From 618c3087aa7167e0ff2a92fbab3258b339ff8e21 Mon Sep 17 00:00:00 2001
From: Josh Soref <2119212+jsoref@users.noreply.github.com>
Date: Tue, 20 Feb 2024 23:06:22 -0500
Subject: [PATCH 01/61] spelling: accepts

Signed-off-by: Josh Soref <2119212+jsoref@users.noreply.github.com>
---
 tools/extra/plot_training_log.py.example | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/tools/extra/plot_training_log.py.example b/tools/extra/plot_training_log.py.example
index 8caca6b8a67..a4ecb9cf5da 100755
--- a/tools/extra/plot_training_log.py.example
+++ b/tools/extra/plot_training_log.py.example
@@ -180,5 +180,5 @@ if __name__ == '__main__':
             if not path_to_log.endswith(get_log_file_suffix()):
                 print 'Log file must end in %s.' % get_log_file_suffix()
                 print_help()
-        ## plot_chart accpets multiple path_to_logs
+        ## plot_chart accepts multiple path_to_logs
         plot_chart(chart_type, path_to_png, path_to_logs)

From 1c23d3cfa4711af1dbc39dbcf834c85b25d75b49 Mon Sep 17 00:00:00 2001
From: Josh Soref <2119212+jsoref@users.noreply.github.com>
Date: Tue, 20 Feb 2024 23:08:04 -0500
Subject: [PATCH 02/61] spelling: alternative

Signed-off-by: Josh Soref <2119212+jsoref@users.noreply.github.com>
---
 include/caffe/layers/crop_layer.hpp | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/include/caffe/layers/crop_layer.hpp b/include/caffe/layers/crop_layer.hpp
index 5219fa5cb5f..b20cf56742f 100644
--- a/include/caffe/layers/crop_layer.hpp
+++ b/include/caffe/layers/crop_layer.hpp
@@ -59,7 +59,7 @@ class CropLayer : public Layer<Dtype> {
   // Recursive copy function: this is similar to crop_copy() but loops over all
   // but the last two dimensions to allow for ND cropping while still relying on
   // a CUDA kernel for the innermost two dimensions for performance reasons.  An
-  // alterantive implementation could rely on the kernel more by passing
+  // alternative implementation could rely on the kernel more by passing
   // offsets, but this is problematic because of its variable length.
   // Since in the standard (N,C,W,H) case N,C are usually not cropped a speedup
   // could be achieved by not looping the application of the copy_kernel around

From 57817a0ebd7bbda8bf1f88b650a1edff54089ae4 Mon Sep 17 00:00:00 2001
From: Josh Soref <2119212+jsoref@users.noreply.github.com>
Date: Tue, 20 Feb 2024 23:10:42 -0500
Subject: [PATCH 03/61] spelling: alternatively

Signed-off-by: Josh Soref <2119212+jsoref@users.noreply.github.com>
---
 matlab/CMakeLists.txt | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/matlab/CMakeLists.txt b/matlab/CMakeLists.txt
index 987730d9b55..b13e859b697 100644
--- a/matlab/CMakeLists.txt
+++ b/matlab/CMakeLists.txt
@@ -17,7 +17,7 @@ else()
 endif()
 
 if(NOT BUILD_SHARED_LIBS AND build_using MATCHES Matlab)
-  message(FATAL_ERROR "Matlab MEX interface (with default mex options file) can only be built if caffe is compiled as shared library. Please enable 'BUILD_SHARED_LIBS' in CMake. Aternativelly you can switch to Octave compiler.")
+  message(FATAL_ERROR "Matlab MEX interface (with default mex options file) can only be built if caffe is compiled as shared library. Please enable 'BUILD_SHARED_LIBS' in CMake. Alternatively you can switch to Octave compiler.")
 endif()
 
 # helper function to set proper mex file extension

From d77541ca169f07de4f5989c8fdb38235b2d01806 Mon Sep 17 00:00:00 2001
From: Josh Soref <2119212+jsoref@users.noreply.github.com>
Date: Tue, 20 Feb 2024 21:18:31 -0500
Subject: [PATCH 04/61] spelling: anymore

Signed-off-by: Josh Soref <2119212+jsoref@users.noreply.github.com>
---
 .Doxyfile | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/.Doxyfile b/.Doxyfile
index 432c9c62f1c..cca11fc2c48 100644
--- a/.Doxyfile
+++ b/.Doxyfile
@@ -194,7 +194,7 @@ QT_AUTOBRIEF           = NO
 # tag to YES if you prefer the old behavior instead.
 #
 # Note that setting this tag to YES also means that rational rose comments are
-# not recognized any more.
+# not recognized anymore.
 # The default value is: NO.
 
 MULTILINE_CPP_IS_BRIEF = NO

From 42f14f479ab6eb7a216d0cdb525c9aa5249b7862 Mon Sep 17 00:00:00 2001
From: Josh Soref <2119212+jsoref@users.noreply.github.com>
Date: Tue, 20 Feb 2024 23:08:29 -0500
Subject: [PATCH 05/61] spelling: appeared

Signed-off-by: Josh Soref <2119212+jsoref@users.noreply.github.com>
---
 scripts/caffe | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/scripts/caffe b/scripts/caffe
index 8a0b22af6ac..64ba6f128f1 100644
--- a/scripts/caffe
+++ b/scripts/caffe
@@ -1,7 +1,7 @@
 # bash completion for Caffe's command line utility       -*- shell-script -*-
 # COPYRIGHT (C) 2015,2016 Zhou Mo <cdluminate@gmail.com>
 # License: BSD-2-Clause
-# Originally appeard at https://github.com/BVLC/caffe/issues/3149
+# Originally appeared at https://github.com/BVLC/caffe/issues/3149
 
 # Updated for caffe (1.0.0~rc3+20160715-g42cd785)
 _caffe()

From 2cebef85ab8e725ef6fab4a28a1552ba9f20dcc1 Mon Sep 17 00:00:00 2001
From: Josh Soref <2119212+jsoref@users.noreply.github.com>
Date: Tue, 20 Feb 2024 23:08:18 -0500
Subject: [PATCH 06/61] spelling: appears

Signed-off-by: Josh Soref <2119212+jsoref@users.noreply.github.com>
---
 cmake/Cuda.cmake | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/cmake/Cuda.cmake b/cmake/Cuda.cmake
index e03feabffcb..cf683f30148 100644
--- a/cmake/Cuda.cmake
+++ b/cmake/Cuda.cmake
@@ -273,7 +273,7 @@ if(Boost_VERSION EQUAL 105500)
   set(CUDA_NVCC_FLAGS "${CUDA_NVCC_FLAGS} \"-DBOOST_NOINLINE=__attribute__((noinline))\" ")
 endif()
 
-# disable some nvcc diagnostic that apears in boost, glog, glags, opencv, etc.
+# disable some nvcc diagnostic that appears in boost, glog, glags, opencv, etc.
 foreach(diag cc_clobber_ignored integer_sign_change useless_using_declaration set_but_not_used)
   list(APPEND CUDA_NVCC_FLAGS -Xcudafe --diag_suppress=${diag})
 endforeach()

From 79c1a2dc59831db22690e26b8ad72238ce6481b6 Mon Sep 17 00:00:00 2001
From: Josh Soref <2119212+jsoref@users.noreply.github.com>
Date: Tue, 20 Feb 2024 23:06:32 -0500
Subject: [PATCH 07/61] spelling: architecture

Signed-off-by: Josh Soref <2119212+jsoref@users.noreply.github.com>
---
 cmake/Cuda.cmake            | 8 ++++----
 docs/tutorial/interfaces.md | 2 +-
 2 files changed, 5 insertions(+), 5 deletions(-)

diff --git a/cmake/Cuda.cmake b/cmake/Cuda.cmake
index cf683f30148..50c55e16810 100644
--- a/cmake/Cuda.cmake
+++ b/cmake/Cuda.cmake
@@ -2,7 +2,7 @@ if(CPU_ONLY)
   return()
 endif()
 
-# Known NVIDIA GPU achitectures Caffe can be compiled for.
+# Known NVIDIA GPU architectures Caffe can be compiled for.
 # This list will be used for CUDA_ARCH_NAME = All option
 set(Caffe_known_gpu_archs "20 21(20) 30 35 50 60 61")
 
@@ -37,7 +37,7 @@ function(caffe_detect_installed_gpus out_variable)
 
     if(__nvcc_res EQUAL 0)
       string(REPLACE "2.1" "2.1(2.0)" __nvcc_out "${__nvcc_out}")
-      set(CUDA_gpu_detect_output ${__nvcc_out} CACHE INTERNAL "Returned GPU architetures from caffe_detect_gpus tool" FORCE)
+      set(CUDA_gpu_detect_output ${__nvcc_out} CACHE INTERNAL "Returned GPU architectures from caffe_detect_gpus tool" FORCE)
     endif()
   endif()
 
@@ -64,14 +64,14 @@ function(caffe_select_nvcc_arch_flags out_variable)
   endif()
 
   # set CUDA_ARCH_NAME strings (so it will be seen as dropbox in CMake-Gui)
-  set(CUDA_ARCH_NAME ${__archs_name_default} CACHE STRING "Select target NVIDIA GPU achitecture.")
+  set(CUDA_ARCH_NAME ${__archs_name_default} CACHE STRING "Select target NVIDIA GPU architecture.")
   set_property( CACHE CUDA_ARCH_NAME PROPERTY STRINGS "" ${__archs_names} )
   mark_as_advanced(CUDA_ARCH_NAME)
 
   # verify CUDA_ARCH_NAME value
   if(NOT ";${__archs_names};" MATCHES ";${CUDA_ARCH_NAME};")
     string(REPLACE ";" ", " __archs_names "${__archs_names}")
-    message(FATAL_ERROR "Only ${__archs_names} architeture names are supported.")
+    message(FATAL_ERROR "Only ${__archs_names} architecture names are supported.")
   endif()
 
   if(${CUDA_ARCH_NAME} STREQUAL "Manual")
diff --git a/docs/tutorial/interfaces.md b/docs/tutorial/interfaces.md
index 2578af5d4de..5ea3a8672cf 100644
--- a/docs/tutorial/interfaces.md
+++ b/docs/tutorial/interfaces.md
@@ -32,7 +32,7 @@ For a full example of fine-tuning, see examples/finetuning_on_flickr_style, but
 **Testing**: `caffe test` scores models by running them in the test phase and reports the net output as its score. The net architecture must be properly defined to output an accuracy measure or loss as its output. The per-batch score is reported and then the grand average is reported last.
 
     # score the learned LeNet model on the validation set as defined in the
-    # model architeture lenet_train_test.prototxt
+    # model architecture lenet_train_test.prototxt
     caffe test -model examples/mnist/lenet_train_test.prototxt -weights examples/mnist/lenet_iter_10000.caffemodel -gpu 0 -iterations 100
 
 **Benchmarking**: `caffe time` benchmarks model execution layer-by-layer through timing and synchronization. This is useful to check system performance and measure relative execution times for models.

From 03dac978dd49666aa1fe35810e806d055c5dcdf3 Mon Sep 17 00:00:00 2001
From: Josh Soref <2119212+jsoref@users.noreply.github.com>
Date: Tue, 20 Feb 2024 23:10:19 -0500
Subject: [PATCH 08/61] spelling: assuming

Signed-off-by: Josh Soref <2119212+jsoref@users.noreply.github.com>
---
 scripts/cpp_lint.py | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/scripts/cpp_lint.py b/scripts/cpp_lint.py
index fb44026718e..e9827ea6976 100755
--- a/scripts/cpp_lint.py
+++ b/scripts/cpp_lint.py
@@ -118,7 +118,7 @@
       ignored.
 
