to input
+   * @param[in]       size        number of elements
+   * @return none.
+   */
+
+    void      arm_relu_q15(q15_t * data, uint16_t size);
+
+  /**
+   * @brief Q7 neural network activation function using direct table look-up
+   * @param[in,out]   data        pointer to input
+   * @param[in]       size        number of elements
+   * @param[in]       int_width   bit-width of the integer part, assume to be smaller than 3
+   * @param[in]       type        type of activation functions
+   * @return none.
+   */
+
+    void      arm_nn_activations_direct_q7(q7_t * data, uint16_t size, uint16_t int_width, 
+                                           arm_nn_activation_type type);
+
+  /**
+   * @brief Q15 neural network activation function using direct table look-up
+   * @param[in,out]   data        pointer to input
+   * @param[in]       size        number of elements
+   * @param[in]       int_width   bit-width of the integer part, assume to be smaller than 3
+   * @param[in]       type        type of activation functions
+   * @return none.
+   */
+
+    void      arm_nn_activations_direct_q15(q15_t * data, uint16_t size, uint16_t int_width,
+                                            arm_nn_activation_type type);
+
+/**
+ * @defgroup Pooling Neural Network Pooling Functions
+ *
+ * Perform pooling functions, including max pooling and average pooling
+ *
+ */
+
+  /**
+   * @brief Q7 max pooling function
+   * @param[in]       Im_in       pointer to input tensor
+   * @param[in]       dim_im_in   input tensor dimention
+   * @param[in]       ch_im_in    number of input tensor channels
+   * @param[in]       dim_kernel  filter kernel size
+   * @param[in]       padding     padding sizes
+   * @param[in]       stride      convolution stride
+   * @param[in]       dim_im_out  output tensor dimension
+   * @param[in,out]   bufferA     pointer to buffer space for input
+   * @param[in,out]   Im_out      pointer to output tensor
+   * @return none.
+   *
+   */
+
+    void      arm_maxpool_q7_HWC(q7_t * Im_in,
+                                 const uint16_t dim_im_in,
+                                 const uint16_t ch_im_in,
+                                 const uint16_t dim_kernel,
+                                 const uint16_t padding,
+                                 const uint16_t stride, 
+                                 const uint16_t dim_im_out, 
+                                 q7_t * bufferA, 
+                                 q7_t * Im_out);
+
+  /**
+   * @brief Q7 average pooling function
+   * @param[in]       Im_in       pointer to input tensor
+   * @param[in]       dim_im_in   input tensor dimention
+   * @param[in]       ch_im_in    number of input tensor channels
+   * @param[in]       dim_kernel  filter kernel size
+   * @param[in]       padding     padding sizes
+   * @param[in]       stride      convolution stride
+   * @param[in]       dim_im_out  output tensor dimension
+   * @param[in,out]   bufferA     pointer to buffer space for input
+   * @param[in,out]   Im_out      pointer to output tensor
+   * @return none.
+   *
+   */
+
+    void      arm_avepool_q7_HWC(q7_t * Im_in,
+                                 const uint16_t dim_im_in,
+                                 const uint16_t ch_im_in,
+                                 const uint16_t dim_kernel,
+                                 const uint16_t padding,
+                                 const uint16_t stride, 
+                                 const uint16_t dim_im_out, 
+                                 q7_t * bufferA, 
+                                 q7_t * Im_out);
+
+/**
+ * @defgroup Softmax Softmax Functions
+ *
+ * EXP(2) based softmax function
+ *
+ */
+
+  /**
+   * @brief Q7 softmax function
+   * @param[in]       vec_in      pointer to input vector
+   * @param[in]       dim_vec     input vector dimention
+   * @param[out]      p_out       pointer to output vector
+   * @return none.
+   *
+   */
+
+    void      arm_softmax_q7(const q7_t * vec_in, const uint16_t dim_vec, q7_t * p_out);
+
+  /**
+   * @brief Q15 softmax function
+   * @param[in]       vec_in      pointer to input vector
+   * @param[in]       dim_vec     input vector dimention
+   * @param[out]      p_out       pointer to output vector
+   * @return none.
+   *
+   */
+
+    void      arm_softmax_q15(const q15_t * vec_in, const uint16_t dim_vec, q15_t * p_out);
+
+#ifdef __cplusplus
+}
+#endif
+
+#endif

CMSIS/NN/Include/arm_nnsupportfunctions.h

@@ -0,0 +1,151 @@
+/*
+ * Copyright (C) 2010-2018 Arm Limited or its affiliates. All rights reserved.
+ *
+ * SPDX-License-Identifier: Apache-2.0
+ *
+ * Licensed under the Apache License, Version 2.0 (the License); you may
+ * not use this file except in compliance with the License.
+ * You may obtain a copy of the License at
+ *
+ * www.apache.org/licenses/LICENSE-2.0
+ *
+ * Unless required by applicable law or agreed to in writing, software
+ * distributed under the License is distributed on an AS IS BASIS, WITHOUT
+ * WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+ * See the License for the specific language governing permissions and
+ * limitations under the License.
+ */
+
+/* ----------------------------------------------------------------------
+ * Project:      CMSIS NN Library
+ * Title:        arm_nnsupportfunctions.h
+ * Description:  Public header file of support functions for CMSIS NN Library
+ *
+ * $Date:        17. January 2018
+ * $Revision:    V.1.0.0
+ *
+ * Target Processor:  Cortex-M cores
+ * -------------------------------------------------------------------- */
+
+#ifndef _ARM_NNSUPPORTFUNCTIONS_H_
+#define _ARM_NNSUPPORTFUNCTIONS_H_
+
+#include "arm_math.h"
+#include "arm_common_tables.h"
+//#include <cstring>
+
+#ifdef __cplusplus
+extern    "C"
+{
+#endif
+
+/**
+ * @brief Union for SIMD access of Q31/Q15/Q7 types
+ */
+union arm_nnword
+{
+    q31_t     word;
+               /**< Q31 type */
+    q15_t     half_words[2];
+               /**< Q15 type */
+    q7_t      bytes[4];
+               /**< Q7 type */
+};
+
+/**
+ * @brief Struct for specifying activation function types
+ *
+ */
+typedef enum
+{
+    ARM_SIGMOID = 0,
+                /**< Sigmoid activation function */
+    ARM_TANH = 1,
+             /**< Tanh activation function */
+} arm_nn_activation_type;
+
+/**
+ * @defgroup nndata_convert Neural Network Data Conversion Functions
+ *
+ * Perform data type conversion in-between neural network operations
+ *
+ */
+
+/**
+ * @brief Converts the elements of the Q7 vector to Q15 vector without left-shift 
+ * @param[in]       *pSrc points to the Q7 input vector    
+ * @param[out]      *pDst points to the Q15 output vector   
+ * @param[in]       blockSize length of the input vector    
+ * @return none.    
+ *
+ */
+
+void      arm_q7_to_q15_no_shift(const q7_t * pSrc, q15_t * pDst, uint32_t blockSize);
+
+/**
+ * @brief  Converts the elements of the Q7 vector to reordered Q15 vector without left-shift
+ * @param[in]       *pSrc points to the Q7 input vector    
+ * @param[out]      *pDst points to the Q15 output vector   
+ * @param[in]       blockSize length of the input vector    
+ * @return none.    
+ *
+ */
+
+void      arm_q7_to_q15_reordered_no_shift(const q7_t * pSrc, q15_t * pDst, uint32_t blockSize);
+
+#if defined (ARM_MATH_DSP)
+
+/**
+ * @brief read and expand one Q7 word into two Q15 words
+ */
+
+__STATIC_FORCEINLINE void *read_and_pad(void *source, q31_t * out1, q31_t * out2)
+{
+        q31_t     inA = *__SIMD32(source)++;
+        q31_t     inAbuf1 = __SXTB16(__ROR(inA, 8));
+        q31_t     inAbuf2 = __SXTB16(inA);
+
+#ifndef ARM_MATH_BIG_ENDIAN
+        *out2 = __PKHTB(inAbuf1, inAbuf2, 16);
+        *out1 = __PKHBT(inAbuf2, inAbuf1, 16);
+#else
+        *out1 = __PKHTB(inAbuf1, inAbuf2, 16);
+        *out2 = __PKHBT(inAbuf2, inAbuf1, 16);
+#endif
+
+        return source;
+}
+
+/**
+ * @brief read and expand one Q7 word into two Q15 words with reordering
+ */
+
+__STATIC_FORCEINLINE void *read_and_pad_reordered(void *source, q31_t * out1, q31_t * out2)
+{
+        q31_t     inA = *__SIMD32(source)++;
+#ifndef ARM_MATH_BIG_ENDIAN
+        *out2 = __SXTB16(__ROR(inA, 8));
+        *out1 = __SXTB16(inA);
+#else
+        *out1 = __SXTB16(__ROR(inA, 8));
+        *out2 = __SXTB16(inA);
+#endif
+
+        return source;
+}
+#endif
+
+/**
+ * @brief defition to adding rouding offset
+ */
+#ifndef ARM_NN_TRUNCATE
+    #define NN_ROUND(out_shift) ( 0x1 << (out_shift - 1) )
+#else
+    #define NN_ROUND(out_shift) 0
+#endif
+
+#ifdef __cplusplus
+}
+#endif
+
+#endif

CMSIS/NN/NN_Lib_Tests/nn_test/RTE/Device/ARMCM0/startup_ARMCM0.s

@@ -0,0 +1,242 @@
+;/**************************************************************************//**
+; * @file     startup_ARMCM0.s
+; * @brief    CMSIS Core Device Startup File for
+; *           ARMCM0 Device Series
+; * @version  V5.00
+; * @date     02. March 2016
+; ******************************************************************************/
+;/*
+; * Copyright (c) 2009-2016 ARM Limited. All rights reserved.
+; *
+; * SPDX-License-Identifier: Apache-2.0
+; *
+; * Licensed under the Apache License, Version 2.0 (the License); you may
+; * not use this file except in compliance with the License.
+; * You may obtain a copy of the License at
+; *
+; * www.apache.org/licenses/LICENSE-2.0
+; *
+; * Unless required by applicable law or agreed to in writing, software
+; * distributed under the License is distributed on an AS IS BASIS, WITHOUT
+; * WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+; * See the License for the specific language governing permissions and
+; * limitations under the License.
+; */
+
+;/*
+;//-------- <<< Use Configuration Wizard in Context Menu >>> ------------------
+;*/
+
+
+; <h> Stack Configuration
+;   <o> Stack Size (in Bytes) <0x0-0xFFFFFFFF:8>
+; </h>
+
+Stack_Size      EQU     0x00000400
+
+                AREA    STACK, NOINIT, READWRITE, ALIGN=3
+Stack_Mem       SPACE   Stack_Size
+__initial_sp
+
+
+; <h> Heap Configuration
+;   <o>  Heap Size (in Bytes) <0x0-0xFFFFFFFF:8>
+; </h>
+
+Heap_Size       EQU     0x00000C00
+
+                AREA    HEAP, NOINIT, READWRITE, ALIGN=3
+__heap_base
+Heap_Mem        SPACE   Heap_Size
+__heap_limit
+
+
+                PRESERVE8
+                THUMB
+
+
+; Vector Table Mapped to Address 0 at Reset
+
+                AREA    RESET, DATA, READONLY
+                EXPORT  __Vectors
+                EXPORT  __Vectors_End
+                EXPORT  __Vectors_Size
+
+__Vectors       DCD     __initial_sp              ; Top of Stack
+                DCD     Reset_Handler             ; Reset Handler
+                DCD     NMI_Handler               ; NMI Handler
+                DCD     HardFault_Handler         ; Hard Fault Handler
+                DCD     0                         ; Reserved
+                DCD     0                         ; Reserved
+                DCD     0                         ; Reserved
+                DCD     0                         ; Reserved
+                DCD     0                         ; Reserved
+                DCD     0                         ; Reserved
+                DCD     0                         ; Reserved
+                DCD     SVC_Handler               ; SVCall Handler
+                DCD     0                         ; Reserved
+                DCD     0                         ; Reserved
+                DCD     PendSV_Handler            ; PendSV Handler
+                DCD     SysTick_Handler           ; SysTick Handler
+
+                ; External Interrupts
+                DCD     WDT_IRQHandler            ;  0:  Watchdog Timer
+                DCD     RTC_IRQHandler            ;  1:  Real Time Clock
+                DCD     TIM0_IRQHandler           ;  2:  Timer0 / Timer1
+                DCD     TIM2_IRQHandler           ;  3:  Timer2 / Timer3
+                DCD     MCIA_IRQHandler           ;  4:  MCIa
+                DCD     MCIB_IRQHandler           ;  5:  MCIb
+                DCD     UART0_IRQHandler          ;  6:  UART0 - DUT FPGA
+                DCD     UART1_IRQHandler          ;  7:  UART1 - DUT FPGA
+                DCD     UART2_IRQHandler          ;  8:  UART2 - DUT FPGA
+                DCD     UART4_IRQHandler          ;  9:  UART4 - not connected
+                DCD     AACI_IRQHandler           ; 10: AACI / AC97
+                DCD     CLCD_IRQHandler           ; 11: CLCD Combined Interrupt
+                DCD     ENET_IRQHandler           ; 12: Ethernet
+                DCD     USBDC_IRQHandler          ; 13: USB Device
+                DCD     USBHC_IRQHandler          ; 14: USB Host Controller
+                DCD     CHLCD_IRQHandler          ; 15: Character LCD
+                DCD     FLEXRAY_IRQHandler        ; 16: Flexray
+                DCD     CAN_IRQHandler            ; 17: CAN
+                DCD     LIN_IRQHandler            ; 18: LIN
+                DCD     I2C_IRQHandler            ; 19: I2C ADC/DAC
+                DCD     0                         ; 20: Reserved
+                DCD     0                         ; 21: Reserved
+                DCD     0                         ; 22: Reserved
+                DCD     0                         ; 23: Reserved
+                DCD     0                         ; 24: Reserved
+                DCD     0                         ; 25: Reserved
+                DCD     0                         ; 26: Reserved
+                DCD     0                         ; 27: Reserved
+                DCD     CPU_CLCD_IRQHandler       ; 28: Reserved - CPU FPGA CLCD
+                DCD     0                         ; 29: Reserved - CPU FPGA
+                DCD     UART3_IRQHandler          ; 30: UART3    - CPU FPGA
+                DCD     SPI_IRQHandler            ; 31: SPI Touchscreen - CPU FPGA
+__Vectors_End
+
+__Vectors_Size  EQU     __Vectors_End - __Vectors
+
+                AREA    |.text|, CODE, READONLY
+
+
+; Reset Handler
+
+Reset_Handler   PROC
+                EXPORT  Reset_Handler             [WEAK]
+                IMPORT  SystemInit
+                IMPORT  __main
+                LDR     R0, =SystemInit
+                BLX     R0
+                LDR     R0, =__main
+                BX      R0
+                ENDP
+
+
+; Dummy Exception Handlers (infinite loops which can be modified)
+
+NMI_Handler     PROC
+                EXPORT  NMI_Handler               [WEAK]
+                B       .
+                ENDP
+HardFault_Handler\
+                PROC
+                EXPORT  HardFault_Handler         [WEAK]
+                B       .
+                ENDP
+SVC_Handler     PROC
+                EXPORT  SVC_Handler               [WEAK]
+                B       .
+                ENDP
+PendSV_Handler  PROC
+                EXPORT  PendSV_Handler            [WEAK]
+                B       .
+                ENDP
+SysTick_Handler PROC
+                EXPORT  SysTick_Handler           [WEAK]
+                B       .
+                ENDP
+
+Default_Handler PROC
+
+                EXPORT  WDT_IRQHandler            [WEAK]
+                EXPORT  RTC_IRQHandler            [WEAK]
+                EXPORT  TIM0_IRQHandler           [WEAK]
+                EXPORT  TIM2_IRQHandler           [WEAK]
+                EXPORT  MCIA_IRQHandler           [WEAK]
+                EXPORT  MCIB_IRQHandler           [WEAK]
+                EXPORT  UART0_IRQHandler          [WEAK]
+                EXPORT  UART1_IRQHandler          [WEAK]
+                EXPORT  UART2_IRQHandler          [WEAK]
+                EXPORT  UART3_IRQHandler          [WEAK]
+                EXPORT  UART4_IRQHandler          [WEAK]
+                EXPORT  AACI_IRQHandler           [WEAK]
+                EXPORT  CLCD_IRQHandler           [WEAK]
+                EXPORT  ENET_IRQHandler           [WEAK]
+                EXPORT  USBDC_IRQHandler          [WEAK]
+                EXPORT  USBHC_IRQHandler          [WEAK]
+                EXPORT  CHLCD_IRQHandler          [WEAK]
+                EXPORT  FLEXRAY_IRQHandler        [WEAK]
+                EXPORT  CAN_IRQHandler            [WEAK]
+                EXPORT  LIN_IRQHandler            [WEAK]
+                EXPORT  I2C_IRQHandler            [WEAK]
+                EXPORT  CPU_CLCD_IRQHandler       [WEAK]
+                EXPORT  SPI_IRQHandler            [WEAK]
+
+WDT_IRQHandler
+RTC_IRQHandler
+TIM0_IRQHandler
+TIM2_IRQHandler
+MCIA_IRQHandler
+MCIB_IRQHandler
+UART0_IRQHandler
+UART1_IRQHandler
+UART2_IRQHandler
+UART3_IRQHandler
+UART4_IRQHandler
+AACI_IRQHandler
+CLCD_IRQHandler
+ENET_IRQHandler
+USBDC_IRQHandler
+USBHC_IRQHandler
+CHLCD_IRQHandler
+FLEXRAY_IRQHandler
+CAN_IRQHandler
+LIN_IRQHandler
+I2C_IRQHandler
+CPU_CLCD_IRQHandler
+SPI_IRQHandler
+                B       .
+
+                ENDP
+
+
+                ALIGN
+
+
+; User Initial Stack & Heap
+
+                IF      :DEF:__MICROLIB
+
+                EXPORT  __initial_sp
+                EXPORT  __heap_base
+                EXPORT  __heap_limit
+
+                ELSE
+
+                IMPORT  __use_two_region_memory
+                EXPORT  __user_initial_stackheap
+
+__user_initial_stackheap PROC
+                LDR     R0, =  Heap_Mem
+                LDR     R1, =(Stack_Mem + Stack_Size)
+                LDR     R2, = (Heap_Mem +  Heap_Size)
+                LDR     R3, = Stack_Mem
+                BX      LR
+                ENDP
+
+                ALIGN
+
+                ENDIF
+
+
+                END

CMSIS/NN/NN_Lib_Tests/nn_test/RTE/Device/ARMCM0/system_ARMCM0.c

@@ -0,0 +1,56 @@
+/**************************************************************************//**
+ * @file     system_ARMCM0.c
+ * @brief    CMSIS Device System Source File for
+ *           ARMCM0 Device Series
+ * @version  V5.00
+ * @date     08. April 2016
+ ******************************************************************************/
+/*
+ * Copyright (c) 2009-2016 ARM Limited. All rights reserved.
+ *
+ * SPDX-License-Identifier: Apache-2.0
+ *
+ * Licensed under the Apache License, Version 2.0 (the License); you may
+ * not use this file except in compliance with the License.
+ * You may obtain a copy of the License at
+ *
+ * www.apache.org/licenses/LICENSE-2.0
+ *
+ * Unless required by applicable law or agreed to in writing, software
+ * distributed under the License is distributed on an AS IS BASIS, WITHOUT
+ * WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+ * See the License for the specific language governing permissions and
+ * limitations under the License.
+ */
+
+#include "ARMCM0.h"
+
+/*----------------------------------------------------------------------------
+  Define clocks
+ *----------------------------------------------------------------------------*/
+#define  XTAL            ( 5000000U)      /* Oscillator frequency */
+
+#define  SYSTEM_CLOCK    (5 * XTAL)
+
+
+/*----------------------------------------------------------------------------
+  System Core Clock Variable
+ *----------------------------------------------------------------------------*/
+uint32_t SystemCoreClock = SYSTEM_CLOCK;
+
+
+/*----------------------------------------------------------------------------
+  System Core Clock update function
+ *----------------------------------------------------------------------------*/
+void SystemCoreClockUpdate (void)
+{
+  SystemCoreClock = SYSTEM_CLOCK;
+}
+
+/*----------------------------------------------------------------------------
+  System initialization function
+ *----------------------------------------------------------------------------*/
+void SystemInit (void)
+{
+  SystemCoreClock = SYSTEM_CLOCK;
+}

CMSIS/NN/NN_Lib_Tests/nn_test/RTE/Device/ARMCM3/startup_ARMCM3.s

@@ -0,0 +1,262 @@
+;/**************************************************************************//**
+; * @file     startup_ARMCM3.s
+; * @brief    CMSIS Core Device Startup File for
+; *           ARMCM3 Device Series
+; * @version  V5.00
+; * @date     02. March 2016
+; ******************************************************************************/
+;/*
+; * Copyright (c) 2009-2016 ARM Limited. All rights reserved.
+; *
+; * SPDX-License-Identifier: Apache-2.0
+; *
+; * Licensed under the Apache License, Version 2.0 (the License); you may
+; * not use this file except in compliance with the License.
+; * You may obtain a copy of the License at
+; *
+; * www.apache.org/licenses/LICENSE-2.0
+; *
+; * Unless required by applicable law or agreed to in writing, software
+; * distributed under the License is distributed on an AS IS BASIS, WITHOUT
+; * WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+; * See the License for the specific language governing permissions and
+; * limitations under the License.
+; */
+
+;/*
+;//-------- <<< Use Configuration Wizard in Context Menu >>> ------------------
+;*/
+
+
+; <h> Stack Configuration
+;   <o> Stack Size (in Bytes) <0x0-0xFFFFFFFF:8>
+; </h>
+
+Stack_Size      EQU     0x00000400
+
+                AREA    STACK, NOINIT, READWRITE, ALIGN=3
+Stack_Mem       SPACE   Stack_Size
+__initial_sp
+
+
+; <h> Heap Configuration
+;   <o>  Heap Size (in Bytes) <0x0-0xFFFFFFFF:8>
+; </h>
+
+Heap_Size       EQU     0x00080000
+
+                AREA    HEAP, NOINIT, READWRITE, ALIGN=3
+__heap_base
+Heap_Mem        SPACE   Heap_Size
+__heap_limit
+
+
+                PRESERVE8
+                THUMB
+
+
+; Vector Table Mapped to Address 0 at Reset
+
+                AREA    RESET, DATA, READONLY
+                EXPORT  __Vectors
+                EXPORT  __Vectors_End
+                EXPORT  __Vectors_Size
+
+__Vectors       DCD     __initial_sp              ; Top of Stack
+                DCD     Reset_Handler             ; Reset Handler
+                DCD     NMI_Handler               ; NMI Handler
+                DCD     HardFault_Handler         ; Hard Fault Handler
+                DCD     MemManage_Handler         ; MPU Fault Handler
+                DCD     BusFault_Handler          ; Bus Fault Handler
+                DCD     UsageFault_Handler        ; Usage Fault Handler
+                DCD     0                         ; Reserved
+                DCD     0                         ; Reserved
+                DCD     0                         ; Reserved
+                DCD     0                         ; Reserved
+                DCD     SVC_Handler               ; SVCall Handler
+                DCD     DebugMon_Handler          ; Debug Monitor Handler
+                DCD     0                         ; Reserved
+                DCD     PendSV_Handler            ; PendSV Handler
+                DCD     SysTick_Handler           ; SysTick Handler
+
+                ; External Interrupts
+                DCD     WDT_IRQHandler            ;  0:  Watchdog Timer
+                DCD     RTC_IRQHandler            ;  1:  Real Time Clock
+                DCD     TIM0_IRQHandler           ;  2:  Timer0 / Timer1
+                DCD     TIM2_IRQHandler           ;  3:  Timer2 / Timer3
+                DCD     MCIA_IRQHandler           ;  4:  MCIa
+                DCD     MCIB_IRQHandler           ;  5:  MCIb
+                DCD     UART0_IRQHandler          ;  6:  UART0 - DUT FPGA
+                DCD     UART1_IRQHandler          ;  7:  UART1 - DUT FPGA
+                DCD     UART2_IRQHandler          ;  8:  UART2 - DUT FPGA
+                DCD     UART4_IRQHandler          ;  9:  UART4 - not connected
+                DCD     AACI_IRQHandler           ; 10: AACI / AC97
+                DCD     CLCD_IRQHandler           ; 11: CLCD Combined Interrupt
+                DCD     ENET_IRQHandler           ; 12: Ethernet
+                DCD     USBDC_IRQHandler          ; 13: USB Device
+                DCD     USBHC_IRQHandler          ; 14: USB Host Controller
+                DCD     CHLCD_IRQHandler          ; 15: Character LCD
+                DCD     FLEXRAY_IRQHandler        ; 16: Flexray
+                DCD     CAN_IRQHandler            ; 17: CAN
+                DCD     LIN_IRQHandler            ; 18: LIN
+                DCD     I2C_IRQHandler            ; 19: I2C ADC/DAC
+                DCD     0                         ; 20: Reserved
+                DCD     0                         ; 21: Reserved
+                DCD     0                         ; 22: Reserved
+                DCD     0                         ; 23: Reserved
+                DCD     0                         ; 24: Reserved
+                DCD     0                         ; 25: Reserved
+                DCD     0                         ; 26: Reserved
+                DCD     0                         ; 27: Reserved
+                DCD     CPU_CLCD_IRQHandler       ; 28: Reserved - CPU FPGA CLCD
+                DCD     0                         ; 29: Reserved - CPU FPGA
+                DCD     UART3_IRQHandler          ; 30: UART3    - CPU FPGA
+                DCD     SPI_IRQHandler            ; 31: SPI Touchscreen - CPU FPGA
+__Vectors_End
+
+__Vectors_Size  EQU     __Vectors_End - __Vectors
+
+                AREA    |.text|, CODE, READONLY
+
+
+; Reset Handler
+
+Reset_Handler   PROC
+                EXPORT  Reset_Handler             [WEAK]
+                IMPORT  SystemInit
+                IMPORT  __main
+                LDR     R0, =SystemInit
+                BLX     R0
+                LDR     R0, =__main
+                BX      R0
+                ENDP
+
+
+; Dummy Exception Handlers (infinite loops which can be modified)
+
+NMI_Handler     PROC
+                EXPORT  NMI_Handler               [WEAK]
+                B       .
+                ENDP
+HardFault_Handler\
+                PROC
+                EXPORT  HardFault_Handler         [WEAK]
+                B       .
+                ENDP
+MemManage_Handler\
+                PROC
+                EXPORT  MemManage_Handler         [WEAK]
+                B       .
+                ENDP
+BusFault_Handler\
+                PROC
+                EXPORT  BusFault_Handler          [WEAK]
+                B       .
+                ENDP
+UsageFault_Handler\
+                PROC
+                EXPORT  UsageFault_Handler        [WEAK]
+                B       .
+                ENDP
+SVC_Handler     PROC
+                EXPORT  SVC_Handler               [WEAK]
+                B       .
+                ENDP
+DebugMon_Handler\
+                PROC
+                EXPORT  DebugMon_Handler          [WEAK]
+                B       .
+                ENDP
+PendSV_Handler  PROC
+                EXPORT  PendSV_Handler            [WEAK]
+                B       .
+                ENDP
+SysTick_Handler PROC
+                EXPORT  SysTick_Handler           [WEAK]
+                B       .
+                ENDP
+
+Default_Handler PROC
+
+                EXPORT  WDT_IRQHandler            [WEAK]
+                EXPORT  RTC_IRQHandler            [WEAK]
+                EXPORT  TIM0_IRQHandler           [WEAK]
+                EXPORT  TIM2_IRQHandler           [WEAK]
+                EXPORT  MCIA_IRQHandler           [WEAK]
+                EXPORT  MCIB_IRQHandler           [WEAK]
+                EXPORT  UART0_IRQHandler          [WEAK]
+                EXPORT  UART1_IRQHandler          [WEAK]
+                EXPORT  UART2_IRQHandler          [WEAK]
+                EXPORT  UART3_IRQHandler          [WEAK]
+                EXPORT  UART4_IRQHandler          [WEAK]
+                EXPORT  AACI_IRQHandler           [WEAK]
+                EXPORT  CLCD_IRQHandler           [WEAK]
+                EXPORT  ENET_IRQHandler           [WEAK]
+                EXPORT  USBDC_IRQHandler          [WEAK]
+                EXPORT  USBHC_IRQHandler          [WEAK]
+                EXPORT  CHLCD_IRQHandler          [WEAK]
+                EXPORT  FLEXRAY_IRQHandler        [WEAK]
+                EXPORT  CAN_IRQHandler            [WEAK]
+                EXPORT  LIN_IRQHandler            [WEAK]
+                EXPORT  I2C_IRQHandler            [WEAK]
+                EXPORT  CPU_CLCD_IRQHandler       [WEAK]
+                EXPORT  SPI_IRQHandler            [WEAK]
+
+WDT_IRQHandler
+RTC_IRQHandler
+TIM0_IRQHandler
+TIM2_IRQHandler
+MCIA_IRQHandler
+MCIB_IRQHandler
+UART0_IRQHandler
+UART1_IRQHandler
+UART2_IRQHandler
+UART3_IRQHandler
+UART4_IRQHandler
+AACI_IRQHandler
+CLCD_IRQHandler
+ENET_IRQHandler
+USBDC_IRQHandler
+USBHC_IRQHandler
+CHLCD_IRQHandler
+FLEXRAY_IRQHandler
+CAN_IRQHandler
+LIN_IRQHandler
+I2C_IRQHandler
+CPU_CLCD_IRQHandler
+SPI_IRQHandler
+                B       .
+
+                ENDP
+
+
+                ALIGN
+
+
+; User Initial Stack & Heap
+
+                IF      :DEF:__MICROLIB
+
+                EXPORT  __initial_sp
+                EXPORT  __heap_base
+                EXPORT  __heap_limit
+
+                ELSE
+
+                IMPORT  __use_two_region_memory
+                EXPORT  __user_initial_stackheap
+
+__user_initial_stackheap PROC
+                LDR     R0, =  Heap_Mem
+                LDR     R1, =(Stack_Mem + Stack_Size)
+                LDR     R2, = (Heap_Mem +  Heap_Size)
+                LDR     R3, = Stack_Mem
+                BX      LR
+                ENDP
+
+                ALIGN
+
+                ENDIF
+
+
+                END

CMSIS/NN/NN_Lib_Tests/nn_test/RTE/Device/ARMCM3/system_ARMCM3.c

@@ -0,0 +1,68 @@
+/**************************************************************************//**
+ * @file     system_ARMCM3.c
+ * @brief    CMSIS Device System Source File for
+ *           ARMCM3 Device Series
+ * @version  V5.00
+ * @date     08. April 2016
+ ******************************************************************************/
+/*
+ * Copyright (c) 2009-2016 ARM Limited. All rights reserved.
+ *
+ * SPDX-License-Identifier: Apache-2.0
+ *
+ * Licensed under the Apache License, Version 2.0 (the License); you may
+ * not use this file except in compliance with the License.
+ * You may obtain a copy of the License at
+ *
+ * www.apache.org/licenses/LICENSE-2.0
+ *
+ * Unless required by applicable law or agreed to in writing, software
+ * distributed under the License is distributed on an AS IS BASIS, WITHOUT
+ * WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+ * See the License for the specific language governing permissions and
+ * limitations under the License.
+ */
+
+#include "ARMCM3.h"
+
+/*----------------------------------------------------------------------------
+  Define clocks
+ *----------------------------------------------------------------------------*/
+#define  XTAL            ( 5000000U)      /* Oscillator frequency */
+
+#define  SYSTEM_CLOCK    (5 * XTAL)
+
+
+/*----------------------------------------------------------------------------
+  Externals
+ *----------------------------------------------------------------------------*/
+#if defined (__VTOR_PRESENT) && (__VTOR_PRESENT == 1)
+  extern uint32_t __Vectors;
+#endif
+
+/*----------------------------------------------------------------------------
+  System Core Clock Variable
+ *----------------------------------------------------------------------------*/
+uint32_t SystemCoreClock = SYSTEM_CLOCK;
+
+
+/*----------------------------------------------------------------------------
+  System Core Clock update function
+ *----------------------------------------------------------------------------*/
+void SystemCoreClockUpdate (void)
+{
+  SystemCoreClock = SYSTEM_CLOCK;
+}
+
+/*----------------------------------------------------------------------------
+  System initialization function
+ *----------------------------------------------------------------------------*/
+void SystemInit (void)
+{
+
+#if defined (__VTOR_PRESENT) && (__VTOR_PRESENT == 1)
+  SCB->VTOR = (uint32_t) &__Vectors;
+#endif
+
+  SystemCoreClock = SYSTEM_CLOCK;
+}

