BVLC · jsoref · Feb 21, 2024 · Feb 21, 2024 · Feb 21, 2024 · Feb 21, 2024
diff --git 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
@@ -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
@@ -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.
 
@@ -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.
@@ -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.
 #
@@ -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
@@ -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.

diff --git 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/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)
 

diff --git 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(${CUDA_ARCH_NAME} STREQUAL "Manual")
@@ -273,7 +273,7 @@ if(Boost_VERSION EQUAL 105500)
   set(CUDA_NVCC_FLAGS "${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()

diff --git 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()
 

diff --git 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
@@ -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
@@ -7,7 +7,7 @@
 #  GLOG_FOUND
 #  GLOG_INCLUDE_DIRS
 #  GLOG_LIBRARIES
-#  GLOG_LIBRARYRARY_DIRS
+#  GLOG_LIBRARY_DIRS
 
 include(FindPackageHandleStandardArgs)
 

diff --git 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/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/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

diff --git 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)

diff --git 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}")
 

diff --git 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

diff --git 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()

diff --git 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()
 

diff --git 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
@@ -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/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  |

diff --git 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).
 

diff --git 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.

diff --git 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).

diff --git 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.
     """
 

diff --git 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 {
@@ -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_;
 
 

diff --git 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_;