       Examples:
-        Assuing that src/.git exists, the header guard CPP variables for
+        Assuming that src/.git exists, the header guard CPP variables for
         src/chrome/browser/ui/browser.h are:
 
         No flag => CHROME_BROWSER_UI_BROWSER_H_

From fba4f85624ace94b5c7979fa9e915f267ec09c42 Mon Sep 17 00:00:00 2001
From: Josh Soref <2119212+jsoref@users.noreply.github.com>
Date: Tue, 20 Feb 2024 23:10:33 -0500
Subject: [PATCH 09/61] spelling: asynchronous

Signed-off-by: Josh Soref <2119212+jsoref@users.noreply.github.com>
---
 examples/pycaffe/layers/pascal_multilabel_datalayers.py | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/examples/pycaffe/layers/pascal_multilabel_datalayers.py b/examples/pycaffe/layers/pascal_multilabel_datalayers.py
index 9420cb328ce..5de74558613 100644
--- a/examples/pycaffe/layers/pascal_multilabel_datalayers.py
+++ b/examples/pycaffe/layers/pascal_multilabel_datalayers.py
@@ -83,7 +83,7 @@ class BatchLoader(object):
     """
     This class abstracts away the loading of images.
     Images can either be loaded singly, or in a batch. The latter is used for
-    the asyncronous data layer to preload batches while other processing is
+    the asynchronous data layer to preload batches while other processing is
     performed.
     """
 

From e3126d407130de75e8c639cd39b8a9043b4081ea Mon Sep 17 00:00:00 2001
From: Josh Soref <2119212+jsoref@users.noreply.github.com>
Date: Tue, 20 Feb 2024 23:11:35 -0500
Subject: [PATCH 10/61] spelling: between

Signed-off-by: Josh Soref <2119212+jsoref@users.noreply.github.com>
---
 python/caffe/coord_map.py | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/python/caffe/coord_map.py b/python/caffe/coord_map.py
index a3413cfa855..20f294fc3a9 100644
--- a/python/caffe/coord_map.py
+++ b/python/caffe/coord_map.py
@@ -114,7 +114,7 @@ def inverse(coord_map):
 
 def coord_map_from_to(top_from, top_to):
     """
-    Determine the coordinate mapping betweeen a top (from) and a top (to).
+    Determine the coordinate mapping between a top (from) and a top (to).
     Walk the graph to find a common ancestor while composing the coord maps for
     from and to until they meet. As a last step the from map is inverted.
     """

From 18d98a22eb0b7ac61bb98390eb20870f74caeefb Mon Sep 17 00:00:00 2001
From: Josh Soref <2119212+jsoref@users.noreply.github.com>
Date: Wed, 21 Feb 2024 00:34:47 -0500
Subject: [PATCH 11/61] spelling: blob

Signed-off-by: Josh Soref <2119212+jsoref@users.noreply.github.com>
---
 src/caffe/layers/infogain_loss_layer.cpp | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/src/caffe/layers/infogain_loss_layer.cpp b/src/caffe/layers/infogain_loss_layer.cpp
index 3c3f460ec34..1e3f4f3557b 100644
--- a/src/caffe/layers/infogain_loss_layer.cpp
+++ b/src/caffe/layers/infogain_loss_layer.cpp
@@ -3,7 +3,7 @@
 #include <vector>
 
 #include "caffe/layers/infogain_loss_layer.hpp"
-#include "caffe/util/io.hpp"  // for bolb reading of matrix H
+#include "caffe/util/io.hpp"  // for blob reading of matrix H
 #include "caffe/util/math_functions.hpp"
 
 namespace caffe {

From 9d3f7375bbbac583105fa55bc22be107e8d6126e Mon Sep 17 00:00:00 2001
From: Josh Soref <2119212+jsoref@users.noreply.github.com>
Date: Tue, 20 Feb 2024 23:12:32 -0500
Subject: [PATCH 12/61] spelling: bottom

Signed-off-by: Josh Soref <2119212+jsoref@users.noreply.github.com>
---
 python/caffe/test/test_python_layer.py | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/python/caffe/test/test_python_layer.py b/python/caffe/test/test_python_layer.py
index 899514e90f1..bc15934ac2c 100644
--- a/python/caffe/test/test_python_layer.py
+++ b/python/caffe/test/test_python_layer.py
@@ -50,7 +50,7 @@ class PhaseLayer(caffe.Layer):
     def setup(self, bottom, top):
         pass
 
-    def reshape(self, bootom, top):
+    def reshape(self, bottom, top):
         top[0].reshape()
 
     def forward(self, bottom, top):

From ea1c2632d1a5005f32c1e9d0e7c865f3dc036615 Mon Sep 17 00:00:00 2001
From: Josh Soref <2119212+jsoref@users.noreply.github.com>
Date: Tue, 20 Feb 2024 21:18:44 -0500
Subject: [PATCH 13/61] spelling: case-insensitive

Signed-off-by: Josh Soref <2119212+jsoref@users.noreply.github.com>
---
 tools/extra/launch_resize_and_crop_images.sh | 2 +-
 tools/extra/resize_and_crop_images.py        | 2 +-
 2 files changed, 2 insertions(+), 2 deletions(-)

diff --git a/tools/extra/launch_resize_and_crop_images.sh b/tools/extra/launch_resize_and_crop_images.sh
index 84ca858cd84..dff5132cede 100755
--- a/tools/extra/launch_resize_and_crop_images.sh
+++ b/tools/extra/launch_resize_and_crop_images.sh
@@ -14,7 +14,7 @@
 
 ## Launch your Mapreduce locally
 # num_clients: number of processes
-# image_lib: OpenCV or PIL, case insensitive. The default value is the faster OpenCV.
+# image_lib: OpenCV or PIL, case-insensitive. The default value is the faster OpenCV.
 # input: the file containing one image path relative to input_folder each line
 # input_folder: where are the original images
 # output_folder: where to save the resized and cropped images
diff --git a/tools/extra/resize_and_crop_images.py b/tools/extra/resize_and_crop_images.py
index fd2c3134edb..267ca718c24 100755
--- a/tools/extra/resize_and_crop_images.py
+++ b/tools/extra/resize_and_crop_images.py
@@ -7,7 +7,7 @@
 
 # gflags
 gflags.DEFINE_string('image_lib', 'opencv',
-                     'OpenCV or PIL, case insensitive. The default value is the faster OpenCV.')
+                     'OpenCV or PIL, case-insensitive. The default value is the faster OpenCV.')
 gflags.DEFINE_string('input_folder', '',
                      'The folder that contains all input images, organized in synsets.')
 gflags.DEFINE_integer('output_side_length', 256,

From 455605d6043636487d3b85df2a31830a022ca2bd Mon Sep 17 00:00:00 2001
From: Josh Soref <2119212+jsoref@users.noreply.github.com>
Date: Tue, 20 Feb 2024 21:18:51 -0500
Subject: [PATCH 14/61] spelling: case-sensitive

Signed-off-by: Josh Soref <2119212+jsoref@users.noreply.github.com>
---
 .Doxyfile | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/.Doxyfile b/.Doxyfile
index cca11fc2c48..18be900b1b1 100644
--- a/.Doxyfile
+++ b/.Doxyfile
@@ -494,7 +494,7 @@ 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
+# 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.
 

From 486cba4c9297d9f7332d25aa4fbc9a068ffca357 Mon Sep 17 00:00:00 2001
From: Josh Soref <2119212+jsoref@users.noreply.github.com>
Date: Wed, 21 Feb 2024 05:10:16 -0500
Subject: [PATCH 15/61] spelling: classifier

Signed-off-by: Josh Soref <2119212+jsoref@users.noreply.github.com>
---
 python/classify.py | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/python/classify.py b/python/classify.py
index 4544c51b4c2..9967c0e4611 100755
--- a/python/classify.py
+++ b/python/classify.py
@@ -1,6 +1,6 @@
 #!/usr/bin/env python
 """
-classify.py is an out-of-the-box image classifer callable from the command line.
+classify.py is an out-of-the-box image classifier callable from the command line.
 
 By default it configures and runs the Caffe reference ImageNet model.
 """

From c04773991d1229e6983b5ec9985a78958fd40133 Mon Sep 17 00:00:00 2001
From: Josh Soref <2119212+jsoref@users.noreply.github.com>
Date: Tue, 20 Feb 2024 21:18:00 -0500
Subject: [PATCH 16/61] spelling: command

Signed-off-by: Josh Soref <2119212+jsoref@users.noreply.github.com>
---
 .Doxyfile | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/.Doxyfile b/.Doxyfile
index 18be900b1b1..9e7f60efab9 100644
--- a/.Doxyfile
+++ b/.Doxyfile
@@ -654,7 +654,7 @@ 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
+# popen()) the 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.

From 07b72e53a6eabd9cf2dc1c6541ad2be9c866113d Mon Sep 17 00:00:00 2001
From: Josh Soref <2119212+jsoref@users.noreply.github.com>
Date: Wed, 21 Feb 2024 05:10:29 -0500
Subject: [PATCH 17/61] spelling: compiled

Signed-off-by: Josh Soref <2119212+jsoref@users.noreply.github.com>
---
 matlab/CMakeLists.txt | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/matlab/CMakeLists.txt b/matlab/CMakeLists.txt
index b13e859b697..12232024650 100644
--- a/matlab/CMakeLists.txt
+++ b/matlab/CMakeLists.txt
@@ -1,5 +1,5 @@
 # Builds Matlab (or Octave) interface. In case of Matlab caffe must be
-# compield as shared library. Octave can link static or shared caffe library
+# compiled as shared library. Octave can link static or shared caffe library
 # To install octave run: sudo apt-get install liboctave-dev
 
 if(NOT BUILD_matlab)

From 72c654d4f1454ff058230010e319aa3f149f039f Mon Sep 17 00:00:00 2001
From: Josh Soref <2119212+jsoref@users.noreply.github.com>
Date: Tue, 20 Feb 2024 23:14:27 -0500
Subject: [PATCH 18/61] spelling: complains

Signed-off-by: Josh Soref <2119212+jsoref@users.noreply.github.com>
---
 matlab/CMakeLists.txt | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/matlab/CMakeLists.txt b/matlab/CMakeLists.txt
index 12232024650..5aa5f451d89 100644
--- a/matlab/CMakeLists.txt
+++ b/matlab/CMakeLists.txt
@@ -43,7 +43,7 @@ string(REPLACE ";" ";-L" link_folders "-L${folders}")
 string(REPLACE ";" ":"  rpath_folders   "${folders}")
 
 if(build_using MATCHES "Matlab")
-  set(libflags -lcaffe${Caffe_POSTFIX} ${libflags}) # Matlab R2014a complans for -Wl,--whole-archive
+  set(libflags -lcaffe${Caffe_POSTFIX} ${libflags}) # Matlab R2014a complains for -Wl,--whole-archive
 
   caffe_fetch_and_set_proper_mexext(Matlab_caffe_mex)
   add_custom_command(OUTPUT ${Matlab_caffe_mex} COMMAND ${Matlab_mex}

From bd3bf6345e82bccda17fbe8f5e221fa018cd4820 Mon Sep 17 00:00:00 2001
From: Josh Soref <2119212+jsoref@users.noreply.github.com>
Date: Tue, 20 Feb 2024 23:14:54 -0500
Subject: [PATCH 19/61] spelling: computation

Signed-off-by: Josh Soref <2119212+jsoref@users.noreply.github.com>
---
 include/caffe/layers/lstm_layer.hpp | 2 +-
 src/caffe/layers/prelu_layer.cpp    | 2 +-
 src/caffe/layers/prelu_layer.cu     | 2 +-
 3 files changed, 3 insertions(+), 3 deletions(-)

diff --git a/include/caffe/layers/lstm_layer.hpp b/include/caffe/layers/lstm_layer.hpp
index a0e67c9d432..eb659348917 100644
--- a/include/caffe/layers/lstm_layer.hpp
+++ b/include/caffe/layers/lstm_layer.hpp
@@ -122,7 +122,7 @@ class LSTMUnitLayer : public Layer<Dtype> {
    * @param propagate_down see Layer::Backward.
    * @param bottom input Blob vector (length 3), into which the error gradients
    *        with respect to the LSTMUnit inputs @f$ c_{t-1} @f$ and the gate
-   *        inputs are computed.  Computatation of the error gradients w.r.t.
+   *        inputs are computed.  Computation of the error gradients w.r.t.
    *        the sequence indicators is not implemented.
    *   -# @f$ (1 \times N \times D) @f$
    *      the error gradient w.r.t. the previous timestep cell state
diff --git a/src/caffe/layers/prelu_layer.cpp b/src/caffe/layers/prelu_layer.cpp
index 853181bd5a2..4998134cf10 100644
--- a/src/caffe/layers/prelu_layer.cpp
+++ b/src/caffe/layers/prelu_layer.cpp
@@ -110,7 +110,7 @@ void PReLULayer<Dtype>::Backward_cpu(const vector<Blob<Dtype>*>& top,
 