CMSIS/NN/NN_Lib_Tests/nn_test/RTE/Device/ARMCM4/startup_ARMCM4.s

@@ -0,0 +1,262 @@
+;/**************************************************************************//**
+; * @file     startup_ARMCM4.s
+; * @brief    CMSIS Core Device Startup File for
+; *           ARMCM4 Device Series
+; * @version  V5.00
+; * @date     02. March 2016
+; ******************************************************************************/
+;/*
+; * Copyright (c) 2009-2016 ARM Limited. All rights reserved.
+; *
+; * SPDX-License-Identifier: Apache-2.0
+; *
+; * Licensed under the Apache License, Version 2.0 (the License); you may
+; * not use this file except in compliance with the License.
+; * You may obtain a copy of the License at
+; *
+; * www.apache.org/licenses/LICENSE-2.0
+; *
+; * Unless required by applicable law or agreed to in writing, software
+; * distributed under the License is distributed on an AS IS BASIS, WITHOUT
+; * WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+; * See the License for the specific language governing permissions and
+; * limitations under the License.
+; */
+
+;/*
+;//-------- <<< Use Configuration Wizard in Context Menu >>> ------------------
+;*/
+
+
+; <h> Stack Configuration
+;   <o> Stack Size (in Bytes) <0x0-0xFFFFFFFF:8>
+; </h>
+
+Stack_Size      EQU     0x00000400
+
+                AREA    STACK, NOINIT, READWRITE, ALIGN=3
+Stack_Mem       SPACE   Stack_Size
+__initial_sp
+
+
+; <h> Heap Configuration
+;   <o>  Heap Size (in Bytes) <0x0-0xFFFFFFFF:8>
+; </h>
+
+Heap_Size       EQU     0x00000C00
+
+                AREA    HEAP, NOINIT, READWRITE, ALIGN=3
+__heap_base
+Heap_Mem        SPACE   Heap_Size
+__heap_limit
+
+
+                PRESERVE8
+                THUMB
+
+
+; Vector Table Mapped to Address 0 at Reset
+
+                AREA    RESET, DATA, READONLY
+                EXPORT  __Vectors
+                EXPORT  __Vectors_End
+                EXPORT  __Vectors_Size
+
+__Vectors       DCD     __initial_sp              ; Top of Stack
+                DCD     Reset_Handler             ; Reset Handler
+                DCD     NMI_Handler               ; NMI Handler
+                DCD     HardFault_Handler         ; Hard Fault Handler
+                DCD     MemManage_Handler         ; MPU Fault Handler
+                DCD     BusFault_Handler          ; Bus Fault Handler
+                DCD     UsageFault_Handler        ; Usage Fault Handler
+                DCD     0                         ; Reserved
+                DCD     0                         ; Reserved
+                DCD     0                         ; Reserved
+                DCD     0                         ; Reserved
+                DCD     SVC_Handler               ; SVCall Handler
+                DCD     DebugMon_Handler          ; Debug Monitor Handler
+                DCD     0                         ; Reserved
+                DCD     PendSV_Handler            ; PendSV Handler
+                DCD     SysTick_Handler           ; SysTick Handler
+
+                ; External Interrupts
+                DCD     WDT_IRQHandler            ;  0:  Watchdog Timer
+                DCD     RTC_IRQHandler            ;  1:  Real Time Clock
+                DCD     TIM0_IRQHandler           ;  2:  Timer0 / Timer1
+                DCD     TIM2_IRQHandler           ;  3:  Timer2 / Timer3
+                DCD     MCIA_IRQHandler           ;  4:  MCIa
+                DCD     MCIB_IRQHandler           ;  5:  MCIb
+                DCD     UART0_IRQHandler          ;  6:  UART0 - DUT FPGA
+                DCD     UART1_IRQHandler          ;  7:  UART1 - DUT FPGA
+                DCD     UART2_IRQHandler          ;  8:  UART2 - DUT FPGA
+                DCD     UART4_IRQHandler          ;  9:  UART4 - not connected
+                DCD     AACI_IRQHandler           ; 10: AACI / AC97
+                DCD     CLCD_IRQHandler           ; 11: CLCD Combined Interrupt
+                DCD     ENET_IRQHandler           ; 12: Ethernet
+                DCD     USBDC_IRQHandler          ; 13: USB Device
+                DCD     USBHC_IRQHandler          ; 14: USB Host Controller
+                DCD     CHLCD_IRQHandler          ; 15: Character LCD
+                DCD     FLEXRAY_IRQHandler        ; 16: Flexray
+                DCD     CAN_IRQHandler            ; 17: CAN
+                DCD     LIN_IRQHandler            ; 18: LIN
+                DCD     I2C_IRQHandler            ; 19: I2C ADC/DAC
+                DCD     0                         ; 20: Reserved
+                DCD     0                         ; 21: Reserved
+                DCD     0                         ; 22: Reserved
+                DCD     0                         ; 23: Reserved
+                DCD     0                         ; 24: Reserved
+                DCD     0                         ; 25: Reserved
+                DCD     0                         ; 26: Reserved
+                DCD     0                         ; 27: Reserved
+                DCD     CPU_CLCD_IRQHandler       ; 28: Reserved - CPU FPGA CLCD
+                DCD     0                         ; 29: Reserved - CPU FPGA
+                DCD     UART3_IRQHandler          ; 30: UART3    - CPU FPGA
+                DCD     SPI_IRQHandler            ; 31: SPI Touchscreen - CPU FPGA
+__Vectors_End
+
+__Vectors_Size  EQU     __Vectors_End - __Vectors
+
+                AREA    |.text|, CODE, READONLY
+
+
+; Reset Handler
+
+Reset_Handler   PROC
+                EXPORT  Reset_Handler             [WEAK]
+                IMPORT  SystemInit
+                IMPORT  __main
+                LDR     R0, =SystemInit
+                BLX     R0
+                LDR     R0, =__main
+                BX      R0
+                ENDP
+
+
+; Dummy Exception Handlers (infinite loops which can be modified)
+
+NMI_Handler     PROC
+                EXPORT  NMI_Handler               [WEAK]
+                B       .
+                ENDP
+HardFault_Handler\
+                PROC
+                EXPORT  HardFault_Handler         [WEAK]
+                B       .
+                ENDP
+MemManage_Handler\
+                PROC
+                EXPORT  MemManage_Handler         [WEAK]
+                B       .
+                ENDP
+BusFault_Handler\
+                PROC
+                EXPORT  BusFault_Handler          [WEAK]
+                B       .
+                ENDP
+UsageFault_Handler\
+                PROC
+                EXPORT  UsageFault_Handler        [WEAK]
+                B       .
+                ENDP
+SVC_Handler     PROC
+                EXPORT  SVC_Handler               [WEAK]
+                B       .
+                ENDP
+DebugMon_Handler\
+                PROC
+                EXPORT  DebugMon_Handler          [WEAK]
+                B       .
+                ENDP
+PendSV_Handler  PROC
+                EXPORT  PendSV_Handler            [WEAK]
+                B       .
+                ENDP
+SysTick_Handler PROC
+                EXPORT  SysTick_Handler           [WEAK]
+                B       .
+                ENDP
+
+Default_Handler PROC
+
+                EXPORT  WDT_IRQHandler            [WEAK]
+                EXPORT  RTC_IRQHandler            [WEAK]
+                EXPORT  TIM0_IRQHandler           [WEAK]
+                EXPORT  TIM2_IRQHandler           [WEAK]
+                EXPORT  MCIA_IRQHandler           [WEAK]
+                EXPORT  MCIB_IRQHandler           [WEAK]
+                EXPORT  UART0_IRQHandler          [WEAK]
+                EXPORT  UART1_IRQHandler          [WEAK]
+                EXPORT  UART2_IRQHandler          [WEAK]
+                EXPORT  UART3_IRQHandler          [WEAK]
+                EXPORT  UART4_IRQHandler          [WEAK]
+                EXPORT  AACI_IRQHandler           [WEAK]
+                EXPORT  CLCD_IRQHandler           [WEAK]
+                EXPORT  ENET_IRQHandler           [WEAK]
+                EXPORT  USBDC_IRQHandler          [WEAK]
+                EXPORT  USBHC_IRQHandler          [WEAK]
+                EXPORT  CHLCD_IRQHandler          [WEAK]
+                EXPORT  FLEXRAY_IRQHandler        [WEAK]
+                EXPORT  CAN_IRQHandler            [WEAK]
+                EXPORT  LIN_IRQHandler            [WEAK]
+                EXPORT  I2C_IRQHandler            [WEAK]
+                EXPORT  CPU_CLCD_IRQHandler       [WEAK]
+                EXPORT  SPI_IRQHandler            [WEAK]
+
+WDT_IRQHandler
+RTC_IRQHandler
+TIM0_IRQHandler
+TIM2_IRQHandler
+MCIA_IRQHandler
+MCIB_IRQHandler
+UART0_IRQHandler
+UART1_IRQHandler
+UART2_IRQHandler
+UART3_IRQHandler
+UART4_IRQHandler
+AACI_IRQHandler
+CLCD_IRQHandler
+ENET_IRQHandler
+USBDC_IRQHandler
+USBHC_IRQHandler
+CHLCD_IRQHandler
+FLEXRAY_IRQHandler
+CAN_IRQHandler
+LIN_IRQHandler
+I2C_IRQHandler
+CPU_CLCD_IRQHandler
+SPI_IRQHandler
+                B       .
+
+                ENDP
+
+
+                ALIGN
+
+
+; User Initial Stack & Heap
+
+                IF      :DEF:__MICROLIB
+
+                EXPORT  __initial_sp
+                EXPORT  __heap_base
+                EXPORT  __heap_limit
+
+                ELSE
+
+                IMPORT  __use_two_region_memory
+                EXPORT  __user_initial_stackheap
+
+__user_initial_stackheap PROC
+                LDR     R0, =  Heap_Mem
+                LDR     R1, =(Stack_Mem + Stack_Size)
+                LDR     R2, = (Heap_Mem +  Heap_Size)
+                LDR     R3, = Stack_Mem
+                BX      LR
+                ENDP
+
+                ALIGN
+
+                ENDIF
+
+
+                END

CMSIS/NN/NN_Lib_Tests/nn_test/RTE/Device/ARMCM4/system_ARMCM4.c

@@ -0,0 +1,83 @@
+/**************************************************************************//**
+ * @file     system_ARMCM4.c
+ * @brief    CMSIS Device System Source File for
+ *           ARMCM4 Device Series
+ * @version  V5.00
+ * @date     07. September 2016
+ ******************************************************************************/
+/*
+ * Copyright (c) 2009-2016 ARM Limited. All rights reserved.
+ *
+ * SPDX-License-Identifier: Apache-2.0
+ *
+ * Licensed under the Apache License, Version 2.0 (the License); you may
+ * not use this file except in compliance with the License.
+ * You may obtain a copy of the License at
+ *
+ * www.apache.org/licenses/LICENSE-2.0
+ *
+ * Unless required by applicable law or agreed to in writing, software
+ * distributed under the License is distributed on an AS IS BASIS, WITHOUT
+ * WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+ * See the License for the specific language governing permissions and
+ * limitations under the License.
+ */
+
+#if defined (ARMCM4)
+  #include "ARMCM4.h"
+#elif defined (ARMCM4_FP)
+  #include "ARMCM4_FP.h"
+#else
+  #error device not specified!
+#endif
+
+/*----------------------------------------------------------------------------
+  Define clocks
+ *----------------------------------------------------------------------------*/
+#define  XTAL            ( 5000000UL)      /* Oscillator frequency */
+
+#define  SYSTEM_CLOCK    (5U * XTAL)
+
+
+/*----------------------------------------------------------------------------
+  Externals
+ *----------------------------------------------------------------------------*/
+#if defined (__VTOR_PRESENT) && (__VTOR_PRESENT == 1U)
+  extern uint32_t __Vectors;
+#endif
+
+/*----------------------------------------------------------------------------
+  System Core Clock Variable
+ *----------------------------------------------------------------------------*/
+uint32_t SystemCoreClock = SYSTEM_CLOCK;
+
+
+/*----------------------------------------------------------------------------
+  System Core Clock update function
+ *----------------------------------------------------------------------------*/
+void SystemCoreClockUpdate (void)
+{
+  SystemCoreClock = SYSTEM_CLOCK;
+}
+
+/*----------------------------------------------------------------------------
+  System initialization function
+ *----------------------------------------------------------------------------*/
+void SystemInit (void)
+{
+
+#if defined (__VTOR_PRESENT) && (__VTOR_PRESENT == 1U)
+  SCB->VTOR = (uint32_t) &__Vectors;
+#endif
+
+#if defined (__FPU_USED) && (__FPU_USED == 1U)
+  SCB->CPACR |= ((3U << 10U*2U) |           /* set CP10 Full Access */
+                 (3U << 11U*2U)  );         /* set CP11 Full Access */
+#endif
+
+#ifdef UNALIGNED_SUPPORT_DISABLE
+  SCB->CCR |= SCB_CCR_UNALIGN_TRP_Msk;
+#endif
+
+  SystemCoreClock = SYSTEM_CLOCK;
+}

CMSIS/NN/NN_Lib_Tests/nn_test/RTE/Device/ARMCM4_FP/startup_ARMCM4.s

@@ -0,0 +1,262 @@
+;/**************************************************************************//**
+; * @file     startup_ARMCM4.s
+; * @brief    CMSIS Core Device Startup File for
+; *           ARMCM4 Device Series
+; * @version  V5.00
+; * @date     02. March 2016
+; ******************************************************************************/
+;/*
+; * Copyright (c) 2009-2016 ARM Limited. All rights reserved.
+; *
+; * SPDX-License-Identifier: Apache-2.0
+; *
+; * Licensed under the Apache License, Version 2.0 (the License); you may
+; * not use this file except in compliance with the License.
+; * You may obtain a copy of the License at
+; *
+; * www.apache.org/licenses/LICENSE-2.0
+; *
+; * Unless required by applicable law or agreed to in writing, software
+; * distributed under the License is distributed on an AS IS BASIS, WITHOUT
+; * WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+; * See the License for the specific language governing permissions and
+; * limitations under the License.
+; */
+
+;/*
+;//-------- <<< Use Configuration Wizard in Context Menu >>> ------------------
+;*/
+
+
+; <h> Stack Configuration
+;   <o> Stack Size (in Bytes) <0x0-0xFFFFFFFF:8>
+; </h>
+
+Stack_Size      EQU     0x00004000
+
+                AREA    STACK, NOINIT, READWRITE, ALIGN=3
+Stack_Mem       SPACE   Stack_Size
+__initial_sp
+
+
+; <h> Heap Configuration
+;   <o>  Heap Size (in Bytes) <0x0-0xFFFFFFFF:8>
+; </h>
+
+Heap_Size       EQU     0x00100000
+
+                AREA    HEAP, NOINIT, READWRITE, ALIGN=3
+__heap_base
+Heap_Mem        SPACE   Heap_Size
+__heap_limit
+
+
+                PRESERVE8
+                THUMB
+
+
+; Vector Table Mapped to Address 0 at Reset
+
+                AREA    RESET, DATA, READONLY
+                EXPORT  __Vectors
+                EXPORT  __Vectors_End
+                EXPORT  __Vectors_Size
+
+__Vectors       DCD     __initial_sp              ; Top of Stack
+                DCD     Reset_Handler             ; Reset Handler
+                DCD     NMI_Handler               ; NMI Handler
+                DCD     HardFault_Handler         ; Hard Fault Handler
+                DCD     MemManage_Handler         ; MPU Fault Handler
+                DCD     BusFault_Handler          ; Bus Fault Handler
+                DCD     UsageFault_Handler        ; Usage Fault Handler
+                DCD     0                         ; Reserved
+                DCD     0                         ; Reserved
+                DCD     0                         ; Reserved
+                DCD     0                         ; Reserved
+                DCD     SVC_Handler               ; SVCall Handler
+                DCD     DebugMon_Handler          ; Debug Monitor Handler
+                DCD     0                         ; Reserved
+                DCD     PendSV_Handler            ; PendSV Handler
+                DCD     SysTick_Handler           ; SysTick Handler
+
+                ; External Interrupts
+                DCD     WDT_IRQHandler            ;  0:  Watchdog Timer
+                DCD     RTC_IRQHandler            ;  1:  Real Time Clock
+                DCD     TIM0_IRQHandler           ;  2:  Timer0 / Timer1
+                DCD     TIM2_IRQHandler           ;  3:  Timer2 / Timer3
+                DCD     MCIA_IRQHandler           ;  4:  MCIa
+                DCD     MCIB_IRQHandler           ;  5:  MCIb
+                DCD     UART0_IRQHandler          ;  6:  UART0 - DUT FPGA
+                DCD     UART1_IRQHandler          ;  7:  UART1 - DUT FPGA
+                DCD     UART2_IRQHandler          ;  8:  UART2 - DUT FPGA
+                DCD     UART4_IRQHandler          ;  9:  UART4 - not connected
+                DCD     AACI_IRQHandler           ; 10: AACI / AC97
+                DCD     CLCD_IRQHandler           ; 11: CLCD Combined Interrupt
+                DCD     ENET_IRQHandler           ; 12: Ethernet
+                DCD     USBDC_IRQHandler          ; 13: USB Device
+                DCD     USBHC_IRQHandler          ; 14: USB Host Controller
+                DCD     CHLCD_IRQHandler          ; 15: Character LCD
+                DCD     FLEXRAY_IRQHandler        ; 16: Flexray
+                DCD     CAN_IRQHandler            ; 17: CAN
+                DCD     LIN_IRQHandler            ; 18: LIN
+                DCD     I2C_IRQHandler            ; 19: I2C ADC/DAC
+                DCD     0                         ; 20: Reserved
+                DCD     0                         ; 21: Reserved
+                DCD     0                         ; 22: Reserved
+                DCD     0                         ; 23: Reserved
+                DCD     0                         ; 24: Reserved
+                DCD     0                         ; 25: Reserved
+                DCD     0                         ; 26: Reserved
+                DCD     0                         ; 27: Reserved
+                DCD     CPU_CLCD_IRQHandler       ; 28: Reserved - CPU FPGA CLCD
+                DCD     0                         ; 29: Reserved - CPU FPGA
+                DCD     UART3_IRQHandler          ; 30: UART3    - CPU FPGA
+                DCD     SPI_IRQHandler            ; 31: SPI Touchscreen - CPU FPGA
+__Vectors_End
+
+__Vectors_Size  EQU     __Vectors_End - __Vectors
+
+                AREA    |.text|, CODE, READONLY
+
+
+; Reset Handler
+
+Reset_Handler   PROC
+                EXPORT  Reset_Handler             [WEAK]
+                IMPORT  SystemInit
+                IMPORT  __main
+                LDR     R0, =SystemInit
+                BLX     R0
+                LDR     R0, =__main
+                BX      R0
+                ENDP
+
+
+; Dummy Exception Handlers (infinite loops which can be modified)
+
+NMI_Handler     PROC
+                EXPORT  NMI_Handler               [WEAK]
+                B       .
+                ENDP
+HardFault_Handler\
+                PROC
+                EXPORT  HardFault_Handler         [WEAK]
+                B       .
+                ENDP
+MemManage_Handler\
+                PROC
+                EXPORT  MemManage_Handler         [WEAK]
+                B       .
+                ENDP
+BusFault_Handler\
+                PROC
+                EXPORT  BusFault_Handler          [WEAK]
+                B       .
+                ENDP
+UsageFault_Handler\
+                PROC
+                EXPORT  UsageFault_Handler        [WEAK]
+                B       .
+                ENDP
+SVC_Handler     PROC
+                EXPORT  SVC_Handler               [WEAK]
+                B       .
+                ENDP
+DebugMon_Handler\
+                PROC
+                EXPORT  DebugMon_Handler          [WEAK]
+                B       .
+                ENDP
+PendSV_Handler  PROC
+                EXPORT  PendSV_Handler            [WEAK]
+                B       .
+                ENDP
+SysTick_Handler PROC
+                EXPORT  SysTick_Handler           [WEAK]
+                B       .
+                ENDP
+
+Default_Handler PROC
+
+                EXPORT  WDT_IRQHandler            [WEAK]
+                EXPORT  RTC_IRQHandler            [WEAK]
+                EXPORT  TIM0_IRQHandler           [WEAK]
+                EXPORT  TIM2_IRQHandler           [WEAK]
+                EXPORT  MCIA_IRQHandler           [WEAK]
+                EXPORT  MCIB_IRQHandler           [WEAK]
+                EXPORT  UART0_IRQHandler          [WEAK]
+                EXPORT  UART1_IRQHandler          [WEAK]
+                EXPORT  UART2_IRQHandler          [WEAK]
+                EXPORT  UART3_IRQHandler          [WEAK]
+                EXPORT  UART4_IRQHandler          [WEAK]
+                EXPORT  AACI_IRQHandler           [WEAK]
+                EXPORT  CLCD_IRQHandler           [WEAK]
+                EXPORT  ENET_IRQHandler           [WEAK]
+                EXPORT  USBDC_IRQHandler          [WEAK]
+                EXPORT  USBHC_IRQHandler          [WEAK]
+                EXPORT  CHLCD_IRQHandler          [WEAK]
+                EXPORT  FLEXRAY_IRQHandler        [WEAK]
+                EXPORT  CAN_IRQHandler            [WEAK]
+                EXPORT  LIN_IRQHandler            [WEAK]
+                EXPORT  I2C_IRQHandler            [WEAK]
+                EXPORT  CPU_CLCD_IRQHandler       [WEAK]
+                EXPORT  SPI_IRQHandler            [WEAK]
+
+WDT_IRQHandler
+RTC_IRQHandler
+TIM0_IRQHandler
+TIM2_IRQHandler
+MCIA_IRQHandler
+MCIB_IRQHandler
+UART0_IRQHandler
+UART1_IRQHandler
+UART2_IRQHandler
+UART3_IRQHandler
+UART4_IRQHandler
+AACI_IRQHandler
+CLCD_IRQHandler
+ENET_IRQHandler
+USBDC_IRQHandler
+USBHC_IRQHandler
+CHLCD_IRQHandler
+FLEXRAY_IRQHandler
+CAN_IRQHandler
+LIN_IRQHandler
+I2C_IRQHandler
+CPU_CLCD_IRQHandler
+SPI_IRQHandler
+                B       .
+
+                ENDP
+
+
+                ALIGN
+
+
+; User Initial Stack & Heap
+
+                IF      :DEF:__MICROLIB
+
+                EXPORT  __initial_sp
+                EXPORT  __heap_base
+                EXPORT  __heap_limit
+
+                ELSE
+
+                IMPORT  __use_two_region_memory
+                EXPORT  __user_initial_stackheap
+
+__user_initial_stackheap PROC
+                LDR     R0, =  Heap_Mem
+                LDR     R1, =(Stack_Mem + Stack_Size)
+                LDR     R2, = (Heap_Mem +  Heap_Size)
+                LDR     R3, = Stack_Mem
+                BX      LR
+                ENDP
+
+                ALIGN
+
+                ENDIF
+
+
+                END

CMSIS/NN/NN_Lib_Tests/nn_test/RTE/Device/ARMCM4_FP/system_ARMCM4.c

@@ -0,0 +1,83 @@
+/**************************************************************************//**
+ * @file     system_ARMCM4.c
+ * @brief    CMSIS Device System Source File for
+ *           ARMCM4 Device Series
+ * @version  V5.00
+ * @date     08. April 2016
+ ******************************************************************************/
+/*
+ * Copyright (c) 2009-2016 ARM Limited. All rights reserved.
+ *
+ * SPDX-License-Identifier: Apache-2.0
+ *
+ * Licensed under the Apache License, Version 2.0 (the License); you may
+ * not use this file except in compliance with the License.
+ * You may obtain a copy of the License at
+ *
+ * www.apache.org/licenses/LICENSE-2.0
+ *
+ * Unless required by applicable law or agreed to in writing, software
+ * distributed under the License is distributed on an AS IS BASIS, WITHOUT
+ * WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+ * See the License for the specific language governing permissions and
+ * limitations under the License.
+ */
+
+#if defined (ARMCM4)
+  #include "ARMCM4.h"
+#elif defined (ARMCM4_FP)
+  #include "ARMCM4_FP.h"
+#else
+  #error device not specified!
+#endif
+
+/*----------------------------------------------------------------------------
+  Define clocks
+ *----------------------------------------------------------------------------*/
+#define  XTAL            ( 5000000U)      /* Oscillator frequency */
+
+#define  SYSTEM_CLOCK    (5 * XTAL)
+
+
+/*----------------------------------------------------------------------------
+  Externals
+ *----------------------------------------------------------------------------*/
+#if defined (__VTOR_PRESENT) && (__VTOR_PRESENT == 1)
+  extern uint32_t __Vectors;
+#endif
+
+/*----------------------------------------------------------------------------
+  System Core Clock Variable
+ *----------------------------------------------------------------------------*/
+uint32_t SystemCoreClock = SYSTEM_CLOCK;
+
+
+/*----------------------------------------------------------------------------
+  System Core Clock update function
+ *----------------------------------------------------------------------------*/
+void SystemCoreClockUpdate (void)
+{
+  SystemCoreClock = SYSTEM_CLOCK;
+}
+
+/*----------------------------------------------------------------------------
+  System initialization function
+ *----------------------------------------------------------------------------*/
+void SystemInit (void)
+{
+
+#if defined (__VTOR_PRESENT) && (__VTOR_PRESENT == 1)
+  SCB->VTOR = (uint32_t) &__Vectors;
+#endif
+
+#if defined (__FPU_USED) && (__FPU_USED == 1)
+  SCB->CPACR |= ((3U << 10*2) |           /* set CP10 Full Access */
+                 (3U << 11*2)  );         /* set CP11 Full Access */
+#endif
+
+#ifdef UNALIGNED_SUPPORT_DISABLE
+  SCB->CCR |= SCB_CCR_UNALIGN_TRP_Msk;
+#endif
+
+  SystemCoreClock = SYSTEM_CLOCK;
+}

CMSIS/NN/NN_Lib_Tests/nn_test/RTE/Device/ARMCM7_SP/gcc_arm.ld

@@ -0,0 +1,196 @@
+/* Linker script to configure memory regions. */
+MEMORY
+{
+  FLASH (rx)  : ORIGIN = 0x00000000, LENGTH = 512K
+  RAM   (rwx) : ORIGIN = 0x20000000, LENGTH = 256K
+}
+
+/* Library configurations */
+GROUP(libgcc.a libc.a libm.a libnosys.a)
+
+/* Linker script to place sections and symbol values. Should be used together
+ * with other linker script that defines memory regions FLASH and RAM.
+ * It references following symbols, which must be defined in code:
+ *   Reset_Handler : Entry of reset handler
+ *
+ * It defines following symbols, which code can use without definition:
+ *   __exidx_start
+ *   __exidx_end
+ *   __copy_table_start__
+ *   __copy_table_end__
+ *   __zero_table_start__
+ *   __zero_table_end__
+ *   __etext
+ *   __data_start__
+ *   __preinit_array_start
+ *   __preinit_array_end
+ *   __init_array_start
+ *   __init_array_end
+ *   __fini_array_start
+ *   __fini_array_end
+ *   __data_end__
+ *   __bss_start__
+ *   __bss_end__
+ *   __end__
+ *   end
+ *   __HeapBase
+ *   __HeapLimit
+ *   __StackLimit
+ *   __StackTop
+ *   __stack
+ *   __Vectors_End
+ *   __Vectors_Size
+ */
+ENTRY(Reset_Handler)
+
+SECTIONS
+{
+	.text :
+	{
+		KEEP(*(.vectors))
+		__Vectors_End = .;
+		__Vectors_Size = __Vectors_End - __Vectors;
+		__end__ = .;
+
+		*(.text*)
+
+		KEEP(*(.init))
+		KEEP(*(.fini))
+
+		/* .ctors */
+		*crtbegin.o(.ctors)
+		*crtbegin?.o(.ctors)
+		*(EXCLUDE_FILE(*crtend?.o *crtend.o) .ctors)
+		*(SORT(.ctors.*))
+		*(.ctors)
+
+		/* .dtors */
+ 		*crtbegin.o(.dtors)
+ 		*crtbegin?.o(.dtors)
+ 		*(EXCLUDE_FILE(*crtend?.o *crtend.o) .dtors)
+ 		*(SORT(.dtors.*))
+ 		*(.dtors)
+
+		*(.rodata*)
+
+		KEEP(*(.eh_frame*))
+	} > FLASH
+
+	.ARM.extab :
+	{
+		*(.ARM.extab* .gnu.linkonce.armextab.*)
+	} > FLASH
+
+	__exidx_start = .;
+	.ARM.exidx :
+	{
+		*(.ARM.exidx* .gnu.linkonce.armexidx.*)
+	} > FLASH
+	__exidx_end = .;
+
+	/* To copy multiple ROM to RAM sections,
+	 * uncomment .copy.table section and,
+	 * define __STARTUP_COPY_MULTIPLE in startup_ARMCMx.S */
+	/*
+	.copy.table :
+	{
+		. = ALIGN(4);
+		__copy_table_start__ = .;
+		LONG (__etext)
+		LONG (__data_start__)
+		LONG (__data_end__ - __data_start__)
+		LONG (__etext2)
+		LONG (__data2_start__)
+		LONG (__data2_end__ - __data2_start__)
+		__copy_table_end__ = .;
+	} > FLASH
+	*/
+
+	/* To clear multiple BSS sections,
+	 * uncomment .zero.table section and,
+	 * define __STARTUP_CLEAR_BSS_MULTIPLE in startup_ARMCMx.S */
+	/*
+	.zero.table :
+	{
+		. = ALIGN(4);
+		__zero_table_start__ = .;
+		LONG (__bss_start__)
+		LONG (__bss_end__ - __bss_start__)
+		LONG (__bss2_start__)
+		LONG (__bss2_end__ - __bss2_start__)
+		__zero_table_end__ = .;
+	} > FLASH
+	*/
+
+	__etext = .;
+
+	.data : AT (__etext)
+	{
+		__data_start__ = .;
+		*(vtable)
+		*(.data*)
+
+		. = ALIGN(4);
+		/* preinit data */
+		PROVIDE_HIDDEN (__preinit_array_start = .);
+		KEEP(*(.preinit_array))
+		PROVIDE_HIDDEN (__preinit_array_end = .);
+
+		. = ALIGN(4);
+		/* init data */
+		PROVIDE_HIDDEN (__init_array_start = .);
+		KEEP(*(SORT(.init_array.*)))
+		KEEP(*(.init_array))
+		PROVIDE_HIDDEN (__init_array_end = .);
+
+
+		. = ALIGN(4);
+		/* finit data */
+		PROVIDE_HIDDEN (__fini_array_start = .);
+		KEEP(*(SORT(.fini_array.*)))
+		KEEP(*(.fini_array))
+		PROVIDE_HIDDEN (__fini_array_end = .);
+
+		KEEP(*(.jcr*))
+		. = ALIGN(4);
+		/* All data end */
+		__data_end__ = .;
+
+	} > RAM
+
+	.bss :
+	{
+		. = ALIGN(4);
+		__bss_start__ = .;
+		*(.bss*)
+		*(COMMON)
+		. = ALIGN(4);
+		__bss_end__ = .;
+	} > RAM
+
+	.heap (COPY):
+	{
+		__HeapBase = .;
+		__end__ = .;
+		end = __end__;
+		KEEP(*(.heap*))
+		__HeapLimit = .;
+	} > RAM
+
+	/* .stack_dummy section doesn't contains any symbols. It is only
+	 * used for linker to calculate size of stack sections, and assign
+	 * values to stack symbols later */
+	.stack_dummy (COPY):
+	{
+		KEEP(*(.stack*))
+	} > RAM
+
+	/* Set stack top to end of RAM, and stack limit move down by
+	 * size of stack_dummy section */
+	__StackTop = ORIGIN(RAM) + LENGTH(RAM);
+	__StackLimit = __StackTop - SIZEOF(.stack_dummy);
+	PROVIDE(__stack = __StackTop);
+
+	/* Check if data + heap + stack exceeds RAM limit */
+	ASSERT(__StackLimit >= __HeapLimit, "region RAM overflowed with stack")
+}

CMSIS/NN/NN_Lib_Tests/nn_test/RTE/Device/ARMCM7_SP/startup_ARMCM7.c

@@ -0,0 +1,295 @@
+/**************************************************************************//**
+ * @file     startup_ARMCM7.s
+ * @brief    CMSIS Core Device Startup File for
+ *           ARMCM7 Device Series
+ * @version  V5.00
+ * @date     26. April 2016
+ ******************************************************************************/
+/*
+ * Copyright (c) 2009-2016 ARM Limited. All rights reserved.
+ *
+ * SPDX-License-Identifier: Apache-2.0
+ *
+ * Licensed under the Apache License, Version 2.0 (the License); you may
+ * not use this file except in compliance with the License.
+ * You may obtain a copy of the License at
+ *
+ * www.apache.org/licenses/LICENSE-2.0
+ *
+ * Unless required by applicable law or agreed to in writing, software
+ * distributed under the License is distributed on an AS IS BASIS, WITHOUT
+ * WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+ * See the License for the specific language governing permissions and
+ * limitations under the License.
+ */
+
+#include <stdint.h>
+
+
+/*----------------------------------------------------------------------------
+  Linker generated Symbols
+ *----------------------------------------------------------------------------*/
+extern uint32_t __etext;
+extern uint32_t __data_start__;
+extern uint32_t __data_end__;
+extern uint32_t __copy_table_start__;
+extern uint32_t __copy_table_end__;
+extern uint32_t __zero_table_start__;
+extern uint32_t __zero_table_end__;
+extern uint32_t __bss_start__;
+extern uint32_t __bss_end__;
+extern uint32_t __StackTop;
+
+/*----------------------------------------------------------------------------
+  Exception / Interrupt Handler Function Prototype
+ *----------------------------------------------------------------------------*/
+typedef void( *pFunc )( void );
+
+
+/*----------------------------------------------------------------------------
+  External References
+ *----------------------------------------------------------------------------*/
+#ifndef __START
+extern void  _start(void) __attribute__((noreturn));    /* PreeMain (C library entry point) */
+#else
+extern int  __START(void) __attribute__((noreturn));    /* main entry point */
+#endif
+
+#ifndef __NO_SYSTEM_INIT
+extern void SystemInit (void);            /* CMSIS System Initialization      */
+#endif
+
+
+/*----------------------------------------------------------------------------
+  Internal References
+ *----------------------------------------------------------------------------*/
+void Default_Handler(void);                          /* Default empty handler */
+void Reset_Handler(void);                            /* Reset Handler */
+
+
+/*----------------------------------------------------------------------------
+  User Initial Stack & Heap
+ *----------------------------------------------------------------------------*/
+#ifndef __STACK_SIZE
+  #define	__STACK_SIZE  0x00000400
+#endif
+static uint8_t stack[__STACK_SIZE] __attribute__ ((aligned(8), used, section(".stack")));
+
+#ifndef __HEAP_SIZE
+  #define	__HEAP_SIZE   0x00000C00
+#endif
+#if __HEAP_SIZE > 0
+static uint8_t heap[__HEAP_SIZE]   __attribute__ ((aligned(8), used, section(".heap")));
+#endif
+
+
+/*----------------------------------------------------------------------------
+  Exception / Interrupt Handler
+ *----------------------------------------------------------------------------*/
+/* Cortex-M7 Processor Exceptions */
+void NMI_Handler         (void) __attribute__ ((weak, alias("Default_Handler")));
+void HardFault_Handler   (void) __attribute__ ((weak, alias("Default_Handler")));
+void MemManage_Handler   (void) __attribute__ ((weak, alias("Default_Handler")));
+void BusFault_Handler    (void) __attribute__ ((weak, alias("Default_Handler")));
+void UsageFault_Handler  (void) __attribute__ ((weak, alias("Default_Handler")));
+void SVC_Handler         (void) __attribute__ ((weak, alias("Default_Handler")));
+void DebugMon_Handler    (void) __attribute__ ((weak, alias("Default_Handler")));
+void PendSV_Handler      (void) __attribute__ ((weak, alias("Default_Handler")));
+void SysTick_Handler     (void) __attribute__ ((weak, alias("Default_Handler")));
+
+/* ARMCM7 Specific Interrupts */
+void WDT_IRQHandler      (void) __attribute__ ((weak, alias("Default_Handler")));
+void RTC_IRQHandler      (void) __attribute__ ((weak, alias("Default_Handler")));
+void TIM0_IRQHandler     (void) __attribute__ ((weak, alias("Default_Handler")));
+void TIM2_IRQHandler     (void) __attribute__ ((weak, alias("Default_Handler")));
+void MCIA_IRQHandler     (void) __attribute__ ((weak, alias("Default_Handler")));
+void MCIB_IRQHandler     (void) __attribute__ ((weak, alias("Default_Handler")));
+void UART0_IRQHandler    (void) __attribute__ ((weak, alias("Default_Handler")));
+void UART1_IRQHandler    (void) __attribute__ ((weak, alias("Default_Handler")));
+void UART2_IRQHandler    (void) __attribute__ ((weak, alias("Default_Handler")));
+void UART4_IRQHandler    (void) __attribute__ ((weak, alias("Default_Handler")));
+void AACI_IRQHandler     (void) __attribute__ ((weak, alias("Default_Handler")));
+void CLCD_IRQHandler     (void) __attribute__ ((weak, alias("Default_Handler")));
+void ENET_IRQHandler     (void) __attribute__ ((weak, alias("Default_Handler")));
+void USBDC_IRQHandler    (void) __attribute__ ((weak, alias("Default_Handler")));
+void USBHC_IRQHandler    (void) __attribute__ ((weak, alias("Default_Handler")));
+void CHLCD_IRQHandler    (void) __attribute__ ((weak, alias("Default_Handler")));
+void FLEXRAY_IRQHandler  (void) __attribute__ ((weak, alias("Default_Handler")));
+void CAN_IRQHandler      (void) __attribute__ ((weak, alias("Default_Handler")));
+void LIN_IRQHandler      (void) __attribute__ ((weak, alias("Default_Handler")));
+void I2C_IRQHandler      (void) __attribute__ ((weak, alias("Default_Handler")));
+void CPU_CLCD_IRQHandler (void) __attribute__ ((weak, alias("Default_Handler")));
+void UART3_IRQHandler    (void) __attribute__ ((weak, alias("Default_Handler")));
+void SPI_IRQHandler      (void) __attribute__ ((weak, alias("Default_Handler")));
+
+
+/*----------------------------------------------------------------------------
+  Exception / Interrupt Vector table
+ *----------------------------------------------------------------------------*/
+const pFunc __Vectors[] __attribute__ ((section(".vectors"))) = {
+  /* Cortex-M7 Exceptions Handler */
+  (pFunc)((uint32_t)&__StackTop),           /*      Initial Stack Pointer     */
+  Reset_Handler,                            /*      Reset Handler             */
+  NMI_Handler,                              /*      NMI Handler               */
+  HardFault_Handler,                        /*      Hard Fault Handler        */
+  MemManage_Handler,                        /*      MPU Fault Handler         */
+  BusFault_Handler,                         /*      Bus Fault Handler         */
+  UsageFault_Handler,                       /*      Usage Fault Handler       */
+  0,                                        /*      Reserved                  */
+  0,                                        /*      Reserved                  */
+  0,                                        /*      Reserved                  */
+  0,                                        /*      Reserved                  */
+  SVC_Handler,                              /*      SVCall Handler            */
+  DebugMon_Handler,                         /*      Debug Monitor Handler     */
+  0,                                        /*      Reserved                  */
+  PendSV_Handler,                           /*      PendSV Handler            */
+  SysTick_Handler,                          /*      SysTick Handler           */
+
+  /* External interrupts */
+  WDT_IRQHandler,                           /*  0:  Watchdog Timer            */
+  RTC_IRQHandler,                           /*  1:  Real Time Clock           */
+  TIM0_IRQHandler,                          /*  2:  Timer0 / Timer1           */
+  TIM2_IRQHandler,                          /*  3:  Timer2 / Timer3           */
+  MCIA_IRQHandler,                          /*  4:  MCIa                      */
+  MCIB_IRQHandler,                          /*  5:  MCIb                      */
+  UART0_IRQHandler,                         /*  6:  UART0 - DUT FPGA          */
+  UART1_IRQHandler,                         /*  7:  UART1 - DUT FPGA          */
+  UART2_IRQHandler,                         /*  8:  UART2 - DUT FPGA          */
+  UART4_IRQHandler,                         /*  9:  UART4 - not connected     */
+  AACI_IRQHandler,                          /* 10: AACI / AC97                */
+  CLCD_IRQHandler,                          /* 11: CLCD Combined Interrupt    */
+  ENET_IRQHandler,                          /* 12: Ethernet                   */
+  USBDC_IRQHandler,                         /* 13: USB Device                 */
+  USBHC_IRQHandler,                         /* 14: USB Host Controller        */
+  CHLCD_IRQHandler,                         /* 15: Character LCD              */
+  FLEXRAY_IRQHandler,                       /* 16: Flexray                    */
+  CAN_IRQHandler,                           /* 17: CAN                        */
+  LIN_IRQHandler,                           /* 18: LIN                        */
+  I2C_IRQHandler,                           /* 19: I2C ADC/DAC                */
+  0,                                        /* 20: Reserved                   */
+  0,                                        /* 21: Reserved                   */
+  0,                                        /* 22: Reserved                   */
+  0,                                        /* 23: Reserved                   */
+  0,                                        /* 24: Reserved                   */
+  0,                                        /* 25: Reserved                   */
+  0,                                        /* 26: Reserved                   */
+  0,                                        /* 27: Reserved                   */
+  CPU_CLCD_IRQHandler,                      /* 28: Reserved - CPU FPGA CLCD   */
+  0,                                        /* 29: Reserved - CPU FPGA        */
+  UART3_IRQHandler,                         /* 30: UART3    - CPU FPGA        */
+  SPI_IRQHandler                            /* 31: SPI Touchscreen - CPU FPGA */
+};
+
+
+/*----------------------------------------------------------------------------
+  Reset Handler called on controller reset
+ *----------------------------------------------------------------------------*/
+void Reset_Handler(void) {
+  uint32_t *pSrc, *pDest;
+  uint32_t *pTable __attribute__((unused));
+
+/*  Firstly it copies data from read only memory to RAM. There are two schemes
+ *  to copy. One can copy more than one sections. Another can only copy
+ *  one section.  The former scheme needs more instructions and read-only
+ *  data to implement than the latter.
+ *  Macro __STARTUP_COPY_MULTIPLE is used to choose between two schemes.  */
+
+#ifdef __STARTUP_COPY_MULTIPLE
+/*  Multiple sections scheme.
+ *
+ *  Between symbol address __copy_table_start__ and __copy_table_end__,
+ *  there are array of triplets, each of which specify:
+ *    offset 0: LMA of start of a section to copy from
+ *    offset 4: VMA of start of a section to copy to
+ *    offset 8: size of the section to copy. Must be multiply of 4
+ *
+ *  All addresses must be aligned to 4 bytes boundary.
+ */
+  pTable = &__copy_table_start__;
+
+  for (; pTable < &__copy_table_end__; pTable = pTable + 3) {
+		pSrc  = (uint32_t*)*(pTable + 0);
+		pDest = (uint32_t*)*(pTable + 1);
+		for (; pDest < (uint32_t*)(*(pTable + 1) + *(pTable + 2)) ; ) {
+      *pDest++ = *pSrc++;
+		}
+	}
+#else
+/*  Single section scheme.
+ *
+ *  The ranges of copy from/to are specified by following symbols
+ *    __etext: LMA of start of the section to copy from. Usually end of text
+ *    __data_start__: VMA of start of the section to copy to
+ *    __data_end__: VMA of end of the section to copy to
+ *
+ *  All addresses must be aligned to 4 bytes boundary.
+ */
+  pSrc  = &__etext;
+  pDest = &__data_start__;
+
+  for ( ; pDest < &__data_end__ ; ) {
+    *pDest++ = *pSrc++;
+  }
+#endif /*__STARTUP_COPY_MULTIPLE */
+
+/*  This part of work usually is done in C library startup code. Otherwise,
+ *  define this macro to enable it in this startup.
+ *
+ *  There are two schemes too. One can clear multiple BSS sections. Another
+ *  can only clear one section. The former is more size expensive than the
+ *  latter.
+ *
+ *  Define macro __STARTUP_CLEAR_BSS_MULTIPLE to choose the former.
+ *  Otherwise efine macro __STARTUP_CLEAR_BSS to choose the later.
+ */
+#ifdef __STARTUP_CLEAR_BSS_MULTIPLE
+/*  Multiple sections scheme.
+ *
+ *  Between symbol address __copy_table_start__ and __copy_table_end__,
+ *  there are array of tuples specifying:
+ *    offset 0: Start of a BSS section
+ *    offset 4: Size of this BSS section. Must be multiply of 4
+ */
+  pTable = &__zero_table_start__;
+
+  for (; pTable < &__zero_table_end__; pTable = pTable + 2) {
+		pDest = (uint32_t*)*(pTable + 0);
+		for (; pDest < (uint32_t*)(*(pTable + 0) + *(pTable + 1)) ; ) {
+      *pDest++ = 0;
+		}
+	}
+#elif defined (__STARTUP_CLEAR_BSS)
+/*  Single BSS section scheme.
+ *
+ *  The BSS section is specified by following symbols
+ *    __bss_start__: start of the BSS section.
+ *    __bss_end__: end of the BSS section.
+ *
+ *  Both addresses must be aligned to 4 bytes boundary.
+ */
+  pDest = &__bss_start__;
+
+  for ( ; pDest < &__bss_end__ ; ) {
+    *pDest++ = 0UL;
+  }
+#endif /* __STARTUP_CLEAR_BSS_MULTIPLE || __STARTUP_CLEAR_BSS */
+
+#ifndef __NO_SYSTEM_INIT
+	SystemInit();
+#endif
+
+#ifndef __START
+#define __START _start
+#endif
+	__START();
+
+}
+
+
+/*----------------------------------------------------------------------------
+  Default Handler for Exceptions / Interrupts
+ *----------------------------------------------------------------------------*/
+void Default_Handler(void) {
+
+	while(1);
+}

CMSIS/NN/NN_Lib_Tests/nn_test/RTE/Device/ARMCM7_SP/startup_ARMCM7.s

@@ -0,0 +1,262 @@
+;/**************************************************************************//**
+; * @file     startup_ARMCM7.s
+; * @brief    CMSIS Core Device Startup File for
+; *           ARMCM7 Device Series
+; * @version  V5.00
+; * @date     02. March 2016
+; ******************************************************************************/
+;/*
+; * Copyright (c) 2009-2016 ARM Limited. All rights reserved.
+; *
+; * SPDX-License-Identifier: Apache-2.0
+; *
+; * Licensed under the Apache License, Version 2.0 (the License); you may
+; * not use this file except in compliance with the License.
+; * You may obtain a copy of the License at
+; *
+; * www.apache.org/licenses/LICENSE-2.0
+; *
+; * Unless required by applicable law or agreed to in writing, software
+; * distributed under the License is distributed on an AS IS BASIS, WITHOUT
+; * WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+; * See the License for the specific language governing permissions and
+; * limitations under the License.
+; */
+
+;/*
+;//-------- <<< Use Configuration Wizard in Context Menu >>> ------------------
+;*/
+
+
+; <h> Stack Configuration
+;   <o> Stack Size (in Bytes) <0x0-0xFFFFFFFF:8>
+; </h>
+
+Stack_Size      EQU     0x00000400
+
+                AREA    STACK, NOINIT, READWRITE, ALIGN=3
+Stack_Mem       SPACE   Stack_Size
+__initial_sp
+
+
+; <h> Heap Configuration
+;   <o>  Heap Size (in Bytes) <0x0-0xFFFFFFFF:8>
+; </h>
+
+Heap_Size       EQU     0x00080000
+
+                AREA    HEAP, NOINIT, READWRITE, ALIGN=3
+__heap_base
+Heap_Mem        SPACE   Heap_Size
+__heap_limit
+
+
+                PRESERVE8
+                THUMB
+
+
+; Vector Table Mapped to Address 0 at Reset
+
+                AREA    RESET, DATA, READONLY
+                EXPORT  __Vectors
+                EXPORT  __Vectors_End
+                EXPORT  __Vectors_Size
+
+__Vectors       DCD     __initial_sp              ; Top of Stack
+                DCD     Reset_Handler             ; Reset Handler
+                DCD     NMI_Handler               ; NMI Handler
+                DCD     HardFault_Handler         ; Hard Fault Handler
+                DCD     MemManage_Handler         ; MPU Fault Handler
+                DCD     BusFault_Handler          ; Bus Fault Handler
+                DCD     UsageFault_Handler        ; Usage Fault Handler
+                DCD     0                         ; Reserved
+                DCD     0                         ; Reserved
+                DCD     0                         ; Reserved
+                DCD     0                         ; Reserved
+                DCD     SVC_Handler               ; SVCall Handler
+                DCD     DebugMon_Handler          ; Debug Monitor Handler
+                DCD     0                         ; Reserved
+                DCD     PendSV_Handler            ; PendSV Handler
+                DCD     SysTick_Handler           ; SysTick Handler
+
+                ; External Interrupts
+                DCD     WDT_IRQHandler            ;  0:  Watchdog Timer
+                DCD     RTC_IRQHandler            ;  1:  Real Time Clock
+                DCD     TIM0_IRQHandler           ;  2:  Timer0 / Timer1
+                DCD     TIM2_IRQHandler           ;  3:  Timer2 / Timer3
+                DCD     MCIA_IRQHandler           ;  4:  MCIa
+                DCD     MCIB_IRQHandler           ;  5:  MCIb
+                DCD     UART0_IRQHandler          ;  6:  UART0 - DUT FPGA
+                DCD     UART1_IRQHandler          ;  7:  UART1 - DUT FPGA
+                DCD     UART2_IRQHandler          ;  8:  UART2 - DUT FPGA
+                DCD     UART4_IRQHandler          ;  9:  UART4 - not connected
+                DCD     AACI_IRQHandler           ; 10: AACI / AC97
+                DCD     CLCD_IRQHandler           ; 11: CLCD Combined Interrupt
+                DCD     ENET_IRQHandler           ; 12: Ethernet
+                DCD     USBDC_IRQHandler          ; 13: USB Device
+                DCD     USBHC_IRQHandler          ; 14: USB Host Controller
+                DCD     CHLCD_IRQHandler          ; 15: Character LCD
+                DCD     FLEXRAY_IRQHandler        ; 16: Flexray
+                DCD     CAN_IRQHandler            ; 17: CAN
+                DCD     LIN_IRQHandler            ; 18: LIN
+                DCD     I2C_IRQHandler            ; 19: I2C ADC/DAC
+                DCD     0                         ; 20: Reserved
+                DCD     0                         ; 21: Reserved
+                DCD     0                         ; 22: Reserved
+                DCD     0                         ; 23: Reserved
+                DCD     0                         ; 24: Reserved
+                DCD     0                         ; 25: Reserved
+                DCD     0                         ; 26: Reserved
+                DCD     0                         ; 27: Reserved
+                DCD     CPU_CLCD_IRQHandler       ; 28: Reserved - CPU FPGA CLCD
+                DCD     0                         ; 29: Reserved - CPU FPGA
+                DCD     UART3_IRQHandler          ; 30: UART3    - CPU FPGA
+                DCD     SPI_IRQHandler            ; 31: SPI Touchscreen - CPU FPGA
+__Vectors_End
+
+__Vectors_Size  EQU     __Vectors_End - __Vectors
+
+                AREA    |.text|, CODE, READONLY
+
+
+; Reset Handler
+
+Reset_Handler   PROC
+                EXPORT  Reset_Handler             [WEAK]
+                IMPORT  SystemInit
+                IMPORT  __main
+                LDR     R0, =SystemInit
+                BLX     R0
+                LDR     R0, =__main
+                BX      R0
+                ENDP
+
+
+; Dummy Exception Handlers (infinite loops which can be modified)
+
+NMI_Handler     PROC
+                EXPORT  NMI_Handler               [WEAK]
+                B       .
+                ENDP
+HardFault_Handler\
+                PROC
+                EXPORT  HardFault_Handler         [WEAK]
+                B       .
+                ENDP
+MemManage_Handler\
+                PROC
+                EXPORT  MemManage_Handler         [WEAK]
+                B       .
+                ENDP
+BusFault_Handler\
+                PROC
+                EXPORT  BusFault_Handler          [WEAK]
+                B       .
+                ENDP
+UsageFault_Handler\
+                PROC
+                EXPORT  UsageFault_Handler        [WEAK]
+                B       .
+                ENDP
+SVC_Handler     PROC
+                EXPORT  SVC_Handler               [WEAK]
+                B       .
+                ENDP
+DebugMon_Handler\
+                PROC
+                EXPORT  DebugMon_Handler          [WEAK]
+                B       .
+                ENDP
+PendSV_Handler  PROC
+                EXPORT  PendSV_Handler            [WEAK]
+                B       .
+                ENDP
+SysTick_Handler PROC
+                EXPORT  SysTick_Handler           [WEAK]
+                B       .
+                ENDP
+
+Default_Handler PROC
+
+                EXPORT  WDT_IRQHandler            [WEAK]
+                EXPORT  RTC_IRQHandler            [WEAK]
+                EXPORT  TIM0_IRQHandler           [WEAK]
+                EXPORT  TIM2_IRQHandler           [WEAK]
+                EXPORT  MCIA_IRQHandler           [WEAK]
+                EXPORT  MCIB_IRQHandler           [WEAK]
+                EXPORT  UART0_IRQHandler          [WEAK]
+                EXPORT  UART1_IRQHandler          [WEAK]
+                EXPORT  UART2_IRQHandler          [WEAK]
+                EXPORT  UART3_IRQHandler          [WEAK]
+                EXPORT  UART4_IRQHandler          [WEAK]
+                EXPORT  AACI_IRQHandler           [WEAK]
+                EXPORT  CLCD_IRQHandler           [WEAK]
+                EXPORT  ENET_IRQHandler           [WEAK]
+                EXPORT  USBDC_IRQHandler          [WEAK]
+                EXPORT  USBHC_IRQHandler          [WEAK]
+                EXPORT  CHLCD_IRQHandler          [WEAK]
+                EXPORT  FLEXRAY_IRQHandler        [WEAK]
+                EXPORT  CAN_IRQHandler            [WEAK]
+                EXPORT  LIN_IRQHandler            [WEAK]
+                EXPORT  I2C_IRQHandler            [WEAK]
+                EXPORT  CPU_CLCD_IRQHandler       [WEAK]
+                EXPORT  SPI_IRQHandler            [WEAK]
+
+WDT_IRQHandler
+RTC_IRQHandler
+TIM0_IRQHandler
+TIM2_IRQHandler
+MCIA_IRQHandler
+MCIB_IRQHandler
+UART0_IRQHandler
+UART1_IRQHandler
+UART2_IRQHandler
+UART3_IRQHandler
+UART4_IRQHandler
+AACI_IRQHandler
+CLCD_IRQHandler
+ENET_IRQHandler
+USBDC_IRQHandler
+USBHC_IRQHandler
+CHLCD_IRQHandler
+FLEXRAY_IRQHandler
+CAN_IRQHandler
+LIN_IRQHandler
+I2C_IRQHandler
+CPU_CLCD_IRQHandler
+SPI_IRQHandler
+                B       .
+
+                ENDP
+
+
+                ALIGN
+
+
+; User Initial Stack & Heap
+
+                IF      :DEF:__MICROLIB
+
+                EXPORT  __initial_sp
+                EXPORT  __heap_base
+                EXPORT  __heap_limit
+
+                ELSE
+
+                IMPORT  __use_two_region_memory
+                EXPORT  __user_initial_stackheap
+
+__user_initial_stackheap PROC
+                LDR     R0, =  Heap_Mem
+                LDR     R1, =(Stack_Mem + Stack_Size)
+                LDR     R2, = (Heap_Mem +  Heap_Size)
+                LDR     R3, = Stack_Mem
+                BX      LR
+                ENDP
+
+                ALIGN
+
+                ENDIF
+
+
+                END

CMSIS/NN/NN_Lib_Tests/nn_test/RTE/Device/ARMCM7_SP/system_ARMCM7.c

@@ -0,0 +1,85 @@
+/**************************************************************************//**
+ * @file     system_ARMCM7.c
+ * @brief    CMSIS Device System Source File for
+ *           ARMCM7 Device Series
+ * @version  V5.00
+ * @date     08. April 2016
+ ******************************************************************************/
+/*
+ * Copyright (c) 2009-2016 ARM Limited. All rights reserved.
+ *
+ * SPDX-License-Identifier: Apache-2.0
+ *
+ * Licensed under the Apache License, Version 2.0 (the License); you may
+ * not use this file except in compliance with the License.
+ * You may obtain a copy of the License at
+ *
+ * www.apache.org/licenses/LICENSE-2.0
+ *
+ * Unless required by applicable law or agreed to in writing, software
+ * distributed under the License is distributed on an AS IS BASIS, WITHOUT
+ * WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+ * See the License for the specific language governing permissions and
+ * limitations under the License.
+ */
+
+#if defined (ARMCM7)
+  #include "ARMCM7.h"
+#elif defined (ARMCM7_SP)
+  #include "ARMCM7_SP.h"
+#elif defined (ARMCM7_DP)
+  #include "ARMCM7_DP.h"
+#else
+  #error device not specified!
+#endif
+
+/*----------------------------------------------------------------------------
+  Define clocks
+ *----------------------------------------------------------------------------*/
+#define  XTAL            ( 5000000U)      /* Oscillator frequency */
+
+#define  SYSTEM_CLOCK    (5 * XTAL)
+
+
+/*----------------------------------------------------------------------------
+  Externals
+ *----------------------------------------------------------------------------*/
+#if defined (__VTOR_PRESENT) && (__VTOR_PRESENT == 1)
+  extern uint32_t __Vectors;
+#endif
+
+/*----------------------------------------------------------------------------
+  System Core Clock Variable
+ *----------------------------------------------------------------------------*/
+uint32_t SystemCoreClock = SYSTEM_CLOCK;
+
+
+/*----------------------------------------------------------------------------
+  System Core Clock update function
+ *----------------------------------------------------------------------------*/
+void SystemCoreClockUpdate (void)
+{
+  SystemCoreClock = SYSTEM_CLOCK;
+}
+
+/*----------------------------------------------------------------------------
+  System initialization function
+ *----------------------------------------------------------------------------*/
+void SystemInit (void)
+{
+
+#if defined (__VTOR_PRESENT) && (__VTOR_PRESENT == 1)
+  SCB->VTOR = (uint32_t) &__Vectors;
+#endif
+
+#if defined (__FPU_USED) && (__FPU_USED == 1)
+  SCB->CPACR |= ((3U << 10*2) |           /* set CP10 Full Access */
+                 (3U << 11*2)  );         /* set CP11 Full Access */
+#endif
+
+#ifdef UNALIGNED_SUPPORT_DISABLE
+  SCB->CCR |= SCB_CCR_UNALIGN_TRP_Msk;
+#endif
+
+  SystemCoreClock = SYSTEM_CLOCK;
+}

CMSIS/NN/NN_Lib_Tests/nn_test/RTE/Device/STM32F411RETx/startup_stm32f411xe.s

@@ -0,0 +1,395 @@
+;******************** (C) COPYRIGHT 2016 STMicroelectronics ********************
+;* File Name          : startup_stm32f411xe.s
+;* Author             : MCD Application Team
+;* Version            : V2.6.0
+;* Date               : 04-November-2016
+;* Description        : STM32F411xExx devices vector table for MDK-ARM toolchain. 
+;*                      This module performs:
+;*                      - Set the initial SP
+;*                      - Set the initial PC == Reset_Handler
+;*                      - Set the vector table entries with the exceptions ISR address
+;*                      - Branches to __main in the C library (which eventually
+;*                        calls main()).
+;*                      After Reset the CortexM4 processor is in Thread mode,
+;*                      priority is Privileged, and the Stack is set to Main.
+;* <<< Use Configuration Wizard in Context Menu >>>   
+;*******************************************************************************
+; 
+;* Redistribution and use in source and binary forms, with or without modification,
+;* are permitted provided that the following conditions are met:
+;*   1. Redistributions of source code must retain the above copyright notice,
+;*      this list of conditions and the following disclaimer.
+;*   2. Redistributions in binary form must reproduce the above copyright notice,
+;*      this list of conditions and the following disclaimer in the documentation
+;*      and/or other materials provided with the distribution.
+;*   3. Neither the name of STMicroelectronics nor the names of its contributors
+;*      may be used to endorse or promote products derived from this software
+;*      without specific prior written permission.
+;*
+;* THIS SOFTWARE IS PROVIDED BY THE COPYRIGHT HOLDERS AND CONTRIBUTORS "AS IS"
+;* AND ANY EXPRESS OR IMPLIED WARRANTIES, INCLUDING, BUT NOT LIMITED TO, THE
+;* IMPLIED WARRANTIES OF MERCHANTABILITY AND FITNESS FOR A PARTICULAR PURPOSE ARE
+;* DISCLAIMED. IN NO EVENT SHALL THE COPYRIGHT HOLDER OR CONTRIBUTORS BE LIABLE
+;* FOR ANY DIRECT, INDIRECT, INCIDENTAL, SPECIAL, EXEMPLARY, OR CONSEQUENTIAL
+;* DAMAGES (INCLUDING, BUT NOT LIMITED TO, PROCUREMENT OF SUBSTITUTE GOODS OR
+;* SERVICES; LOSS OF USE, DATA, OR PROFITS; OR BUSINESS INTERRUPTION) HOWEVER
+;* CAUSED AND ON ANY THEORY OF LIABILITY, WHETHER IN CONTRACT, STRICT LIABILITY,
+;* OR TORT (INCLUDING NEGLIGENCE OR OTHERWISE) ARISING IN ANY WAY OUT OF THE USE
+;* OF THIS SOFTWARE, EVEN IF ADVISED OF THE POSSIBILITY OF SUCH DAMAGE.
+; 
+;*******************************************************************************
+
+; Amount of memory (in bytes) allocated for Stack
+; Tailor this value to your application needs
+; <h> Stack Configuration
+;   <o> Stack Size (in Bytes) <0x0-0xFFFFFFFF:8>
+; </h>
+
+Stack_Size      EQU     0x00000400
+
+                AREA    STACK, NOINIT, READWRITE, ALIGN=3
+Stack_Mem       SPACE   Stack_Size
+__initial_sp
+
+
+; <h> Heap Configuration
+;   <o>  Heap Size (in Bytes) <0x0-0xFFFFFFFF:8>
+; </h>
+
+Heap_Size       EQU     0x00000200
+
+                AREA    HEAP, NOINIT, READWRITE, ALIGN=3
+__heap_base
+Heap_Mem        SPACE   Heap_Size
+__heap_limit
+
+                PRESERVE8
+                THUMB
+
+
+; Vector Table Mapped to Address 0 at Reset
+                AREA    RESET, DATA, READONLY
+                EXPORT  __Vectors
+                EXPORT  __Vectors_End
+                EXPORT  __Vectors_Size
+
+__Vectors       DCD     __initial_sp               ; Top of Stack
+                DCD     Reset_Handler              ; Reset Handler
+                DCD     NMI_Handler                ; NMI Handler
+                DCD     HardFault_Handler          ; Hard Fault Handler
+                DCD     MemManage_Handler          ; MPU Fault Handler
+                DCD     BusFault_Handler           ; Bus Fault Handler
+                DCD     UsageFault_Handler         ; Usage Fault Handler
+                DCD     0                          ; Reserved
+                DCD     0                          ; Reserved
+                DCD     0                          ; Reserved
+                DCD     0                          ; Reserved
+                DCD     SVC_Handler                ; SVCall Handler
+                DCD     DebugMon_Handler           ; Debug Monitor Handler
+                DCD     0                          ; Reserved
+                DCD     PendSV_Handler             ; PendSV Handler
+                DCD     SysTick_Handler            ; SysTick Handler
+
+                ; External Interrupts
+                DCD     WWDG_IRQHandler                   ; Window WatchDog                                        
+                DCD     PVD_IRQHandler                    ; PVD through EXTI Line detection                        
+                DCD     TAMP_STAMP_IRQHandler             ; Tamper and TimeStamps through the EXTI line            
+                DCD     RTC_WKUP_IRQHandler               ; RTC Wakeup through the EXTI line                       
+                DCD     FLASH_IRQHandler                  ; FLASH                                           
+                DCD     RCC_IRQHandler                    ; RCC                                             
+                DCD     EXTI0_IRQHandler                  ; EXTI Line0                                             
+                DCD     EXTI1_IRQHandler                  ; EXTI Line1                                             
+                DCD     EXTI2_IRQHandler                  ; EXTI Line2                                             
+                DCD     EXTI3_IRQHandler                  ; EXTI Line3                                             
+                DCD     EXTI4_IRQHandler                  ; EXTI Line4                                             
+                DCD     DMA1_Stream0_IRQHandler           ; DMA1 Stream 0                                   
+                DCD     DMA1_Stream1_IRQHandler           ; DMA1 Stream 1                                   
+                DCD     DMA1_Stream2_IRQHandler           ; DMA1 Stream 2                                   
+                DCD     DMA1_Stream3_IRQHandler           ; DMA1 Stream 3                                   
+                DCD     DMA1_Stream4_IRQHandler           ; DMA1 Stream 4                                   
+                DCD     DMA1_Stream5_IRQHandler           ; DMA1 Stream 5                                   
+                DCD     DMA1_Stream6_IRQHandler           ; DMA1 Stream 6                                   
+                DCD     ADC_IRQHandler                    ; ADC1, ADC2 and ADC3s                            
+                DCD     0                                 ; Reserved                                                
+                DCD     0                                 ; Reserved                                               
+                DCD     0                                 ; Reserved                                             
+                DCD     0                                 ; Reserved                                               
+                DCD     EXTI9_5_IRQHandler                ; External Line[9:5]s                                    
+                DCD     TIM1_BRK_TIM9_IRQHandler          ; TIM1 Break and TIM9                   
+                DCD     TIM1_UP_TIM10_IRQHandler          ; TIM1 Update and TIM10                 
+                DCD     TIM1_TRG_COM_TIM11_IRQHandler     ; TIM1 Trigger and Commutation and TIM11
+                DCD     TIM1_CC_IRQHandler                ; TIM1 Capture Compare                                   
+                DCD     TIM2_IRQHandler                   ; TIM2                                            
+                DCD     TIM3_IRQHandler                   ; TIM3                                            
+                DCD     TIM4_IRQHandler                   ; TIM4                                            
+                DCD     I2C1_EV_IRQHandler                ; I2C1 Event                                             
+                DCD     I2C1_ER_IRQHandler                ; I2C1 Error                                             
+                DCD     I2C2_EV_IRQHandler                ; I2C2 Event                                             
+                DCD     I2C2_ER_IRQHandler                ; I2C2 Error                                               
+                DCD     SPI1_IRQHandler                   ; SPI1                                            
+                DCD     SPI2_IRQHandler                   ; SPI2                                            
+                DCD     USART1_IRQHandler                 ; USART1                                          
+                DCD     USART2_IRQHandler                 ; USART2                                          
+                DCD     0                                 ; Reserved                                          
+                DCD     EXTI15_10_IRQHandler              ; External Line[15:10]s                                  
+                DCD     RTC_Alarm_IRQHandler              ; RTC Alarm (A and B) through EXTI Line                  
+                DCD     OTG_FS_WKUP_IRQHandler            ; USB OTG FS Wakeup through EXTI line                        
+                DCD     0                                 ; Reserved                  
+                DCD     0                                 ; Reserved                 
+                DCD     0                                 ; Reserved
+                DCD     0                                 ; Reserved                                   
+                DCD     DMA1_Stream7_IRQHandler           ; DMA1 Stream7                                           
+                DCD     0                                 ; Reserved                                             
+                DCD     SDIO_IRQHandler                   ; SDIO                                            
+                DCD     TIM5_IRQHandler                   ; TIM5                                            
+                DCD     SPI3_IRQHandler                   ; SPI3                                            
+                DCD     0                                 ; Reserved                                           
+                DCD     0                                 ; Reserved                                           
+                DCD     0                                 ; Reserved                   
+                DCD     0                                 ; Reserved                   
+                DCD     DMA2_Stream0_IRQHandler           ; DMA2 Stream 0                                   
+                DCD     DMA2_Stream1_IRQHandler           ; DMA2 Stream 1                                   
+                DCD     DMA2_Stream2_IRQHandler           ; DMA2 Stream 2                                   
+                DCD     DMA2_Stream3_IRQHandler           ; DMA2 Stream 3                                   
+                DCD     DMA2_Stream4_IRQHandler           ; DMA2 Stream 4
+                DCD     0                                 ; Reserved  
+                DCD     0                                 ; Reserved  
+                DCD     0                                 ; Reserved                                              
+                DCD     0                                 ; Reserved                                               
+                DCD     0                                 ; Reserved                                               
+                DCD     0                                 ; Reserved                                               
+                DCD     OTG_FS_IRQHandler                 ; USB OTG FS                                      
+                DCD     DMA2_Stream5_IRQHandler           ; DMA2 Stream 5                                   
+                DCD     DMA2_Stream6_IRQHandler           ; DMA2 Stream 6                                   
+                DCD     DMA2_Stream7_IRQHandler           ; DMA2 Stream 7                                   
+                DCD     USART6_IRQHandler                 ; USART6                                           
+                DCD     I2C3_EV_IRQHandler                ; I2C3 event                                             
+                DCD     I2C3_ER_IRQHandler                ; I2C3 error                                             
+                DCD     0                                 ; Reserved                     
+                DCD     0                                 ; Reserved                       
+                DCD     0                                 ; Reserved                         
+                DCD     0                                 ; Reserved                                    
+                DCD     0                                 ; Reserved  
+                DCD     0                                 ; Reserved				                              
+                DCD     0                                 ; Reserved
+                DCD     FPU_IRQHandler                    ; FPU
+                DCD     0                                 ; Reserved
+		        DCD     0                                 ; Reserved
+		        DCD     SPI4_IRQHandler                   ; SPI4
+				DCD     SPI5_IRQHandler                   ; SPI5
+                                         
+__Vectors_End
+
+__Vectors_Size  EQU  __Vectors_End - __Vectors
+
+                AREA    |.text|, CODE, READONLY
+
+; Reset handler
+Reset_Handler    PROC
+                 EXPORT  Reset_Handler             [WEAK]
+        IMPORT  SystemInit
+        IMPORT  __main
+
+                 LDR     R0, =SystemInit
+                 BLX     R0
+                 LDR     R0, =__main
+                 BX      R0
+                 ENDP
+
+; Dummy Exception Handlers (infinite loops which can be modified)
+
+NMI_Handler     PROC
+                EXPORT  NMI_Handler                [WEAK]
+                B       .
+                ENDP
+HardFault_Handler\
+                PROC
+                EXPORT  HardFault_Handler          [WEAK]
+                B       .
+                ENDP
+MemManage_Handler\
+                PROC
+                EXPORT  MemManage_Handler          [WEAK]
+                B       .
+                ENDP
+BusFault_Handler\
+                PROC
+                EXPORT  BusFault_Handler           [WEAK]
+                B       .
+                ENDP
+UsageFault_Handler\
+                PROC
+                EXPORT  UsageFault_Handler         [WEAK]
+                B       .
+                ENDP
+SVC_Handler     PROC
+                EXPORT  SVC_Handler                [WEAK]
+                B       .
+                ENDP
+DebugMon_Handler\
+                PROC
+                EXPORT  DebugMon_Handler           [WEAK]
+                B       .
+                ENDP
+PendSV_Handler  PROC
+                EXPORT  PendSV_Handler             [WEAK]
+                B       .
+                ENDP
+SysTick_Handler PROC
+                EXPORT  SysTick_Handler            [WEAK]
+                B       .
+                ENDP
+
+Default_Handler PROC
+
+                EXPORT  WWDG_IRQHandler                   [WEAK]                                        
+                EXPORT  PVD_IRQHandler                    [WEAK]                      
+                EXPORT  TAMP_STAMP_IRQHandler             [WEAK]         
+                EXPORT  RTC_WKUP_IRQHandler               [WEAK]                     
+                EXPORT  FLASH_IRQHandler                  [WEAK]                                         
+                EXPORT  RCC_IRQHandler                    [WEAK]                                            
+                EXPORT  EXTI0_IRQHandler                  [WEAK]                                            
+                EXPORT  EXTI1_IRQHandler                  [WEAK]                                             
+                EXPORT  EXTI2_IRQHandler                  [WEAK]                                            
+                EXPORT  EXTI3_IRQHandler                  [WEAK]                                           
+                EXPORT  EXTI4_IRQHandler                  [WEAK]                                            
+                EXPORT  DMA1_Stream0_IRQHandler           [WEAK]                                
+                EXPORT  DMA1_Stream1_IRQHandler           [WEAK]                                   
+                EXPORT  DMA1_Stream2_IRQHandler           [WEAK]                                   
+                EXPORT  DMA1_Stream3_IRQHandler           [WEAK]                                   
+                EXPORT  DMA1_Stream4_IRQHandler           [WEAK]                                   
+                EXPORT  DMA1_Stream5_IRQHandler           [WEAK]                                   
+                EXPORT  DMA1_Stream6_IRQHandler           [WEAK]                                   
+                EXPORT  ADC_IRQHandler                    [WEAK]                                                                        
+                EXPORT  EXTI9_5_IRQHandler                [WEAK]                                    
+                EXPORT  TIM1_BRK_TIM9_IRQHandler          [WEAK]                  
+                EXPORT  TIM1_UP_TIM10_IRQHandler          [WEAK]                
+                EXPORT  TIM1_TRG_COM_TIM11_IRQHandler     [WEAK] 
+                EXPORT  TIM1_CC_IRQHandler                [WEAK]                                   
+                EXPORT  TIM2_IRQHandler                   [WEAK]                                            
+                EXPORT  TIM3_IRQHandler                   [WEAK]                                            
+                EXPORT  TIM4_IRQHandler                   [WEAK]                                            
+                EXPORT  I2C1_EV_IRQHandler                [WEAK]                                             
+                EXPORT  I2C1_ER_IRQHandler                [WEAK]                                             
+                EXPORT  I2C2_EV_IRQHandler                [WEAK]                                            
+                EXPORT  I2C2_ER_IRQHandler                [WEAK]                                               
+                EXPORT  SPI1_IRQHandler                   [WEAK]                                           
+                EXPORT  SPI2_IRQHandler                   [WEAK]                                            
+                EXPORT  USART1_IRQHandler                 [WEAK]                                          
+                EXPORT  USART2_IRQHandler                 [WEAK]                                                                                  
+                EXPORT  EXTI15_10_IRQHandler              [WEAK]                                  
+                EXPORT  RTC_Alarm_IRQHandler              [WEAK]                  
+                EXPORT  OTG_FS_WKUP_IRQHandler            [WEAK]                        
+                EXPORT  DMA1_Stream7_IRQHandler           [WEAK]                                                                                     
+                EXPORT  SDIO_IRQHandler                   [WEAK]                                             
+                EXPORT  TIM5_IRQHandler                   [WEAK]                                             
+                EXPORT  SPI3_IRQHandler                   [WEAK]                                                               
+                EXPORT  DMA2_Stream0_IRQHandler           [WEAK]                                  
+                EXPORT  DMA2_Stream1_IRQHandler           [WEAK]                                   
+                EXPORT  DMA2_Stream2_IRQHandler           [WEAK]                                    
+                EXPORT  DMA2_Stream3_IRQHandler           [WEAK]                                    
+                EXPORT  DMA2_Stream4_IRQHandler           [WEAK]                                                                                                     
+                EXPORT  OTG_FS_IRQHandler                 [WEAK]                                       
+                EXPORT  DMA2_Stream5_IRQHandler           [WEAK]                                   
+                EXPORT  DMA2_Stream6_IRQHandler           [WEAK]                                   
+                EXPORT  DMA2_Stream7_IRQHandler           [WEAK]                                   
+                EXPORT  USART6_IRQHandler                 [WEAK]                                           
+                EXPORT  I2C3_EV_IRQHandler                [WEAK]                                              
+                EXPORT  I2C3_ER_IRQHandler                [WEAK]                                              
+                EXPORT  FPU_IRQHandler                    [WEAK]
+				EXPORT  SPI4_IRQHandler                   [WEAK]
+                EXPORT  SPI5_IRQHandler                   [WEAK]
+
+WWDG_IRQHandler                                                       
+PVD_IRQHandler                                      
+TAMP_STAMP_IRQHandler                  
+RTC_WKUP_IRQHandler                                
+FLASH_IRQHandler                                                       
+RCC_IRQHandler                                                            
+EXTI0_IRQHandler                                                          
+EXTI1_IRQHandler                                                           
+EXTI2_IRQHandler                                                          
+EXTI3_IRQHandler                                                         
+EXTI4_IRQHandler                                                          
+DMA1_Stream0_IRQHandler                                       
+DMA1_Stream1_IRQHandler                                          
+DMA1_Stream2_IRQHandler                                          
+DMA1_Stream3_IRQHandler                                          
+DMA1_Stream4_IRQHandler                                          
+DMA1_Stream5_IRQHandler                                          
+DMA1_Stream6_IRQHandler                                          
+ADC_IRQHandler                                                                                                    
+EXTI9_5_IRQHandler                                                
+TIM1_BRK_TIM9_IRQHandler                        
+TIM1_UP_TIM10_IRQHandler                      
+TIM1_TRG_COM_TIM11_IRQHandler  
+TIM1_CC_IRQHandler                                               
+TIM2_IRQHandler                                                           
+TIM3_IRQHandler                                                           
+TIM4_IRQHandler                                                           
+I2C1_EV_IRQHandler                                                         
+I2C1_ER_IRQHandler                                                         
+I2C2_EV_IRQHandler                                                        
+I2C2_ER_IRQHandler                                                           
+SPI1_IRQHandler                                                          
+SPI2_IRQHandler                                                           
+USART1_IRQHandler                                                       
+USART2_IRQHandler                                                                                                           
+EXTI15_10_IRQHandler                                            
+RTC_Alarm_IRQHandler                            
+OTG_FS_WKUP_IRQHandler                                                                           
+DMA1_Stream7_IRQHandler                                                                                                             
+SDIO_IRQHandler                                                            
+TIM5_IRQHandler                                                            
+SPI3_IRQHandler                                                                                     
+DMA2_Stream0_IRQHandler                                         
+DMA2_Stream1_IRQHandler                                          
+DMA2_Stream2_IRQHandler                                           
+DMA2_Stream3_IRQHandler                                           
+DMA2_Stream4_IRQHandler                                                                                                                                  
+OTG_FS_IRQHandler                                                    
+DMA2_Stream5_IRQHandler                                          
+DMA2_Stream6_IRQHandler                                          
+DMA2_Stream7_IRQHandler                                          
+USART6_IRQHandler                                                        
+I2C3_EV_IRQHandler                                                          
+I2C3_ER_IRQHandler                                                          
+FPU_IRQHandler
+SPI4_IRQHandler
+SPI5_IRQHandler
+
+                B       .
+
+                ENDP
+
+                ALIGN
+
+;*******************************************************************************
+; User Stack and Heap initialization
+;*******************************************************************************
+                 IF      :DEF:__MICROLIB
+                
+                 EXPORT  __initial_sp
+                 EXPORT  __heap_base
+                 EXPORT  __heap_limit
+                
+                 ELSE
+                
+                 IMPORT  __use_two_region_memory
+                 EXPORT  __user_initial_stackheap
+                 
+__user_initial_stackheap
+
+                 LDR     R0, =  Heap_Mem
+                 LDR     R1, =(Stack_Mem + Stack_Size)
+                 LDR     R2, = (Heap_Mem +  Heap_Size)
+                 LDR     R3, = Stack_Mem
+                 BX      LR
+
+                 ALIGN
+
+                 ENDIF
+
+                 END
+
+;************************ (C) COPYRIGHT STMicroelectronics *****END OF FILE*****