   // Propagte to param
   // Since to write bottom diff will affect top diff if top and bottom blobs
-  // are identical (in-place computaion), we first compute param backward to
+  // are identical (in-place computation), we first compute param backward to
   // keep top_diff unchanged.
   if (this->param_propagate_down_[0]) {
     Dtype* slope_diff = this->blobs_[0]->mutable_cpu_diff();
diff --git a/src/caffe/layers/prelu_layer.cu b/src/caffe/layers/prelu_layer.cu
index aeb80eacd03..29957aeb73c 100644
--- a/src/caffe/layers/prelu_layer.cu
+++ b/src/caffe/layers/prelu_layer.cu
@@ -82,7 +82,7 @@ void PReLULayer<Dtype>::Backward_gpu(const vector<Blob<Dtype>*>& top,
 
   // Propagate to param
   // Since to write bottom diff will affect top diff if top and bottom blobs
-  // are identical (in-place computaion), we first compute param backward to
+  // are identical (in-place computation), we first compute param backward to
   // keep top_diff unchanged.
   if (this->param_propagate_down_[0]) {
     Dtype* slope_diff = this->blobs_[0]->mutable_gpu_diff();

From ab235550d100c66924ae69373c1b6d6e9ead0d31 Mon Sep 17 00:00:00 2001
From: Josh Soref <2119212+jsoref@users.noreply.github.com>
Date: Tue, 20 Feb 2024 23:15:07 -0500
Subject: [PATCH 20/61] spelling: contain

Signed-off-by: Josh Soref <2119212+jsoref@users.noreply.github.com>
---
 src/gtest/gtest-all.cpp | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/src/gtest/gtest-all.cpp b/src/gtest/gtest-all.cpp
index 81cdb578cd5..4f1b5d19125 100644
--- a/src/gtest/gtest-all.cpp
+++ b/src/gtest/gtest-all.cpp
@@ -612,7 +612,7 @@ class GTestFlagSaver {
 // Converts a Unicode code point to a narrow string in UTF-8 encoding.
 // code_point parameter is of type UInt32 because wchar_t may not be
 // wide enough to contain a code point.
-// The output buffer str must containt at least 32 characters.
+// The output buffer str must contain at least 32 characters.
 // The function returns the address of the output buffer.
 // If the code_point is not a valid Unicode code point
 // (i.e. outside of Unicode range U+0 to U+10FFFF) it will be output
@@ -2730,7 +2730,7 @@ inline UInt32 ChopLowBits(UInt32* bits, int n) {
 // Converts a Unicode code point to a narrow string in UTF-8 encoding.
 // code_point parameter is of type UInt32 because wchar_t may not be
 // wide enough to contain a code point.
-// The output buffer str must containt at least 32 characters.
+// The output buffer str must contain at least 32 characters.
 // The function returns the address of the output buffer.
 // If the code_point is not a valid Unicode code point
 // (i.e. outside of Unicode range U+0 to U+10FFFF) it will be output

From 16903817e24f3885d3fdc73d9e2fc8eca8baedec Mon Sep 17 00:00:00 2001
From: Josh Soref <2119212+jsoref@users.noreply.github.com>
Date: Tue, 20 Feb 2024 23:15:46 -0500
Subject: [PATCH 21/61] spelling: corresponding

Signed-off-by: Josh Soref <2119212+jsoref@users.noreply.github.com>
---
 src/caffe/test/test_net.cpp | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/src/caffe/test/test_net.cpp b/src/caffe/test/test_net.cpp
index 24b957f2acc..97ab9b92b8c 100644
--- a/src/caffe/test/test_net.cpp
+++ b/src/caffe/test/test_net.cpp
@@ -2453,7 +2453,7 @@ TYPED_TEST(NetTest, TestSkipPropagateDown) {
   for (int layer_id = 0; layer_id < this->net_->layers().size(); ++layer_id) {
     string layer_name = this->net_->layer_names()[layer_id];
     if (layer_name == "loss") {
-      // access to bottom_need_backward coresponding to label's blob
+      // access to bottom_need_backward corresponding to label's blob
       bool need_back = this->net_->bottom_need_backward()[layer_id][1];
       // if propagate_down is true, the loss layer will try to
       // backpropagate on labels
@@ -2476,7 +2476,7 @@ TYPED_TEST(NetTest, TestSkipPropagateDown) {
   for (int layer_id = 0; layer_id < this->net_->layers().size(); ++layer_id) {
     string layer_name = this->net_->layer_names()[layer_id];
     if (layer_name == "loss") {
-      // access to bottom_need_backward coresponding to label's blob
+      // access to bottom_need_backward corresponding to label's blob
       bool need_back = this->net_->bottom_need_backward()[layer_id][1];
       // if propagate_down is false, the loss layer will not try to
       // backpropagate on labels

From c6a1d1506b46016b053f39d567d40a1efcd1c63c Mon Sep 17 00:00:00 2001
From: Josh Soref <2119212+jsoref@users.noreply.github.com>
Date: Tue, 20 Feb 2024 23:16:12 -0500
Subject: [PATCH 22/61] spelling: currently

Signed-off-by: Josh Soref <2119212+jsoref@users.noreply.github.com>
---
 src/caffe/test/test_pooling_layer.cpp | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/src/caffe/test/test_pooling_layer.cpp b/src/caffe/test/test_pooling_layer.cpp
index bb95cae032d..52ad27f6da2 100644
--- a/src/caffe/test/test_pooling_layer.cpp
+++ b/src/caffe/test/test_pooling_layer.cpp
@@ -1044,7 +1044,7 @@ TYPED_TEST(CuDNNPoolingLayerTest, TestGradientMaxCuDNN) {
       pooling_param->set_kernel_h(kernel_h);
       pooling_param->set_kernel_w(kernel_w);
       pooling_param->set_stride(2);
-      // currenty, cuDNN pooling does not support padding
+      // currently, cuDNN pooling does not support padding
       pooling_param->set_pad(0);
       pooling_param->set_pool(PoolingParameter_PoolMethod_MAX);
       CuDNNPoolingLayer<TypeParam> layer(layer_param);

From 51c494c32a34b7f4b5a9f48d082acae11a6f278a Mon Sep 17 00:00:00 2001
From: Josh Soref <2119212+jsoref@users.noreply.github.com>
Date: Tue, 20 Feb 2024 23:16:43 -0500
Subject: [PATCH 23/61] spelling: denominator

Signed-off-by: Josh Soref <2119212+jsoref@users.noreply.github.com>
---
 src/caffe/layers/lrn_layer.cpp | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/src/caffe/layers/lrn_layer.cpp b/src/caffe/layers/lrn_layer.cpp
index 210525e20f3..aad2712ef02 100644
--- a/src/caffe/layers/lrn_layer.cpp
+++ b/src/caffe/layers/lrn_layer.cpp
@@ -53,7 +53,7 @@ void LRNLayer<Dtype>::LayerSetUp(const vector<Blob<Dtype>*>& bottom,
     power_layer_.reset(new PowerLayer<Dtype>(power_param));
     power_layer_->SetUp(pool_top_vec_, power_top_vec_);
     // Set up a product_layer_ to compute outputs by multiplying inputs by the
-    // inverse demoninator computed by the power layer.
+    // inverse denominator computed by the power layer.
     product_bottom_vec_.clear();
     product_bottom_vec_.push_back(&product_input_);
     product_bottom_vec_.push_back(&power_output_);

From 653ccf74a41e2d1f354b885df262c51752028309 Mon Sep 17 00:00:00 2001
From: Josh Soref <2119212+jsoref@users.noreply.github.com>
Date: Tue, 20 Feb 2024 23:17:58 -0500
Subject: [PATCH 24/61] spelling: documentation

Signed-off-by: Josh Soref <2119212+jsoref@users.noreply.github.com>
---
 cmake/Summary.cmake | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/cmake/Summary.cmake b/cmake/Summary.cmake
index 40b8c2f2966..9fb9748c04f 100644
--- a/cmake/Summary.cmake
+++ b/cmake/Summary.cmake
@@ -168,7 +168,7 @@ function(caffe_print_configuration_summary)
     caffe_status("")
   endif()
   if(BUILD_docs)
-    caffe_status("Documentaion:")
+    caffe_status("Documentation:")
     caffe_status("  Doxygen           :" DOXYGEN_FOUND THEN "${DOXYGEN_EXECUTABLE} (${DOXYGEN_VERSION})" ELSE "No")
     caffe_status("  config_file       :   ${DOXYGEN_config_file}")
 

From 3b673617671b9e7059c9e39401c96326c7690055 Mon Sep 17 00:00:00 2001
From: Josh Soref <2119212+jsoref@users.noreply.github.com>
Date: Wed, 21 Feb 2024 05:11:12 -0500
Subject: [PATCH 25/61] spelling: empty

Signed-off-by: Josh Soref <2119212+jsoref@users.noreply.github.com>
---
 .Doxyfile | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/.Doxyfile b/.Doxyfile
index 9e7f60efab9..e43adaaf632 100644
--- a/.Doxyfile
+++ b/.Doxyfile
@@ -1620,7 +1620,7 @@ EXTRA_PACKAGES         = amsmath \
 # 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,
-# $projectbrief, $projectlogo. Doxygen will replace $title with the empy string,
+# $projectbrief, $projectlogo. Doxygen will replace $title with the empty string,
 # for the replacement values of the other commands the user is refered to
 # HTML_HEADER.
 # This tag requires that the tag GENERATE_LATEX is set to YES.

From dbb07ceddcad5d0b2d2417ec45c7359235f75e99 Mon Sep 17 00:00:00 2001
From: Josh Soref <2119212+jsoref@users.noreply.github.com>
Date: Tue, 20 Feb 2024 23:18:52 -0500
Subject: [PATCH 26/61] spelling: extension

Signed-off-by: Josh Soref <2119212+jsoref@users.noreply.github.com>
---
 src/caffe/proto/caffe.proto | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/src/caffe/proto/caffe.proto b/src/caffe/proto/caffe.proto
index 3dcad697f6d..aeab84e9da3 100644
--- a/src/caffe/proto/caffe.proto
+++ b/src/caffe/proto/caffe.proto
@@ -189,7 +189,7 @@ message SolverParameter {
   // The prefix for the snapshot.
   // If not set then is replaced by prototxt file path without extension.
   // If is set to directory then is augmented by prototxt file name
-  // without extention.
+  // without extension.
   optional string snapshot_prefix = 15;
   // whether to snapshot diff in the results or not. Snapshotting diff will help
   // debugging but the final protocol buffer size will be much larger.

From 8c0e8fba5eb5e6b138ed7171df0d4e4ac29e077f Mon Sep 17 00:00:00 2001
From: Josh Soref <2119212+jsoref@users.noreply.github.com>
Date: Tue, 20 Feb 2024 23:18:43 -0500
Subject: [PATCH 27/61] spelling: extensions

Signed-off-by: Josh Soref <2119212+jsoref@users.noreply.github.com>
---
 cmake/lint.cmake | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/cmake/lint.cmake b/cmake/lint.cmake
index 70a006572bb..58b4bbdaa46 100644
--- a/cmake/lint.cmake
+++ b/cmake/lint.cmake
@@ -2,7 +2,7 @@
 set(CMAKE_SOURCE_DIR ..)
 set(LINT_COMMAND ${CMAKE_SOURCE_DIR}/scripts/cpp_lint.py)
 set(SRC_FILE_EXTENSIONS h hpp hu c cpp cu cc)
-set(EXCLUDE_FILE_EXTENSTIONS pb.h pb.cc)
+set(EXCLUDE_FILE_EXTENSIONS pb.h pb.cc)
 set(LINT_DIRS include src/caffe examples tools python matlab)
 
 cmake_policy(SET CMP0009 NEW)  # suppress cmake warning
@@ -16,7 +16,7 @@ foreach(ext ${SRC_FILE_EXTENSIONS})
 endforeach()
 
 # find all files that should be excluded
-foreach(ext ${EXCLUDE_FILE_EXTENSTIONS})
+foreach(ext ${EXCLUDE_FILE_EXTENSIONS})
     file(GLOB_RECURSE FOUND_FILES ${CMAKE_SOURCE_DIR}/*.${ext})
     set(EXCLUDED_FILES ${EXCLUDED_FILES} ${FOUND_FILES})
 endforeach()

From c067ed4b81bf30f1e7b53b90c86c4aecc506d6f8 Mon Sep 17 00:00:00 2001
From: Josh Soref <2119212+jsoref@users.noreply.github.com>
Date: Tue, 20 Feb 2024 23:19:02 -0500
Subject: [PATCH 28/61] spelling: favorite

Signed-off-by: Josh Soref <2119212+jsoref@users.noreply.github.com>
---
 docs/install_apt_debian.md | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/docs/install_apt_debian.md b/docs/install_apt_debian.md
index 0a6a3b962e5..9eb61973642 100644
--- a/docs/install_apt_debian.md
+++ b/docs/install_apt_debian.md
@@ -98,7 +98,7 @@ Note, this requires a `deb-src` entry in your `/etc/apt/sources.list`.
 