CMSIS/NN/NN_Lib_Tests/nn_test/RTE/Device/STM32F411RETx/system_stm32f4xx.c

@@ -0,0 +1,763 @@
+/**
+  ******************************************************************************
+  * @file    system_stm32f4xx.c
+  * @author  MCD Application Team
+  * @version V2.6.0
+  * @date    04-November-2016
+  * @brief   CMSIS Cortex-M4 Device Peripheral Access Layer System Source File.
+  *
+  *   This file provides two functions and one global variable to be called from 
+  *   user application:
+  *      - SystemInit(): This function is called at startup just after reset and 
+  *                      before branch to main program. This call is made inside
+  *                      the "startup_stm32f4xx.s" file.
+  *
+  *      - SystemCoreClock variable: Contains the core clock (HCLK), it can be used
+  *                                  by the user application to setup the SysTick 
+  *                                  timer or configure other parameters.
+  *                                     
+  *      - SystemCoreClockUpdate(): Updates the variable SystemCoreClock and must
+  *                                 be called whenever the core clock is changed
+  *                                 during program execution.
+  *
+  *
+  ******************************************************************************
+  * @attention
+  *
+  * <h2><center>&copy; COPYRIGHT 2016 STMicroelectronics</center></h2>
+  *
+  * Redistribution and use in source and binary forms, with or without modification,
+  * are permitted provided that the following conditions are met:
+  *   1. Redistributions of source code must retain the above copyright notice,
+  *      this list of conditions and the following disclaimer.
+  *   2. Redistributions in binary form must reproduce the above copyright notice,
+  *      this list of conditions and the following disclaimer in the documentation
+  *      and/or other materials provided with the distribution.
+  *   3. Neither the name of STMicroelectronics nor the names of its contributors
+  *      may be used to endorse or promote products derived from this software
+  *      without specific prior written permission.
+  *
+  * THIS SOFTWARE IS PROVIDED BY THE COPYRIGHT HOLDERS AND CONTRIBUTORS "AS IS"
+  * AND ANY EXPRESS OR IMPLIED WARRANTIES, INCLUDING, BUT NOT LIMITED TO, THE
+  * IMPLIED WARRANTIES OF MERCHANTABILITY AND FITNESS FOR A PARTICULAR PURPOSE ARE
+  * DISCLAIMED. IN NO EVENT SHALL THE COPYRIGHT HOLDER OR CONTRIBUTORS BE LIABLE
+  * FOR ANY DIRECT, INDIRECT, INCIDENTAL, SPECIAL, EXEMPLARY, OR CONSEQUENTIAL
+  * DAMAGES (INCLUDING, BUT NOT LIMITED TO, PROCUREMENT OF SUBSTITUTE GOODS OR
+  * SERVICES; LOSS OF USE, DATA, OR PROFITS; OR BUSINESS INTERRUPTION) HOWEVER
+  * CAUSED AND ON ANY THEORY OF LIABILITY, WHETHER IN CONTRACT, STRICT LIABILITY,
+  * OR TORT (INCLUDING NEGLIGENCE OR OTHERWISE) ARISING IN ANY WAY OUT OF THE USE
+  * OF THIS SOFTWARE, EVEN IF ADVISED OF THE POSSIBILITY OF SUCH DAMAGE.
+  *
+  ******************************************************************************
+  */
+
+/** @addtogroup CMSIS
+  * @{
+  */
+
+/** @addtogroup stm32f4xx_system
+  * @{
+  */  
+  
+/** @addtogroup STM32F4xx_System_Private_Includes
+  * @{
+  */
+
+
+#include "stm32f4xx.h"
+
+#if !defined  (HSE_VALUE) 
+  #define HSE_VALUE    ((uint32_t)25000000) /*!< Default value of the External oscillator in Hz */
+#endif /* HSE_VALUE */
+
+#if !defined  (HSI_VALUE)
+  #define HSI_VALUE    ((uint32_t)16000000) /*!< Value of the Internal oscillator in Hz*/
+#endif /* HSI_VALUE */
+
+/**
+  * @}
+  */
+
+/** @addtogroup STM32F4xx_System_Private_TypesDefinitions
+  * @{
+  */
+
+/**
+  * @}
+  */
+
+/** @addtogroup STM32F4xx_System_Private_Defines
+  * @{
+  */
+
+/************************* Miscellaneous Configuration ************************/
+/*!< Uncomment the following line if you need to use external SRAM or SDRAM as data memory  */
+#if defined(STM32F405xx) || defined(STM32F415xx) || defined(STM32F407xx) || defined(STM32F417xx)\
+ || defined(STM32F427xx) || defined(STM32F437xx) || defined(STM32F429xx) || defined(STM32F439xx)\
+ || defined(STM32F469xx) || defined(STM32F479xx) || defined(STM32F412Zx) || defined(STM32F412Vx)
+/* #define DATA_IN_ExtSRAM */
+#endif /* STM32F40xxx || STM32F41xxx || STM32F42xxx || STM32F43xxx || STM32F469xx || STM32F479xx ||\
+          STM32F412Zx || STM32F412Vx */
+ 
+#if defined(STM32F427xx) || defined(STM32F437xx) || defined(STM32F429xx) || defined(STM32F439xx)\
+ || defined(STM32F446xx) || defined(STM32F469xx) || defined(STM32F479xx)
+/* #define DATA_IN_ExtSDRAM */
+#endif /* STM32F427xx || STM32F437xx || STM32F429xx || STM32F439xx || STM32F446xx || STM32F469xx ||\
+          STM32F479xx */
+
+/*!< Uncomment the following line if you need to relocate your vector Table in
+     Internal SRAM. */
+/* #define VECT_TAB_SRAM */
+#define VECT_TAB_OFFSET  0x00 /*!< Vector Table base offset field. 
+                                   This value must be a multiple of 0x200. */
+/******************************************************************************/
+
+/**
+  * @}
+  */
+
+/** @addtogroup STM32F4xx_System_Private_Macros
+  * @{
+  */
+
+/**
+  * @}
+  */
+
+/** @addtogroup STM32F4xx_System_Private_Variables
+  * @{
+  */
+  /* This variable is updated in three ways:
+      1) by calling CMSIS function SystemCoreClockUpdate()
+      2) by calling HAL API function HAL_RCC_GetHCLKFreq()
+      3) each time HAL_RCC_ClockConfig() is called to configure the system clock frequency 
+         Note: If you use this function to configure the system clock; then there
+               is no need to call the 2 first functions listed above, since SystemCoreClock
+               variable is updated automatically.
+  */
+uint32_t SystemCoreClock = 16000000;
+const uint8_t AHBPrescTable[16] = {0, 0, 0, 0, 0, 0, 0, 0, 1, 2, 3, 4, 6, 7, 8, 9};
+const uint8_t APBPrescTable[8]  = {0, 0, 0, 0, 1, 2, 3, 4};
+/**
+  * @}
+  */
+
+/** @addtogroup STM32F4xx_System_Private_FunctionPrototypes
+  * @{
+  */
+
+#if defined (DATA_IN_ExtSRAM) || defined (DATA_IN_ExtSDRAM)
+  static void SystemInit_ExtMemCtl(void); 
+#endif /* DATA_IN_ExtSRAM || DATA_IN_ExtSDRAM */
+
+/**
+  * @}
+  */
+
+/** @addtogroup STM32F4xx_System_Private_Functions
+  * @{
+  */
+
+/**
+  * @brief  Setup the microcontroller system
+  *         Initialize the FPU setting, vector table location and External memory 
+  *         configuration.
+  * @param  None
+  * @retval None
+  */
+void SystemInit(void)
+{
+  /* FPU settings ------------------------------------------------------------*/
+  #if (__FPU_PRESENT == 1) && (__FPU_USED == 1)
+    SCB->CPACR |= ((3UL << 10*2)|(3UL << 11*2));  /* set CP10 and CP11 Full Access */
+  #endif
+  /* Reset the RCC clock configuration to the default reset state ------------*/
+  /* Set HSION bit */
+  RCC->CR |= (uint32_t)0x00000001;
+
+  /* Reset CFGR register */
+  RCC->CFGR = 0x00000000;
+
+  /* Reset HSEON, CSSON and PLLON bits */
+  RCC->CR &= (uint32_t)0xFEF6FFFF;
+
+  /* Reset PLLCFGR register */
+  RCC->PLLCFGR = 0x24003010;
+
+  /* Reset HSEBYP bit */
+  RCC->CR &= (uint32_t)0xFFFBFFFF;
+
+  /* Disable all interrupts */
+  RCC->CIR = 0x00000000;
+
+#if defined (DATA_IN_ExtSRAM) || defined (DATA_IN_ExtSDRAM)
+  SystemInit_ExtMemCtl(); 
+#endif /* DATA_IN_ExtSRAM || DATA_IN_ExtSDRAM */
+
+  /* Configure the Vector Table location add offset address ------------------*/
+#ifdef VECT_TAB_SRAM
+  SCB->VTOR = SRAM_BASE | VECT_TAB_OFFSET; /* Vector Table Relocation in Internal SRAM */
+#else
+  SCB->VTOR = FLASH_BASE | VECT_TAB_OFFSET; /* Vector Table Relocation in Internal FLASH */
+#endif
+}
+
+/**
+   * @brief  Update SystemCoreClock variable according to Clock Register Values.
+  *         The SystemCoreClock variable contains the core clock (HCLK), it can
+  *         be used by the user application to setup the SysTick timer or configure
+  *         other parameters.
+  *           
+  * @note   Each time the core clock (HCLK) changes, this function must be called
+  *         to update SystemCoreClock variable value. Otherwise, any configuration
+  *         based on this variable will be incorrect.         
+  *     
+  * @note   - The system frequency computed by this function is not the real 
+  *           frequency in the chip. It is calculated based on the predefined 
+  *           constant and the selected clock source:
+  *             
+  *           - If SYSCLK source is HSI, SystemCoreClock will contain the HSI_VALUE(*)
+  *                                              
+  *           - If SYSCLK source is HSE, SystemCoreClock will contain the HSE_VALUE(**)
+  *                          
+  *           - If SYSCLK source is PLL, SystemCoreClock will contain the HSE_VALUE(**) 
+  *             or HSI_VALUE(*) multiplied/divided by the PLL factors.
+  *         
+  *         (*) HSI_VALUE is a constant defined in stm32f4xx_hal_conf.h file (default value
+  *             16 MHz) but the real value may vary depending on the variations
+  *             in voltage and temperature.   
+  *    
+  *         (**) HSE_VALUE is a constant defined in stm32f4xx_hal_conf.h file (its value
+  *              depends on the application requirements), user has to ensure that HSE_VALUE
+  *              is same as the real frequency of the crystal used. Otherwise, this function
+  *              may have wrong result.
+  *                
+  *         - The result of this function could be not correct when using fractional
+  *           value for HSE crystal.
+  *     
+  * @param  None
+  * @retval None
+  */
+void SystemCoreClockUpdate(void)
+{
+  uint32_t tmp = 0, pllvco = 0, pllp = 2, pllsource = 0, pllm = 2;
+  
+  /* Get SYSCLK source -------------------------------------------------------*/
+  tmp = RCC->CFGR & RCC_CFGR_SWS;
+
+  switch (tmp)
+  {
+    case 0x00:  /* HSI used as system clock source */
+      SystemCoreClock = HSI_VALUE;
+      break;
+    case 0x04:  /* HSE used as system clock source */
+      SystemCoreClock = HSE_VALUE;
+      break;
+    case 0x08:  /* PLL used as system clock source */
+
+      /* PLL_VCO = (HSE_VALUE or HSI_VALUE / PLL_M) * PLL_N
+         SYSCLK = PLL_VCO / PLL_P
+         */    
+      pllsource = (RCC->PLLCFGR & RCC_PLLCFGR_PLLSRC) >> 22;
+      pllm = RCC->PLLCFGR & RCC_PLLCFGR_PLLM;
+      
+      if (pllsource != 0)
+      {
+        /* HSE used as PLL clock source */
+        pllvco = (HSE_VALUE / pllm) * ((RCC->PLLCFGR & RCC_PLLCFGR_PLLN) >> 6);
+      }
+      else
+      {
+        /* HSI used as PLL clock source */
+        pllvco = (HSI_VALUE / pllm) * ((RCC->PLLCFGR & RCC_PLLCFGR_PLLN) >> 6);
+      }
+
+      pllp = (((RCC->PLLCFGR & RCC_PLLCFGR_PLLP) >>16) + 1 ) *2;
+      SystemCoreClock = pllvco/pllp;
+      break;
+    default:
+      SystemCoreClock = HSI_VALUE;
+      break;
+  }
+  /* Compute HCLK frequency --------------------------------------------------*/
+  /* Get HCLK prescaler */
+  tmp = AHBPrescTable[((RCC->CFGR & RCC_CFGR_HPRE) >> 4)];
+  /* HCLK frequency */
+  SystemCoreClock >>= tmp;
+}
+
+#if defined (DATA_IN_ExtSRAM) && defined (DATA_IN_ExtSDRAM)
+#if defined(STM32F427xx) || defined(STM32F437xx) || defined(STM32F429xx) || defined(STM32F439xx)\
+ || defined(STM32F469xx) || defined(STM32F479xx)
+/**
+  * @brief  Setup the external memory controller.
+  *         Called in startup_stm32f4xx.s before jump to main.
+  *         This function configures the external memories (SRAM/SDRAM)
+  *         This SRAM/SDRAM will be used as program data memory (including heap and stack).
+  * @param  None
+  * @retval None
+  */
+void SystemInit_ExtMemCtl(void)
+{
+  __IO uint32_t tmp = 0x00;
+
+  register uint32_t tmpreg = 0, timeout = 0xFFFF;
+  register __IO uint32_t index;
+
+  /* Enable GPIOC, GPIOD, GPIOE, GPIOF, GPIOG, GPIOH and GPIOI interface clock */
+  RCC->AHB1ENR |= 0x000001F8;
+
+  /* Delay after an RCC peripheral clock enabling */
+  tmp = READ_BIT(RCC->AHB1ENR, RCC_AHB1ENR_GPIOCEN);
+  
+  /* Connect PDx pins to FMC Alternate function */
+  GPIOD->AFR[0]  = 0x00CCC0CC;
+  GPIOD->AFR[1]  = 0xCCCCCCCC;
+  /* Configure PDx pins in Alternate function mode */  
+  GPIOD->MODER   = 0xAAAA0A8A;
+  /* Configure PDx pins speed to 100 MHz */  
+  GPIOD->OSPEEDR = 0xFFFF0FCF;
+  /* Configure PDx pins Output type to push-pull */  
+  GPIOD->OTYPER  = 0x00000000;
+  /* No pull-up, pull-down for PDx pins */ 
+  GPIOD->PUPDR   = 0x00000000;
+
+  /* Connect PEx pins to FMC Alternate function */
+  GPIOE->AFR[0]  = 0xC00CC0CC;
+  GPIOE->AFR[1]  = 0xCCCCCCCC;
+  /* Configure PEx pins in Alternate function mode */ 
+  GPIOE->MODER   = 0xAAAA828A;
+  /* Configure PEx pins speed to 100 MHz */ 
+  GPIOE->OSPEEDR = 0xFFFFC3CF;
+  /* Configure PEx pins Output type to push-pull */  
+  GPIOE->OTYPER  = 0x00000000;
+  /* No pull-up, pull-down for PEx pins */ 
+  GPIOE->PUPDR   = 0x00000000;
+  
+  /* Connect PFx pins to FMC Alternate function */
+  GPIOF->AFR[0]  = 0xCCCCCCCC;
+  GPIOF->AFR[1]  = 0xCCCCCCCC;
+  /* Configure PFx pins in Alternate function mode */   
+  GPIOF->MODER   = 0xAA800AAA;
+  /* Configure PFx pins speed to 50 MHz */ 
+  GPIOF->OSPEEDR = 0xAA800AAA;
+  /* Configure PFx pins Output type to push-pull */  
+  GPIOF->OTYPER  = 0x00000000;
+  /* No pull-up, pull-down for PFx pins */ 
+  GPIOF->PUPDR   = 0x00000000;
+
+  /* Connect PGx pins to FMC Alternate function */
+  GPIOG->AFR[0]  = 0xCCCCCCCC;
+  GPIOG->AFR[1]  = 0xCCCCCCCC;
+  /* Configure PGx pins in Alternate function mode */ 
+  GPIOG->MODER   = 0xAAAAAAAA;
+  /* Configure PGx pins speed to 50 MHz */ 
+  GPIOG->OSPEEDR = 0xAAAAAAAA;
+  /* Configure PGx pins Output type to push-pull */  
+  GPIOG->OTYPER  = 0x00000000;
+  /* No pull-up, pull-down for PGx pins */ 
+  GPIOG->PUPDR   = 0x00000000;
+  
+  /* Connect PHx pins to FMC Alternate function */
+  GPIOH->AFR[0]  = 0x00C0CC00;
+  GPIOH->AFR[1]  = 0xCCCCCCCC;
+  /* Configure PHx pins in Alternate function mode */ 
+  GPIOH->MODER   = 0xAAAA08A0;
+  /* Configure PHx pins speed to 50 MHz */ 
+  GPIOH->OSPEEDR = 0xAAAA08A0;
+  /* Configure PHx pins Output type to push-pull */  
+  GPIOH->OTYPER  = 0x00000000;
+  /* No pull-up, pull-down for PHx pins */ 
+  GPIOH->PUPDR   = 0x00000000;
+  
+  /* Connect PIx pins to FMC Alternate function */
+  GPIOI->AFR[0]  = 0xCCCCCCCC;
+  GPIOI->AFR[1]  = 0x00000CC0;
+  /* Configure PIx pins in Alternate function mode */ 
+  GPIOI->MODER   = 0x0028AAAA;
+  /* Configure PIx pins speed to 50 MHz */ 
+  GPIOI->OSPEEDR = 0x0028AAAA;
+  /* Configure PIx pins Output type to push-pull */  
+  GPIOI->OTYPER  = 0x00000000;
+  /* No pull-up, pull-down for PIx pins */ 
+  GPIOI->PUPDR   = 0x00000000;
+  
+/*-- FMC Configuration -------------------------------------------------------*/
+  /* Enable the FMC interface clock */
+  RCC->AHB3ENR |= 0x00000001;
+  /* Delay after an RCC peripheral clock enabling */
+  tmp = READ_BIT(RCC->AHB3ENR, RCC_AHB3ENR_FMCEN);
+
+  FMC_Bank5_6->SDCR[0] = 0x000019E4;
+  FMC_Bank5_6->SDTR[0] = 0x01115351;      
+  
+  /* SDRAM initialization sequence */
+  /* Clock enable command */
+  FMC_Bank5_6->SDCMR = 0x00000011; 
+  tmpreg = FMC_Bank5_6->SDSR & 0x00000020; 
+  while((tmpreg != 0) && (timeout-- > 0))
+  {
+    tmpreg = FMC_Bank5_6->SDSR & 0x00000020; 
+  }
+
+  /* Delay */
+  for (index = 0; index<1000; index++);
+  
+  /* PALL command */
+  FMC_Bank5_6->SDCMR = 0x00000012;           
+  timeout = 0xFFFF;
+  while((tmpreg != 0) && (timeout-- > 0))
+  {
+    tmpreg = FMC_Bank5_6->SDSR & 0x00000020; 
+  }
+  
+  /* Auto refresh command */
+  FMC_Bank5_6->SDCMR = 0x00000073;
+  timeout = 0xFFFF;
+  while((tmpreg != 0) && (timeout-- > 0))
+  {
+    tmpreg = FMC_Bank5_6->SDSR & 0x00000020; 
+  }
+ 
+  /* MRD register program */
+  FMC_Bank5_6->SDCMR = 0x00046014;
+  timeout = 0xFFFF;
+  while((tmpreg != 0) && (timeout-- > 0))
+  {
+    tmpreg = FMC_Bank5_6->SDSR & 0x00000020; 
+  } 
+  
+  /* Set refresh count */
+  tmpreg = FMC_Bank5_6->SDRTR;
+  FMC_Bank5_6->SDRTR = (tmpreg | (0x0000027C<<1));
+  
+  /* Disable write protection */
+  tmpreg = FMC_Bank5_6->SDCR[0]; 
+  FMC_Bank5_6->SDCR[0] = (tmpreg & 0xFFFFFDFF);
+
+#if defined(STM32F427xx) || defined(STM32F437xx) || defined(STM32F429xx) || defined(STM32F439xx)
+  /* Configure and enable Bank1_SRAM2 */
+  FMC_Bank1->BTCR[2]  = 0x00001011;
+  FMC_Bank1->BTCR[3]  = 0x00000201;
+  FMC_Bank1E->BWTR[2] = 0x0fffffff;
+#endif /* STM32F427xx || STM32F437xx || STM32F429xx || STM32F439xx */ 
+#if defined(STM32F469xx) || defined(STM32F479xx)
+  /* Configure and enable Bank1_SRAM2 */
+  FMC_Bank1->BTCR[2]  = 0x00001091;
+  FMC_Bank1->BTCR[3]  = 0x00110212;
+  FMC_Bank1E->BWTR[2] = 0x0fffffff;
+#endif /* STM32F469xx || STM32F479xx */
+
+  (void)(tmp); 
+}
+#endif /* STM32F427xx || STM32F437xx || STM32F429xx || STM32F439xx || STM32F469xx || STM32F479xx */
+#elif defined (DATA_IN_ExtSRAM) || defined (DATA_IN_ExtSDRAM)
+/**
+  * @brief  Setup the external memory controller.
+  *         Called in startup_stm32f4xx.s before jump to main.
+  *         This function configures the external memories (SRAM/SDRAM)
+  *         This SRAM/SDRAM will be used as program data memory (including heap and stack).
+  * @param  None
+  * @retval None
+  */
+void SystemInit_ExtMemCtl(void)
+{
+  __IO uint32_t tmp = 0x00;
+#if defined(STM32F427xx) || defined(STM32F437xx) || defined(STM32F429xx) || defined(STM32F439xx)\
+ || defined(STM32F446xx) || defined(STM32F469xx) || defined(STM32F479xx)
+#if defined (DATA_IN_ExtSDRAM)
+  register uint32_t tmpreg = 0, timeout = 0xFFFF;
+  register __IO uint32_t index;
+
+#if defined(STM32F446xx)
+  /* Enable GPIOA, GPIOC, GPIOD, GPIOE, GPIOF, GPIOG interface
+      clock */
+  RCC->AHB1ENR |= 0x0000007D;
+#else
+  /* Enable GPIOC, GPIOD, GPIOE, GPIOF, GPIOG, GPIOH and GPIOI interface 
+      clock */
+  RCC->AHB1ENR |= 0x000001F8;
+#endif /* STM32F446xx */  
+  /* Delay after an RCC peripheral clock enabling */
+  tmp = READ_BIT(RCC->AHB1ENR, RCC_AHB1ENR_GPIOCEN);
+  
+#if defined(STM32F446xx)
+  /* Connect PAx pins to FMC Alternate function */
+  GPIOA->AFR[0]  |= 0xC0000000;
+  GPIOA->AFR[1]  |= 0x00000000;
+  /* Configure PDx pins in Alternate function mode */
+  GPIOA->MODER   |= 0x00008000;
+  /* Configure PDx pins speed to 50 MHz */
+  GPIOA->OSPEEDR |= 0x00008000;
+  /* Configure PDx pins Output type to push-pull */
+  GPIOA->OTYPER  |= 0x00000000;
+  /* No pull-up, pull-down for PDx pins */
+  GPIOA->PUPDR   |= 0x00000000;
+
+  /* Connect PCx pins to FMC Alternate function */
+  GPIOC->AFR[0]  |= 0x00CC0000;
+  GPIOC->AFR[1]  |= 0x00000000;
+  /* Configure PDx pins in Alternate function mode */
+  GPIOC->MODER   |= 0x00000A00;
+  /* Configure PDx pins speed to 50 MHz */
+  GPIOC->OSPEEDR |= 0x00000A00;
+  /* Configure PDx pins Output type to push-pull */
+  GPIOC->OTYPER  |= 0x00000000;
+  /* No pull-up, pull-down for PDx pins */
+  GPIOC->PUPDR   |= 0x00000000;
+#endif /* STM32F446xx */
+
+  /* Connect PDx pins to FMC Alternate function */
+  GPIOD->AFR[0]  = 0x000000CC;
+  GPIOD->AFR[1]  = 0xCC000CCC;
+  /* Configure PDx pins in Alternate function mode */  
+  GPIOD->MODER   = 0xA02A000A;
+  /* Configure PDx pins speed to 50 MHz */  
+  GPIOD->OSPEEDR = 0xA02A000A;
+  /* Configure PDx pins Output type to push-pull */  
+  GPIOD->OTYPER  = 0x00000000;
+  /* No pull-up, pull-down for PDx pins */ 
+  GPIOD->PUPDR   = 0x00000000;
+
+  /* Connect PEx pins to FMC Alternate function */
+  GPIOE->AFR[0]  = 0xC00000CC;
+  GPIOE->AFR[1]  = 0xCCCCCCCC;
+  /* Configure PEx pins in Alternate function mode */ 
+  GPIOE->MODER   = 0xAAAA800A;
+  /* Configure PEx pins speed to 50 MHz */ 
+  GPIOE->OSPEEDR = 0xAAAA800A;
+  /* Configure PEx pins Output type to push-pull */  
+  GPIOE->OTYPER  = 0x00000000;
+  /* No pull-up, pull-down for PEx pins */ 
+  GPIOE->PUPDR   = 0x00000000;
+
+  /* Connect PFx pins to FMC Alternate function */
+  GPIOF->AFR[0]  = 0xCCCCCCCC;
+  GPIOF->AFR[1]  = 0xCCCCCCCC;
+  /* Configure PFx pins in Alternate function mode */   
+  GPIOF->MODER   = 0xAA800AAA;
+  /* Configure PFx pins speed to 50 MHz */ 
+  GPIOF->OSPEEDR = 0xAA800AAA;
+  /* Configure PFx pins Output type to push-pull */  
+  GPIOF->OTYPER  = 0x00000000;
+  /* No pull-up, pull-down for PFx pins */ 
+  GPIOF->PUPDR   = 0x00000000;
+
+  /* Connect PGx pins to FMC Alternate function */
+  GPIOG->AFR[0]  = 0xCCCCCCCC;
+  GPIOG->AFR[1]  = 0xCCCCCCCC;
+  /* Configure PGx pins in Alternate function mode */ 
+  GPIOG->MODER   = 0xAAAAAAAA;
+  /* Configure PGx pins speed to 50 MHz */ 
+  GPIOG->OSPEEDR = 0xAAAAAAAA;
+  /* Configure PGx pins Output type to push-pull */  
+  GPIOG->OTYPER  = 0x00000000;
+  /* No pull-up, pull-down for PGx pins */ 
+  GPIOG->PUPDR   = 0x00000000;
+
+#if defined(STM32F427xx) || defined(STM32F437xx) || defined(STM32F429xx) || defined(STM32F439xx)\
+ || defined(STM32F469xx) || defined(STM32F479xx)  
+  /* Connect PHx pins to FMC Alternate function */
+  GPIOH->AFR[0]  = 0x00C0CC00;
+  GPIOH->AFR[1]  = 0xCCCCCCCC;
+  /* Configure PHx pins in Alternate function mode */ 
+  GPIOH->MODER   = 0xAAAA08A0;
+  /* Configure PHx pins speed to 50 MHz */ 
+  GPIOH->OSPEEDR = 0xAAAA08A0;
+  /* Configure PHx pins Output type to push-pull */  
+  GPIOH->OTYPER  = 0x00000000;
+  /* No pull-up, pull-down for PHx pins */ 
+  GPIOH->PUPDR   = 0x00000000;
+  
+  /* Connect PIx pins to FMC Alternate function */
+  GPIOI->AFR[0]  = 0xCCCCCCCC;
+  GPIOI->AFR[1]  = 0x00000CC0;
+  /* Configure PIx pins in Alternate function mode */ 
+  GPIOI->MODER   = 0x0028AAAA;
+  /* Configure PIx pins speed to 50 MHz */ 
+  GPIOI->OSPEEDR = 0x0028AAAA;
+  /* Configure PIx pins Output type to push-pull */  
+  GPIOI->OTYPER  = 0x00000000;
+  /* No pull-up, pull-down for PIx pins */ 
+  GPIOI->PUPDR   = 0x00000000;
+#endif /* STM32F427xx || STM32F437xx || STM32F429xx || STM32F439xx || STM32F469xx || STM32F479xx */
+  
+/*-- FMC Configuration -------------------------------------------------------*/
+  /* Enable the FMC interface clock */
+  RCC->AHB3ENR |= 0x00000001;
+  /* Delay after an RCC peripheral clock enabling */
+  tmp = READ_BIT(RCC->AHB3ENR, RCC_AHB3ENR_FMCEN);
+
+  /* Configure and enable SDRAM bank1 */
+#if defined(STM32F446xx)
+  FMC_Bank5_6->SDCR[0] = 0x00001954;
+#else  
+  FMC_Bank5_6->SDCR[0] = 0x000019E4;
+#endif /* STM32F446xx */
+  FMC_Bank5_6->SDTR[0] = 0x01115351;      
+  
+  /* SDRAM initialization sequence */
+  /* Clock enable command */
+  FMC_Bank5_6->SDCMR = 0x00000011; 
+  tmpreg = FMC_Bank5_6->SDSR & 0x00000020; 
+  while((tmpreg != 0) && (timeout-- > 0))
+  {
+    tmpreg = FMC_Bank5_6->SDSR & 0x00000020; 
+  }
+
+  /* Delay */
+  for (index = 0; index<1000; index++);
+  
+  /* PALL command */
+  FMC_Bank5_6->SDCMR = 0x00000012;           
+  timeout = 0xFFFF;
+  while((tmpreg != 0) && (timeout-- > 0))
+  {
+    tmpreg = FMC_Bank5_6->SDSR & 0x00000020; 
+  }
+  
+  /* Auto refresh command */
+#if defined(STM32F446xx)
+  FMC_Bank5_6->SDCMR = 0x000000F3;
+#else  
+  FMC_Bank5_6->SDCMR = 0x00000073;
+#endif /* STM32F446xx */
+  timeout = 0xFFFF;
+  while((tmpreg != 0) && (timeout-- > 0))
+  {
+    tmpreg = FMC_Bank5_6->SDSR & 0x00000020; 
+  }
+ 
+  /* MRD register program */
+#if defined(STM32F446xx)
+  FMC_Bank5_6->SDCMR = 0x00044014;
+#else  
+  FMC_Bank5_6->SDCMR = 0x00046014;
+#endif /* STM32F446xx */
+  timeout = 0xFFFF;
+  while((tmpreg != 0) && (timeout-- > 0))
+  {
+    tmpreg = FMC_Bank5_6->SDSR & 0x00000020; 
+  } 
+  
+  /* Set refresh count */
+  tmpreg = FMC_Bank5_6->SDRTR;
+#if defined(STM32F446xx)
+  FMC_Bank5_6->SDRTR = (tmpreg | (0x0000050C<<1));
+#else    
+  FMC_Bank5_6->SDRTR = (tmpreg | (0x0000027C<<1));
+#endif /* STM32F446xx */
+  
+  /* Disable write protection */
+  tmpreg = FMC_Bank5_6->SDCR[0]; 
+  FMC_Bank5_6->SDCR[0] = (tmpreg & 0xFFFFFDFF);
+#endif /* DATA_IN_ExtSDRAM */
+#endif /* STM32F427xx || STM32F437xx || STM32F429xx || STM32F439xx || STM32F446xx || STM32F469xx || STM32F479xx */
+
+#if defined(STM32F405xx) || defined(STM32F415xx) || defined(STM32F407xx) || defined(STM32F417xx)\
+ || defined(STM32F427xx) || defined(STM32F437xx) || defined(STM32F429xx) || defined(STM32F439xx)\
+ || defined(STM32F469xx) || defined(STM32F479xx) || defined(STM32F412Zx) || defined(STM32F412Vx)
+
+#if defined(DATA_IN_ExtSRAM)
+/*-- GPIOs Configuration -----------------------------------------------------*/
+   /* Enable GPIOD, GPIOE, GPIOF and GPIOG interface clock */
+  RCC->AHB1ENR   |= 0x00000078;
+  /* Delay after an RCC peripheral clock enabling */
+  tmp = READ_BIT(RCC->AHB1ENR, RCC_AHB1ENR_GPIODEN);
+  
+  /* Connect PDx pins to FMC Alternate function */
+  GPIOD->AFR[0]  = 0x00CCC0CC;
+  GPIOD->AFR[1]  = 0xCCCCCCCC;
+  /* Configure PDx pins in Alternate function mode */  
+  GPIOD->MODER   = 0xAAAA0A8A;
+  /* Configure PDx pins speed to 100 MHz */  
+  GPIOD->OSPEEDR = 0xFFFF0FCF;
+  /* Configure PDx pins Output type to push-pull */  
+  GPIOD->OTYPER  = 0x00000000;
+  /* No pull-up, pull-down for PDx pins */ 
+  GPIOD->PUPDR   = 0x00000000;
+
+  /* Connect PEx pins to FMC Alternate function */
+  GPIOE->AFR[0]  = 0xC00CC0CC;
+  GPIOE->AFR[1]  = 0xCCCCCCCC;
+  /* Configure PEx pins in Alternate function mode */ 
+  GPIOE->MODER   = 0xAAAA828A;
+  /* Configure PEx pins speed to 100 MHz */ 
+  GPIOE->OSPEEDR = 0xFFFFC3CF;
+  /* Configure PEx pins Output type to push-pull */  
+  GPIOE->OTYPER  = 0x00000000;
+  /* No pull-up, pull-down for PEx pins */ 
+  GPIOE->PUPDR   = 0x00000000;
+
+  /* Connect PFx pins to FMC Alternate function */
+  GPIOF->AFR[0]  = 0x00CCCCCC;
+  GPIOF->AFR[1]  = 0xCCCC0000;
+  /* Configure PFx pins in Alternate function mode */   
+  GPIOF->MODER   = 0xAA000AAA;
+  /* Configure PFx pins speed to 100 MHz */ 
+  GPIOF->OSPEEDR = 0xFF000FFF;
+  /* Configure PFx pins Output type to push-pull */  
+  GPIOF->OTYPER  = 0x00000000;
+  /* No pull-up, pull-down for PFx pins */ 
+  GPIOF->PUPDR   = 0x00000000;
+
+  /* Connect PGx pins to FMC Alternate function */
+  GPIOG->AFR[0]  = 0x00CCCCCC;
+  GPIOG->AFR[1]  = 0x000000C0;
+  /* Configure PGx pins in Alternate function mode */ 
+  GPIOG->MODER   = 0x00085AAA;
+  /* Configure PGx pins speed to 100 MHz */ 
+  GPIOG->OSPEEDR = 0x000CAFFF;
+  /* Configure PGx pins Output type to push-pull */  
+  GPIOG->OTYPER  = 0x00000000;
+  /* No pull-up, pull-down for PGx pins */ 
+  GPIOG->PUPDR   = 0x00000000;
+  
+/*-- FMC/FSMC Configuration --------------------------------------------------*/
+  /* Enable the FMC/FSMC interface clock */
+  RCC->AHB3ENR         |= 0x00000001;
+
+#if defined(STM32F427xx) || defined(STM32F437xx) || defined(STM32F429xx) || defined(STM32F439xx)
+  /* Delay after an RCC peripheral clock enabling */
+  tmp = READ_BIT(RCC->AHB3ENR, RCC_AHB3ENR_FMCEN);
+  /* Configure and enable Bank1_SRAM2 */
+  FMC_Bank1->BTCR[2]  = 0x00001011;
+  FMC_Bank1->BTCR[3]  = 0x00000201;
+  FMC_Bank1E->BWTR[2] = 0x0fffffff;
+#endif /* STM32F427xx || STM32F437xx || STM32F429xx || STM32F439xx */ 
+#if defined(STM32F469xx) || defined(STM32F479xx)
+  /* Delay after an RCC peripheral clock enabling */
+  tmp = READ_BIT(RCC->AHB3ENR, RCC_AHB3ENR_FMCEN);
+  /* Configure and enable Bank1_SRAM2 */
+  FMC_Bank1->BTCR[2]  = 0x00001091;
+  FMC_Bank1->BTCR[3]  = 0x00110212;
+  FMC_Bank1E->BWTR[2] = 0x0fffffff;
+#endif /* STM32F469xx || STM32F479xx */
+#if defined(STM32F405xx) || defined(STM32F415xx) || defined(STM32F407xx)|| defined(STM32F417xx)\
+   || defined(STM32F412Zx) || defined(STM32F412Vx)
+  /* Delay after an RCC peripheral clock enabling */
+  tmp = READ_BIT(RCC->AHB3ENR, RCC_AHB3ENR_FSMCEN);
+  /* Configure and enable Bank1_SRAM2 */
+  FSMC_Bank1->BTCR[2]  = 0x00001011;
+  FSMC_Bank1->BTCR[3]  = 0x00000201;
+  FSMC_Bank1E->BWTR[2] = 0x0FFFFFFF;
+#endif /* STM32F405xx || STM32F415xx || STM32F407xx || STM32F417xx || STM32F412Zx || STM32F412Vx */
+
+#endif /* DATA_IN_ExtSRAM */
+#endif /* STM32F405xx || STM32F415xx || STM32F407xx || STM32F417xx || STM32F427xx || STM32F437xx ||\
+          STM32F429xx || STM32F439xx || STM32F469xx || STM32F479xx || STM32F412Zx || STM32F412Vx  */ 
+  (void)(tmp); 
+}
+#endif /* DATA_IN_ExtSRAM && DATA_IN_ExtSDRAM */
+/**
+  * @}
+  */
+
+/**
+  * @}
+  */
+
+/**
+  * @}
+  */
+/************************ (C) COPYRIGHT STMicroelectronics *****END OF FILE****/

CMSIS/NN/NN_Lib_Tests/nn_test/RTE/_ARMCM0/RTE_Components.h

@@ -0,0 +1,20 @@
+
+/*
+ * Auto generated Run-Time-Environment Component Configuration File
+ *      *** Do not modify ! ***
+ *
+ * Project: 'arm_nnexamples_cifar10' 
+ * Target:  'ARMCM0' 
+ */
+
+#ifndef RTE_COMPONENTS_H
+#define RTE_COMPONENTS_H
+
+
+/*
+ * Define the Device Header File: 
+ */
+#define CMSIS_device_header "ARMCM0.h"
+
+
+#endif /* RTE_COMPONENTS_H */

CMSIS/NN/NN_Lib_Tests/nn_test/RTE/_ARMCM3/RTE_Components.h

@@ -0,0 +1,26 @@
+
+/*
+ * Auto generated Run-Time-Environment Component Configuration File
+ *      *** Do not modify ! ***
+ *
+ * Project: 'arm_nnexamples_nn_test' 
+ * Target:  'ARMCM3' 
+ */
+
+#ifndef RTE_COMPONENTS_H
+#define RTE_COMPONENTS_H
+
+
+/*
+ * Define the Device Header File: 
+ */
+#define CMSIS_device_header "ARMCM3.h"
+
+#define RTE_Compiler_IO_STDERR          /* Compiler I/O: STDERR */
+          #define RTE_Compiler_IO_STDERR_ITM      /* Compiler I/O: STDERR ITM */
+#define RTE_Compiler_IO_STDOUT          /* Compiler I/O: STDOUT */
+          #define RTE_Compiler_IO_STDOUT_ITM      /* Compiler I/O: STDOUT ITM */
+#define RTE_Compiler_IO_TTY             /* Compiler I/O: TTY */
+          #define RTE_Compiler_IO_TTY_ITM         /* Compiler I/O: TTY ITM */
+
+#endif /* RTE_COMPONENTS_H */

CMSIS/NN/NN_Lib_Tests/nn_test/RTE/_ARMCM4_FP/RTE_Components.h

@@ -0,0 +1,26 @@
+
+/*
+ * Auto generated Run-Time-Environment Component Configuration File
+ *      *** Do not modify ! ***
+ *
+ * Project: 'arm_nnexamples_nn_test' 
+ * Target:  'ARMCM4_FP' 
+ */
+
+#ifndef RTE_COMPONENTS_H
+#define RTE_COMPONENTS_H
+
+
+/*
+ * Define the Device Header File: 
+ */
+#define CMSIS_device_header "ARMCM4_FP.h"
+
+#define RTE_Compiler_IO_STDERR          /* Compiler I/O: STDERR */
+          #define RTE_Compiler_IO_STDERR_ITM      /* Compiler I/O: STDERR ITM */
+#define RTE_Compiler_IO_STDOUT          /* Compiler I/O: STDOUT */
+          #define RTE_Compiler_IO_STDOUT_ITM      /* Compiler I/O: STDOUT ITM */
+#define RTE_Compiler_IO_TTY             /* Compiler I/O: TTY */
+          #define RTE_Compiler_IO_TTY_ITM         /* Compiler I/O: TTY ITM */
+
+#endif /* RTE_COMPONENTS_H */

CMSIS/NN/NN_Lib_Tests/nn_test/RTE/_ARMCM7_SP/RTE_Components.h

@@ -0,0 +1,26 @@
+
+/*
+ * Auto generated Run-Time-Environment Component Configuration File
+ *      *** Do not modify ! ***
+ *
+ * Project: 'arm_nnexamples_nn_test' 
+ * Target:  'ARMCM7_SP' 
+ */
+
+#ifndef RTE_COMPONENTS_H
+#define RTE_COMPONENTS_H
+
+
+/*
+ * Define the Device Header File: 
+ */
+#define CMSIS_device_header "ARMCM7_SP.h"
+
+#define RTE_Compiler_IO_STDERR          /* Compiler I/O: STDERR */
+          #define RTE_Compiler_IO_STDERR_ITM      /* Compiler I/O: STDERR ITM */
+#define RTE_Compiler_IO_STDOUT          /* Compiler I/O: STDOUT */
+          #define RTE_Compiler_IO_STDOUT_ITM      /* Compiler I/O: STDOUT ITM */
+#define RTE_Compiler_IO_TTY             /* Compiler I/O: TTY */
+          #define RTE_Compiler_IO_TTY_ITM         /* Compiler I/O: TTY ITM */
+
+#endif /* RTE_COMPONENTS_H */

CMSIS/NN/NN_Lib_Tests/nn_test/Ref_Implementations/arm_convolve_HWC_q15_ref.c

@@ -0,0 +1,71 @@
+/*
+ * Copyright (C) 2010-2018 Arm Limited or its affiliates. All rights reserved.
+ *
+ * SPDX-License-Identifier: Apache-2.0
+ *
+ * Licensed under the Apache License, Version 2.0 (the License); you may
+ * not use this file except in compliance with the License.
+ * You may obtain a copy of the License at
+ *
+ * www.apache.org/licenses/LICENSE-2.0
+ *
+ * Unless required by applicable law or agreed to in writing, software
+ * distributed under the License is distributed on an AS IS BASIS, WITHOUT
+ * WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+ * See the License for the specific language governing permissions and
+ * limitations under the License.
+ */
+
+#include "ref_functions.h"
+
+void arm_convolve_HWC_q15_ref(const q15_t * Im_in,  // input image
+                              const uint16_t dim_im_in, // input image dimention
+                              const uint16_t ch_im_in,  // number of input image channels
+                              const q15_t * wt, // kernel weights 
+                              const uint16_t ch_im_out, // number of filters, i.e., output image channels
+                              const uint16_t dim_kernel,    // filter kernel size
+                              const uint16_t padding,   // padding sizes
+                              const uint16_t stride,    // stride
+                              const q15_t * bias,   // bias
+                              const uint16_t bias_shift, const uint16_t out_shift, q15_t * Im_out,  // output image
+                              const uint16_t dim_im_out,    // output image dimension
+                              q15_t * bufferA,  //buffer space for input
+                              q7_t * bufferB    //buffer space for output
+    )
+{
+    int       i, j, k, l, m, n;
+    int       conv_out;
+    int       in_row, in_col;
+
+    for (i = 0; i < ch_im_out; i++)
+    {
+        for (j = 0; j < dim_im_out; j++)
+        {
+            for (k = 0; k < dim_im_out; k++)
+            {
+#ifndef ARM_NN_TRUNCATE
+                conv_out = (bias[i] << bias_shift) + (0x1 << (out_shift - 1));
+#else
+                conv_out = bias[i] << bias_shift;
+#endif
+                for (m = 0; m < dim_kernel; m++)
+                {
+                    for (n = 0; n < dim_kernel; n++)
+                    {
+                        in_row = stride * j + m - padding;
+                        in_col = stride * k + n - padding;
+                        if (in_row >= 0 && in_col >= 0 && in_row < dim_im_in && in_col < dim_im_in)
+                        {
+                            for (l = 0; l < ch_im_in; l++)
+                            {
+                                conv_out += Im_in[(in_row * dim_im_in + in_col) * ch_im_in + l] *
+                                    wt[i * ch_im_in * dim_kernel * dim_kernel + (m * dim_kernel + n) * ch_im_in + l];
+                            }
+                        }
+                    }
+                }
+                Im_out[i + (j * dim_im_out + k) * ch_im_out] = (q15_t) __SSAT((conv_out >> out_shift), 16);
+            }
+        }
+    }
+}

CMSIS/NN/NN_Lib_Tests/nn_test/Ref_Implementations/arm_convolve_HWC_q7_ref.c

@@ -0,0 +1,72 @@
+/*
+ * Copyright (C) 2010-2018 Arm Limited or its affiliates. All rights reserved.
+ *
+ * SPDX-License-Identifier: Apache-2.0
+ *
+ * Licensed under the Apache License, Version 2.0 (the License); you may
+ * not use this file except in compliance with the License.
+ * You may obtain a copy of the License at
+ *
+ * www.apache.org/licenses/LICENSE-2.0
+ *
+ * Unless required by applicable law or agreed to in writing, software
+ * distributed under the License is distributed on an AS IS BASIS, WITHOUT
+ * WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+ * See the License for the specific language governing permissions and
+ * limitations under the License.
+ */
+
+#include "ref_functions.h"
+
+void arm_convolve_HWC_q7_ref(const q7_t * Im_in,    // input image
+                             const uint16_t dim_im_in,  // input image dimention
+                             const uint16_t ch_im_in,   // number of input image channels
+                             const q7_t * wt,   // kernel weights 
+                             const uint16_t ch_im_out,  // number of filters, i.e., output image channels
+                             const uint16_t dim_kernel, // filter kernel size
+                             const uint16_t padding,    // padding sizes
+                             const uint16_t stride, // stride
+                             const q7_t * bias, // bias
+                             const uint16_t bias_shift, const uint16_t out_shift, q7_t * Im_out,    // output image
+                             const uint16_t dim_im_out, // output image dimension
+                             q15_t * bufferA,   //buffer space for input
+                             q7_t * bufferB //buffer space for output
+    )
+{
+    int       i, j, k, l, m, n;
+    int       conv_out;
+    int       in_row, in_col;
+
+    for (i = 0; i < ch_im_out; i++)
+    {
+        for (j = 0; j < dim_im_out; j++)
+        {
+            for (k = 0; k < dim_im_out; k++)
+            {
+#ifndef ARM_NN_TRUNCATE
+                conv_out = ((q31_t) (bias[i]) << bias_shift) + (0x1 << (out_shift - 1));
+#else
+                conv_out = bias[i] << bias_shift;
+#endif
+                for (m = 0; m < dim_kernel; m++)
+                {
+                    for (n = 0; n < dim_kernel; n++)
+                    {
+                        // if-for implementation
+                        in_row = stride * j + m - padding;
+                        in_col = stride * k + n - padding;
+                        if (in_row >= 0 && in_col >= 0 && in_row < dim_im_in && in_col < dim_im_in)
+                        {
+                            for (l = 0; l < ch_im_in; l++)
+                            {
+                                conv_out += Im_in[(in_row * dim_im_in + in_col) * ch_im_in + l] *
+                                    wt[i * ch_im_in * dim_kernel * dim_kernel + (m * dim_kernel + n) * ch_im_in + l];
+                            }
+                        }
+                    }
+                }
+                Im_out[i + (j * dim_im_out + k) * ch_im_out] = (q7_t) __SSAT((conv_out >> out_shift), 8);
+            }
+        }
+    }
+}

CMSIS/NN/NN_Lib_Tests/nn_test/Ref_Implementations/arm_convolve_HWC_q7_ref_nonsquare.c

@@ -0,0 +1,78 @@
+/*
+ * Copyright (C) 2010-2018 Arm Limited or its affiliates. All rights reserved.
+ *
+ * SPDX-License-Identifier: Apache-2.0
+ *
+ * Licensed under the Apache License, Version 2.0 (the License); you may
+ * not use this file except in compliance with the License.
+ * You may obtain a copy of the License at
+ *
+ * www.apache.org/licenses/LICENSE-2.0
+ *
+ * Unless required by applicable law or agreed to in writing, software
+ * distributed under the License is distributed on an AS IS BASIS, WITHOUT
+ * WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+ * See the License for the specific language governing permissions and
+ * limitations under the License.
+ */
+
+#include "ref_functions.h"
+
+void arm_convolve_HWC_q7_ref_nonsquare(const q7_t * Im_in,  // input image
+                                       const uint16_t dim_im_in_x,  // input image dimention x
+                                       const uint16_t dim_im_in_y,  // input image dimention y
+                                       const uint16_t ch_im_in, // number of input image channels
+                                       const q7_t * wt, // kernel weights 
+                                       const uint16_t ch_im_out,    // number of filters, i.e., output image channels
+                                       const uint16_t dim_kernel_x, // filter kernel size x
+                                       const uint16_t dim_kernel_y, // filter kernel size y
+                                       const uint16_t padding_x,    // padding sizes x
+                                       const uint16_t padding_y,    // padding sizes y
+                                       const uint16_t stride_x, // stride x
+                                       const uint16_t stride_y, // stride y
+                                       const q7_t * bias,   // bias
+                                       const uint16_t bias_shift, const uint16_t out_shift, q7_t * Im_out,  // output image
+                                       const uint16_t dim_im_out_x, // output image dimension x
+                                       const uint16_t dim_im_out_y, // output image dimension y
+                                       q15_t * bufferA, //buffer space for input
+                                       q7_t * bufferB   //buffer space for output
+    )
+{
+    int       i, j, k, l, m, n;
+    int       conv_out;
+    int       in_row, in_col;
+
+    for (i = 0; i < ch_im_out; i++)
+    {
+        for (j = 0; j < dim_im_out_y; j++)
+        {
+            for (k = 0; k < dim_im_out_x; k++)
+            {
+#ifndef ARM_NN_TRUNCATE
+                conv_out = ((q31_t) (bias[i]) << bias_shift) + (0x1 << (out_shift - 1));
+#else
+                conv_out = bias[i] << bias_shift;
+#endif
+                for (m = 0; m < dim_kernel_y; m++)
+                {
+                    for (n = 0; n < dim_kernel_x; n++)
+                    {
+                        // if-for implementation
+                        in_row = stride_y * j + m - padding_y;
+                        in_col = stride_x * k + n - padding_x;
+                        if (in_row >= 0 && in_col >= 0 && in_row < dim_im_in_y && in_col < dim_im_in_x)
+                        {
+                            for (l = 0; l < ch_im_in; l++)
+                            {
+                                conv_out += Im_in[(in_row * dim_im_in_x + in_col) * ch_im_in + l] *
+                                    wt[i * ch_im_in * dim_kernel_y * dim_kernel_x + (m * dim_kernel_x + n) * ch_im_in +
+                                       l];
+                            }
+                        }
+                    }
+                }
+                Im_out[i + (j * dim_im_out_x + k) * ch_im_out] = (q7_t) __SSAT((conv_out >> out_shift), 8);
+            }
+        }
+    }
+}

CMSIS/NN/NN_Lib_Tests/nn_test/Ref_Implementations/arm_depthwise_separable_conv_HWC_q7_ref.c

@@ -0,0 +1,70 @@
+/*
+ * Copyright (C) 2010-2018 Arm Limited or its affiliates. All rights reserved.
+ *
+ * SPDX-License-Identifier: Apache-2.0
+ *
+ * Licensed under the Apache License, Version 2.0 (the License); you may
+ * not use this file except in compliance with the License.
+ * You may obtain a copy of the License at
+ *
+ * www.apache.org/licenses/LICENSE-2.0
+ *
+ * Unless required by applicable law or agreed to in writing, software
+ * distributed under the License is distributed on an AS IS BASIS, WITHOUT
+ * WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+ * See the License for the specific language governing permissions and
+ * limitations under the License.
+ */
+
+#include "ref_functions.h"
+
+void arm_depthwise_separable_conv_HWC_q7_ref(const q7_t * Im_in,    // input image
+                                             const uint16_t dim_im_in,  // input image dimention
+                                             const uint16_t ch_im_in,   // number of input image channels
+                                             const q7_t * wt,   // kernel weights 
+                                             const uint16_t ch_im_out,  // number of filters, i.e., output image channels
+                                             const uint16_t dim_kernel, // filter kernel size
+                                             const uint16_t padding,    // padding sizes
+                                             const uint16_t stride, // stride
+                                             const q7_t * bias, // bias
+                                             const uint16_t bias_shift, // amount of left-shift for bias
+                                             const uint16_t out_shift,  // amount of right-shift for output
+                                             q7_t * Im_out, // output image
+                                             const uint16_t dim_im_out, // output image dimension
+                                             q15_t * bufferA,   //buffer space for input
+                                             q7_t * bufferB //buffer space for output
+    )
+{
+    int       i_out_y, i_out_x, i_ch_out;
+    int       i_ker_y, i_ker_x;
+    for (i_out_y = 0; i_out_y < dim_im_out; i_out_y++)
+    {
+        for (i_out_x = 0; i_out_x < dim_im_out; i_out_x++)
+        {
+            for (i_ch_out = 0; i_ch_out < ch_im_out; i_ch_out++)
+            {
+                // for each output
+#ifndef ARM_NN_TRUNCATE
+                int       conv_out = (bias[i_ch_out] << bias_shift) + (0x1 << (out_shift - 1));
+#else
+                int       conv_out = bias[i_ch_out] << bias_shift;
+#endif
+                for (i_ker_y = 0; i_ker_y < dim_kernel; i_ker_y++)
+                {
+                    for (i_ker_x = 0; i_ker_x < dim_kernel; i_ker_x++)
+                    {
+                        int       in_row = stride * i_out_y + i_ker_y - padding;
+                        int       in_col = stride * i_out_x + i_ker_x - padding;
+                        if (in_row >= 0 && in_col >= 0 && in_row < dim_im_in && in_col < dim_im_in)
+                        {
+                            conv_out += Im_in[(in_row * dim_im_in + in_col) * ch_im_in + i_ch_out] *
+                                wt[(i_ker_y * dim_kernel + i_ker_x) * ch_im_out + i_ch_out];
+                        }
+                    }
+                }
+                Im_out[(i_out_y * dim_im_out + i_out_x) * ch_im_out + i_ch_out] =
+                    (q7_t) __SSAT((conv_out >> out_shift), 8);
+            }
+        }
+    }
+}

CMSIS/NN/NN_Lib_Tests/nn_test/Ref_Implementations/arm_depthwise_separable_conv_HWC_q7_ref_nonsquare.c

@@ -0,0 +1,75 @@
+/*
+ * Copyright (C) 2010-2018 Arm Limited or its affiliates. All rights reserved.
+ *
+ * SPDX-License-Identifier: Apache-2.0
+ *
+ * Licensed under the Apache License, Version 2.0 (the License); you may
+ * not use this file except in compliance with the License.
+ * You may obtain a copy of the License at
+ *
+ * www.apache.org/licenses/LICENSE-2.0
+ *
+ * Unless required by applicable law or agreed to in writing, software
+ * distributed under the License is distributed on an AS IS BASIS, WITHOUT
+ * WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+ * See the License for the specific language governing permissions and
+ * limitations under the License.
+ */
+
+#include "ref_functions.h"
+
+void arm_depthwise_separable_conv_HWC_q7_ref_nonsquare(const q7_t * Im_in,  // input image
+                                                       const uint16_t dim_im_in_x,  // input image dimention x
+                                                       const uint16_t dim_im_in_y,  // input image dimention y
+                                                       const uint16_t ch_im_in, // number of input image channels
+                                                       const q7_t * wt, // kernel weights 
+                                                       const uint16_t ch_im_out,    // number of filters, i.e., output image channels
+                                                       const uint16_t dim_kernel_x, // filter kernel size x
+                                                       const uint16_t dim_kernel_y, // filter kernel size y
+                                                       const uint16_t padding_x,    // padding sizes x
+                                                       const uint16_t padding_y,    // padding sizes y
+                                                       const uint16_t stride_x, // stride x
+                                                       const uint16_t stride_y, // stride y
+                                                       const q7_t * bias,   // bias
+                                                       const uint16_t bias_shift,   // amount of left-shift for bias
+                                                       const uint16_t out_shift,    // amount of right-shift for output
+                                                       q7_t * Im_out,   // output image
+                                                       const uint16_t dim_im_out_x, // output image dimension x
+                                                       const uint16_t dim_im_out_y, // output image dimension y
+                                                       q15_t * bufferA, //buffer space for input
+                                                       q7_t * bufferB   //buffer space for output
+    )
+{
+    int       i_out_y, i_out_x, i_ch_out;
+    int       i_ker_y, i_ker_x;
+    for (i_out_y = 0; i_out_y < dim_im_out_y; i_out_y++)
+    {
+        for (i_out_x = 0; i_out_x < dim_im_out_x; i_out_x++)
+        {
+            for (i_ch_out = 0; i_ch_out < ch_im_out; i_ch_out++)
+            {
+                // for each output
+#ifndef ARM_NN_TRUNCATE
+                int       conv_out = (bias[i_ch_out] << bias_shift) + (0x1 << (out_shift - 1));
+#else
+                int       conv_out = bias[i_ch_out] << bias_shift;
+#endif
+                for (i_ker_y = 0; i_ker_y < dim_kernel_y; i_ker_y++)
+                {
+                    for (i_ker_x = 0; i_ker_x < dim_kernel_x; i_ker_x++)
+                    {
+                        int       in_row = stride_y * i_out_y + i_ker_y - padding_y;
+                        int       in_col = stride_x * i_out_x + i_ker_x - padding_x;
+                        if (in_row >= 0 && in_col >= 0 && in_row < dim_im_in_y && in_col < dim_im_in_x)
+                        {
+                            conv_out += Im_in[(in_row * dim_im_in_x + in_col) * ch_im_in + i_ch_out] *
+                                wt[(i_ker_y * dim_kernel_x + i_ker_x) * ch_im_out + i_ch_out];
+                        }
+                    }
+                }
+                Im_out[(i_out_y * dim_im_out_x + i_out_x) * ch_im_out + i_ch_out] =
+                    (q7_t) __SSAT((conv_out >> out_shift), 8);
+            }
+        }
+    }
+}

CMSIS/NN/NN_Lib_Tests/nn_test/Ref_Implementations/arm_fully_connected_mat_q7_vec_q15_opt_ref.c

@@ -0,0 +1,120 @@
+/*
+ * Copyright (C) 2010-2018 Arm Limited or its affiliates. All rights reserved.
+ *
+ * SPDX-License-Identifier: Apache-2.0
+ *
+ * Licensed under the Apache License, Version 2.0 (the License); you may
+ * not use this file except in compliance with the License.
+ * You may obtain a copy of the License at
+ *
+ * www.apache.org/licenses/LICENSE-2.0
+ *
+ * Unless required by applicable law or agreed to in writing, software
+ * distributed under the License is distributed on an AS IS BASIS, WITHOUT
+ * WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+ * See the License for the specific language governing permissions and
+ * limitations under the License.
+ */
+
+#include "ref_functions.h"
+
+void arm_fully_connected_mat_q7_vec_q15_opt_ref(const q15_t * pV,   // pointer to vector
+                                                const q7_t * pM,    // pointer to matrix
+                                                const uint16_t dim_vec, // length of the vector
+                                                const uint16_t num_of_rows, // numCol of A
+                                                const uint16_t bias_shift,  // amount of left-shift for bias
+                                                const uint16_t out_shift,   // amount of right-shift for output
+                                                const q7_t * bias, q15_t * pOut,    // output operand
+                                                q15_t * vec_buffer)
+{
+
+    uint16_t  rowCnt = num_of_rows >> 2;
+    const q7_t *pB = pM;
+    const q15_t *pA;
+    q15_t    *pO = pOut;
+    const q7_t *pBias = bias;
+
+    while (rowCnt)
+    {
+        pA = pV;
+#ifndef ARM_NN_TRUNCATE
+        q31_t     sum = (*pBias++ << bias_shift) + (0x1 << (out_shift - 1));
+        q31_t     sum2 = (*pBias++ << bias_shift) + (0x1 << (out_shift - 1));
+        q31_t     sum3 = (*pBias++ << bias_shift) + (0x1 << (out_shift - 1));
+        q31_t     sum4 = (*pBias++ << bias_shift) + (0x1 << (out_shift - 1));
+#else
+        q31_t     sum = *pBias++ << bias_shift;
+        q31_t     sum2 = *pBias++ << bias_shift;
+        q31_t     sum3 = *pBias++ << bias_shift;
+        q31_t     sum4 = *pBias++ << bias_shift;
+#endif
+
+        uint16_t  colCnt = dim_vec >> 1;
+
+        while (colCnt)
+        {
+            q15_t     inA1 = *pA++;
+            q15_t     inA2 = *pA++;
+
+            q7_t      inB1 = *pB++;
+            q7_t      inB3 = *pB++;
+            q7_t      inB2 = *pB++;
+            q7_t      inB4 = *pB++;
+
+            sum += inA1 * inB1 + inA2 * inB2;
+            sum2 += inA1 * inB3 + inA2 * inB4;
+
+            inB1 = *pB++;
+            inB3 = *pB++;
+            inB2 = *pB++;
+            inB4 = *pB++;
+
+            sum3 += inA1 * inB1 + inA2 * inB2;
+            sum4 += inA1 * inB3 + inA2 * inB4;
+
+            colCnt--;
+        }
+        colCnt = dim_vec & 0x1;
+        while (colCnt)
+        {
+            q15_t     inA = *pA++;
+            q7_t      inB = *pB++;
+            sum += inA * inB;
+            inB = *pB++;
+            sum2 += inA * inB;
+            inB = *pB++;
+            sum3 += inA * inB;
+            inB = *pB++;
+            sum4 += inA * inB;
+
+            colCnt--;
+        }
+        *pO++ = (q15_t) __SSAT((sum >> out_shift), 16);
+        *pO++ = (q15_t) __SSAT((sum2 >> out_shift), 16);
+        *pO++ = (q15_t) __SSAT((sum3 >> out_shift), 16);
+        *pO++ = (q15_t) __SSAT((sum4 >> out_shift), 16);
+
+        rowCnt--;
+    }
+
+    rowCnt = num_of_rows & 0x3;
+
+    while (rowCnt)
+    {
+        pA = pV;
+#ifndef ARM_NN_TRUNCATE
+        int       ip_out = (*pBias++ << bias_shift) + (0x1 << (out_shift - 1));
+#else
+        int       ip_out = *pBias++ << bias_shift;
+#endif
+        for (int j = 0; j < dim_vec; j++)
+        {
+            q15_t     inA = *pA++;
+            q7_t      inB = *pB++;
+            ip_out += inA * inB;
+        }
+        *pO++ = (q15_t) __SSAT((ip_out >> out_shift), 16);
+
+        rowCnt--;
+    }
+}

CMSIS/NN/NN_Lib_Tests/nn_test/Ref_Implementations/arm_fully_connected_mat_q7_vec_q15_ref.c

@@ -0,0 +1,43 @@
+/*
+ * Copyright (C) 2010-2018 Arm Limited or its affiliates. All rights reserved.
+ *
+ * SPDX-License-Identifier: Apache-2.0
+ *
+ * Licensed under the Apache License, Version 2.0 (the License); you may
+ * not use this file except in compliance with the License.
+ * You may obtain a copy of the License at
+ *
+ * www.apache.org/licenses/LICENSE-2.0
+ *
+ * Unless required by applicable law or agreed to in writing, software
+ * distributed under the License is distributed on an AS IS BASIS, WITHOUT
+ * WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+ * See the License for the specific language governing permissions and
+ * limitations under the License.
+ */
+
+#include "ref_functions.h"
+
+void arm_fully_connected_mat_q7_vec_q15_ref(const q15_t * pV,   // pointer to vector
+                                            const q7_t * pM,    // pointer to matrix
+                                            const uint16_t dim_vec, // length of the vector
+                                            const uint16_t num_of_rows, // numCol of A
+                                            const uint16_t bias_shift,  // amount of left-shift for bias
+                                            const uint16_t out_shift,   // amount of right-shift for output
+                                            const q7_t * bias, q15_t * pOut,    // output operand
+                                            q15_t * vec_buffer)
+{
+    for (int i = 0; i < num_of_rows; i++)
+    {
+#ifndef ARM_NN_TRUNCATE
+        int       ip_out = (bias[i] << bias_shift) + (0x1 << (out_shift - 1));
+#else
+        int       ip_out = bias[i] << bias_shift;
+#endif
+        for (int j = 0; j < dim_vec; j++)
+        {
+            ip_out += pV[j] * pM[i * dim_vec + j];
+        }
+        pOut[i] = (q15_t) __SSAT((ip_out >> out_shift), 16);
+    }
+}

CMSIS/NN/NN_Lib_Tests/nn_test/Ref_Implementations/arm_fully_connected_q15_opt_ref.c

@@ -0,0 +1,119 @@
+/*
+ * Copyright (C) 2010-2018 Arm Limited or its affiliates. All rights reserved.
+ *
+ * SPDX-License-Identifier: Apache-2.0
+ *
+ * Licensed under the Apache License, Version 2.0 (the License); you may
+ * not use this file except in compliance with the License.
+ * You may obtain a copy of the License at
+ *
+ * www.apache.org/licenses/LICENSE-2.0
+ *
+ * Unless required by applicable law or agreed to in writing, software
+ * distributed under the License is distributed on an AS IS BASIS, WITHOUT
+ * WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+ * See the License for the specific language governing permissions and
+ * limitations under the License.
+ */
+
+#include "ref_functions.h"
+
+void arm_fully_connected_q15_opt_ref(const q15_t * pV,  // pointer to vector
+                                     const q15_t * pM,  // pointer to matrix
+                                     const uint16_t dim_vec,    // length of the vector
+                                     const uint16_t num_of_rows,    // numCol of A
+                                     const uint16_t bias_shift, // amount of left-shift for bias
+                                     const uint16_t out_shift,  // amount of right-shift for output
+                                     const q15_t * bias, q15_t * pOut,  // output operand
+                                     q15_t * vec_buffer)
+{
+
+    uint16_t  rowCnt = num_of_rows >> 2;
+    const q15_t *pB = pM;
+    const q15_t *pA;
+    q15_t    *pO = pOut;
+    const q15_t *pBias = bias;
+
+    while (rowCnt)
+    {
+        pA = pV;
+#ifndef ARM_NN_TRUNCATE
+        q31_t     sum = (*pBias++ << bias_shift) + (0x1 << (out_shift - 1));
+        q31_t     sum2 = (*pBias++ << bias_shift) + (0x1 << (out_shift - 1));
+        q31_t     sum3 = (*pBias++ << bias_shift) + (0x1 << (out_shift - 1));
+        q31_t     sum4 = (*pBias++ << bias_shift) + (0x1 << (out_shift - 1));
+#else
+        q31_t     sum = *pBias++ << bias_shift;
+        q31_t     sum2 = *pBias++ << bias_shift;
+        q31_t     sum3 = *pBias++ << bias_shift;
+        q31_t     sum4 = *pBias++ << bias_shift;
+#endif
+
+        uint16_t  colCnt = dim_vec >> 1;
+
+        while (colCnt)
+        {
+            q15_t     inA1 = *pA++;
+            q15_t     inA2 = *pA++;
+
+            q15_t     inB1 = *pB++;
+            q15_t     inB2 = *pB++;
+            sum += inA1 * inB1 + inA2 * inB2;
+
+            inB1 = *pB++;
+            inB2 = *pB++;
+            sum2 += inA1 * inB1 + inA2 * inB2;
+
+            inB1 = *pB++;
+            inB2 = *pB++;
+            sum3 += inA1 * inB1 + inA2 * inB2;
+
+            inB1 = *pB++;
+            inB2 = *pB++;
+            sum4 += inA1 * inB1 + inA2 * inB2;
+
+            colCnt--;
+        }
+        colCnt = dim_vec & 0x1;
+        while (colCnt)
+        {
+            q15_t     inA = *pA++;
+            q15_t     inB = *pB++;
+            sum += inA * inB;
+            inB = *pB++;
+            sum2 += inA * inB;
+            inB = *pB++;
+            sum3 += inA * inB;
+            inB = *pB++;
+            sum4 += inA * inB;
+            colCnt--;
+        }
+        *pO++ = (q15_t) __SSAT((sum >> out_shift), 16);
+        *pO++ = (q15_t) __SSAT((sum2 >> out_shift), 16);
+        *pO++ = (q15_t) __SSAT((sum3 >> out_shift), 16);
+        *pO++ = (q15_t) __SSAT((sum4 >> out_shift), 16);
+
+        rowCnt--;
+    }
+
+    rowCnt = num_of_rows & 0x3;
+
+    while (rowCnt)
+    {
+        pA = pV;
+#ifndef ARM_NN_TRUNCATE
+        int       ip_out = (*pBias++ << bias_shift) + (0x1 << (out_shift - 1));
+#else
+        int       ip_out = *pBias++ << bias_shift;
+#endif
+        for (int j = 0; j < dim_vec; j++)
+        {
+            q15_t     inA = *pA++;
+            q15_t     inB = *pB++;
+            ip_out += inA * inB;
+        }
+        *pO++ = (q15_t) __SSAT((ip_out >> out_shift), 16);
+
+        rowCnt--;
+    }
+}

CMSIS/NN/NN_Lib_Tests/nn_test/Ref_Implementations/arm_fully_connected_q15_ref.c

@@ -0,0 +1,43 @@
+/*
+ * Copyright (C) 2010-2018 Arm Limited or its affiliates. All rights reserved.
+ *
+ * SPDX-License-Identifier: Apache-2.0
+ *
+ * Licensed under the Apache License, Version 2.0 (the License); you may
+ * not use this file except in compliance with the License.
+ * You may obtain a copy of the License at
+ *
+ * www.apache.org/licenses/LICENSE-2.0
+ *
+ * Unless required by applicable law or agreed to in writing, software
+ * distributed under the License is distributed on an AS IS BASIS, WITHOUT
+ * WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+ * See the License for the specific language governing permissions and
+ * limitations under the License.
+ */
+
+#include "ref_functions.h"
+
+void arm_fully_connected_q15_ref(const q15_t * pV,  // pointer to vector
+                                 const q15_t * pM,  // pointer to matrix
+                                 const uint16_t dim_vec,    // length of the vector
+                                 const uint16_t num_of_rows,    // numCol of A
+                                 const uint16_t bias_shift, // amount of left-shift for bias
+                                 const uint16_t out_shift,  // amount of right-shift for output
+                                 const q15_t * bias, q15_t * pOut,  // output operand
+                                 q15_t * vec_buffer)
+{
+    for (int i = 0; i < num_of_rows; i++)
+    {
+#ifndef ARM_NN_TRUNCATE
+        int       ip_out = (bias[i] << bias_shift) + (0x1 << (out_shift - 1));
+#else
+        int       ip_out = bias[i] << bias_shift;
+#endif
+        for (int j = 0; j < dim_vec; j++)
+        {
+            ip_out += pV[j] * pM[i * dim_vec + j];
+        }
+        pOut[i] = (q15_t) __SSAT((ip_out >> out_shift), 16);
+    }
+}