 #### Compiler Combinations
 
-Some users may find their favorate compiler doesn't work with CUDA.
+Some users may find their favorite compiler doesn't work with CUDA.
 
 ```
 CXX compiler |  CUDA 7.5  |  CUDA 8.0  |  CUDA 9.0  |

From 0165eaae338e47406a50a92934d19c72d2c5aa1a Mon Sep 17 00:00:00 2001
From: Josh Soref <2119212+jsoref@users.noreply.github.com>
Date: Tue, 20 Feb 2024 23:20:01 -0500
Subject: [PATCH 29/61] spelling: functions

Signed-off-by: Josh Soref <2119212+jsoref@users.noreply.github.com>
---
 src/gtest/gtest.h | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/src/gtest/gtest.h b/src/gtest/gtest.h
index 124fb2321f9..68a8a542e78 100644
--- a/src/gtest/gtest.h
+++ b/src/gtest/gtest.h
@@ -18229,7 +18229,7 @@ class GTEST_API_ UnitTest {
   internal::UnitTestImpl* impl() { return impl_; }
   const internal::UnitTestImpl* impl() const { return impl_; }
 
-  // These classes and funcions are friends as they need to access private
+  // These classes and functions are friends as they need to access private
   // members of UnitTest.
   friend class Test;
   friend class internal::AssertHelper;

From a2d8e5582dd7a50fdb3d18501db2bb9e16b8eace Mon Sep 17 00:00:00 2001
From: Josh Soref <2119212+jsoref@users.noreply.github.com>
Date: Tue, 20 Feb 2024 21:19:08 -0500
Subject: [PATCH 30/61] spelling: github

Signed-off-by: Josh Soref <2119212+jsoref@users.noreply.github.com>
---
 docs/development.md | 2 +-
 docs/index.md       | 4 ++--
 docs/model_zoo.md   | 6 +++---
 3 files changed, 6 insertions(+), 6 deletions(-)

diff --git a/docs/development.md b/docs/development.md
index 36cd399512e..a81f0fe1ea9 100644
--- a/docs/development.md
+++ b/docs/development.md
@@ -45,7 +45,7 @@ Post [Issues](https://github.com/BVLC/caffe/issues) to propose features, report
 Large-scale development work is guided by [milestones], which are sets of Issues selected for bundling as releases.
 
 Please note that since the core developers are largely researchers, we may work on a feature in isolation for some time before releasing it to the community, so as to claim honest academic contribution.
-We do release things as soon as a reasonable technical report may be written, and we still aim to inform the community of ongoing development through Github Issues.
+We do release things as soon as a reasonable technical report may be written, and we still aim to inform the community of ongoing development through GitHub Issues.
 
 **When you are ready to develop a feature or fixing a bug, follow this protocol**:
 
diff --git a/docs/index.md b/docs/index.md
index b633f7cfddc..a85ac326343 100644
--- a/docs/index.md
+++ b/docs/index.md
@@ -27,7 +27,7 @@ That's 1 ms/image for inference and 4 ms/image for learning and more recent libr
 We believe that Caffe is among the fastest convnet implementations available.
 
 **Community**: Caffe already powers academic research projects, startup prototypes, and even large-scale industrial applications in vision, speech, and multimedia.
-Join our community of brewers on the [caffe-users group](https://groups.google.com/forum/#!forum/caffe-users) and [Github](https://github.com/BVLC/caffe/).
+Join our community of brewers on the [caffe-users group](https://groups.google.com/forum/#!forum/caffe-users) and [GitHub](https://github.com/BVLC/caffe/).
 
 <p class="footnote" markdown="1">
 \* With the ILSVRC2012-winning [SuperVision](http://www.image-net.org/challenges/LSVRC/2012/supervision.pdf) model and prefetching IO.
@@ -93,7 +93,7 @@ The BAIR members who have contributed to Caffe are (alphabetical by first name):
 [Carl Doersch](http://www.carldoersch.com/), [Eric Tzeng](https://github.com/erictzeng), [Evan Shelhamer](http://imaginarynumber.net/), [Jeff Donahue](http://jeffdonahue.com/), [Jon Long](https://github.com/longjon), [Philipp Krähenbühl](http://www.philkr.net/), [Ronghang Hu](http://ronghanghu.com/), [Ross Girshick](http://www.cs.berkeley.edu/~rbg/), [Sergey Karayev](http://sergeykarayev.com/), [Sergio Guadarrama](http://www.eecs.berkeley.edu/~sguada/), [Takuya Narihira](https://github.com/tnarihi), and [Yangqing Jia](http://daggerfs.com/).
 
 The open-source community plays an important and growing role in Caffe's development.
-Check out the Github [project pulse](https://github.com/BVLC/caffe/pulse) for recent activity and the [contributors](https://github.com/BVLC/caffe/graphs/contributors) for the full list.
+Check out the GitHub [project pulse](https://github.com/BVLC/caffe/pulse) for recent activity and the [contributors](https://github.com/BVLC/caffe/graphs/contributors) for the full list.
 
 We sincerely appreciate your interest and contributions!
 If you'd like to contribute, please read the [developing & contributing](development.html) guide.
diff --git a/docs/model_zoo.md b/docs/model_zoo.md
index 3f77e82572c..02be2c6be0f 100644
--- a/docs/model_zoo.md
+++ b/docs/model_zoo.md
@@ -9,7 +9,7 @@ These models are learned and applied for problems ranging from simple regression
 To help share these models, we introduce the model zoo framework:
 
 - A standard format for packaging Caffe model info.
-- Tools to upload/download model info to/from Github Gists, and to download trained `.caffemodel` binaries.
+- Tools to upload/download model info to/from GitHub Gists, and to download trained `.caffemodel` binaries.
 - A central wiki page for sharing model info Gists.
 
 ## Where to get trained models
@@ -46,9 +46,9 @@ This simple format can be handled through bundled scripts or manually if need be
 
 ### Hosting model info
 
-Github Gist is a good format for model info distribution because it can contain multiple files, is versionable, and has in-browser syntax highlighting and markdown rendering.
+GitHub Gist is a good format for model info distribution because it can contain multiple files, is versionable, and has in-browser syntax highlighting and markdown rendering.
 
-`scripts/upload_model_to_gist.sh <dirname>` uploads non-binary files in the model directory as a Github Gist and prints the Gist ID. If `gist_id` is already part of the `<dirname>/readme.md` frontmatter, then updates existing Gist.
+`scripts/upload_model_to_gist.sh <dirname>` uploads non-binary files in the model directory as a GitHub Gist and prints the Gist ID. If `gist_id` is already part of the `<dirname>/readme.md` frontmatter, then updates existing Gist.
 
 Try doing `scripts/upload_model_to_gist.sh models/bvlc_alexnet` to test the uploading (don't forget to delete the uploaded gist afterward).
 

From d6a8f8662d1dd5c651451531f1f03d72cb0888ad Mon Sep 17 00:00:00 2001
From: Josh Soref <2119212+jsoref@users.noreply.github.com>
Date: Tue, 20 Feb 2024 23:21:25 -0500
Subject: [PATCH 31/61] spelling: hexadecimal

Signed-off-by: Josh Soref <2119212+jsoref@users.noreply.github.com>
---
 src/gtest/gtest-all.cpp | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/src/gtest/gtest-all.cpp b/src/gtest/gtest-all.cpp
index 4f1b5d19125..0a44e2919c9 100644
--- a/src/gtest/gtest-all.cpp
+++ b/src/gtest/gtest-all.cpp
@@ -8672,7 +8672,7 @@ namespace internal {
 // Depending on the value of a char (or wchar_t), we print it in one
 // of three formats:
 //   - as is if it's a printable ASCII (e.g. 'a', '2', ' '),
-//   - as a hexidecimal escape sequence (e.g. '\x7F'), or
+//   - as a hexadecimal escape sequence (e.g. '\x7F'), or
 //   - as a special escape sequence (e.g. '\r', '\n').
 enum CharFormat {
   kAsIs,
@@ -8775,7 +8775,7 @@ void PrintCharAndCodeTo(Char c, ostream* os) {
     return;
   *os << " (" << String::Format("%d", c).c_str();
 
-  // For more convenience, we print c's code again in hexidecimal,
+  // For more convenience, we print c's code again in hexadecimal,
   // unless c was already printed in the form '\x##' or the code is in
   // [1, 9].
   if (format == kHexEscape || (1 <= c && c <= 9)) {

From b76128547abcf278c8755a5f0b49a7fdd1f56e9c Mon Sep 17 00:00:00 2001
From: Josh Soref <2119212+jsoref@users.noreply.github.com>
Date: Tue, 20 Feb 2024 23:22:44 -0500
Subject: [PATCH 32/61] spelling: inited

Signed-off-by: Josh Soref <2119212+jsoref@users.noreply.github.com>
---
 include/caffe/util/benchmark.hpp  |  4 ++--
 src/caffe/test/test_benchmark.cpp | 22 +++++++++++-----------
 src/caffe/util/benchmark.cpp      |  8 ++++----
 3 files changed, 17 insertions(+), 17 deletions(-)

diff --git a/include/caffe/util/benchmark.hpp b/include/caffe/util/benchmark.hpp
index d63582776ee..ccebe641412 100644
--- a/include/caffe/util/benchmark.hpp
+++ b/include/caffe/util/benchmark.hpp
@@ -17,14 +17,14 @@ class Timer {
   virtual float MicroSeconds();
   virtual float Seconds();
 
-  inline bool initted() { return initted_; }
+  inline bool inited() { return inited_; }
   inline bool running() { return running_; }
   inline bool has_run_at_least_once() { return has_run_at_least_once_; }
 
  protected:
   void Init();
 
-  bool initted_;
+  bool inited_;
   bool running_;
   bool has_run_at_least_once_;
 #ifndef CPU_ONLY
diff --git a/src/caffe/test/test_benchmark.cpp b/src/caffe/test/test_benchmark.cpp
index b03fdf69a8a..0debef10d95 100644
--- a/src/caffe/test/test_benchmark.cpp
+++ b/src/caffe/test/test_benchmark.cpp
@@ -18,7 +18,7 @@ TYPED_TEST_CASE(BenchmarkTest, TestDtypesAndDevices);
 
 TYPED_TEST(BenchmarkTest, TestTimerConstructor) {
   Timer timer;
-  EXPECT_TRUE(timer.initted());
+  EXPECT_TRUE(timer.inited());
   EXPECT_FALSE(timer.running());
   EXPECT_FALSE(timer.has_run_at_least_once());
 }
@@ -26,16 +26,16 @@ TYPED_TEST(BenchmarkTest, TestTimerConstructor) {
 TYPED_TEST(BenchmarkTest, TestTimerStart) {
   Timer timer;
   timer.Start();
-  EXPECT_TRUE(timer.initted());
+  EXPECT_TRUE(timer.inited());
   EXPECT_TRUE(timer.running());
   EXPECT_TRUE(timer.has_run_at_least_once());
   timer.Start();
-  EXPECT_TRUE(timer.initted());
+  EXPECT_TRUE(timer.inited());
   EXPECT_TRUE(timer.running());
   EXPECT_TRUE(timer.has_run_at_least_once());
   timer.Stop();
   timer.Start();
-  EXPECT_TRUE(timer.initted());
+  EXPECT_TRUE(timer.inited());
   EXPECT_TRUE(timer.running());
   EXPECT_TRUE(timer.has_run_at_least_once());
 }