CMSIS/NN/NN_Lib_Tests/nn_test/Ref_Implementations/arm_fully_connected_q7_opt_ref.c

@@ -0,0 +1,138 @@
+/*
+ * Copyright (C) 2010-2018 Arm Limited or its affiliates. All rights reserved.
+ *
+ * SPDX-License-Identifier: Apache-2.0
+ *
+ * Licensed under the Apache License, Version 2.0 (the License); you may
+ * not use this file except in compliance with the License.
+ * You may obtain a copy of the License at
+ *
+ * www.apache.org/licenses/LICENSE-2.0
+ *
+ * Unless required by applicable law or agreed to in writing, software
+ * distributed under the License is distributed on an AS IS BASIS, WITHOUT
+ * WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+ * See the License for the specific language governing permissions and
+ * limitations under the License.
+ */
+
+#include "ref_functions.h"
+
+void arm_fully_connected_q7_opt_ref(const q7_t * pV,    // pointer to vector
+                                    const q7_t * pM,    // pointer to matrix
+                                    const uint16_t dim_vec, // length of the vector
+                                    const uint16_t num_of_rows, // numCol of A
+                                    const uint16_t bias_shift,  // amount of left-shift for bias
+                                    const uint16_t out_shift,   // amount of right-shift for output
+                                    const q7_t * bias, q7_t * pOut, // output operand
+                                    q15_t * vec_buffer)
+{
+
+    uint16_t  rowCnt = num_of_rows >> 2;
+    const q7_t *pB = pM;
+    const q7_t *pA;
+    q7_t     *pO = pOut;
+    const q7_t *pBias = bias;
+
+    while (rowCnt)
+    {
+        pA = pV;
+#ifndef ARM_NN_TRUNCATE
+        q31_t     sum = (*pBias++ << bias_shift) + (0x1 << (out_shift - 1));
+        q31_t     sum2 = (*pBias++ << bias_shift) + (0x1 << (out_shift - 1));
+        q31_t     sum3 = (*pBias++ << bias_shift) + (0x1 << (out_shift - 1));
+        q31_t     sum4 = (*pBias++ << bias_shift) + (0x1 << (out_shift - 1));
+#else
+        q31_t     sum = *pBias++ << bias_shift;
+        q31_t     sum2 = *pBias++ << bias_shift;
+        q31_t     sum3 = *pBias++ << bias_shift;
+        q31_t     sum4 = *pBias++ << bias_shift;
+#endif
+
+        uint16_t  colCnt = dim_vec >> 2;
+
+        while (colCnt)
+        {
+            q7_t      inA1 = *pA++;
+            q7_t      inA3 = *pA++;
+            q7_t      inA2 = *pA++;
+            q7_t      inA4 = *pA++;
+
+            q7_t      inB1 = *pB++;
+            q7_t      inB3 = *pB++;
+            q7_t      inB2 = *pB++;
+            q7_t      inB4 = *pB++;
+
+            sum += inA1 * inB1 + inA2 * inB2;
+            sum2 += inA1 * inB3 + inA2 * inB4;
+
+            inB1 = *pB++;
+            inB3 = *pB++;
+            inB2 = *pB++;
+            inB4 = *pB++;
+
+            sum3 += inA1 * inB1 + inA2 * inB2;
+            sum4 += inA1 * inB3 + inA2 * inB4;
+
+            inB1 = *pB++;
+            inB3 = *pB++;
+            inB2 = *pB++;
+            inB4 = *pB++;
+
+            sum += inA3 * inB1 + inA4 * inB2;
+            sum2 += inA3 * inB3 + inA4 * inB4;
+
+            inB1 = *pB++;
+            inB3 = *pB++;
+            inB2 = *pB++;
+            inB4 = *pB++;
+
+            sum3 += inA3 * inB1 + inA4 * inB2;
+            sum4 += inA3 * inB3 + inA4 * inB4;
+
+            colCnt--;
+        }
+        colCnt = dim_vec & 0x3;
+        while (colCnt)
+        {
+            q7_t      inA = *pA++;
+            q7_t      inB = *pB++;
+            sum += inA * inB;
+            inB = *pB++;
+            sum2 += inA * inB;
+            inB = *pB++;
+            sum3 += inA * inB;
+            inB = *pB++;
+            sum4 += inA * inB;
+
+            colCnt--;
+        }
+        *pO++ = (q7_t) __SSAT((sum >> out_shift), 8);
+        *pO++ = (q7_t) __SSAT((sum2 >> out_shift), 8);
+        *pO++ = (q7_t) __SSAT((sum3 >> out_shift), 8);
+        *pO++ = (q7_t) __SSAT((sum4 >> out_shift), 8);
+
+        rowCnt--;
+    }
+
+    rowCnt = num_of_rows & 0x3;
+
+    while (rowCnt)
+    {
+        pA = pV;
+#ifndef ARM_NN_TRUNCATE
+        int       ip_out = (*pBias++ << bias_shift) + (0x1 << (out_shift - 1));
+#else
+        int       ip_out = *pBias++ << bias_shift;
+#endif
+        for (int j = 0; j < dim_vec; j++)
+        {
+            q7_t      inA = *pA++;
+            q7_t      inB = *pB++;
+            ip_out += inA * inB;
+        }
+        *pO++ = (q7_t) __SSAT((ip_out >> out_shift), 8);
+
+        rowCnt--;
+    }
+}

CMSIS/NN/NN_Lib_Tests/nn_test/Ref_Implementations/arm_fully_connected_q7_ref.c

@@ -0,0 +1,43 @@
+/*
+ * Copyright (C) 2010-2018 Arm Limited or its affiliates. All rights reserved.
+ *
+ * SPDX-License-Identifier: Apache-2.0
+ *
+ * Licensed under the Apache License, Version 2.0 (the License); you may
+ * not use this file except in compliance with the License.
+ * You may obtain a copy of the License at
+ *
+ * www.apache.org/licenses/LICENSE-2.0
+ *
+ * Unless required by applicable law or agreed to in writing, software
+ * distributed under the License is distributed on an AS IS BASIS, WITHOUT
+ * WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+ * See the License for the specific language governing permissions and
+ * limitations under the License.
+ */
+
+#include "ref_functions.h"
+
+void arm_fully_connected_q7_ref(const q7_t * pV,    // pointer to vector
+                                const q7_t * pM,    // pointer to matrix
+                                const uint16_t dim_vec, // length of the vector
+                                const uint16_t num_of_rows, // numCol of A
+                                const uint16_t bias_shift,  // amount of left-shift for bias
+                                const uint16_t out_shift,   // amount of right-shift for output
+                                const q7_t * bias, q7_t * pOut, // output operand
+                                q15_t * vec_buffer)
+{
+    for (int i = 0; i < num_of_rows; i++)
+    {
+#ifndef ARM_NN_TRUNCATE
+        int       ip_out = (bias[i] << bias_shift) + (0x1 << (out_shift - 1));
+#else
+        int       ip_out = bias[i] << bias_shift;
+#endif
+        for (int j = 0; j < dim_vec; j++)
+        {
+            ip_out += pV[j] * pM[i * dim_vec + j];
+        }
+        pOut[i] = (q7_t) __SSAT((ip_out >> out_shift), 8);
+    }
+}

CMSIS/NN/NN_Lib_Tests/nn_test/Ref_Implementations/arm_pool_ref.c

@@ -0,0 +1,96 @@
+/*
+ * Copyright (C) 2010-2018 Arm Limited or its affiliates. All rights reserved.
+ *
+ * SPDX-License-Identifier: Apache-2.0
+ *
+ * Licensed under the Apache License, Version 2.0 (the License); you may
+ * not use this file except in compliance with the License.
+ * You may obtain a copy of the License at
+ *
+ * www.apache.org/licenses/LICENSE-2.0
+ *
+ * Unless required by applicable law or agreed to in writing, software
+ * distributed under the License is distributed on an AS IS BASIS, WITHOUT
+ * WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+ * See the License for the specific language governing permissions and
+ * limitations under the License.
+ */
+
+#include "ref_functions.h"
+
+void arm_avepool_q7_HWC_ref(const q7_t * Im_in, // input image
+                            const uint16_t dim_im_in,   // input image dimension
+                            const uint16_t ch_im_in,    // number of input image channels
+                            const uint16_t dim_kernel,  // window kernel size
+                            const uint16_t padding, // padding sizes
+                            const uint16_t stride,  // stride
+                            const uint16_t dim_im_out,  // output image dimension
+                            q7_t * bufferA, // a buffer for local storage
+                            q7_t * Im_out)
+{
+    int16_t   i_ch_in, i_x, i_y;
+    int16_t   k_x, k_y;
+
+    for (i_ch_in = 0; i_ch_in < ch_im_in; i_ch_in++)
+    {
+        for (i_y = 0; i_y < dim_im_out; i_y++)
+        {
+            for (i_x = 0; i_x < dim_im_out; i_x++)
+            {
+                int       sum = 0;
+                int       count = 0;
+                for (k_y = i_y * stride - padding; k_y < i_y * stride - padding + dim_kernel; k_y++)
+                {
+                    for (k_x = i_x * stride - padding; k_x < i_x * stride - padding + dim_kernel; k_x++)
+                    {
+                        if (k_y >= 0 && k_x >= 0 && k_y < dim_im_in && k_x < dim_im_in)
+                        {
+                            sum += Im_in[i_ch_in + ch_im_in * (k_x + k_y * dim_im_in)];
+                            count++;
+                        }
+                    }
+                }
+                Im_out[i_ch_in + ch_im_in * (i_x + i_y * dim_im_out)] = sum / count;
+            }
+        }
+    }
+}
+
+void arm_maxpool_q7_HWC_ref(const q7_t * Im_in, // input image
+                            const uint16_t dim_im_in,   // input image dimension
+                            const uint16_t ch_im_in,    // number of input image channels
+                            const uint16_t dim_kernel,  // window kernel size
+                            const uint16_t padding, // padding sizes
+                            const uint16_t stride,  // stride
+                            const uint16_t dim_im_out,  // output image dimension
+                            q7_t * bufferA, // a buffer for local storage
+                            q7_t * Im_out)
+{
+    int16_t   i_ch_in, i_x, i_y;
+    int16_t   k_x, k_y;
+
+    for (i_ch_in = 0; i_ch_in < ch_im_in; i_ch_in++)
+    {
+        for (i_y = 0; i_y < dim_im_out; i_y++)
+        {
+            for (i_x = 0; i_x < dim_im_out; i_x++)
+            {
+                int       max = -129;
+                for (k_y = i_y * stride - padding; k_y < i_y * stride - padding + dim_kernel; k_y++)
+                {
+                    for (k_x = i_x * stride - padding; k_x < i_x * stride - padding + dim_kernel; k_x++)
+                    {
+                        if (k_y >= 0 && k_x >= 0 && k_y < dim_im_in && k_x < dim_im_in)
+                        {
+                            if (Im_in[i_ch_in + ch_im_in * (k_x + k_y * dim_im_in)] > max)
+                            {
+                                max = Im_in[i_ch_in + ch_im_in * (k_x + k_y * dim_im_in)];
+                            }
+                        }
+                    }
+                }
+                Im_out[i_ch_in + ch_im_in * (i_x + i_y * dim_im_out)] = max;
+            }
+        }
+    }
+}

CMSIS/NN/NN_Lib_Tests/nn_test/Ref_Implementations/arm_relu_ref.c

@@ -0,0 +1,42 @@
+/*
+ * Copyright (C) 2010-2018 Arm Limited or its affiliates. All rights reserved.
+ *
+ * SPDX-License-Identifier: Apache-2.0
+ *
+ * Licensed under the Apache License, Version 2.0 (the License); you may
+ * not use this file except in compliance with the License.
+ * You may obtain a copy of the License at
+ *
+ * www.apache.org/licenses/LICENSE-2.0
+ *
+ * Unless required by applicable law or agreed to in writing, software
+ * distributed under the License is distributed on an AS IS BASIS, WITHOUT
+ * WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+ * See the License for the specific language governing permissions and
+ * limitations under the License.
+ */
+
+#include "arm_math.h"
+#include "arm_nnfunctions.h"
+
+void arm_relu_q7_ref(q7_t * data, uint16_t size)
+{
+    uint16_t  i;
+
+    for (i = 0; i < size; i++)
+    {
+        if (data[i] < 0)
+            data[i] = 0;
+    }
+}
+
+void arm_relu_q15_ref(q15_t * data, uint16_t size)
+{
+    uint16_t  i;
+
+    for (i = 0; i < size; i++)
+    {
+        if (data[i] < 0)
+            data[i] = 0;
+    }
+}

CMSIS/NN/NN_Lib_Tests/nn_test/Ref_Implementations/ref_functions.h

@@ -0,0 +1,226 @@
+/*
+ * Copyright (C) 2010-2018 Arm Limited or its affiliates. All rights reserved.
+ *
+ * SPDX-License-Identifier: Apache-2.0
+ *
+ * Licensed under the Apache License, Version 2.0 (the License); you may
+ * not use this file except in compliance with the License.
+ * You may obtain a copy of the License at
+ *
+ * www.apache.org/licenses/LICENSE-2.0
+ *
+ * Unless required by applicable law or agreed to in writing, software
+ * distributed under the License is distributed on an AS IS BASIS, WITHOUT
+ * WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+ * See the License for the specific language governing permissions and
+ * limitations under the License.
+ */
+
+#ifndef _REF_FUNCTIONS_H_
+#define _REF_FUNCTIONS_H_
+
+#include "arm_math.h"
+#include "arm_nnfunctions.h"
+//#include "arm_nnsupportfunctions.h"
+#include "fully_connected_testing_weights.h"
+
+#ifdef __cplusplus
+extern    "C"
+{
+#endif
+
+/*
+ *
+ * Convolution reference implemenation
+ *
+ */
+
+    void      arm_convolve_HWC_q7_ref(const q7_t * Im_in,   // input image
+                                      const uint16_t dim_im_in, // input image dimention
+                                      const uint16_t ch_im_in,  // number of input image channels
+                                      const q7_t * wt,  // kernel weights 
+                                      const uint16_t ch_im_out, // number of filters, i.e., output image channels
+                                      const uint16_t dim_kernel,    // filter kernel size
+                                      const uint16_t padding,   // padding sizes
+                                      const uint16_t stride,    // stride
+                                      const q7_t * bias,    // bias
+                                      const uint16_t bias_shift, const uint16_t out_shift, q7_t * Im_out,   // output image
+                                      const uint16_t dim_im_out,    // output image dimension
+                                      q15_t * bufferA,  //buffer space for input
+                                      q7_t * bufferB    //buffer space for output
+        );
+
+    void      arm_convolve_HWC_q7_ref_nonsquare(const q7_t * Im_in, // input image
+                                                const uint16_t dim_im_in_x, // input image dimention x
+                                                const uint16_t dim_im_in_y, // input image dimention y
+                                                const uint16_t ch_im_in,    // number of input image channels
+                                                const q7_t * wt,    // kernel weights 
+                                                const uint16_t ch_im_out,   // number of filters, i.e., output image channels
+                                                const uint16_t dim_kernel_x,    // filter kernel size x
+                                                const uint16_t dim_kernel_y,    // filter kernel size y
+                                                const uint16_t padding_x,   // padding sizes x
+                                                const uint16_t padding_y,   // padding sizes y
+                                                const uint16_t stride_x,    // stride x
+                                                const uint16_t stride_y,    // stride y
+                                                const q7_t * bias,  // bias
+                                                const uint16_t bias_shift, const uint16_t out_shift, q7_t * Im_out, // output image
+                                                const uint16_t dim_im_out_x,    // output image dimension x
+                                                const uint16_t dim_im_out_y,    // output image dimension y
+                                                q15_t * bufferA,    //buffer space for input
+                                                q7_t * bufferB  //buffer space for output
+        );
+
+    void      arm_convolve_HWC_q15_ref(const q15_t * Im_in, // input image
+                                       const uint16_t dim_im_in,    // input image dimention
+                                       const uint16_t ch_im_in, // number of input image channels
+                                       const q15_t * wt,    // kernel weights 
+                                       const uint16_t ch_im_out,    // number of filters, i.e., output image channels
+                                       const uint16_t dim_kernel,   // filter kernel size
+                                       const uint16_t padding,  // padding sizes
+                                       const uint16_t stride,   // stride
+                                       const q15_t * bias,  // bias
+                                       const uint16_t bias_shift, const uint16_t out_shift, q15_t * Im_out, // output image
+                                       const uint16_t dim_im_out,   // output image dimension
+                                       q15_t * bufferA, //buffer space for input
+                                       q7_t * bufferB   //buffer space for output
+        );
+
+    void      arm_depthwise_separable_conv_HWC_q7_ref(const q7_t * Im_in,   // input image
+                                                      const uint16_t dim_im_in, // input image dimention
+                                                      const uint16_t ch_im_in,  // number of input image channels
+                                                      const q7_t * wt,  // kernel weights 
+                                                      const uint16_t ch_im_out, // number of filters, i.e., output image channels
+                                                      const uint16_t dim_kernel,    // filter kernel size
+                                                      const uint16_t padding,   // padding sizes
+                                                      const uint16_t stride,    // stride
+                                                      const q7_t * bias,    // bias
+                                                      const uint16_t bias_shift,    // amount of left-shift for bias
+                                                      const uint16_t out_shift, // amount of right-shift for output
+                                                      q7_t * Im_out,    // output image
+                                                      const uint16_t dim_im_out,    // output image dimension
+                                                      q15_t * bufferA,  //buffer space for input
+                                                      q7_t * bufferB    //buffer space for output
+        );
+    void      arm_depthwise_separable_conv_HWC_q7_ref_nonsquare(const q7_t * Im_in, // input image
+                                                                const uint16_t dim_im_in_x, // input image dimention x
+                                                                const uint16_t dim_im_in_y, // input image dimention y
+                                                                const uint16_t ch_im_in,    // number of input image channels
+                                                                const q7_t * wt,    // kernel weights 
+                                                                const uint16_t ch_im_out,   // number of filters, i.e., output image channels
+                                                                const uint16_t dim_kernel_x,    // filter kernel size x
+                                                                const uint16_t dim_kernel_y,    // filter kernel size y
+                                                                const uint16_t padding_x,   // padding sizes x
+                                                                const uint16_t padding_y,   // padding sizes y
+                                                                const uint16_t stride_x,    // stride x
+                                                                const uint16_t stride_y,    // stride y
+                                                                const q7_t * bias,  // bias
+                                                                const uint16_t bias_shift,  // amount of left-shift for bias
+                                                                const uint16_t out_shift,   // amount of right-shift for output
+                                                                q7_t * Im_out,  // output image
+                                                                const uint16_t dim_im_out_x,    // output image dimension x
+                                                                const uint16_t dim_im_out_y,    // output image dimension y
+                                                                q15_t * bufferA,    //buffer space for input
+                                                                q7_t * bufferB  //buffer space for output
+        );
+
+/*
+ *
+ * Fully-connected reference implemenation
+ *
+ */
+
+    void      arm_fully_connected_q7_ref(const q7_t * pV,   // pointer to vector
+                                         const q7_t * pM,   // pointer to matrix
+                                         const uint16_t dim_vec,    // length of the vector
+                                         const uint16_t num_of_rows,    // numCol of A
+                                         const uint16_t bias_shift, // amount of left-shift for bias
+                                         const uint16_t out_shift,  // amount of right-shift for output
+                                         const q7_t * bias, q7_t * pOut,    // output operand
+                                         q15_t * vec_buffer);
+
+    void      arm_fully_connected_q15_ref(const q15_t * pV, // pointer to vector
+                                          const q15_t * pM, // pointer to matrix
+                                          const uint16_t dim_vec,   // length of the vector
+                                          const uint16_t num_of_rows,   // numCol of A
+                                          const uint16_t bias_shift,    // amount of left-shift for bias
+                                          const uint16_t out_shift, // amount of right-shift for output
+                                          const q15_t * bias, q15_t * pOut, // output operand
+                                          q15_t * vec_buffer);
+
+    void      arm_fully_connected_mat_q7_vec_q15_ref(const q15_t * pV,  // pointer to vector
+                                                     const q7_t * pM,   // pointer to matrix
+                                                     const uint16_t dim_vec,    // length of the vector
+                                                     const uint16_t num_of_rows,    // numCol of A
+                                                     const uint16_t bias_shift, // amount of left-shift for bias
+                                                     const uint16_t out_shift,  // amount of right-shift for output
+                                                     const q7_t * bias, q15_t * pOut,   // output operand
+                                                     q15_t * vec_buffer);
+
+    void      arm_fully_connected_q7_opt_ref(const q7_t * pV,   // pointer to vector
+                                             const q7_t * pM,   // pointer to matrix
+                                             const uint16_t dim_vec,    // length of the vector
+                                             const uint16_t num_of_rows,    // numCol of A
+                                             const uint16_t bias_shift, // amount of left-shift for bias
+                                             const uint16_t out_shift,  // amount of right-shift for output
+                                             const q7_t * bias, q7_t * pOut,    // output operand
+                                             q15_t * vec_buffer);
+
+    void      arm_fully_connected_q15_opt_ref(const q15_t * pV, // pointer to vector
+                                              const q15_t * pM, // pointer to matrix
+                                              const uint16_t dim_vec,   // length of the vector
+                                              const uint16_t num_of_rows,   // numCol of A
+                                              const uint16_t bias_shift,    // amount of left-shift for bias
+                                              const uint16_t out_shift, // amount of right-shift for output
+                                              const q15_t * bias, q15_t * pOut, // output operand
+                                              q15_t * vec_buffer);
+
+    void      arm_fully_connected_mat_q7_vec_q15_opt_ref(const q15_t * pV,  // pointer to vector
+                                                         const q7_t * pM,   // pointer to matrix
+                                                         const uint16_t dim_vec,    // length of the vector
+                                                         const uint16_t num_of_rows,    // numCol of A
+                                                         const uint16_t bias_shift, // amount of left-shift for bias
+                                                         const uint16_t out_shift,  // amount of right-shift for output
+                                                         const q7_t * bias, q15_t * pOut,   // output operand
+                                                         q15_t * vec_buffer);
+
+/*
+ *
+ * Pooling reference implemenation
+ *
+ */
+
+    void      arm_avepool_q7_HWC_ref(const q7_t * Im_in,    // input image
+                                     const uint16_t dim_im_in,  // input image dimension
+                                     const uint16_t ch_im_in,   // number of input image channels
+                                     const uint16_t dim_kernel, // window kernel size
+                                     const uint16_t padding,    // padding sizes
+                                     const uint16_t stride, // stride
+                                     const uint16_t dim_im_out, // output image dimension
+                                     q7_t * bufferA,    // a buffer for local storage
+                                     q7_t * Im_out);
+
+    void      arm_maxpool_q7_HWC_ref(const q7_t * Im_in,    // input image
+                                     const uint16_t dim_im_in,  // input image dimension
+                                     const uint16_t ch_im_in,   // number of input image channels
+                                     const uint16_t dim_kernel, // window kernel size
+                                     const uint16_t padding,    // padding sizes
+                                     const uint16_t stride, // stride
+                                     const uint16_t dim_im_out, // output image dimension
+                                     q7_t * bufferA,    // a buffer for local storage
+                                     q7_t * Im_out);
+
+/*
+ *
+ * Other reference implemenation
+ *
+ */
+
+    void      arm_relu_q7_ref(q7_t * data, uint16_t size);
+
+    void      arm_relu_q15_ref(q15_t * data, uint16_t size);
+
+#ifdef __cplusplus
+}
+#endif
+
+#endif

CMSIS/NN/NN_Lib_Tests/nn_test/arm_nnexamples_nn_test.cpp

@@ -0,0 +1,694 @@
+/* ----------------------------------------------------------------------
+* Copyright (C) 2010-2018 Arm Limited. All rights reserved.
+*
+*
+* Project:       CMSIS NN Library
+* Title:         arm_nnexamples_nn_test.cpp
+*
+* Description:   Example code for NN kernel testing.
+*
+* Target Processor: Cortex-M cores
+*
+* Redistribution and use in source and binary forms, with or without
+* modification, are permitted provided that the following conditions
+* are met:
+*   - Redistributions of source code must retain the above copyright
+*     notice, this list of conditions and the following disclaimer.
+*   - Redistributions in binary form must reproduce the above copyright
+*     notice, this list of conditions and the following disclaimer in
+*     the documentation and/or other materials provided with the
+*     distribution.
+*   - Neither the name of ARM LIMITED nor the names of its contributors
+*     may be used to endorse or promote products derived from this
+*     software without specific prior written permission.
+*
+* THIS SOFTWARE IS PROVIDED BY THE COPYRIGHT HOLDERS AND CONTRIBUTORS
+* "AS IS" AND ANY EXPRESS OR IMPLIED WARRANTIES, INCLUDING, BUT NOT
+* LIMITED TO, THE IMPLIED WARRANTIES OF MERCHANTABILITY AND FITNESS
+* FOR A PARTICULAR PURPOSE ARE DISCLAIMED. IN NO EVENT SHALL THE
+* COPYRIGHT OWNER OR CONTRIBUTORS BE LIABLE FOR ANY DIRECT, INDIRECT,
+* INCIDENTAL, SPECIAL, EXEMPLARY, OR CONSEQUENTIAL DAMAGES (INCLUDING,
+* BUT NOT LIMITED TO, PROCUREMENT OF SUBSTITUTE GOODS OR SERVICES;
+* LOSS OF USE, DATA, OR PROFITS; OR BUSINESS INTERRUPTION) HOWEVER
+* CAUSED AND ON ANY THEORY OF LIABILITY, WHETHER IN CONTRACT, STRICT
+* LIABILITY, OR TORT (INCLUDING NEGLIGENCE OR OTHERWISE) ARISING IN
+* ANY WAY OUT OF THE USE OF THIS SOFTWARE, EVEN IF ADVISED OF THE
+* POSSIBILITY OF SUCH DAMAGE.
+* -------------------------------------------------------------------- */
+
+#include "arm_nnexamples_nn_test.h"
+
+//#define TEST_SIGMOID
+//#define TEST_TANH
+#define TEST_POOL
+#define TEST_RELU
+#define TEST_IP
+#define TEST_CONV
+#define TEST_NONSQUARE
+
+int test_index = 0;
+q7_t test_flags[50];
+bool test_pass;
+
+int main()
+{
+    printf("start tests\n");
+
+    srand(1);
+
+    // common pointers for testing data
+    q7_t     *test1;
+    q15_t    *test2;
+    q7_t     *test3;
+    q15_t    *test4;
+
+    for (test_index = 0; test_index<50; test_index++) {
+        test_flags[test_index] = -1;
+    }
+    test_index = 0;
+
+#ifdef TEST_SIGMOID
+
+#define SIGMOID_DIM 128
+
+    /* This part tests the running of sigmoid functions */
+
+    test1 = new q7_t[SIGMOID_DIM];
+    test2 = new q15_t[SIGMOID_DIM];
+    test3 = new q7_t[SIGMOID_DIM];
+    test4 = new q15_t[SIGMOID_DIM];
+
+    srand(1);
+
+    for (int i = 0; i < SIGMOID_DIM; i++)
+    {
+        test1[i] = (rand() % 256 - 128);
+        test2[i] = (rand() % 65536 - 32768);
+        test3[i] = test1[i];
+        test4[i] = test2[i];
+    }
+
+    arm_nn_activations_direct_q7(test3, SIGMOID_DIM, 3, ARM_SIGMOID);
+
+    for (int i = 0; i < SIGMOID_DIM; i++)
+    {
+        printf("in: %d  out: %d\n", test1[i], test3[i]);
+    }
+
+    printf("start testing q15_t sigmoid\n\n");
+
+    arm_nn_activations_direct_q15(test4, SIGMOID_DIM, 3, ARM_SIGMOID);
+
+    for (int i = 0; i < SIGMOID_DIM; i++)
+    {
+        printf("in: %d  out: %d\n", test2[i], test4[i]);
+    }
+
+    delete[]test1;
+    delete[]test2;
+    delete[]test3;
+    delete[]test4;
+
+#endif
+
+#ifdef TEST_TANH
+
+#define TANH_DIM 128
+
+    /* This part tests the running of sigmoid functions */
+
+    test1 = new q7_t[TANH_DIM];
+    test2 = new q15_t[TANH_DIM];
+    test3 = new q7_t[TANH_DIM];
+    test4 = new q15_t[TANH_DIM];
+
+    srand(1);
+
+    for (int i = 0; i < TANH_DIM; i++)
+    {
+        test1[i] = (rand() % 256 - 128);
+        test2[i] = (rand() % 65536 - 32768);
+        test3[i] = test1[i];
+        test4[i] = test2[i];
+    }
+
+    arm_nn_activations_direct_q7(test3, TANH_DIM, 3, ARM_TANH);
+
+    printf("start testing q7_t tanh\n\n");
+
+    for (int i = 0; i < TANH_DIM; i++)
+    {
+        printf("in: %d  out: %d\n", test1[i], test3[i]);
+    }
+
+    printf("start testing q15_t tanh\n\n");
+
+    arm_nn_activations_direct_q15(test4, TANH_DIM, 3, ARM_TANH);
+
+    for (int i = 0; i < TANH_DIM; i++)
+    {
+        printf("in: %d  out: %d\n", test2[i], test4[i]);
+    }
+
+    delete[]test1;
+    delete[]test2;
+    delete[]test3;
+    delete[]test4;
+
+#endif
+
+#ifdef TEST_POOL
+
+#define POOL_IM_DIM 32
+#define POOL_IM_CH 8
+
+    test1 = new q7_t[POOL_IM_DIM * POOL_IM_DIM * POOL_IM_CH * 2];
+    test2 = new q15_t[POOL_IM_DIM * POOL_IM_CH];
+    test3 = new q7_t[POOL_IM_DIM * POOL_IM_DIM * POOL_IM_CH];
+
+    for (int i = 0; i < POOL_IM_DIM * POOL_IM_DIM * POOL_IM_CH; i++)
+    {
+        test1[i] = (rand() % 256 - 128);
+    }
+
+    q7_t     *img_in = test1 + POOL_IM_DIM * POOL_IM_DIM * POOL_IM_CH;
+    q7_t     *pool_out_ref = test3;
+    q7_t     *pool_out_opt = test3 + POOL_IM_DIM * POOL_IM_DIM * POOL_IM_CH / 2;
+
+    for (int i = 0; i < POOL_IM_DIM * POOL_IM_DIM * POOL_IM_CH; i++)
+    {
+        test3[i] = 0;
+    }
+
+    // copy over the img input
+    for (int i = 0; i < POOL_IM_DIM * POOL_IM_DIM * POOL_IM_CH; i++)
+    {
+        img_in[i] = test1[i];
+    }
+
+    initialize_results_q7(pool_out_ref, pool_out_opt, POOL_IM_DIM / 2 * POOL_IM_DIM / 2 * POOL_IM_CH);
+
+    printf("Start maxpool reference implementation\n");
+
+    arm_maxpool_q7_HWC_ref(img_in, POOL_IM_DIM, POOL_IM_CH, 3, 0, 2, POOL_IM_DIM / 2, (q7_t *) test2, pool_out_ref);
+
+    // copy over the img input
+    for (int i = 0; i < POOL_IM_DIM * POOL_IM_DIM * POOL_IM_CH; i++)
+    {
+        img_in[i] = test1[i];
+    }
+
+    printf("Start maxpool opt implementation\n");
+
+    arm_maxpool_q7_HWC(img_in, POOL_IM_DIM, POOL_IM_CH, 3, 0, 2, POOL_IM_DIM / 2, (q7_t *) test2, pool_out_opt);
+
+    verify_results_q7(pool_out_ref, pool_out_opt, POOL_IM_DIM / 2 * POOL_IM_DIM / 2 * POOL_IM_CH);
+
+    // copy over the img input
+    for (int i = 0; i < POOL_IM_DIM * POOL_IM_DIM * POOL_IM_CH; i++)
+    {
+        img_in[i] = test1[i];
+    }
+
+    // copy over the img input
+    for (int i = 0; i < POOL_IM_DIM * POOL_IM_DIM * POOL_IM_CH; i++)
+    {
+        img_in[i] = test1[i];
+    }
+
+    printf("Start avepool ref implementation\n");
+
+    arm_avepool_q7_HWC_ref(img_in, POOL_IM_DIM, POOL_IM_CH, 3, 0, 2, POOL_IM_DIM / 2, (q7_t *) test2, pool_out_ref);
+
+    // copy over the img input
+    for (int i = 0; i < POOL_IM_DIM * POOL_IM_DIM * POOL_IM_CH; i++)
+    {
+        img_in[i] = test1[i];
+    }
+
+    printf("Start avepool opt implementation\n");
+
+    arm_avepool_q7_HWC(img_in, POOL_IM_DIM, POOL_IM_CH, 3, 0, 2, POOL_IM_DIM / 2, (q7_t *) test2, pool_out_opt);
+
+    // special check here
+    bool      if_ave_pool_match = true;
+    for (int i = 0; i < POOL_IM_DIM / 2 * POOL_IM_DIM / 2 * POOL_IM_CH; i++)
+    {
+        // we tolerate at most difference of 1 here because of rounding errors
+        if (pool_out_ref[i] - pool_out_opt[i] >= 2 || pool_out_opt[i] - pool_out_ref[i] >= 2)
+        {
+            printf("Output mismatch at %d, expected %d, actual %d\n", i, pool_out_ref[i], pool_out_opt[i]);
+            if_ave_pool_match = false;
+        }
+    }
+    if (if_ave_pool_match == true)
+    {
+        printf("Outputs match.\n");
+    }
+
+    delete[]test1;
+    delete[]test2;
+    delete[]test3;
+
+#endif
+
+#ifdef TEST_RELU
+
+#define RELU_DIM 127
+
+    test1 = new q7_t[RELU_DIM];
+    test2 = new q15_t[RELU_DIM];
+    test3 = new q7_t[RELU_DIM];
+    test4 = new q15_t[RELU_DIM];
+
+    for (int i = 0; i < RELU_DIM; i++)
+    {
+        test1[i] = (rand() % 256 - 128);
+        test2[i] = (rand() % 65536 - 32768);
+        test3[i] = test1[i];
+        test4[i] = test2[i];
+    }
+
+    q7_t     *relu_ref_data_q7 = test1;
+    q7_t     *relu_opt_data_q7 = test3;
+    q15_t    *relu_ref_data_q15 = test2;
+    q15_t    *relu_opt_data_q15 = test4;
+
+    printf("Start ref relu q7 implementation\n");
+
+    arm_relu_q7_ref(relu_ref_data_q7, RELU_DIM);
+
+    printf("Start opt relu q7 implementation\n");
+
+    arm_relu_q7(relu_opt_data_q7, RELU_DIM);
+
+    verify_results_q7(relu_ref_data_q7, relu_opt_data_q7, RELU_DIM);
+
+    printf("Start ref relu q15 implementation\n");
+
+    arm_relu_q15_ref(relu_ref_data_q15, RELU_DIM);
+
+    printf("Start opt relu q15 implementation\n");
+
+    arm_relu_q15(relu_opt_data_q15, RELU_DIM);
+
+    verify_results_q15(relu_ref_data_q15, relu_opt_data_q15, RELU_DIM);
+
+    delete[]test1;
+    delete[]test2;
+    delete[]test3;
+    delete[]test4;
+
+#endif
+
+#ifdef TEST_IP
+
+#define IP_ROW_DIM 127
+#define IP_COL_DIM 127
+
+    q7_t      ip_weights[IP_ROW_DIM * IP_COL_DIM] = IP2_WEIGHT;
+    q7_t      ip_q7_opt_weights[IP_ROW_DIM * IP_COL_DIM] = IP4_WEIGHT;
+    q7_t      ip_q7_q15_opt_weights[IP_ROW_DIM * IP_COL_DIM] = IP4_q7_q15_WEIGHT;
+    q15_t     ip_q15_weights[IP_ROW_DIM * IP_COL_DIM] = IP2_WEIGHT;
+    q15_t     ip_q15_opt_weights[IP_ROW_DIM * IP_COL_DIM] = IP4_WEIGHT_Q15;
+
+    test1 = new q7_t[IP_COL_DIM + IP_ROW_DIM];
+    test2 = new q15_t[IP_COL_DIM];
+    test3 = new q7_t[IP_ROW_DIM * 3];
+    test4 = new q15_t[IP_COL_DIM + IP_ROW_DIM * 2];
+
+    for (int i = 0; i < IP_ROW_DIM + IP_COL_DIM; i++)
+    {
+        test1[i] = rand() % 256 - 100;
+    }
+    for (int i = 0; i < IP_ROW_DIM * 3; i++)
+    {
+        test3[i] = 0;
+    }
+
+    q7_t     *ip_bias_q7 = test1 + IP_COL_DIM;
+
+    q7_t     *ip_out_q7_ref = test3;
+    q7_t     *ip_out_q7_opt = test3 + IP_ROW_DIM;
+    q7_t     *ip_out_q7_opt_fast = test3 + 2 * IP_ROW_DIM;
+    q15_t    *ip_out_q15_ref = test4 + IP_COL_DIM;
+    q15_t    *ip_out_q15_opt = test4 + IP_COL_DIM + IP_ROW_DIM;
+
+    initialize_results_q7(ip_out_q7_ref, ip_out_q7_opt, IP_ROW_DIM);
+    initialize_results_q7(ip_out_q7_ref, ip_out_q7_opt_fast, IP_ROW_DIM);
+    initialize_results_q7(ip_out_q7_ref, ip_out_q7_opt_fast, IP_ROW_DIM);
+
+    printf("Start ref q7 implementation\n");
+
+    arm_fully_connected_q7_ref(test1, ip_weights, IP_COL_DIM, IP_ROW_DIM, 1, 7, ip_bias_q7, ip_out_q7_ref, test2);
+
+    printf("Start q7 implementation\n");
+
+    arm_fully_connected_q7(test1, ip_weights, IP_COL_DIM, IP_ROW_DIM, 1, 7, ip_bias_q7, ip_out_q7_opt, test2);
+
+    verify_results_q7(ip_out_q7_ref, ip_out_q7_opt, IP_ROW_DIM);
+
+    printf("Start q7 ref opt implementation\n");
+
+    arm_fully_connected_q7_opt_ref(test1, ip_q7_opt_weights, IP_COL_DIM, IP_ROW_DIM, 1, 7, ip_bias_q7,
+                                   ip_out_q7_opt_fast, test2);
+
+    verify_results_q7(ip_out_q7_ref, ip_out_q7_opt_fast, IP_ROW_DIM);
+
+    printf("Start q7 opt implementation\n");
+
+    arm_fully_connected_q7_opt(test1, ip_q7_opt_weights, IP_COL_DIM, IP_ROW_DIM, 1, 7, ip_bias_q7, ip_out_q7_opt_fast,
+                               test2);
+
+    verify_results_q7(ip_out_q7_ref, ip_out_q7_opt_fast, IP_ROW_DIM);
+
+    for (int i = 0; i < IP_ROW_DIM + IP_COL_DIM; i++)
+    {
+        test4[i] = (rand() % 65536 - 32768);
+    }
+
+    initialize_results_q15(ip_out_q15_ref, ip_out_q15_opt, IP_ROW_DIM);
+
+    printf("Start ref q15 implementation\n");
+
+    arm_fully_connected_q15_ref(test4, ip_q15_weights, IP_COL_DIM, IP_ROW_DIM, 1, 7, test2, ip_out_q15_ref, NULL);
+
+    printf("Start q15 implementation\n");
+
+    arm_fully_connected_q15(test4, ip_q15_weights, IP_COL_DIM, IP_ROW_DIM, 1, 7, test2, ip_out_q15_opt, NULL);
+
+    verify_results_q15(ip_out_q15_ref, ip_out_q15_opt, IP_ROW_DIM);
+
+    printf("Start ref opt q15 implementation\n");
+
+    arm_fully_connected_q15_opt_ref(test4, ip_q15_opt_weights, IP_COL_DIM, IP_ROW_DIM, 1, 7, test2, ip_out_q15_opt,
+                                    NULL);
+
+    verify_results_q15(ip_out_q15_ref, ip_out_q15_opt, IP_ROW_DIM);
+
+    printf("Start opt q15 implementation\n");
+
+    arm_fully_connected_q15_opt(test4, ip_q15_opt_weights, IP_COL_DIM, IP_ROW_DIM, 1, 7, test2, ip_out_q15_opt, NULL);
+
+    verify_results_q15(ip_out_q15_ref, ip_out_q15_opt, IP_ROW_DIM);
+
+    initialize_results_q15(ip_out_q15_ref, ip_out_q15_opt, IP_ROW_DIM);
+
+    printf("Start ref q7_q15 implementation\n");
+
+    arm_fully_connected_mat_q7_vec_q15_ref(test4, ip_weights, IP_COL_DIM, IP_ROW_DIM, 1, 7, ip_bias_q7, ip_out_q15_ref,
+                                           test2);
+
+    printf("Start q7_q15 implementation\n");
+
+    arm_fully_connected_mat_q7_vec_q15(test4, ip_weights, IP_COL_DIM, IP_ROW_DIM, 1, 7, ip_bias_q7, ip_out_q15_opt,
+                                       test2);
+
+    verify_results_q15(ip_out_q15_ref, ip_out_q15_opt, IP_ROW_DIM);
+
+    printf("Start ref opt q7_q15 implementation\n");
+
+    arm_fully_connected_mat_q7_vec_q15_opt_ref(test4, ip_q7_q15_opt_weights, IP_COL_DIM, IP_ROW_DIM, 1, 7, ip_bias_q7,
+                                               ip_out_q15_opt, test2);
+
+    verify_results_q15(ip_out_q15_ref, ip_out_q15_opt, IP_ROW_DIM);
+
+    printf("Start opt q7_q15 implementation\n");
+
+    arm_fully_connected_mat_q7_vec_q15_opt(test4, ip_q7_q15_opt_weights, IP_COL_DIM, IP_ROW_DIM, 1, 7, ip_bias_q7,
+                                           ip_out_q15_opt, test2);
+
+    verify_results_q15(ip_out_q15_ref, ip_out_q15_opt, IP_ROW_DIM);
+
+    delete[]test1;
+    delete[]test2;
+    delete[]test3;
+    delete[]test4;
+
+#endif
+
+#ifdef TEST_NONSQUARE
+
+/* Use RCONV to differential with square CONV */
+
+#define RCONV_IM_DIM_X 10
+#define RCONV_IM_DIM_Y 8
+#define RCONV_IM_CH 4
+#define RCONV_KER_DIM_X 5
+#define RCONV_KER_DIM_Y 3
+#define RCONV_STRIDE_X 1
+#define RCONV_STRIDE_Y 1
+#define RCONV_PADDING_X 2
+#define RCONV_PADDING_Y 1
+#define RCONV_OUT_CH 4
+#define RCONV_OUT_DIM_X 10
+#define RCONV_OUT_DIM_Y 8
+
+    test1 = new q7_t[RCONV_KER_DIM_Y * RCONV_KER_DIM_X * RCONV_IM_CH * RCONV_OUT_CH + RCONV_OUT_CH];
+    test2 = new q15_t[2 * RCONV_KER_DIM_Y * RCONV_KER_DIM_X * RCONV_IM_CH];
+    test3 =
+        new q7_t[RCONV_IM_DIM_Y * RCONV_IM_DIM_X * RCONV_IM_CH + 2 * RCONV_OUT_DIM_Y * RCONV_OUT_DIM_X * RCONV_OUT_CH];
+
+    for (int i = 0; i < RCONV_KER_DIM_Y * RCONV_KER_DIM_X * RCONV_IM_CH * RCONV_OUT_CH + RCONV_OUT_CH; i++)
+    {
+        test1[i] = rand() % 256 - 100;
+    }
+
+    for (int i = 0;
+         i < RCONV_IM_DIM_Y * RCONV_IM_DIM_X * RCONV_IM_CH + 2 * RCONV_OUT_DIM_Y * RCONV_OUT_DIM_X * RCONV_OUT_CH; i++)
+    {
+        test3[i] = rand() % 256 - 100;
+    }
+
+    q7_t     *rconv_weight_q7 = test1;
+    q7_t     *rconv_bias_q7 = test1 + RCONV_KER_DIM_Y * RCONV_KER_DIM_X * RCONV_IM_CH * RCONV_OUT_CH;
+
+    q15_t    *rconv_buf = test2;
+
+    q7_t     *rconv_im_in_q7 = test3;
+    q7_t     *rconv_im_out_ref_q7 = test3 + RCONV_IM_DIM_Y * RCONV_IM_DIM_X * RCONV_IM_CH;
+    q7_t     *rconv_im_out_opt_q7 =
+        test3 + RCONV_IM_DIM_Y * RCONV_IM_DIM_X * RCONV_IM_CH + RCONV_OUT_DIM_Y * RCONV_OUT_DIM_X * RCONV_OUT_CH;
+
+    initialize_results_q7(rconv_im_out_ref_q7, rconv_im_out_opt_q7, RCONV_OUT_DIM_Y * RCONV_OUT_DIM_X * RCONV_OUT_CH);
+
+    printf("start conv q7 nonsquare ref implementation\n");
+    arm_convolve_HWC_q7_ref_nonsquare(rconv_im_in_q7, RCONV_IM_DIM_X, RCONV_IM_DIM_Y, RCONV_IM_CH, rconv_weight_q7,
+                                      RCONV_OUT_CH, RCONV_KER_DIM_X, RCONV_KER_DIM_Y, RCONV_PADDING_X, RCONV_PADDING_Y,
+                                      RCONV_STRIDE_X, RCONV_STRIDE_Y, rconv_bias_q7, 1, 7, rconv_im_out_ref_q7,
+                                      RCONV_OUT_DIM_X, RCONV_OUT_DIM_Y, rconv_buf, NULL);
+
+    printf("start conv q7 nonsquare opt implementation\n");
+    arm_convolve_HWC_q7_fast_nonsquare(rconv_im_in_q7, RCONV_IM_DIM_X, RCONV_IM_DIM_Y, RCONV_IM_CH, rconv_weight_q7,
+                                       RCONV_OUT_CH, RCONV_KER_DIM_X, RCONV_KER_DIM_Y, RCONV_PADDING_X, RCONV_PADDING_Y,
+                                       RCONV_STRIDE_X, RCONV_STRIDE_Y, rconv_bias_q7, 1, 7, rconv_im_out_opt_q7,
+                                       RCONV_OUT_DIM_X, RCONV_OUT_DIM_Y, rconv_buf, NULL);
+
+    verify_results_q7(rconv_im_out_ref_q7, rconv_im_out_opt_q7, RCONV_OUT_DIM_Y * RCONV_OUT_DIM_X * RCONV_OUT_CH);
+
+    initialize_results_q7(rconv_im_out_ref_q7, rconv_im_out_opt_q7, RCONV_OUT_DIM_Y * RCONV_OUT_DIM_X * RCONV_OUT_CH);
+
+    printf("start 1x1 conv q7 nonsquare fast implementation\n");
+    arm_convolve_HWC_q7_fast_nonsquare(rconv_im_in_q7, RCONV_IM_DIM_X, RCONV_IM_DIM_Y, RCONV_IM_CH, rconv_weight_q7,
+                                       RCONV_OUT_CH, 1, 1, 0, 0, RCONV_STRIDE_X,
+                                       RCONV_STRIDE_Y, rconv_bias_q7, 1, 7, rconv_im_out_ref_q7, RCONV_OUT_DIM_X,
+                                       RCONV_OUT_DIM_Y, rconv_buf, NULL);
+
+    printf("start 1x1 conv q7 nonsquare dedicated function implementation\n");
+    arm_convolve_1x1_HWC_q7_fast_nonsquare(rconv_im_in_q7, RCONV_IM_DIM_X, RCONV_IM_DIM_Y, RCONV_IM_CH, rconv_weight_q7,
+                                           RCONV_OUT_CH, 1, 1, 0, 0, RCONV_STRIDE_X,
+                                           RCONV_STRIDE_Y, rconv_bias_q7, 1, 7, rconv_im_out_opt_q7, RCONV_OUT_DIM_X,
+                                           RCONV_OUT_DIM_Y, rconv_buf, NULL);
+
+    verify_results_q7(rconv_im_out_ref_q7, rconv_im_out_opt_q7, RCONV_OUT_DIM_Y * RCONV_OUT_DIM_X * RCONV_OUT_CH);
+
+    printf("start depthwise separable conv q7 nonsquare ref implementation\n");
+    arm_depthwise_separable_conv_HWC_q7_ref_nonsquare(rconv_im_in_q7, RCONV_IM_DIM_X, RCONV_IM_DIM_Y, RCONV_IM_CH,
+                                                      rconv_weight_q7, RCONV_OUT_CH, RCONV_KER_DIM_X, RCONV_KER_DIM_Y,
+                                                      RCONV_PADDING_X, RCONV_PADDING_Y, RCONV_STRIDE_X, RCONV_STRIDE_Y,
+                                                      rconv_bias_q7, 1, 7, rconv_im_out_ref_q7, RCONV_OUT_DIM_X,
+                                                      RCONV_OUT_DIM_Y, rconv_buf, NULL);
+
+    printf("start depthwise separable conv q7 nonsquare opt implementation\n");
+    arm_depthwise_separable_conv_HWC_q7_nonsquare(rconv_im_in_q7, RCONV_IM_DIM_X, RCONV_IM_DIM_Y, RCONV_IM_CH,
+                                                  rconv_weight_q7, RCONV_OUT_CH, RCONV_KER_DIM_X, RCONV_KER_DIM_Y,
+                                                  RCONV_PADDING_X, RCONV_PADDING_Y, RCONV_STRIDE_X, RCONV_STRIDE_Y,
+                                                  rconv_bias_q7, 1, 7, rconv_im_out_opt_q7, RCONV_OUT_DIM_X,
+                                                  RCONV_OUT_DIM_Y, rconv_buf, NULL);
+
+    verify_results_q7(rconv_im_out_ref_q7, rconv_im_out_opt_q7, RCONV_OUT_DIM_Y * RCONV_OUT_DIM_X * RCONV_OUT_CH);
+
+    delete[]test1;
+    delete[]test2;
+    delete[]test3;
+#endif
+
+#ifdef TEST_CONV
+
+#define CONV_IM_DIM 16
+#define CONV_IM_CH 16
+#define CONV_KER_DIM 5
+#define CONV_OUT_CH 16
+#define CONV_OUT_DIM 16
+
+    test1 = new q7_t[CONV_KER_DIM * CONV_KER_DIM * CONV_IM_CH * CONV_OUT_CH + CONV_OUT_CH];
+    test2 =
+        new q15_t[CONV_KER_DIM * CONV_KER_DIM * CONV_IM_CH * CONV_OUT_CH +
+                  2 * CONV_KER_DIM * CONV_KER_DIM * CONV_IM_CH * CONV_OUT_CH + CONV_OUT_CH];
+    test3 = new q7_t[CONV_IM_DIM * CONV_IM_DIM * CONV_IM_CH + 2 * CONV_OUT_DIM * CONV_OUT_DIM * CONV_OUT_CH];
+    test4 = new q15_t[CONV_IM_DIM * CONV_IM_DIM * CONV_IM_CH + 2 * CONV_OUT_DIM * CONV_OUT_DIM * CONV_OUT_CH];
+
+    for (int i = 0; i < CONV_KER_DIM * CONV_KER_DIM * CONV_IM_CH * CONV_OUT_CH + CONV_OUT_CH; i++)
+    {
+        test1[i] = rand() % 256 - 100;
+    }
+
+    for (int i = 0;
+         i <
+         CONV_KER_DIM * CONV_KER_DIM * CONV_IM_CH * CONV_OUT_CH +
+         2 * CONV_KER_DIM * CONV_KER_DIM * CONV_IM_CH * CONV_OUT_CH + CONV_OUT_CH; i++)
+    {
+        test2[i] = (rand() % 65536 - 32768);
+    }
+
+    for (int i = 0; i < CONV_IM_DIM * CONV_IM_DIM * CONV_IM_CH + 2 * CONV_OUT_DIM * CONV_OUT_DIM * CONV_OUT_CH; i++)
+    {
+        test3[i] = rand() % 256 - 100;
+    }
+
+    for (int i = 0; i < CONV_IM_DIM * CONV_IM_DIM * CONV_IM_CH + 2 * CONV_OUT_DIM * CONV_OUT_DIM * CONV_OUT_CH; i++)
+    {
+        test4[i] = (rand() % 65536 - 32768);
+    }
+
+    q7_t     *conv_weight_q7 = test1;
+    q7_t     *conv_bias_q7 = test1 + CONV_KER_DIM * CONV_KER_DIM * CONV_IM_CH * CONV_OUT_CH;
+
+    q15_t    *conv_weight_q15 = test2;
+    q15_t    *conv_buf = test2 + CONV_KER_DIM * CONV_KER_DIM * CONV_IM_CH * CONV_OUT_CH;
+    q15_t    *conv_bias_q15 =
+        test2 + CONV_KER_DIM * CONV_KER_DIM * CONV_IM_CH * CONV_OUT_CH +
+        2 * CONV_KER_DIM * CONV_KER_DIM * CONV_IM_CH * CONV_OUT_CH;
+
+    q7_t     *conv_im_in_q7 = test3;
+    q7_t     *conv_im_out_ref_q7 = test3 + CONV_IM_DIM * CONV_IM_DIM * CONV_IM_CH;
+    q7_t     *conv_im_out_opt_q7 =
+        test3 + CONV_IM_DIM * CONV_IM_DIM * CONV_IM_CH + CONV_OUT_DIM * CONV_OUT_DIM * CONV_OUT_CH;
+
+    q15_t    *conv_im_in_q15 = test4;
+    q15_t    *conv_im_out_ref_q15 = test4 + CONV_IM_DIM * CONV_IM_DIM * CONV_IM_CH;
+    q15_t    *conv_im_out_opt_q15 =
+        test4 + CONV_IM_DIM * CONV_IM_DIM * CONV_IM_CH + CONV_OUT_DIM * CONV_OUT_DIM * CONV_OUT_CH;
+
+    initialize_results_q7(conv_im_out_ref_q7, conv_im_out_opt_q7, CONV_OUT_DIM * CONV_OUT_DIM * CONV_OUT_CH);
+
+    printf("start q7 ref implementation\n");
+
+    arm_convolve_HWC_q7_ref(conv_im_in_q7, CONV_IM_DIM, CONV_IM_CH, conv_weight_q7,
+                            CONV_OUT_CH, CONV_KER_DIM, 2, 1, conv_bias_q7, 1, 7, conv_im_out_ref_q7,
+                            CONV_OUT_DIM, conv_buf, NULL);
+
+    printf("start q7 basic implementation\n");
+
+    arm_convolve_HWC_q7_basic(conv_im_in_q7, CONV_IM_DIM, CONV_IM_CH, conv_weight_q7,
+                              CONV_OUT_CH, CONV_KER_DIM, 2, 1, conv_bias_q7, 1, 7, conv_im_out_opt_q7,
+                              CONV_OUT_DIM, conv_buf, NULL);
+
+    verify_results_q7(conv_im_out_ref_q7, conv_im_out_opt_q7, CONV_OUT_DIM * CONV_OUT_DIM * CONV_OUT_CH);
+
+    printf("start q7 fast implementation\n");
+
+    arm_convolve_HWC_q7_fast(conv_im_in_q7, CONV_IM_DIM, CONV_IM_CH, conv_weight_q7,
+                             CONV_OUT_CH, CONV_KER_DIM, 2, 1, conv_bias_q7, 1, 7, conv_im_out_opt_q7,
+                             CONV_OUT_DIM, conv_buf, NULL);
+
+    verify_results_q7(conv_im_out_ref_q7, conv_im_out_opt_q7, CONV_OUT_DIM * CONV_OUT_DIM * CONV_OUT_CH);
+
+    // testing with RGB
+    printf("start q7 ref implementation for RGB\n");
+
+    arm_convolve_HWC_q7_ref(conv_im_in_q7, CONV_IM_DIM, 3, conv_weight_q7,
+                            CONV_OUT_CH, CONV_KER_DIM, 2, 1, conv_bias_q7, 1, 7, conv_im_out_ref_q7,
+                            CONV_OUT_DIM, conv_buf, NULL);
+
+    printf("start q7 basic implementation for RGB\n");
+
+    arm_convolve_HWC_q7_basic(conv_im_in_q7, CONV_IM_DIM, 3, conv_weight_q7,
+                              CONV_OUT_CH, CONV_KER_DIM, 2, 1, conv_bias_q7, 1, 7, conv_im_out_opt_q7,
+                              CONV_OUT_DIM, conv_buf, NULL);
+
+    verify_results_q7(conv_im_out_ref_q7, conv_im_out_opt_q7, CONV_OUT_DIM * CONV_OUT_DIM * CONV_OUT_CH);
+
+    printf("start q7 RGB implementation for RGB\n");
+
+    arm_convolve_HWC_q7_RGB(conv_im_in_q7, CONV_IM_DIM, 3, conv_weight_q7,
+                            CONV_OUT_CH, CONV_KER_DIM, 2, 1, conv_bias_q7, 1, 7, conv_im_out_opt_q7,
+                            CONV_OUT_DIM, conv_buf, NULL);
+
+    verify_results_q7(conv_im_out_ref_q7, conv_im_out_opt_q7, CONV_OUT_DIM * CONV_OUT_DIM * CONV_OUT_CH);
+
+    // testing q15
+    initialize_results_q15(conv_im_out_ref_q15, conv_im_out_opt_q15, CONV_OUT_DIM * CONV_OUT_DIM * CONV_OUT_CH);
+
+    printf("start q15 ref implementation\n");
+
+    arm_convolve_HWC_q15_ref(conv_im_in_q15, CONV_IM_DIM, CONV_IM_CH, conv_weight_q15,
+                             CONV_OUT_CH, CONV_KER_DIM, 2, 1, conv_bias_q15, 0, 15, conv_im_out_ref_q15,
+                             CONV_OUT_DIM, conv_buf, NULL);
+
+    printf("start q15 basic implementation\n");
+
+    arm_convolve_HWC_q15_basic(conv_im_in_q15, CONV_IM_DIM, CONV_IM_CH, conv_weight_q15,
+                               CONV_OUT_CH, CONV_KER_DIM, 2, 1, conv_bias_q15, 0, 15, conv_im_out_opt_q15,
+                               CONV_OUT_DIM, conv_buf, NULL);
+
+    verify_results_q15(conv_im_out_ref_q15, conv_im_out_opt_q15, CONV_OUT_DIM * CONV_OUT_DIM * CONV_OUT_CH);
+
+    printf("start q15 fast implementation\n");
+
+    arm_convolve_HWC_q15_fast(conv_im_in_q15, CONV_IM_DIM, CONV_IM_CH, conv_weight_q15,
+                              CONV_OUT_CH, CONV_KER_DIM, 2, 1, conv_bias_q15, 0, 15, conv_im_out_opt_q15,
+                              CONV_OUT_DIM, conv_buf, NULL);
+
+    verify_results_q15(conv_im_out_ref_q15, conv_im_out_opt_q15, CONV_OUT_DIM * CONV_OUT_DIM * CONV_OUT_CH);
+
+    // depthwise separable conv
+    initialize_results_q7(conv_im_out_ref_q7, conv_im_out_opt_q7, CONV_OUT_DIM * CONV_OUT_DIM * CONV_OUT_CH);
+
+    printf("start q7 depthwise_separable_conv ref implementation\n");
+
+    arm_depthwise_separable_conv_HWC_q7_ref(conv_im_in_q7, CONV_IM_DIM, CONV_IM_CH, conv_weight_q7,
+                                            CONV_OUT_CH, CONV_KER_DIM, 2, 1, conv_bias_q7, 1, 7, conv_im_out_ref_q7,
+                                            CONV_OUT_DIM, conv_buf, NULL);
+
+    printf("start q7 depthwise_separable_conv implementation\n");
+
+    arm_depthwise_separable_conv_HWC_q7(conv_im_in_q7, CONV_IM_DIM, CONV_IM_CH, conv_weight_q7,
+                                        CONV_OUT_CH, CONV_KER_DIM, 2, 1, conv_bias_q7, 1, 7, conv_im_out_opt_q7,
+                                        CONV_OUT_DIM, conv_buf, NULL);
+
+    verify_results_q7(conv_im_out_ref_q7, conv_im_out_opt_q7, CONV_OUT_DIM * CONV_OUT_DIM * CONV_OUT_CH);
+
+    delete[]test1;
+    delete[]test2;
+    delete[]test3;
+    delete[]test4;
+
+#endif
+
+    test_pass = true;
+    test_index = 0;
+    while (test_flags[test_index] != -1) {
+        if (test_flags[test_index]) {
+             test_pass = false;
+        }
+        test_index ++;
+    }
+    if (test_pass) {
+        printf("All tests passed\n");
+    } else {
+        printf("Test failed passed\n");
+    }
+
+    return 0;
+}

CMSIS/NN/NN_Lib_Tests/nn_test/arm_nnexamples_nn_test.h

@@ -0,0 +1,78 @@
+#ifndef _MAIN_H_
+#define _MAIN_H_
+
+#include <stdio.h>
+#include <stdlib.h>
+#include <math.h>
+
+#include "arm_math.h"
+
+#include "arm_nnfunctions.h"
+#include "ref_functions.h"
+
+extern int test_index;
+extern q7_t test_flags[50];
+
+void initialize_results_q7(q7_t * ref, q7_t * opt, int length)
+{
+    arm_fill_q7(0, ref, length);
+    arm_fill_q7(37, opt, length);
+}
+
+void initialize_results_q15(q15_t * ref, q15_t * opt, int length)
+{
+    arm_fill_q15(0, ref, length);
+    arm_fill_q15(0x5F5, opt, length);
+}
+
+void verify_results_q7(q7_t * ref, q7_t * opt, int length)
+{
+
+    bool      if_match = true;
+
+    for (int i = 0; i < length; i++)
+    {
+        if (ref[i] != opt[i])
+        {
+            printf("Output mismatch at %d, expected %d, actual %d\r\n", i, ref[i], opt[i]);
+
+            if_match = false;
+        }
+    }
+
+    if (if_match == true)
+    {
+        printf("Outputs match.\r\n\r\n");
+        test_flags[test_index++] = 0;
+    } else {
+        test_flags[test_index++] = 1;
+    }
+
+}
+
+void verify_results_q15(q15_t * ref, q15_t * opt, int length)
+{
+
+    bool      if_match = true;
+
+    for (int i = 0; i < length; i++)
+    {
+        if (ref[i] != opt[i])
+        {
+            printf("Output mismatch at %d, expected %d, actual %d\r\n", i, ref[i], opt[i]);
+
+            if_match = false;
+        }
+    }
+
+    if (if_match == true)
+    {
+        printf("Outputs match.\r\n\r\n");
+        test_flags[test_index++] = 0;
+    } else {
+        test_flags[test_index++] = 1;
+    }
+
+}
+
+#endif

CMSIS/NN/NN_Lib_Tests/nn_test/arm_nnexamples_nn_test.ini

@@ -0,0 +1,26 @@
+/* This file automatically runs the tests and extract out results */
+
+FUNC void check_results (void)
+{
+    if (test_pass) {
+        exec("LOG > NN_TEST.log");
+        printf("Test passed\n");
+        exec("LOG OFF");
+    } else {
+        exec("LOG > NN_TEST.log");
+        printf("Test failed\n");
+        exec("D test_flags");
+        exec("LOG OFF");
+    }
+}
+
+
+
+RESET                                               /* Reset the target processor */
+LOG OFF                                             /* Turn off Logging by default. */
+
+G
+
+check_results()
+
+EXIT