@@ -43,16 +43,16 @@ TYPED_TEST(BenchmarkTest, TestTimerStart) {
 TYPED_TEST(BenchmarkTest, TestTimerStop) {
   Timer timer;
   timer.Stop();
-  EXPECT_TRUE(timer.initted());
+  EXPECT_TRUE(timer.inited());
   EXPECT_FALSE(timer.running());
   EXPECT_FALSE(timer.has_run_at_least_once());
   timer.Start();
   timer.Stop();
-  EXPECT_TRUE(timer.initted());
+  EXPECT_TRUE(timer.inited());
   EXPECT_FALSE(timer.running());
   EXPECT_TRUE(timer.has_run_at_least_once());
   timer.Stop();
-  EXPECT_TRUE(timer.initted());
+  EXPECT_TRUE(timer.inited());
   EXPECT_FALSE(timer.running());
   EXPECT_TRUE(timer.has_run_at_least_once());
 }
@@ -60,14 +60,14 @@ TYPED_TEST(BenchmarkTest, TestTimerStop) {
 TYPED_TEST(BenchmarkTest, TestTimerMilliSeconds) {
   Timer timer;
   EXPECT_EQ(timer.MilliSeconds(), 0);
-  EXPECT_TRUE(timer.initted());
+  EXPECT_TRUE(timer.inited());
   EXPECT_FALSE(timer.running());
   EXPECT_FALSE(timer.has_run_at_least_once());
   timer.Start();
   boost::this_thread::sleep(boost::posix_time::milliseconds(300));
   EXPECT_GE(timer.MilliSeconds(), 300 - kMillisecondsThreshold);
   EXPECT_LE(timer.MilliSeconds(), 300 + kMillisecondsThreshold);
-  EXPECT_TRUE(timer.initted());
+  EXPECT_TRUE(timer.inited());
   EXPECT_FALSE(timer.running());
   EXPECT_TRUE(timer.has_run_at_least_once());
 }
@@ -75,14 +75,14 @@ TYPED_TEST(BenchmarkTest, TestTimerMilliSeconds) {
 TYPED_TEST(BenchmarkTest, TestTimerSeconds) {
   Timer timer;
   EXPECT_EQ(timer.Seconds(), 0);
-  EXPECT_TRUE(timer.initted());
+  EXPECT_TRUE(timer.inited());
   EXPECT_FALSE(timer.running());
   EXPECT_FALSE(timer.has_run_at_least_once());
   timer.Start();
   boost::this_thread::sleep(boost::posix_time::milliseconds(300));
   EXPECT_GE(timer.Seconds(), 0.3 - kMillisecondsThreshold / 1000.);
   EXPECT_LE(timer.Seconds(), 0.3 + kMillisecondsThreshold / 1000.);
-  EXPECT_TRUE(timer.initted());
+  EXPECT_TRUE(timer.inited());
   EXPECT_FALSE(timer.running());
   EXPECT_TRUE(timer.has_run_at_least_once());
 }
diff --git a/src/caffe/util/benchmark.cpp b/src/caffe/util/benchmark.cpp
index d994225f97b..dae5060889b 100644
--- a/src/caffe/util/benchmark.cpp
+++ b/src/caffe/util/benchmark.cpp
@@ -6,7 +6,7 @@
 namespace caffe {
 
 Timer::Timer()
-    : initted_(false),
+    : inited_(false),
       running_(false),
       has_run_at_least_once_(false) {
   Init();
@@ -106,7 +106,7 @@ float Timer::Seconds() {
 }
 
 void Timer::Init() {
-  if (!initted()) {
+  if (!inited()) {
     if (Caffe::mode() == Caffe::GPU) {
 #ifndef CPU_ONLY
       CUDA_CHECK(cudaEventCreate(&start_gpu_));
@@ -115,12 +115,12 @@ void Timer::Init() {
       NO_GPU;
 #endif
     }
-    initted_ = true;
+    inited_ = true;
   }
 }
 
 CPUTimer::CPUTimer() {
-  this->initted_ = true;
+  this->inited_ = true;
   this->running_ = false;
   this->has_run_at_least_once_ = false;
 }

From eac3eca312f73fe682165e4d62e13ee258a009cc Mon Sep 17 00:00:00 2001
From: Josh Soref <2119212+jsoref@users.noreply.github.com>
Date: Tue, 20 Feb 2024 23:23:25 -0500
Subject: [PATCH 33/61] spelling: interpreter

Signed-off-by: Josh Soref <2119212+jsoref@users.noreply.github.com>
---
 cmake/Modules/FindNumPy.cmake | 2 +-
 docs/CMakeLists.txt           | 2 +-
 2 files changed, 2 insertions(+), 2 deletions(-)

diff --git a/cmake/Modules/FindNumPy.cmake b/cmake/Modules/FindNumPy.cmake
index a671494caba..12591585b34 100644
--- a/cmake/Modules/FindNumPy.cmake
+++ b/cmake/Modules/FindNumPy.cmake
@@ -43,7 +43,7 @@ if(PYTHONINTERP_FOUND)
     endif()
   endif()
 else()
-  message(STATUS "To find NumPy Python interpretator is required to be found.")
+  message(STATUS "To find NumPy Python interpreter is required to be found.")
 endif()
 
 include(FindPackageHandleStandardArgs)
diff --git a/docs/CMakeLists.txt b/docs/CMakeLists.txt
index ae47e461736..4134d81cebf 100644
--- a/docs/CMakeLists.txt
+++ b/docs/CMakeLists.txt
@@ -40,7 +40,7 @@ function(gather_notebooks_as_prebuild_cmd target gathered_dir root)
   set(full_gathered_dir ${root}/${gathered_dir})
 
   if(NOT PYTHON_EXECUTABLE)
-    message(STATUS "Python interpeter is not found. Can't include *.ipynb files in docs. Skipping...")
+    message(STATUS "Python interpreter is not found. Can't include *.ipynb files in docs. Skipping...")
     return()
   endif()
 

From defbf72e541b19bce71d453a13584d6a4cfebf88 Mon Sep 17 00:00:00 2001
From: Josh Soref <2119212+jsoref@users.noreply.github.com>
Date: Tue, 20 Feb 2024 21:19:17 -0500
Subject: [PATCH 34/61] spelling: javascript

Signed-off-by: Josh Soref <2119212+jsoref@users.noreply.github.com>
---
 .Doxyfile | 6 +++---
 1 file changed, 3 insertions(+), 3 deletions(-)

diff --git a/.Doxyfile b/.Doxyfile
index e43adaaf632..91f4fc4405a 100644
--- a/.Doxyfile
+++ b/.Doxyfile
@@ -268,7 +268,7 @@ OPTIMIZE_OUTPUT_VHDL   = NO
 # parses. With this tag you can assign which parser to use for a given
 # extension. Doxygen has a built-in mapping, but you can override or extend it
 # using this tag. The format is ext=language, where ext is a file extension, and
-# language is one of the parsers supported by doxygen: IDL, Java, Javascript,
+# language is one of the parsers supported by doxygen: IDL, Java, JavaScript,
 # C#, C, C++, D, PHP, Objective-C, Python, Fortran (fixed format Fortran:
 # FortranFixed, free formatted Fortran: FortranFree, unknown formatted Fortran:
 # Fortran. In the later case the parser tries to guess whether the code is fixed
@@ -1414,7 +1414,7 @@ FORMULA_FONTSIZE       = 10
 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
+# 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
@@ -1484,7 +1484,7 @@ MATHJAX_CODEFILE       =
 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
+# implemented using a web server instead of a web client using JavaScript. There
 # are two flavors 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

From d75c799b2e4d4050242bb8baad62ba3be8f11813 Mon Sep 17 00:00:00 2001
From: Josh Soref <2119212+jsoref@users.noreply.github.com>
Date: Tue, 20 Feb 2024 23:24:05 -0500
Subject: [PATCH 35/61] spelling: kernel

Signed-off-by: Josh Soref <2119212+jsoref@users.noreply.github.com>
---
 src/caffe/layers/prelu_layer.cu | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/src/caffe/layers/prelu_layer.cu b/src/caffe/layers/prelu_layer.cu
index 29957aeb73c..911f539f975 100644
--- a/src/caffe/layers/prelu_layer.cu
+++ b/src/caffe/layers/prelu_layer.cu
@@ -6,7 +6,7 @@
 
 namespace caffe {
 
-// CUDA kernele for forward
+// CUDA kernel for forward
 template <typename Dtype>
 __global__ void PReLUForward(const int n, const int channels, const int dim,
     const Dtype* in, Dtype* out, const Dtype* slope_data,

From 10b8ee5d1d7e92ca5e3fdedacb66c036662e2a89 Mon Sep 17 00:00:00 2001
From: Josh Soref <2119212+jsoref@users.noreply.github.com>
Date: Wed, 21 Feb 2024 05:12:50 -0500
Subject: [PATCH 36/61] spelling: library

Signed-off-by: Josh Soref <2119212+jsoref@users.noreply.github.com>
---
 cmake/Modules/FindAtlas.cmake  | 2 +-
 cmake/Modules/FindGFlags.cmake | 2 +-
 cmake/Modules/FindGlog.cmake   | 2 +-
 3 files changed, 3 insertions(+), 3 deletions(-)

diff --git a/cmake/Modules/FindAtlas.cmake b/cmake/Modules/FindAtlas.cmake
index 7ffa6393bbc..708e2770810 100644
--- a/cmake/Modules/FindAtlas.cmake
+++ b/cmake/Modules/FindAtlas.cmake
@@ -7,7 +7,7 @@
 #  Atlas_FOUND
 #  Atlas_INCLUDE_DIRS
 #  Atlas_LIBRARIES
-#  Atlas_LIBRARYRARY_DIRS
+#  Atlas_LIBRARY_DIRS
 
 set(Atlas_INCLUDE_SEARCH_PATHS
   /usr/include/atlas
diff --git a/cmake/Modules/FindGFlags.cmake b/cmake/Modules/FindGFlags.cmake
index 29b60f05037..90655f10f13 100644
--- a/cmake/Modules/FindGFlags.cmake
+++ b/cmake/Modules/FindGFlags.cmake
@@ -7,7 +7,7 @@
 #  GFLAGS_FOUND
 #  GFLAGS_INCLUDE_DIRS
 #  GFLAGS_LIBRARIES
-#  GFLAGS_LIBRARYRARY_DIRS
+#  GFLAGS_LIBRARY_DIRS
 
 include(FindPackageHandleStandardArgs)
 
diff --git a/cmake/Modules/FindGlog.cmake b/cmake/Modules/FindGlog.cmake
index 99abbe478a0..eb32fb4ec82 100644
--- a/cmake/Modules/FindGlog.cmake
+++ b/cmake/Modules/FindGlog.cmake
@@ -7,7 +7,7 @@
 #  GLOG_FOUND
 #  GLOG_INCLUDE_DIRS
 #  GLOG_LIBRARIES
-#  GLOG_LIBRARYRARY_DIRS
+#  GLOG_LIBRARY_DIRS
 
 include(FindPackageHandleStandardArgs)
 

From 001f767e0714dbce79843856a49239dcf8ffcd5e Mon Sep 17 00:00:00 2001
From: Josh Soref <2119212+jsoref@users.noreply.github.com>
Date: Tue, 20 Feb 2024 21:19:30 -0500
Subject: [PATCH 37/61] spelling: macos

Signed-off-by: Josh Soref <2119212+jsoref@users.noreply.github.com>
---
 src/gtest/gtest-all.cpp | 4 ++--
 src/gtest/gtest.h       | 2 +-
 2 files changed, 3 insertions(+), 3 deletions(-)

diff --git a/src/gtest/gtest-all.cpp b/src/gtest/gtest-all.cpp
index 0a44e2919c9..7ef2aed80f6 100644
--- a/src/gtest/gtest-all.cpp
+++ b/src/gtest/gtest-all.cpp
@@ -2914,7 +2914,7 @@ bool String::CaseInsensitiveCStringEquals(const char * lhs, const char * rhs) {
   // On windows, this method uses _wcsicmp which compares according to LC_CTYPE
   // environment variable. On GNU platform this method uses wcscasecmp
   // which compares according to LC_CTYPE category of the current locale.
-  // On MacOS X, it uses towlower, which also uses LC_CTYPE category of the
+  // On macOS, it uses towlower, which also uses LC_CTYPE category of the
   // current locale.
 bool String::CaseInsensitiveWideCStringEquals(const wchar_t* lhs,
                                               const wchar_t* rhs) {
@@ -7078,7 +7078,7 @@ struct ExecDeathTestArgs {
 
 #  if GTEST_OS_MAC
 inline char** GetEnviron() {
-  // When Google Test is built as a framework on MacOS X, the environ variable
+  // When Google Test is built as a framework on macOS, the environ variable
   // is unavailable. Apple's documentation (man environ) recommends using
   // _NSGetEnviron() instead.
   return *_NSGetEnviron();
diff --git a/src/gtest/gtest.h b/src/gtest/gtest.h
index 68a8a542e78..508a679a3e2 100644
--- a/src/gtest/gtest.h
+++ b/src/gtest/gtest.h
@@ -3020,7 +3020,7 @@ class GTEST_API_ String {
   // On windows, this method uses _wcsicmp which compares according to LC_CTYPE
   // environment variable. On GNU platform this method uses wcscasecmp
   // which compares according to LC_CTYPE category of the current locale.
-  // On MacOS X, it uses towlower, which also uses LC_CTYPE category of the
+  // On macOS, it uses towlower, which also uses LC_CTYPE category of the
   // current locale.
   static bool CaseInsensitiveWideCStringEquals(const wchar_t* lhs,
                                                const wchar_t* rhs);

From 30a12a0e6b9c39d560ab3e551e8a49ef78e98555 Mon Sep 17 00:00:00 2001
From: Josh Soref <2119212+jsoref@users.noreply.github.com>
Date: Tue, 20 Feb 2024 23:46:38 -0500
Subject: [PATCH 38/61] spelling: management

Signed-off-by: Josh Soref <2119212+jsoref@users.noreply.github.com>
---
 src/caffe/layers/cudnn_conv_layer.cpp   | 2 +-
 src/caffe/layers/cudnn_deconv_layer.cpp | 2 +-
 2 files changed, 2 insertions(+), 2 deletions(-)

diff --git a/src/caffe/layers/cudnn_conv_layer.cpp b/src/caffe/layers/cudnn_conv_layer.cpp
index efc9e04e8c0..bdca2525d9e 100644
--- a/src/caffe/layers/cudnn_conv_layer.cpp
+++ b/src/caffe/layers/cudnn_conv_layer.cpp
@@ -109,7 +109,7 @@ void CuDNNConvolutionLayer<Dtype>::Reshape(
   const int stride_w = stride_data[1];
 
   // Specify workspace limit for kernels directly until we have a
-  // planning strategy and a rewrite of Caffe's GPU memory mangagement
+  // planning strategy and a rewrite of Caffe's GPU memory management
   size_t workspace_limit_bytes = 8*1024*1024;
 
   for (int i = 0; i < bottom.size(); i++) {
diff --git a/src/caffe/layers/cudnn_deconv_layer.cpp b/src/caffe/layers/cudnn_deconv_layer.cpp
index 260da5c1ee0..d519aeac356 100644
--- a/src/caffe/layers/cudnn_deconv_layer.cpp
+++ b/src/caffe/layers/cudnn_deconv_layer.cpp
@@ -111,7 +111,7 @@ void CuDNNDeconvolutionLayer<Dtype>::Reshape(
   const int stride_w = stride_data[1];
 
   // Specify workspace limit for kernels directly until we have a
-  // planning strategy and a rewrite of Caffe's GPU memory mangagement
+  // planning strategy and a rewrite of Caffe's GPU memory management
   size_t workspace_limit_bytes = 8*1024*1024;
 
   for (int i = 0; i < bottom.size(); i++) {

From 815e8800a40e46b50a04f90977725e9e56179b5d Mon Sep 17 00:00:00 2001
From: Josh Soref <2119212+jsoref@users.noreply.github.com>
Date: Tue, 20 Feb 2024 23:47:33 -0500
Subject: [PATCH 39/61] spelling: momentum

Signed-off-by: Josh Soref <2119212+jsoref@users.noreply.github.com>
---
 docs/tutorial/solver.md | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/docs/tutorial/solver.md b/docs/tutorial/solver.md
index 81c626386a2..35bb801c471 100644
--- a/docs/tutorial/solver.md
+++ b/docs/tutorial/solver.md
@@ -173,7 +173,7 @@ $$
 (W_t)_i - \alpha \frac{\sqrt{1-(\beta_2)_i^t}}{1-(\beta_1)_i^t}\frac{(m_t)_i}{\sqrt{(v_t)_i}+\varepsilon}.
 $$
 
-Kingma et al. [1] proposed to use $$\beta_1 = 0.9, \beta_2 = 0.999, \varepsilon = 10^{-8}$$ as default values. Caffe uses the values of `momemtum, momentum2, delta` for $$\beta_1, \beta_2, \varepsilon$$, respectively.
+Kingma et al. [1] proposed to use $$\beta_1 = 0.9, \beta_2 = 0.999, \varepsilon = 10^{-8}$$ as default values. Caffe uses the values of `momentum, momentum2, delta` for $$\beta_1, \beta_2, \varepsilon$$, respectively.
 
 [1] D. Kingma, J. Ba.
     [Adam: A Method for Stochastic Optimization](http://arxiv.org/abs/1412.6980).

From 7b28aca778cf8255b0fbe97cd825215b42a74938 Mon Sep 17 00:00:00 2001
From: Josh Soref <2119212+jsoref@users.noreply.github.com>
Date: Tue, 20 Feb 2024 23:48:42 -0500
Subject: [PATCH 40/61] spelling: outer

Signed-off-by: Josh Soref <2119212+jsoref@users.noreply.github.com>
---
 src/gtest/gtest.h | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/src/gtest/gtest.h b/src/gtest/gtest.h
index 508a679a3e2..91ee1cb688a 100644
--- a/src/gtest/gtest.h
+++ b/src/gtest/gtest.h
@@ -1784,7 +1784,7 @@ struct CompileAssert {
 //   expr is a compile-time constant.  (Template arguments must be
 //   determined at compile-time.)
 //
-// - The outter parentheses in CompileAssert<(bool(expr))> are necessary
+// - The outer parentheses in CompileAssert<(bool(expr))> are necessary
 //   to work around a bug in gcc 3.4.4 and 4.0.1.  If we had written
 //
 //     CompileAssert<bool(expr)>

From fe527b79802be42ed1c63148f30d09d5b02e8e89 Mon Sep 17 00:00:00 2001
From: Josh Soref <2119212+jsoref@users.noreply.github.com>
Date: Tue, 20 Feb 2024 23:48:52 -0500
Subject: [PATCH 41/61] spelling: paths

Signed-off-by: Josh Soref <2119212+jsoref@users.noreply.github.com>
---
 CMakeLists.txt                       | 6 +++---
 cmake/Templates/CaffeConfig.cmake.in | 2 +-
 2 files changed, 4 insertions(+), 4 deletions(-)

diff --git a/CMakeLists.txt b/CMakeLists.txt
index 27d172f900b..00a2ef70b8f 100644
--- a/CMakeLists.txt
+++ b/CMakeLists.txt
@@ -73,12 +73,12 @@ include_directories(${PROJECT_BINARY_DIR})
 
 # ---[ Includes & defines for CUDA
 
-# cuda_compile() does not have per-call dependencies or include pathes
+# cuda_compile() does not have per-call dependencies or include paths
 # (cuda_compile() has per-call flags, but we set them here too for clarity)
 #
-# list(REMOVE_ITEM ...) invocations remove PRIVATE and PUBLIC keywords from collected definitions and include pathes
+# list(REMOVE_ITEM ...) invocations remove PRIVATE and PUBLIC keywords from collected definitions and include paths
 if(HAVE_CUDA)
-  # pass include pathes to cuda_include_directories()
+  # pass include paths to cuda_include_directories()
   set(Caffe_ALL_INCLUDE_DIRS ${Caffe_INCLUDE_DIRS})
   list(REMOVE_ITEM Caffe_ALL_INCLUDE_DIRS PRIVATE PUBLIC)
   cuda_include_directories(${Caffe_INCLUDE_DIR} ${Caffe_SRC_DIR} ${Caffe_ALL_INCLUDE_DIRS})
diff --git a/cmake/Templates/CaffeConfig.cmake.in b/cmake/Templates/CaffeConfig.cmake.in
index 77c4059e560..6062d0dda14 100644
--- a/cmake/Templates/CaffeConfig.cmake.in
+++ b/cmake/Templates/CaffeConfig.cmake.in
@@ -46,7 +46,7 @@ if(NOT TARGET caffe AND NOT caffe_BINARY_DIR)
 endif()
 
 # List of IMPORTED libs created by CaffeTargets.cmake
-# These targets already specify all needed definitions and include pathes
+# These targets already specify all needed definitions and include paths
 set(Caffe_LIBRARIES caffe)
 
 # Cuda support variables

From 405b2699bf934695d25c04a96e85de7686b2eaf9 Mon Sep 17 00:00:00 2001
From: Josh Soref <2119212+jsoref@users.noreply.github.com>
Date: Tue, 20 Feb 2024 23:49:37 -0500
Subject: [PATCH 42/61] spelling: probabilities

Signed-off-by: Josh Soref <2119212+jsoref@users.noreply.github.com>
---
 include/caffe/layers/softmax_loss_layer.hpp | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/include/caffe/layers/softmax_loss_layer.hpp b/include/caffe/layers/softmax_loss_layer.hpp
index f07e8a02cf1..46d172c2ab3 100644
--- a/include/caffe/layers/softmax_loss_layer.hpp
+++ b/include/caffe/layers/softmax_loss_layer.hpp
@@ -38,7 +38,7 @@ namespace caffe {
  *   -# @f$ (1 \times 1 \times 1 \times 1) @f$
  *      the computed cross-entropy classification loss: @f$ E =
  *        \frac{-1}{N} \sum\limits_{n=1}^N \log(\hat{p}_{n,l_n})
- *      @f$, for softmax output class probabilites @f$ \hat{p} @f$
+ *      @f$, for softmax output class probabilities @f$ \hat{p} @f$
  */
 template <typename Dtype>
 class SoftmaxWithLossLayer : public LossLayer<Dtype> {

From 479b7de1cdaa32130dff0a5065ff9c98f4f98fba Mon Sep 17 00:00:00 2001
From: Josh Soref <2119212+jsoref@users.noreply.github.com>
Date: Tue, 20 Feb 2024 23:50:23 -0500
Subject: [PATCH 43/61] spelling: propagate

Signed-off-by: Josh Soref <2119212+jsoref@users.noreply.github.com>
---
 src/caffe/layers/prelu_layer.cpp | 2 +-
 src/caffe/test/test_net.cpp      | 2 +-
 2 files changed, 2 insertions(+), 2 deletions(-)

diff --git a/src/caffe/layers/prelu_layer.cpp b/src/caffe/layers/prelu_layer.cpp
index 4998134cf10..c3ec6e25c18 100644
--- a/src/caffe/layers/prelu_layer.cpp
+++ b/src/caffe/layers/prelu_layer.cpp
@@ -108,7 +108,7 @@ void PReLULayer<Dtype>::Backward_cpu(const vector<Blob<Dtype>*>& top,
   // always zero.
   const int div_factor = channel_shared_ ? channels : 1;
 
-  // Propagte to param
+  // Propagate to param
   // Since to write bottom diff will affect top diff if top and bottom blobs
   // are identical (in-place computation), we first compute param backward to
   // keep top_diff unchanged.
diff --git a/src/caffe/test/test_net.cpp b/src/caffe/test/test_net.cpp
index 97ab9b92b8c..a6bf6343439 100644
--- a/src/caffe/test/test_net.cpp
+++ b/src/caffe/test/test_net.cpp
@@ -2469,7 +2469,7 @@ TYPED_TEST(NetTest, TestSkipPropagateDown) {
           << "layer_need_backward for " << layer_name << " should be True";
     }
   }
-  // check bottom_need_backward if propagat_down is false
+  // check bottom_need_backward if propagate_down is false
   this->InitSkipPropNet(true);
   vec_layer_need_backward.clear();
   vec_layer_need_backward = this->net_->layer_need_backward();

From 92d0a3dd3f1974481a4328f8bc14941d02bad1af Mon Sep 17 00:00:00 2001
From: Josh Soref <2119212+jsoref@users.noreply.github.com>
Date: Tue, 20 Feb 2024 23:51:26 -0500
Subject: [PATCH 44/61] spelling: properties

Signed-off-by: Josh Soref <2119212+jsoref@users.noreply.github.com>
---
 src/gtest/gtest-all.cpp | 2 +-
 src/gtest/gtest.h       | 2 +-
 2 files changed, 2 insertions(+), 2 deletions(-)

diff --git a/src/gtest/gtest-all.cpp b/src/gtest/gtest-all.cpp
index 7ef2aed80f6..9c10ec1eb90 100644
--- a/src/gtest/gtest-all.cpp
+++ b/src/gtest/gtest-all.cpp
@@ -3118,7 +3118,7 @@ void TestResult::RecordProperty(const TestProperty& test_property) {
   if (!ValidateTestProperty(test_property)) {
     return;
   }
-  internal::MutexLock lock(&test_properites_mutex_);
+  internal::MutexLock lock(&test_properties_mutex_);
   const std::vector<TestProperty>::iterator property_with_matching_key =
       std::find_if(test_properties_.begin(), test_properties_.end(),
                    internal::TestPropertyKeyIs(test_property.key()));
diff --git a/src/gtest/gtest.h b/src/gtest/gtest.h
index 91ee1cb688a..45f9a100178 100644
--- a/src/gtest/gtest.h
+++ b/src/gtest/gtest.h
@@ -17621,7 +17621,7 @@ class GTEST_API_ TestResult {
 
   // Protects mutable state of the property vector and of owned
   // properties, whose values may be updated.