CMSIS/NN/NN_Lib_Tests/nn_test/arm_nnexamples_nn_test.uvoptx

@@ -0,0 +1,1550 @@
+<?xml version="1.0" encoding="UTF-8" standalone="no" ?>
+<ProjectOpt xmlns:xsi="http://www.w3.org/2001/XMLSchema-instance" xsi:noNamespaceSchemaLocation="project_optx.xsd">
+
+  <SchemaVersion>1.0</SchemaVersion>
+
+  <Header>### uVision Project, (C) Keil Software</Header>
+
+  <Extensions>
+    <cExt>*.c</cExt>
+    <aExt>*.s*; *.src; *.a*</aExt>
+    <oExt>*.obj; *.o</oExt>
+    <lExt>*.lib</lExt>
+    <tExt>*.txt; *.h; *.inc</tExt>
+    <pExt>*.plm</pExt>
+    <CppX>*.cpp</CppX>
+    <nMigrate>0</nMigrate>
+  </Extensions>
+
+  <DaveTm>
+    <dwLowDateTime>0</dwLowDateTime>
+    <dwHighDateTime>0</dwHighDateTime>
+  </DaveTm>
+
+  <Target>
+    <TargetName>ARMCM3</TargetName>
+    <ToolsetNumber>0x4</ToolsetNumber>
+    <ToolsetName>ARM-ADS</ToolsetName>
+    <TargetOption>
+      <CLKADS>10000000</CLKADS>
+      <OPTTT>
+        <gFlags>1</gFlags>
+        <BeepAtEnd>1</BeepAtEnd>
+        <RunSim>0</RunSim>
+        <RunTarget>1</RunTarget>
+        <RunAbUc>0</RunAbUc>
+      </OPTTT>
+      <OPTHX>
+        <HexSelection>1</HexSelection>
+        <FlashByte>65535</FlashByte>
+        <HexRangeLowAddress>0</HexRangeLowAddress>
+        <HexRangeHighAddress>0</HexRangeHighAddress>
+        <HexOffset>0</HexOffset>
+      </OPTHX>
+      <OPTLEX>
+        <PageWidth>79</PageWidth>
+        <PageLength>66</PageLength>
+        <TabStop>8</TabStop>
+        <ListingPath>.\ARMCM3_debug\</ListingPath>
+      </OPTLEX>
+      <ListingPage>
+        <CreateCListing>1</CreateCListing>
+        <CreateAListing>1</CreateAListing>
+        <CreateLListing>1</CreateLListing>
+        <CreateIListing>0</CreateIListing>
+        <AsmCond>1</AsmCond>
+        <AsmSymb>1</AsmSymb>
+        <AsmXref>0</AsmXref>
+        <CCond>1</CCond>
+        <CCode>0</CCode>
+        <CListInc>0</CListInc>
+        <CSymb>0</CSymb>
+        <LinkerCodeListing>0</LinkerCodeListing>
+      </ListingPage>
+      <OPTXL>
+        <LMap>1</LMap>
+        <LComments>1</LComments>
+        <LGenerateSymbols>1</LGenerateSymbols>
+        <LLibSym>1</LLibSym>
+        <LLines>1</LLines>
+        <LLocSym>1</LLocSym>
+        <LPubSym>1</LPubSym>
+        <LXref>0</LXref>
+        <LExpSel>0</LExpSel>
+      </OPTXL>
+      <OPTFL>
+        <tvExp>1</tvExp>
+        <tvExpOptDlg>0</tvExpOptDlg>
+        <IsCurrentTarget>1</IsCurrentTarget>
+      </OPTFL>
+      <CpuCode>7</CpuCode>
+      <DebugOpt>
+        <uSim>1</uSim>
+        <uTrg>0</uTrg>
+        <sLdApp>1</sLdApp>
+        <sGomain>1</sGomain>
+        <sRbreak>1</sRbreak>
+        <sRwatch>1</sRwatch>
+        <sRmem>1</sRmem>
+        <sRfunc>1</sRfunc>
+        <sRbox>1</sRbox>
+        <tLdApp>1</tLdApp>
+        <tGomain>1</tGomain>
+        <tRbreak>1</tRbreak>
+        <tRwatch>1</tRwatch>
+        <tRmem>1</tRmem>
+        <tRfunc>0</tRfunc>
+        <tRbox>1</tRbox>
+        <tRtrace>0</tRtrace>
+        <sRSysVw>1</sRSysVw>
+        <tRSysVw>1</tRSysVw>
+        <sRunDeb>0</sRunDeb>
+        <sLrtime>0</sLrtime>
+        <bEvRecOn>1</bEvRecOn>
+        <nTsel>0</nTsel>
+        <sDll></sDll>
+        <sDllPa></sDllPa>
+        <sDlgDll></sDlgDll>
+        <sDlgPa></sDlgPa>
+        <sIfile>.\arm_nnexamples_nn_test.ini</sIfile>
+        <tDll></tDll>
+        <tDllPa></tDllPa>
+        <tDlgDll></tDlgDll>
+        <tDlgPa></tDlgPa>
+        <tIfile></tIfile>
+        <pMon>BIN\UL2CM3.DLL</pMon>
+      </DebugOpt>
+      <TargetDriverDllRegistry>
+        <SetRegEntry>
+          <Number>0</Number>
+          <Key>ARMRTXEVENTFLAGS</Key>
+          <Name>-L70 -Z18 -C0 -M0 -T1</Name>
+        </SetRegEntry>
+        <SetRegEntry>
+          <Number>0</Number>
+          <Key>UL2CM3</Key>
+          <Name>UL2CM3(-S0 -C0 -P0 -FD20000000 -FC1000 -FN1 -FF0NEW_DEVICE -FS00 -FL040000 -FP0($$Device:ARMCM3$Device\ARM\Flash\NEW_DEVICE.FLM))</Name>
+        </SetRegEntry>
+        <SetRegEntry>
+          <Number>0</Number>
+          <Key>DLGDARM</Key>
+          <Name>(1010=-1,-1,-1,-1,0)(1007=-1,-1,-1,-1,0)(1008=-1,-1,-1,-1,0)(1009=-1,-1,-1,-1,0)</Name>
+        </SetRegEntry>
+        <SetRegEntry>
+          <Number>0</Number>
+          <Key>ARMDBGFLAGS</Key>
+          <Name>-T0</Name>
+        </SetRegEntry>
+      </TargetDriverDllRegistry>
+      <Breakpoint/>
+      <Tracepoint>
+        <THDelay>0</THDelay>
+      </Tracepoint>
+      <DebugFlag>
+        <trace>0</trace>
+        <periodic>0</periodic>
+        <aLwin>1</aLwin>
+        <aCover>0</aCover>
+        <aSer1>0</aSer1>
+        <aSer2>0</aSer2>
+        <aPa>0</aPa>
+        <viewmode>1</viewmode>
+        <vrSel>0</vrSel>
+        <aSym>0</aSym>
+        <aTbox>0</aTbox>
+        <AscS1>0</AscS1>
+        <AscS2>0</AscS2>
+        <AscS3>0</AscS3>
+        <aSer3>0</aSer3>
+        <eProf>0</eProf>
+        <aLa>0</aLa>
+        <aPa1>0</aPa1>
+        <AscS4>0</AscS4>
+        <aSer4>0</aSer4>
+        <StkLoc>0</StkLoc>
+        <TrcWin>0</TrcWin>
+        <newCpu>0</newCpu>
+        <uProt>0</uProt>
+      </DebugFlag>
+      <LintExecutable></LintExecutable>
+      <LintConfigFile></LintConfigFile>
+      <bLintAuto>0</bLintAuto>
+      <bAutoGenD>0</bAutoGenD>
+      <LntExFlags>0</LntExFlags>
+      <pMisraName></pMisraName>
+      <pszMrule></pszMrule>
+      <pSingCmds></pSingCmds>
+      <pMultCmds></pMultCmds>
+      <pMisraNamep></pMisraNamep>
+      <pszMrulep></pszMrulep>
+      <pSingCmdsp></pSingCmdsp>
+      <pMultCmdsp></pMultCmdsp>
+    </TargetOption>
+  </Target>
+
+  <Target>
+    <TargetName>ARMCM4_FP</TargetName>
+    <ToolsetNumber>0x4</ToolsetNumber>
+    <ToolsetName>ARM-ADS</ToolsetName>
+    <TargetOption>
+      <CLKADS>100000000</CLKADS>
+      <OPTTT>
+        <gFlags>1</gFlags>
+        <BeepAtEnd>1</BeepAtEnd>
+        <RunSim>0</RunSim>
+        <RunTarget>1</RunTarget>
+        <RunAbUc>0</RunAbUc>
+      </OPTTT>
+      <OPTHX>
+        <HexSelection>1</HexSelection>
+        <FlashByte>65535</FlashByte>
+        <HexRangeLowAddress>0</HexRangeLowAddress>
+        <HexRangeHighAddress>0</HexRangeHighAddress>
+        <HexOffset>0</HexOffset>
+      </OPTHX>
+      <OPTLEX>
+        <PageWidth>79</PageWidth>
+        <PageLength>66</PageLength>
+        <TabStop>8</TabStop>
+        <ListingPath>.\ARMCM4_debug\</ListingPath>
+      </OPTLEX>
+      <ListingPage>
+        <CreateCListing>1</CreateCListing>
+        <CreateAListing>1</CreateAListing>
+        <CreateLListing>1</CreateLListing>
+        <CreateIListing>0</CreateIListing>
+        <AsmCond>1</AsmCond>
+        <AsmSymb>1</AsmSymb>
+        <AsmXref>0</AsmXref>
+        <CCond>1</CCond>
+        <CCode>0</CCode>
+        <CListInc>0</CListInc>
+        <CSymb>0</CSymb>
+        <LinkerCodeListing>0</LinkerCodeListing>
+      </ListingPage>
+      <OPTXL>
+        <LMap>1</LMap>
+        <LComments>1</LComments>
+        <LGenerateSymbols>1</LGenerateSymbols>
+        <LLibSym>1</LLibSym>
+        <LLines>1</LLines>
+        <LLocSym>1</LLocSym>
+        <LPubSym>1</LPubSym>
+        <LXref>0</LXref>
+        <LExpSel>0</LExpSel>
+      </OPTXL>
+      <OPTFL>
+        <tvExp>1</tvExp>
+        <tvExpOptDlg>0</tvExpOptDlg>
+        <IsCurrentTarget>0</IsCurrentTarget>
+      </OPTFL>
+      <CpuCode>7</CpuCode>
+      <DebugOpt>
+        <uSim>1</uSim>
+        <uTrg>0</uTrg>
+        <sLdApp>1</sLdApp>
+        <sGomain>1</sGomain>
+        <sRbreak>1</sRbreak>
+        <sRwatch>1</sRwatch>
+        <sRmem>1</sRmem>
+        <sRfunc>1</sRfunc>
+        <sRbox>1</sRbox>
+        <tLdApp>1</tLdApp>
+        <tGomain>1</tGomain>
+        <tRbreak>1</tRbreak>
+        <tRwatch>1</tRwatch>
+        <tRmem>1</tRmem>
+        <tRfunc>0</tRfunc>
+        <tRbox>1</tRbox>
+        <tRtrace>0</tRtrace>
+        <sRSysVw>1</sRSysVw>
+        <tRSysVw>1</tRSysVw>
+        <sRunDeb>0</sRunDeb>
+        <sLrtime>0</sLrtime>
+        <bEvRecOn>1</bEvRecOn>
+        <nTsel>0</nTsel>
+        <sDll></sDll>
+        <sDllPa></sDllPa>
+        <sDlgDll></sDlgDll>
+        <sDlgPa></sDlgPa>
+        <sIfile>.\arm_nnexamples_nn_test.ini</sIfile>
+        <tDll></tDll>
+        <tDllPa></tDllPa>
+        <tDlgDll></tDlgDll>
+        <tDlgPa></tDlgPa>
+        <tIfile></tIfile>
+        <pMon>BIN\UL2CM3.DLL</pMon>
+      </DebugOpt>
+      <TargetDriverDllRegistry>
+        <SetRegEntry>
+          <Number>0</Number>
+          <Key>ARMRTXEVENTFLAGS</Key>
+          <Name>-L70 -Z18 -C0 -M0 -T1</Name>
+        </SetRegEntry>
+        <SetRegEntry>
+          <Number>0</Number>
+          <Key>UL2CM3</Key>
+          <Name>UL2CM3(-S0 -C0 -P0 ) -FN1 -FC1000 -FD20000000 -FF0NEW_DEVICE -FL080000 -FS00 -FP0($$Device:ARMCM4_FP$Device\ARM\Flash\NEW_DEVICE.FLM)</Name>
+        </SetRegEntry>
+        <SetRegEntry>
+          <Number>0</Number>
+          <Key>DLGDARM</Key>
+          <Name>(1010=-1,-1,-1,-1,0)(1007=-1,-1,-1,-1,0)(1008=341,284,717,520,0)(1009=-1,-1,-1,-1,0)(1012=347,325,822,639,0)</Name>
+        </SetRegEntry>
+        <SetRegEntry>
+          <Number>0</Number>
+          <Key>ARMDBGFLAGS</Key>
+          <Name>-T0</Name>
+        </SetRegEntry>
+      </TargetDriverDllRegistry>
+      <Breakpoint/>
+      <Tracepoint>
+        <THDelay>0</THDelay>
+      </Tracepoint>
+      <DebugFlag>
+        <trace>0</trace>
+        <periodic>0</periodic>
+        <aLwin>1</aLwin>
+        <aCover>0</aCover>
+        <aSer1>0</aSer1>
+        <aSer2>0</aSer2>
+        <aPa>0</aPa>
+        <viewmode>1</viewmode>
+        <vrSel>0</vrSel>
+        <aSym>0</aSym>
+        <aTbox>0</aTbox>
+        <AscS1>0</AscS1>
+        <AscS2>0</AscS2>
+        <AscS3>0</AscS3>
+        <aSer3>0</aSer3>
+        <eProf>1</eProf>
+        <aLa>0</aLa>
+        <aPa1>0</aPa1>
+        <AscS4>0</AscS4>
+        <aSer4>0</aSer4>
+        <StkLoc>1</StkLoc>
+        <TrcWin>0</TrcWin>
+        <newCpu>0</newCpu>
+        <uProt>0</uProt>
+      </DebugFlag>
+      <LintExecutable></LintExecutable>
+      <LintConfigFile></LintConfigFile>
+      <bLintAuto>0</bLintAuto>
+      <bAutoGenD>0</bAutoGenD>
+      <LntExFlags>0</LntExFlags>
+      <pMisraName></pMisraName>
+      <pszMrule></pszMrule>
+      <pSingCmds></pSingCmds>
+      <pMultCmds></pMultCmds>
+      <pMisraNamep></pMisraNamep>
+      <pszMrulep></pszMrulep>
+      <pSingCmdsp></pSingCmdsp>
+      <pMultCmdsp></pMultCmdsp>
+    </TargetOption>
+  </Target>
+
+  <Target>
+    <TargetName>ARMCM7_SP</TargetName>
+    <ToolsetNumber>0x4</ToolsetNumber>
+    <ToolsetName>ARM-ADS</ToolsetName>
+    <TargetOption>
+      <CLKADS>12000000</CLKADS>
+      <OPTTT>
+        <gFlags>1</gFlags>
+        <BeepAtEnd>1</BeepAtEnd>
+        <RunSim>0</RunSim>
+        <RunTarget>1</RunTarget>
+        <RunAbUc>0</RunAbUc>
+      </OPTTT>
+      <OPTHX>
+        <HexSelection>1</HexSelection>
+        <FlashByte>65535</FlashByte>
+        <HexRangeLowAddress>0</HexRangeLowAddress>
+        <HexRangeHighAddress>0</HexRangeHighAddress>
+        <HexOffset>0</HexOffset>
+      </OPTHX>
+      <OPTLEX>
+        <PageWidth>79</PageWidth>
+        <PageLength>66</PageLength>
+        <TabStop>8</TabStop>
+        <ListingPath>.\ARMCM7_debug\</ListingPath>
+      </OPTLEX>
+      <ListingPage>
+        <CreateCListing>1</CreateCListing>
+        <CreateAListing>1</CreateAListing>
+        <CreateLListing>1</CreateLListing>
+        <CreateIListing>0</CreateIListing>
+        <AsmCond>1</AsmCond>
+        <AsmSymb>1</AsmSymb>
+        <AsmXref>0</AsmXref>
+        <CCond>1</CCond>
+        <CCode>0</CCode>
+        <CListInc>0</CListInc>
+        <CSymb>0</CSymb>
+        <LinkerCodeListing>0</LinkerCodeListing>
+      </ListingPage>
+      <OPTXL>
+        <LMap>1</LMap>
+        <LComments>1</LComments>
+        <LGenerateSymbols>1</LGenerateSymbols>
+        <LLibSym>1</LLibSym>
+        <LLines>1</LLines>
+        <LLocSym>1</LLocSym>
+        <LPubSym>1</LPubSym>
+        <LXref>0</LXref>
+        <LExpSel>0</LExpSel>
+      </OPTXL>
+      <OPTFL>
+        <tvExp>1</tvExp>
+        <tvExpOptDlg>0</tvExpOptDlg>
+        <IsCurrentTarget>0</IsCurrentTarget>
+      </OPTFL>
+      <CpuCode>7</CpuCode>
+      <DebugOpt>
+        <uSim>1</uSim>
+        <uTrg>0</uTrg>
+        <sLdApp>1</sLdApp>
+        <sGomain>1</sGomain>
+        <sRbreak>1</sRbreak>
+        <sRwatch>1</sRwatch>
+        <sRmem>1</sRmem>
+        <sRfunc>1</sRfunc>
+        <sRbox>1</sRbox>
+        <tLdApp>1</tLdApp>
+        <tGomain>1</tGomain>
+        <tRbreak>1</tRbreak>
+        <tRwatch>1</tRwatch>
+        <tRmem>1</tRmem>
+        <tRfunc>0</tRfunc>
+        <tRbox>1</tRbox>
+        <tRtrace>0</tRtrace>
+        <sRSysVw>1</sRSysVw>
+        <tRSysVw>1</tRSysVw>
+        <sRunDeb>0</sRunDeb>
+        <sLrtime>0</sLrtime>
+        <bEvRecOn>1</bEvRecOn>
+        <nTsel>0</nTsel>
+        <sDll></sDll>
+        <sDllPa></sDllPa>
+        <sDlgDll></sDlgDll>
+        <sDlgPa></sDlgPa>
+        <sIfile>.\arm_nnexamples_nn_test.ini</sIfile>
+        <tDll></tDll>
+        <tDllPa></tDllPa>
+        <tDlgDll></tDlgDll>
+        <tDlgPa></tDlgPa>
+        <tIfile></tIfile>
+        <pMon>BIN\UL2CM3.DLL</pMon>
+      </DebugOpt>
+      <TargetDriverDllRegistry>
+        <SetRegEntry>
+          <Number>0</Number>
+          <Key>ARMRTXEVENTFLAGS</Key>
+          <Name>-L70 -Z18 -C0 -M0 -T1</Name>
+        </SetRegEntry>
+        <SetRegEntry>
+          <Number>0</Number>
+          <Key>UL2CM3</Key>
+          <Name>UL2CM3(-S0 -C0 -P0 ) -FN1 -FC1000 -FD20000000 -FF0NEW_DEVICE -FL080000 -FS00 -FP0($$Device:ARMCM7_SP$Device\ARM\Flash\NEW_DEVICE.FLM)</Name>
+        </SetRegEntry>
+        <SetRegEntry>
+          <Number>0</Number>
+          <Key>DLGDARM</Key>
+          <Name>(1010=-1,-1,-1,-1,0)(1007=-1,-1,-1,-1,0)(1008=-1,-1,-1,-1,0)(1009=-1,-1,-1,-1,0)(1012=-1,-1,-1,-1,0)</Name>
+        </SetRegEntry>
+        <SetRegEntry>
+          <Number>0</Number>
+          <Key>ARMDBGFLAGS</Key>
+          <Name>-T0</Name>
+        </SetRegEntry>
+      </TargetDriverDllRegistry>
+      <Breakpoint/>
+      <MemoryWindow1>
+        <Mm>
+          <WinNumber>1</WinNumber>
+          <SubType>0</SubType>
+          <ItemText>0x20000700</ItemText>
+          <AccSizeX>0</AccSizeX>
+        </Mm>
+      </MemoryWindow1>
+      <Tracepoint>
+        <THDelay>0</THDelay>
+      </Tracepoint>
+      <DebugFlag>
+        <trace>0</trace>
+        <periodic>0</periodic>
+        <aLwin>0</aLwin>
+        <aCover>0</aCover>
+        <aSer1>0</aSer1>
+        <aSer2>0</aSer2>
+        <aPa>0</aPa>
+        <viewmode>1</viewmode>
+        <vrSel>0</vrSel>
+        <aSym>0</aSym>
+        <aTbox>0</aTbox>
+        <AscS1>0</AscS1>
+        <AscS2>0</AscS2>
+        <AscS3>0</AscS3>
+        <aSer3>0</aSer3>
+        <eProf>0</eProf>
+        <aLa>0</aLa>
+        <aPa1>0</aPa1>
+        <AscS4>0</AscS4>
+        <aSer4>0</aSer4>
+        <StkLoc>0</StkLoc>
+        <TrcWin>0</TrcWin>
+        <newCpu>0</newCpu>
+        <uProt>0</uProt>
+      </DebugFlag>
+      <LintExecutable></LintExecutable>
+      <LintConfigFile></LintConfigFile>
+      <bLintAuto>0</bLintAuto>
+      <bAutoGenD>0</bAutoGenD>
+      <LntExFlags>0</LntExFlags>
+      <pMisraName></pMisraName>
+      <pszMrule></pszMrule>
+      <pSingCmds></pSingCmds>
+      <pMultCmds></pMultCmds>
+      <pMisraNamep></pMisraNamep>
+      <pszMrulep></pszMrulep>
+      <pSingCmdsp></pSingCmdsp>
+      <pMultCmdsp></pMultCmdsp>
+    </TargetOption>
+  </Target>
+
+  <Target>
+    <TargetName>ARMCM4b_FP</TargetName>
+    <ToolsetNumber>0x4</ToolsetNumber>
+    <ToolsetName>ARM-ADS</ToolsetName>
+    <TargetOption>
+      <CLKADS>100000000</CLKADS>
+      <OPTTT>
+        <gFlags>1</gFlags>
+        <BeepAtEnd>1</BeepAtEnd>
+        <RunSim>0</RunSim>
+        <RunTarget>1</RunTarget>
+        <RunAbUc>0</RunAbUc>
+      </OPTTT>
+      <OPTHX>
+        <HexSelection>1</HexSelection>
+        <FlashByte>65535</FlashByte>
+        <HexRangeLowAddress>0</HexRangeLowAddress>
+        <HexRangeHighAddress>0</HexRangeHighAddress>
+        <HexOffset>0</HexOffset>
+      </OPTHX>
+      <OPTLEX>
+        <PageWidth>79</PageWidth>
+        <PageLength>66</PageLength>
+        <TabStop>8</TabStop>
+        <ListingPath>.\ARMCM4_debug\</ListingPath>
+      </OPTLEX>
+      <ListingPage>
+        <CreateCListing>1</CreateCListing>
+        <CreateAListing>1</CreateAListing>
+        <CreateLListing>1</CreateLListing>
+        <CreateIListing>0</CreateIListing>
+        <AsmCond>1</AsmCond>
+        <AsmSymb>1</AsmSymb>
+        <AsmXref>0</AsmXref>
+        <CCond>1</CCond>
+        <CCode>0</CCode>
+        <CListInc>0</CListInc>
+        <CSymb>0</CSymb>
+        <LinkerCodeListing>0</LinkerCodeListing>
+      </ListingPage>
+      <OPTXL>
+        <LMap>1</LMap>
+        <LComments>1</LComments>
+        <LGenerateSymbols>1</LGenerateSymbols>
+        <LLibSym>1</LLibSym>
+        <LLines>1</LLines>
+        <LLocSym>1</LLocSym>
+        <LPubSym>1</LPubSym>
+        <LXref>0</LXref>
+        <LExpSel>0</LExpSel>
+      </OPTXL>
+      <OPTFL>
+        <tvExp>1</tvExp>
+        <tvExpOptDlg>0</tvExpOptDlg>
+        <IsCurrentTarget>0</IsCurrentTarget>
+      </OPTFL>
+      <CpuCode>7</CpuCode>
+      <DebugOpt>
+        <uSim>1</uSim>
+        <uTrg>0</uTrg>
+        <sLdApp>1</sLdApp>
+        <sGomain>1</sGomain>
+        <sRbreak>1</sRbreak>
+        <sRwatch>1</sRwatch>
+        <sRmem>1</sRmem>
+        <sRfunc>1</sRfunc>
+        <sRbox>1</sRbox>
+        <tLdApp>1</tLdApp>
+        <tGomain>1</tGomain>
+        <tRbreak>1</tRbreak>
+        <tRwatch>1</tRwatch>
+        <tRmem>1</tRmem>
+        <tRfunc>0</tRfunc>
+        <tRbox>1</tRbox>
+        <tRtrace>0</tRtrace>
+        <sRSysVw>1</sRSysVw>
+        <tRSysVw>1</tRSysVw>
+        <sRunDeb>0</sRunDeb>
+        <sLrtime>0</sLrtime>
+        <bEvRecOn>1</bEvRecOn>
+        <nTsel>0</nTsel>
+        <sDll></sDll>
+        <sDllPa></sDllPa>
+        <sDlgDll></sDlgDll>
+        <sDlgPa></sDlgPa>
+        <sIfile>.\arm_nnexamples_nn_test.ini</sIfile>
+        <tDll></tDll>
+        <tDllPa></tDllPa>
+        <tDlgDll></tDlgDll>
+        <tDlgPa></tDlgPa>
+        <tIfile></tIfile>
+        <pMon>BIN\UL2CM3.DLL</pMon>
+      </DebugOpt>
+      <TargetDriverDllRegistry>
+        <SetRegEntry>
+          <Number>0</Number>
+          <Key>ARMRTXEVENTFLAGS</Key>
+          <Name>-L70 -Z18 -C0 -M0 -T1</Name>
+        </SetRegEntry>
+        <SetRegEntry>
+          <Number>0</Number>
+          <Key>UL2CM3</Key>
+          <Name>UL2CM3(-S0 -C0 -P0 ) -FN1 -FC1000 -FD20000000 -FF0NEW_DEVICE -FL080000 -FS00 -FP0($$Device:ARMCM4_FP$Device\ARM\Flash\NEW_DEVICE.FLM)</Name>
+        </SetRegEntry>
+        <SetRegEntry>
+          <Number>0</Number>
+          <Key>DLGDARM</Key>
+          <Name>(1010=-1,-1,-1,-1,0)(1007=-1,-1,-1,-1,0)(1008=341,284,717,520,0)(1009=-1,-1,-1,-1,0)(1012=347,325,822,639,0)</Name>
+        </SetRegEntry>
+        <SetRegEntry>
+          <Number>0</Number>
+          <Key>ARMDBGFLAGS</Key>
+          <Name>-T0</Name>
+        </SetRegEntry>
+      </TargetDriverDllRegistry>
+      <Breakpoint/>
+      <Tracepoint>
+        <THDelay>0</THDelay>
+      </Tracepoint>
+      <DebugFlag>
+        <trace>0</trace>
+        <periodic>0</periodic>
+        <aLwin>1</aLwin>
+        <aCover>0</aCover>
+        <aSer1>0</aSer1>
+        <aSer2>0</aSer2>
+        <aPa>0</aPa>
+        <viewmode>1</viewmode>
+        <vrSel>0</vrSel>
+        <aSym>0</aSym>
+        <aTbox>0</aTbox>
+        <AscS1>0</AscS1>
+        <AscS2>0</AscS2>
+        <AscS3>0</AscS3>
+        <aSer3>0</aSer3>
+        <eProf>1</eProf>
+        <aLa>0</aLa>
+        <aPa1>0</aPa1>
+        <AscS4>0</AscS4>
+        <aSer4>0</aSer4>
+        <StkLoc>1</StkLoc>
+        <TrcWin>0</TrcWin>
+        <newCpu>0</newCpu>
+        <uProt>0</uProt>
+      </DebugFlag>
+      <LintExecutable></LintExecutable>
+      <LintConfigFile></LintConfigFile>
+      <bLintAuto>0</bLintAuto>
+      <bAutoGenD>0</bAutoGenD>
+      <LntExFlags>0</LntExFlags>
+      <pMisraName></pMisraName>
+      <pszMrule></pszMrule>
+      <pSingCmds></pSingCmds>
+      <pMultCmds></pMultCmds>
+      <pMisraNamep></pMisraNamep>
+      <pszMrulep></pszMrulep>
+      <pSingCmdsp></pSingCmdsp>
+      <pMultCmdsp></pMultCmdsp>
+    </TargetOption>
+  </Target>
+
+  <Target>
+    <TargetName>ARMCM7b_SP</TargetName>
+    <ToolsetNumber>0x4</ToolsetNumber>
+    <ToolsetName>ARM-ADS</ToolsetName>
+    <TargetOption>
+      <CLKADS>12000000</CLKADS>
+      <OPTTT>
+        <gFlags>1</gFlags>
+        <BeepAtEnd>1</BeepAtEnd>
+        <RunSim>0</RunSim>
+        <RunTarget>1</RunTarget>
+        <RunAbUc>0</RunAbUc>
+      </OPTTT>
+      <OPTHX>
+        <HexSelection>1</HexSelection>
+        <FlashByte>65535</FlashByte>
+        <HexRangeLowAddress>0</HexRangeLowAddress>
+        <HexRangeHighAddress>0</HexRangeHighAddress>
+        <HexOffset>0</HexOffset>
+      </OPTHX>
+      <OPTLEX>
+        <PageWidth>79</PageWidth>
+        <PageLength>66</PageLength>
+        <TabStop>8</TabStop>
+        <ListingPath>.\ARMCM7_debug\</ListingPath>
+      </OPTLEX>
+      <ListingPage>
+        <CreateCListing>1</CreateCListing>
+        <CreateAListing>1</CreateAListing>
+        <CreateLListing>1</CreateLListing>
+        <CreateIListing>0</CreateIListing>
+        <AsmCond>1</AsmCond>
+        <AsmSymb>1</AsmSymb>
+        <AsmXref>0</AsmXref>
+        <CCond>1</CCond>
+        <CCode>0</CCode>
+        <CListInc>0</CListInc>
+        <CSymb>0</CSymb>
+        <LinkerCodeListing>0</LinkerCodeListing>
+      </ListingPage>
+      <OPTXL>
+        <LMap>1</LMap>
+        <LComments>1</LComments>
+        <LGenerateSymbols>1</LGenerateSymbols>
+        <LLibSym>1</LLibSym>
+        <LLines>1</LLines>
+        <LLocSym>1</LLocSym>
+        <LPubSym>1</LPubSym>
+        <LXref>0</LXref>
+        <LExpSel>0</LExpSel>
+      </OPTXL>
+      <OPTFL>
+        <tvExp>1</tvExp>
+        <tvExpOptDlg>0</tvExpOptDlg>
+        <IsCurrentTarget>0</IsCurrentTarget>
+      </OPTFL>
+      <CpuCode>7</CpuCode>
+      <DebugOpt>
+        <uSim>1</uSim>
+        <uTrg>0</uTrg>
+        <sLdApp>1</sLdApp>
+        <sGomain>1</sGomain>
+        <sRbreak>1</sRbreak>
+        <sRwatch>1</sRwatch>
+        <sRmem>1</sRmem>
+        <sRfunc>1</sRfunc>
+        <sRbox>1</sRbox>
+        <tLdApp>1</tLdApp>
+        <tGomain>1</tGomain>
+        <tRbreak>1</tRbreak>
+        <tRwatch>1</tRwatch>
+        <tRmem>1</tRmem>
+        <tRfunc>0</tRfunc>
+        <tRbox>1</tRbox>
+        <tRtrace>0</tRtrace>
+        <sRSysVw>1</sRSysVw>
+        <tRSysVw>1</tRSysVw>
+        <sRunDeb>0</sRunDeb>
+        <sLrtime>0</sLrtime>
+        <bEvRecOn>1</bEvRecOn>
+        <nTsel>0</nTsel>
+        <sDll></sDll>
+        <sDllPa></sDllPa>
+        <sDlgDll></sDlgDll>
+        <sDlgPa></sDlgPa>
+        <sIfile>.\arm_nnexamples_nn_test.ini</sIfile>
+        <tDll></tDll>
+        <tDllPa></tDllPa>
+        <tDlgDll></tDlgDll>
+        <tDlgPa></tDlgPa>
+        <tIfile></tIfile>
+        <pMon>BIN\UL2CM3.DLL</pMon>
+      </DebugOpt>
+      <TargetDriverDllRegistry>
+        <SetRegEntry>
+          <Number>0</Number>
+          <Key>ARMRTXEVENTFLAGS</Key>
+          <Name>-L70 -Z18 -C0 -M0 -T1</Name>
+        </SetRegEntry>
+        <SetRegEntry>
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+              <FilePath>..\..\Source\NNSupportFunctions\arm_q7_to_q15_no_shift.c</FilePath>
+            </File>
+            <File>
+              <FileName>arm_q7_to_q15_reordered_no_shift.c</FileName>
+              <FileType>1</FileType>
+              <FilePath>..\..\Source\NNSupportFunctions\arm_q7_to_q15_reordered_no_shift.c</FilePath>
+            </File>
+            <File>
+              <FileName>arm_softmax_q7.c</FileName>
+              <FileType>1</FileType>
+              <FilePath>..\..\Source\SoftmaxFunctions\arm_softmax_q7.c</FilePath>
+            </File>
+            <File>
+              <FileName>arm_softmax_q15.c</FileName>
+              <FileType>1</FileType>
+              <FilePath>..\..\Source\SoftmaxFunctions\arm_softmax_q15.c</FilePath>
+            </File>
+            <File>
+              <FileName>arm_pool_q7_HWC.c</FileName>
+              <FileType>1</FileType>
+              <FilePath>..\..\Source\PoolingFunctions\arm_pool_q7_HWC.c</FilePath>
+            </File>
+          </Files>
+        </Group>
+        <Group>
+          <GroupName>Documentation</GroupName>
+          <Files>
+            <File>
+              <FileName>readme.txt</FileName>
+              <FileType>5</FileType>
+              <FilePath>.\readme.txt</FilePath>
+            </File>
+          </Files>
+        </Group>
+        <Group>
+          <GroupName>::CMSIS</GroupName>
+        </Group>
+        <Group>
+          <GroupName>::Compiler</GroupName>
+        </Group>
+        <Group>
+          <GroupName>::Device</GroupName>
+        </Group>
+      </Groups>
+    </Target>
+  </Targets>
+
+  <RTE>
+    <apis/>
+    <components>
+      <component Cclass="CMSIS" Cgroup="CORE" Cvendor="ARM" Cversion="5.0.2" condition="ARMv6_7_8-M Device">
+        <package name="CMSIS" schemaVersion="1.3" url="http://www.keil.com/pack/" vendor="ARM" version="5.2.0"/>
+        <targetInfos>
+          <targetInfo name="ARMCM3"/>
+          <targetInfo name="ARMCM4_FP"/>
+          <targetInfo name="ARMCM4_FP_truncate"/>
+          <targetInfo name="ARMCM4b_FP"/>
+          <targetInfo name="ARMCM7_SP"/>
+          <targetInfo name="ARMCM7b_SP"/>
+        </targetInfos>
+      </component>
+      <component Cclass="CMSIS" Cgroup="DSP" Cvendor="ARM" Cversion="1.5.2" condition="CMSIS DSP">
+        <package name="CMSIS" schemaVersion="1.3" url="http://www.keil.com/pack/" vendor="ARM" version="5.2.0"/>
+        <targetInfos>
+          <targetInfo name="ARMCM3"/>
+          <targetInfo name="ARMCM4_FP"/>
+          <targetInfo name="ARMCM4_FP_truncate"/>
+          <targetInfo name="ARMCM4b_FP"/>
+          <targetInfo name="ARMCM7_SP"/>
+          <targetInfo name="ARMCM7b_SP"/>
+        </targetInfos>
+      </component>
+      <component Cclass="Device" Cgroup="Startup" Cvendor="ARM" Cversion="1.0.1" condition="ARMCM3 CMSIS">
+        <package name="CMSIS" schemaVersion="1.2" url="http://www.keil.com/pack/" vendor="ARM" version="4.0.11"/>
+        <targetInfos>
+          <targetInfo name="ARMCM3"/>
+          <targetInfo name="ARMCM4_FP_truncate"/>
+        </targetInfos>
+      </component>
+      <component Cclass="Device" Cgroup="Startup" Cvendor="ARM" Cversion="1.0.1" condition="ARMCM4 CMSIS">
+        <package name="CMSIS" schemaVersion="1.2" url="http://www.keil.com/pack/" vendor="ARM" version="4.0.11"/>
+        <targetInfos>
+          <targetInfo name="ARMCM4_FP"/>
+          <targetInfo name="ARMCM4b_FP"/>
+        </targetInfos>
+      </component>
+      <component Cclass="Device" Cgroup="Startup" Cvendor="ARM" Cversion="1.0.1" condition="ARMCM7 CMSIS">
+        <package name="CMSIS" schemaVersion="1.3" url="http://www.keil.com/pack/" vendor="ARM" version="4.1.10"/>
+        <targetInfos>
+          <targetInfo name="ARMCM7_SP"/>
+          <targetInfo name="ARMCM7b_SP"/>
+        </targetInfos>
+      </component>
+      <component Cbundle="ARM Compiler" Cclass="Compiler" Cgroup="I/O" Csub="STDERR" Cvariant="ITM" Cvendor="Keil" Cversion="1.2.1" condition="ARMCC Cortex-M with ITM">
+        <package name="ARM_Compiler" schemaVersion="1.4.9" url="http://www.keil.com/pack/" vendor="Keil" version="1.3.3"/>
+        <targetInfos>
+          <targetInfo name="ARMCM3"/>
+          <targetInfo name="ARMCM4_FP"/>
+          <targetInfo name="ARMCM4_FP_truncate"/>
+          <targetInfo name="ARMCM4b_FP"/>
+          <targetInfo name="ARMCM7_SP"/>
+          <targetInfo name="ARMCM7b_SP"/>
+        </targetInfos>
+      </component>
+      <component Cbundle="ARM Compiler" Cclass="Compiler" Cgroup="I/O" Csub="STDOUT" Cvariant="ITM" Cvendor="Keil" Cversion="1.2.1" condition="ARMCC Cortex-M with ITM">
+        <package name="ARM_Compiler" schemaVersion="1.4.9" url="http://www.keil.com/pack/" vendor="Keil" version="1.3.3"/>
+        <targetInfos>
+          <targetInfo name="ARMCM3"/>
+          <targetInfo name="ARMCM4_FP"/>
+          <targetInfo name="ARMCM4_FP_truncate"/>
+          <targetInfo name="ARMCM4b_FP"/>
+          <targetInfo name="ARMCM7_SP"/>
+          <targetInfo name="ARMCM7b_SP"/>
+        </targetInfos>
+      </component>
+      <component Cbundle="ARM Compiler" Cclass="Compiler" Cgroup="I/O" Csub="TTY" Cvariant="ITM" Cvendor="Keil" Cversion="1.2.1" condition="ARMCC Cortex-M with ITM">
+        <package name="ARM_Compiler" schemaVersion="1.4.9" url="http://www.keil.com/pack/" vendor="Keil" version="1.3.3"/>
+        <targetInfos>
+          <targetInfo name="ARMCM3"/>
+          <targetInfo name="ARMCM4_FP"/>
+          <targetInfo name="ARMCM4_FP_truncate"/>
+          <targetInfo name="ARMCM4b_FP"/>
+          <targetInfo name="ARMCM7_SP"/>
+          <targetInfo name="ARMCM7b_SP"/>
+        </targetInfos>
+      </component>
+    </components>
+    <files>
+      <file attr="config" category="sourceAsm" condition="ARMCC" name="Device\ARM\ARMCM0\Source\ARM\startup_ARMCM0.s" version="1.0.0">
+        <instance index="0" removed="1">RTE\Device\ARMCM0\startup_ARMCM0.s</instance>
+        <component Cclass="Device" Cgroup="Startup" Cvendor="ARM" Cversion="1.0.1" condition="ARMCM0 CMSIS"/>
+        <package name="CMSIS" schemaVersion="1.3" url="http://www.keil.com/pack/" vendor="ARM" version="5.2.0"/>
+        <targetInfos/>
+      </file>
+      <file attr="config" category="sourceC" name="Device\ARM\ARMCM0\Source\system_ARMCM0.c" version="1.0.0">
+        <instance index="0" removed="1">RTE\Device\ARMCM0\system_ARMCM0.c</instance>
+        <component Cclass="Device" Cgroup="Startup" Cvendor="ARM" Cversion="1.0.1" condition="ARMCM0 CMSIS"/>
+        <package name="CMSIS" schemaVersion="1.3" url="http://www.keil.com/pack/" vendor="ARM" version="5.2.0"/>
+        <targetInfos/>
+      </file>
+      <file attr="config" category="sourceAsm" condition="ARMCC" name="Device\ARM\ARMCM3\Source\ARM\startup_ARMCM3.s" version="1.0.0">
+        <instance index="0">RTE\Device\ARMCM3\startup_ARMCM3.s</instance>
+        <component Cclass="Device" Cgroup="Startup" Cvendor="ARM" Cversion="1.0.1" condition="ARMCM3 CMSIS"/>
+        <package name="CMSIS" schemaVersion="1.3" url="http://www.keil.com/pack/" vendor="ARM" version="5.2.1-dev3"/>
+        <targetInfos>
+          <targetInfo name="ARMCM3"/>
+        </targetInfos>
+      </file>
+      <file attr="config" category="sourceC" name="Device\ARM\ARMCM3\Source\system_ARMCM3.c" version="1.0.0">
+        <instance index="0">RTE\Device\ARMCM3\system_ARMCM3.c</instance>
+        <component Cclass="Device" Cgroup="Startup" Cvendor="ARM" Cversion="1.0.1" condition="ARMCM3 CMSIS"/>
+        <package name="CMSIS" schemaVersion="1.3" url="http://www.keil.com/pack/" vendor="ARM" version="5.2.1-dev3"/>
+        <targetInfos>
+          <targetInfo name="ARMCM3"/>
+        </targetInfos>
+      </file>
+      <file attr="config" category="sourceAsm" condition="ARMCC" name="Device\ARM\ARMCM4\Source\ARM\startup_ARMCM4.s" version="1.0.0">
+        <instance index="0" removed="1">RTE\Device\ARMCM4\startup_ARMCM4.s</instance>
+        <component Cclass="Device" Cgroup="Startup" Cvendor="ARM" Cversion="1.0.1" condition="ARMCM4 CMSIS"/>
+        <package name="CMSIS" schemaVersion="1.3" url="http://www.keil.com/pack/" vendor="ARM" version="4.2.0"/>
+        <targetInfos/>
+      </file>
+      <file attr="config" category="sourceC" name="Device\ARM\ARMCM4\Source\system_ARMCM4.c" version="1.0.0">
+        <instance index="0" removed="1">RTE\Device\ARMCM4\system_ARMCM4.c</instance>
+        <component Cclass="Device" Cgroup="Startup" Cvendor="ARM" Cversion="1.0.1" condition="ARMCM4 CMSIS"/>
+        <package name="CMSIS" schemaVersion="1.3" url="http://www.keil.com/pack/" vendor="ARM" version="4.2.0"/>
+        <targetInfos/>
+      </file>
+      <file attr="config" category="sourceAsm" condition="ARMCC" name="Device\ARM\ARMCM4\Source\ARM\startup_ARMCM4.s" version="1.0.0">
+        <instance index="0">RTE\Device\ARMCM4_FP\startup_ARMCM4.s</instance>
+        <component Cclass="Device" Cgroup="Startup" Cvendor="ARM" Cversion="1.0.1" condition="ARMCM4 CMSIS"/>
+        <package name="CMSIS" schemaVersion="1.3" url="http://www.keil.com/pack/" vendor="ARM" version="5.2.1-dev3"/>
+        <targetInfos>
+          <targetInfo name="ARMCM4_FP"/>
+          <targetInfo name="ARMCM4_FP_truncate"/>
+          <targetInfo name="ARMCM4b_FP"/>
+        </targetInfos>
+      </file>
+      <file attr="config" category="sourceC" name="Device\ARM\ARMCM4\Source\system_ARMCM4.c" version="1.0.0">
+        <instance index="0">RTE\Device\ARMCM4_FP\system_ARMCM4.c</instance>
+        <component Cclass="Device" Cgroup="Startup" Cvendor="ARM" Cversion="1.0.1" condition="ARMCM4 CMSIS"/>
+        <package name="CMSIS" schemaVersion="1.3" url="http://www.keil.com/pack/" vendor="ARM" version="5.2.1-dev3"/>
+        <targetInfos>
+          <targetInfo name="ARMCM4_FP"/>
+          <targetInfo name="ARMCM4_FP_truncate"/>
+          <targetInfo name="ARMCM4b_FP"/>
+        </targetInfos>
+      </file>
+      <file attr="config" category="sourceAsm" condition="ARMCC" name="Device\ARM\ARMCM7\Source\ARM\startup_ARMCM7.s" version="1.0.0">
+        <instance index="0">RTE\Device\ARMCM7_SP\startup_ARMCM7.s</instance>
+        <component Cclass="Device" Cgroup="Startup" Cvendor="ARM" Cversion="1.0.1" condition="ARMCM7 CMSIS"/>
+        <package name="CMSIS" schemaVersion="1.3" url="http://www.keil.com/pack/" vendor="ARM" version="5.2.1-dev3"/>
+        <targetInfos>
+          <targetInfo name="ARMCM7_SP"/>
+          <targetInfo name="ARMCM7b_SP"/>
+        </targetInfos>
+      </file>
+      <file attr="config" category="sourceC" name="Device\ARM\ARMCM7\Source\system_ARMCM7.c" version="1.0.0">
+        <instance index="0">RTE\Device\ARMCM7_SP\system_ARMCM7.c</instance>
+        <component Cclass="Device" Cgroup="Startup" Cvendor="ARM" Cversion="1.0.1" condition="ARMCM7 CMSIS"/>
+        <package name="CMSIS" schemaVersion="1.3" url="http://www.keil.com/pack/" vendor="ARM" version="5.2.1-dev3"/>
+        <targetInfos>
+          <targetInfo name="ARMCM7_SP"/>
+          <targetInfo name="ARMCM7b_SP"/>
+        </targetInfos>
+      </file>
+    </files>
+  </RTE>
+
+</Project>

CMSIS/NN/NN_Lib_Tests/nn_test/readme.txt

@@ -0,0 +1,4 @@
+CMSIS DSP_Lib example arm_nnexample_nn_test for
+  Cortex-M3, Cortex-M4 and Cortex-M7.
+
+The example is configured for uVision Simulator.