-  internal::Mutex test_properites_mutex_;
+  internal::Mutex test_properties_mutex_;
 
   // The vector of TestPartResults
   std::vector<TestPartResult> test_part_results_;

From d09dbeae9862872e1b04103e6b916a8891793e48 Mon Sep 17 00:00:00 2001
From: Josh Soref <2119212+jsoref@users.noreply.github.com>
Date: Tue, 20 Feb 2024 23:51:48 -0500
Subject: [PATCH 45/61] spelling: punctuation

Signed-off-by: Josh Soref <2119212+jsoref@users.noreply.github.com>
---
 scripts/cpp_lint.py | 12 ++++++------
 1 file changed, 6 insertions(+), 6 deletions(-)

diff --git a/scripts/cpp_lint.py b/scripts/cpp_lint.py
index e9827ea6976..a77c20d16ed 100755
--- a/scripts/cpp_lint.py
+++ b/scripts/cpp_lint.py
@@ -3759,7 +3759,7 @@ def _GetTextInside(text, start_pattern):
   Given a string of lines and a regular expression string, retrieve all the text
   following the expression and between opening punctuation symbols like
   (, [, or {, and the matching close-punctuation symbol. This properly nested
-  occurrences of the punctuations, so for the text like
+  occurrences of the punctuation, so for the text like
     printf(a(), b(c()));
   a call to _GetTextInside(text, r'printf\(') will return 'a(), b(c())'.
   start_pattern must match string having an open punctuation symbol at the end.
@@ -3776,7 +3776,7 @@ def _GetTextInside(text, start_pattern):
   # TODO(sugawarayu): Audit cpplint.py to see what places could be profitably
   # rewritten to use _GetTextInside (and use inferior regexp matching today).
 
-  # Give opening punctuations to get the matching close-punctuations.
+  # Give opening punctuation to get the matching close-punctuation.
   matching_punctuation = {'(': ')', '{': '}', '[': ']'}
   closing_punctuation = set(itervalues(matching_punctuation))
 
@@ -3790,22 +3790,22 @@ def _GetTextInside(text, start_pattern):
       'start_pattern must ends with an opening punctuation.')
   assert text[start_position - 1] in matching_punctuation, (
       'start_pattern must ends with an opening punctuation.')
-  # Stack of closing punctuations we expect to have in text after position.
+  # Stack of closing punctuation we expect to have in text after position.
   punctuation_stack = [matching_punctuation[text[start_position - 1]]]
   position = start_position
   while punctuation_stack and position < len(text):
     if text[position] == punctuation_stack[-1]:
       punctuation_stack.pop()
     elif text[position] in closing_punctuation:
-      # A closing punctuation without matching opening punctuations.
+      # A closing punctuation without matching opening punctuation.
       return None
     elif text[position] in matching_punctuation:
       punctuation_stack.append(matching_punctuation[text[position]])
     position += 1
   if punctuation_stack:
-    # Opening punctuations left without matching close-punctuations.
+    # Opening punctuation left without matching close-punctuation.
     return None
-  # punctuations match.
+  # punctuation match.
   return text[start_position:position - 1]
 
 

From 3abe90ce0e3c05407db4d8343f00a4299dcf6e7e Mon Sep 17 00:00:00 2001
From: Josh Soref <2119212+jsoref@users.noreply.github.com>
Date: Tue, 20 Feb 2024 23:53:24 -0500
Subject: [PATCH 46/61] spelling: reporter

Signed-off-by: Josh Soref <2119212+jsoref@users.noreply.github.com>
---
 src/gtest/gtest-all.cpp | 12 ++++++------
 1 file changed, 6 insertions(+), 6 deletions(-)

diff --git a/src/gtest/gtest-all.cpp b/src/gtest/gtest-all.cpp
index 9c10ec1eb90..5d064c6b542 100644
--- a/src/gtest/gtest-all.cpp
+++ b/src/gtest/gtest-all.cpp
@@ -897,9 +897,9 @@ class GTEST_API_ UnitTestImpl {
   virtual ~UnitTestImpl();
 
   // There are two different ways to register your own TestPartResultReporter.
-  // You can register your own repoter to listen either only for test results
+  // You can register your own reporter to listen either only for test results
   // from the current thread or for results from all threads.
-  // By default, each per-thread test result repoter just passes a new
+  // By default, each per-thread test result reporter just passes a new
   // TestPartResult to the global test result reporter, which registers the
   // test part result for the currently running test.
 
@@ -1201,7 +1201,7 @@ class GTEST_API_ UnitTestImpl {
       default_per_thread_test_part_result_reporter_;
 
   // Points to (but doesn't own) the global test part result reporter.
-  TestPartResultReporterInterface* global_test_part_result_repoter_;
+  TestPartResultReporterInterface* global_test_part_result_reporter_;
 
   // Protects read and write access to global_test_part_result_reporter_.
   internal::Mutex global_test_part_result_reporter_mutex_;
@@ -1981,14 +1981,14 @@ void DefaultPerThreadTestPartResultReporter::ReportTestPartResult(
 TestPartResultReporterInterface*
 UnitTestImpl::GetGlobalTestPartResultReporter() {
   internal::MutexLock lock(&global_test_part_result_reporter_mutex_);
-  return global_test_part_result_repoter_;
+  return global_test_part_result_reporter_;
 }
 
 // Sets the global test part result reporter.
 void UnitTestImpl::SetGlobalTestPartResultReporter(
     TestPartResultReporterInterface* reporter) {
   internal::MutexLock lock(&global_test_part_result_reporter_mutex_);
-  global_test_part_result_repoter_ = reporter;
+  global_test_part_result_reporter_ = reporter;
 }
 
 // Returns the test part result reporter for the current thread.
@@ -5252,7 +5252,7 @@ UnitTestImpl::UnitTestImpl(UnitTest* parent)
       default_global_test_part_result_reporter_(this),
       default_per_thread_test_part_result_reporter_(this),
 #endif  // _MSC_VER
-      global_test_part_result_repoter_(
+      global_test_part_result_reporter_(
           &default_global_test_part_result_reporter_),
       per_thread_test_part_result_reporter_(
           &default_per_thread_test_part_result_reporter_),

From a3ffde840c1c3f1fda75ecc86bc2bef11869c539 Mon Sep 17 00:00:00 2001
From: Josh Soref <2119212+jsoref@users.noreply.github.com>
Date: Tue, 20 Feb 2024 23:53:35 -0500
Subject: [PATCH 47/61] spelling: representation

Signed-off-by: Josh Soref <2119212+jsoref@users.noreply.github.com>
---
 src/gtest/gtest.h | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/src/gtest/gtest.h b/src/gtest/gtest.h
index 45f9a100178..f488d6e4086 100644
--- a/src/gtest/gtest.h
+++ b/src/gtest/gtest.h
@@ -7852,7 +7852,7 @@ class NativeArray {
 
 // Implements Boolean test assertions such as EXPECT_TRUE. expression can be
 // either a boolean expression or an AssertionResult. text is a textual
-// represenation of expression as it was passed into the EXPECT_TRUE.
+// representation of expression as it was passed into the EXPECT_TRUE.
 #define GTEST_TEST_BOOLEAN_(expression, text, actual, expected, fail) \
   GTEST_AMBIGUOUS_ELSE_BLOCKER_ \
   if (const ::testing::AssertionResult gtest_ar_ = \

From 7a496c3b273a24b018828164a212ae09b62f6330 Mon Sep 17 00:00:00 2001
From: Josh Soref <2119212+jsoref@users.noreply.github.com>
Date: Tue, 20 Feb 2024 23:54:06 -0500
Subject: [PATCH 48/61] spelling: separator

Signed-off-by: Josh Soref <2119212+jsoref@users.noreply.github.com>
---
 src/gtest/gtest-all.cpp | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/src/gtest/gtest-all.cpp b/src/gtest/gtest-all.cpp
index 5d064c6b542..cf282e8fe1a 100644
--- a/src/gtest/gtest-all.cpp
+++ b/src/gtest/gtest-all.cpp
@@ -1765,7 +1765,7 @@ bool UnitTestOptions::MatchesFilter(const String& name, const char* filter) {
       return false;
     }
 
-    // Skips the pattern separater (the ':' character).
+    // Skips the pattern separator (the ':' character).
     cur_pattern++;
   }
 }

From 6dbc99d582dce3102ee1bd4529e320777549f8f6 Mon Sep 17 00:00:00 2001
From: Josh Soref <2119212+jsoref@users.noreply.github.com>
Date: Tue, 20 Feb 2024 21:18:11 -0500
Subject: [PATCH 49/61] spelling: should

Signed-off-by: Josh Soref <2119212+jsoref@users.noreply.github.com>
---
 scripts/cpp_lint.py | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/scripts/cpp_lint.py b/scripts/cpp_lint.py
index a77c20d16ed..ea9c7e9f475 100755
--- a/scripts/cpp_lint.py
+++ b/scripts/cpp_lint.py
@@ -2821,7 +2821,7 @@ def CheckSpacing(filename, clean_lines, linenum, nesting_state, error):
 
     # Look for < that is not surrounded by spaces.  This is only
     # triggered if both sides are missing spaces, even though
-    # technically should should flag if at least one side is missing a
+    # technically should flag if at least one side is missing a
     # space.  This is done to avoid some false positives with shifts.
     match = Search(r'[^\s<]<([^\s=<].*)', reduced_line)
     if (match and

From 5f4709696b27d5720aa24e78fdd12a309c19f2d5 Mon Sep 17 00:00:00 2001
From: Josh Soref <2119212+jsoref@users.noreply.github.com>
Date: Tue, 20 Feb 2024 23:59:34 -0500
Subject: [PATCH 50/61] spelling: standalone

Signed-off-by: Josh Soref <2119212+jsoref@users.noreply.github.com>
---
 cmake/Modules/FindvecLib.cmake | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/cmake/Modules/FindvecLib.cmake b/cmake/Modules/FindvecLib.cmake
index 4d44e613a00..fc18f0b92ca 100644
--- a/cmake/Modules/FindvecLib.cmake
+++ b/cmake/Modules/FindvecLib.cmake
@@ -1,4 +1,4 @@
-# Find the vecLib libraries as part of Accelerate.framework or as standalon framework
+# Find the vecLib libraries as part of Accelerate.framework or as standalone framework
 #
 # The following are set after configuration is done:
 #  VECLIB_FOUND

From 9c72db081699b6fa984ea4a69d37a126c73158e4 Mon Sep 17 00:00:00 2001
From: Josh Soref <2119212+jsoref@users.noreply.github.com>
Date: Tue, 20 Feb 2024 23:54:37 -0500
Subject: [PATCH 51/61] spelling: string

Signed-off-by: Josh Soref <2119212+jsoref@users.noreply.github.com>
---
 src/gtest/gtest.h | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/src/gtest/gtest.h b/src/gtest/gtest.h
index f488d6e4086..d89d4f8a5cb 100644
--- a/src/gtest/gtest.h
+++ b/src/gtest/gtest.h
@@ -15453,7 +15453,7 @@ internal::ParamGenerator<T> Range(T start, T end) {
 // each with C-string values of "foo", "bar", and "baz":
 //
 // const char* strings[] = {"foo", "bar", "baz"};
-// INSTANTIATE_TEST_CASE_P(StringSequence, SrtingTest, ValuesIn(strings));
+// INSTANTIATE_TEST_CASE_P(StringSequence, StringTest, ValuesIn(strings));
 //
 // This instantiates tests from test case StlStringTest
 // each with STL strings with values "a" and "b":

From 65912207d0b0a1d9ddf03d52f0b69064de85cbaf Mon Sep 17 00:00:00 2001
From: Josh Soref <2119212+jsoref@users.noreply.github.com>
Date: Wed, 21 Feb 2024 00:01:11 -0500
Subject: [PATCH 52/61] spelling: subtracting

Signed-off-by: Josh Soref <2119212+jsoref@users.noreply.github.com>
---
 include/caffe/data_transformer.hpp | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/include/caffe/data_transformer.hpp b/include/caffe/data_transformer.hpp
index 97b4ee6a8c4..92ea9aad739 100644
--- a/include/caffe/data_transformer.hpp
+++ b/include/caffe/data_transformer.hpp
@@ -11,7 +11,7 @@ namespace caffe {
 
 /**
  * @brief Applies common transformations to the input data, such as
- * scaling, mirroring, substracting the image mean...
+ * scaling, mirroring, subtracting the image mean...
  */
 template <typename Dtype>
 class DataTransformer {

From 5905e72e05571d0952dde8b2c2d9774476910fcd Mon Sep 17 00:00:00 2001
From: Josh Soref <2119212+jsoref@users.noreply.github.com>
Date: Wed, 21 Feb 2024 00:01:35 -0500
Subject: [PATCH 53/61] spelling: system

Signed-off-by: Josh Soref <2119212+jsoref@users.noreply.github.com>
---
 cmake/Misc.cmake | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/cmake/Misc.cmake b/cmake/Misc.cmake
index fcb246472f0..6f2981183bb 100644
--- a/cmake/Misc.cmake
+++ b/cmake/Misc.cmake
@@ -33,8 +33,8 @@ set(CMAKE_INSTALL_RPATH_USE_LINK_PATH TRUE CACHE BOOLEAN "Use link paths for sha
 set(CMAKE_MACOSX_RPATH TRUE)
 
 list(FIND CMAKE_PLATFORM_IMPLICIT_LINK_DIRECTORIES
-     ${CMAKE_INSTALL_PREFIX}/${CMAKE_INSTALL_LIBDIR} __is_systtem_dir)
-if(${__is_systtem_dir} STREQUAL -1)
+     ${CMAKE_INSTALL_PREFIX}/${CMAKE_INSTALL_LIBDIR} __is_system_dir)
+if(${__is_system_dir} STREQUAL -1)
   set(CMAKE_INSTALL_RPATH ${CMAKE_INSTALL_PREFIX}/${CMAKE_INSTALL_LIBDIR})
 endif()
 

From c353ac36d93ab7724a92c3945393c82bd37847d0 Mon Sep 17 00:00:00 2001
From: Josh Soref <2119212+jsoref@users.noreply.github.com>
Date: Wed, 21 Feb 2024 00:01:58 -0500
Subject: [PATCH 54/61] spelling: temporary

Signed-off-by: Josh Soref <2119212+jsoref@users.noreply.github.com>
---
 include/caffe/layers/batch_norm_layer.hpp | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/include/caffe/layers/batch_norm_layer.hpp b/include/caffe/layers/batch_norm_layer.hpp
index 43f7b28be95..16fbec445fc 100644
--- a/include/caffe/layers/batch_norm_layer.hpp
+++ b/include/caffe/layers/batch_norm_layer.hpp
@@ -66,7 +66,7 @@ class BatchNormLayer : public Layer<Dtype> {
   int channels_;
   Dtype eps_;
 
-  // extra temporarary variables is used to carry out sums/broadcasting
+  // extra temporary variables is used to carry out sums/broadcasting
   // using BLAS
   Blob<Dtype> batch_sum_multiplier_;
   Blob<Dtype> num_by_chans_;

From 0d2ee53b5a098aa0b5008ba5cba867c233d0ba4b Mon Sep 17 00:00:00 2001
From: Josh Soref <2119212+jsoref@users.noreply.github.com>
Date: Wed, 21 Feb 2024 00:01:48 -0500
Subject: [PATCH 55/61] spelling: test

Signed-off-by: Josh Soref <2119212+jsoref@users.noreply.github.com>
---
 src/gtest/gtest.h | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/src/gtest/gtest.h b/src/gtest/gtest.h
index d89d4f8a5cb..0c8322cdfca 100644
--- a/src/gtest/gtest.h
+++ b/src/gtest/gtest.h
@@ -7201,7 +7201,7 @@ class TestFactoryBase {
   GTEST_DISALLOW_COPY_AND_ASSIGN_(TestFactoryBase);
 };
 
-// This class provides implementation of TeastFactoryBase interface.
+// This class provides implementation of TestFactoryBase interface.
 // It is used in TEST and TEST_F macros.
 template <class TestClass>
 class TestFactoryImpl : public TestFactoryBase {

From 5b058823028053b7cf7612a73f3e75fde68ae890 Mon Sep 17 00:00:00 2001
From: Josh Soref <2119212+jsoref@users.noreply.github.com>
Date: Tue, 20 Feb 2024 21:18:18 -0500
Subject: [PATCH 56/61] spelling: the

Signed-off-by: Josh Soref <2119212+jsoref@users.noreply.github.com>
---
 src/gtest/gtest-all.cpp | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/src/gtest/gtest-all.cpp b/src/gtest/gtest-all.cpp
index cf282e8fe1a..b969598ed0f 100644
--- a/src/gtest/gtest-all.cpp
+++ b/src/gtest/gtest-all.cpp
@@ -2768,7 +2768,7 @@ char* CodePointToUtf8(UInt32 code_point, char* str) {
   return str;
 }
 
-// The following two functions only make sense if the the system
+// The following two functions only make sense if the system
 // uses UTF-16 for wide string encoding. All supported systems
 // with 16 bit wchar_t (Windows, Cygwin, Symbian OS) do use UTF-16.
 

From 8195a90e670f7eb34e8ed4d3d51288e6fb4a4b21 Mon Sep 17 00:00:00 2001
From: Josh Soref <2119212+jsoref@users.noreply.github.com>
Date: Wed, 21 Feb 2024 00:02:26 -0500
Subject: [PATCH 57/61] spelling: transformation

Signed-off-by: Josh Soref <2119212+jsoref@users.noreply.github.com>
---
 include/caffe/data_transformer.hpp | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/include/caffe/data_transformer.hpp b/include/caffe/data_transformer.hpp
index 92ea9aad739..01d1e97ba51 100644
--- a/include/caffe/data_transformer.hpp
+++ b/include/caffe/data_transformer.hpp
@@ -139,7 +139,7 @@ class DataTransformer {
   virtual int Rand(int n);
 
   void Transform(const Datum& datum, Dtype* transformed_data);
-  // Tranformation parameters
+  // Transformation parameters
   TransformationParameter param_;
 
 

From 1c9bc09be70042fde8d276803368ea7664eae68a Mon Sep 17 00:00:00 2001
From: Josh Soref <2119212+jsoref@users.noreply.github.com>
Date: Wed, 21 Feb 2024 00:02:37 -0500
Subject: [PATCH 58/61] spelling: transparent

Signed-off-by: Josh Soref <2119212+jsoref@users.noreply.github.com>
---
 .Doxyfile | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/.Doxyfile b/.Doxyfile
index 91f4fc4405a..a652adf69ea 100644
--- a/.Doxyfile
+++ b/.Doxyfile
@@ -1402,7 +1402,7 @@ EXT_LINKS_IN_WINDOW    = NO
 
 FORMULA_FONTSIZE       = 10
 
-# Use the FORMULA_TRANPARENT tag to determine whether or not the images
+# Use the FORMULA_TRANSPARENT 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.
 #

From 24f6d83204ef3c8b76088bde297299c9607a3bca Mon Sep 17 00:00:00 2001
From: Josh Soref <2119212+jsoref@users.noreply.github.com>
Date: Wed, 21 Feb 2024 00:03:02 -0500
Subject: [PATCH 59/61] spelling: uninitialized

Signed-off-by: Josh Soref <2119212+jsoref@users.noreply.github.com>
---
 Makefile | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/Makefile b/Makefile
index b7660e852d6..de8cc7a502c 100644
--- a/Makefile
+++ b/Makefile
@@ -262,7 +262,7 @@ endif
 ifeq ($(LINUX), 1)
 	CXX ?= /usr/bin/g++
 	GCCVERSION := $(shell $(CXX) -dumpversion | cut -f1,2 -d.)
-	# older versions of gcc are too dumb to build boost with -Wuninitalized
+	# older versions of gcc are too dumb to build boost with -Wuninitialized
 	ifeq ($(shell echo | awk '{exit $(GCCVERSION) < 4.6;}'), 1)
 		WARNINGS += -Wno-uninitialized
 	endif
@@ -423,7 +423,7 @@ CXXFLAGS += -MMD -MP
 COMMON_FLAGS += $(foreach includedir,$(INCLUDE_DIRS),-I$(includedir))
 CXXFLAGS += -pthread -fPIC $(COMMON_FLAGS) $(WARNINGS)
 NVCCFLAGS += -ccbin=$(CXX) -Xcompiler -fPIC $(COMMON_FLAGS)
-# mex may invoke an older gcc that is too liberal with -Wuninitalized
+# mex may invoke an older gcc that is too liberal with -Wuninitialized
 MATLAB_CXXFLAGS := $(CXXFLAGS) -Wno-uninitialized
 LINKFLAGS += -pthread -fPIC $(COMMON_FLAGS) $(WARNINGS)
 

From 70aad683c570d84180d0a247244049bd6b01b9d5 Mon Sep 17 00:00:00 2001
From: Josh Soref <2119212+jsoref@users.noreply.github.com>
Date: Wed, 21 Feb 2024 00:09:28 -0500
Subject: [PATCH 60/61] spelling: version

Signed-off-by: Josh Soref <2119212+jsoref@users.noreply.github.com>
---
 cmake/Modules/FindSnappy.cmake | 2 +-
 cmake/ProtoBuf.cmake           | 2 +-
 2 files changed, 2 insertions(+), 2 deletions(-)

diff --git a/cmake/Modules/FindSnappy.cmake b/cmake/Modules/FindSnappy.cmake
index eff2a864a7b..ece42e92f8c 100644
--- a/cmake/Modules/FindSnappy.cmake
+++ b/cmake/Modules/FindSnappy.cmake
@@ -22,7 +22,7 @@ if(SNAPPY_FOUND)
   mark_as_advanced(Snappy_INCLUDE_DIR Snappy_LIBRARIES)
 
   caffe_parse_header(${Snappy_INCLUDE_DIR}/snappy-stubs-public.h
-                     SNAPPY_VERION_LINES SNAPPY_MAJOR SNAPPY_MINOR SNAPPY_PATCHLEVEL)
+                     SNAPPY_VERSION_LINES SNAPPY_MAJOR SNAPPY_MINOR SNAPPY_PATCHLEVEL)
   set(Snappy_VERSION "${SNAPPY_MAJOR}.${SNAPPY_MINOR}.${SNAPPY_PATCHLEVEL}")
 endif()
 
diff --git a/cmake/ProtoBuf.cmake b/cmake/ProtoBuf.cmake
index 72ea3230c50..84468ec7da5 100644
--- a/cmake/ProtoBuf.cmake
+++ b/cmake/ProtoBuf.cmake
@@ -15,7 +15,7 @@ endif()
 
 if(PROTOBUF_FOUND)
   # fetches protobuf version
-  caffe_parse_header(${PROTOBUF_INCLUDE_DIR}/google/protobuf/stubs/common.h VERION_LINE GOOGLE_PROTOBUF_VERSION)
+  caffe_parse_header(${PROTOBUF_INCLUDE_DIR}/google/protobuf/stubs/common.h VERSION_LINE GOOGLE_PROTOBUF_VERSION)
   string(REGEX MATCH "([0-9])00([0-9])00([0-9])" PROTOBUF_VERSION ${GOOGLE_PROTOBUF_VERSION})
   set(PROTOBUF_VERSION "${CMAKE_MATCH_1}.${CMAKE_MATCH_2}.${CMAKE_MATCH_3}")
   unset(GOOGLE_PROTOBUF_VERSION)

From ff9356318fab882aeb82201d9e62a011216b8303 Mon Sep 17 00:00:00 2001
From: Josh Soref <2119212+jsoref@users.noreply.github.com>
Date: Tue, 20 Feb 2024 21:19:44 -0500
Subject: [PATCH 61/61] spelling: workaround

Signed-off-by: Josh Soref <2119212+jsoref@users.noreply.github.com>
---
 src/gtest/gtest.h | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/src/gtest/gtest.h b/src/gtest/gtest.h
index 0c8322cdfca..20112d0ebed 100644
--- a/src/gtest/gtest.h
+++ b/src/gtest/gtest.h
@@ -6879,7 +6879,7 @@ String StreamableToString(const T& streamable);
 // correct overload of FormatForComparisonFailureMessage (see below)
 // unless we pass the first argument by reference.  If we do that,
 // however, Visual Age C++ 10.1 generates a compiler error.  Therefore
-// we only apply the work-around for Symbian.
+// we only apply the workaround for Symbian.
 #if defined(__SYMBIAN32__)
 # define GTEST_CREF_WORKAROUND_ const&
 #else