update formatting CHANGE.rst

Author: vtavana

CHANGES.rst

@@ -5,19 +5,20 @@ mkl_fft changelog
 1.3.13
 ======
 
-migrate from `setup.py` to `pyproject.toml`
+migrate from :code:`setup.py` to :code:`pyproject.toml`
 
 includes support in virtual environment out of the box
 
-the original `mkl_fft.rfft` and `mkl_fft.irfft` are renamed to `mkl_fft.rfftpack` and `mkl_fft.irfftpack`, since they
-replicate the behavior from the deprectaed `scipy.fftpack` module.
+the original :code:`mkl_fft.rfft` and :code:`mkl_fft.irfft` are renamed to :code:`mkl_fft.rfftpack` and :code:`mkl_fft.irfftpack`,
+since they replicate the behavior from the deprectaed :code:`scipy.fftpack` module.
 
-`mkl_fft.rfft_numpy`, `mkl_fft.irfft_numpy`, `mkl_fft.rfft2_numpy`, `mkl_fft.irfft2_numpy`, `mkl_fft.rfftn_numpy`
-and `mkl_fft.irfftn_numpy` are renamed to `mkl_fft.rfft`, `mkl_fft.irfft`, `mkl_fft.rfft2`, `mkl_fft.irfft2`, `mkl_fft.rfftn`
-and `mkl_fft.irfftn`, respectively. (consistent with `numpy.fft` and `scipy.fft` modules)
+:code:`mkl_fft.rfft_numpy`, :code:`mkl_fft.irfft_numpy`, :code:`mkl_fft.rfft2_numpy`, :code:`mkl_fft.irfft2_numpy`,
+:code:`mkl_fft.rfftn_numpy`, and :code:`mkl_fft.irfftn_numpy` are renamed to :code:`mkl_fft.rfft`, :code:`mkl_fft.irfft`,
+:code:`mkl_fft.rfft2`, :code:`mkl_fft.irfft2`, `mkl_fft.rfftn`, and :code:`mkl_fft.irfftn`, respectively.
+(consistent with :code:`numpy.fft` and :code:`scipy.fft` modules)
 
-file `_scipy_fft_backend.py` is renamed to `_scipy_fft.py` since it replicates `scipy.fft` module (similar to file
-`_numpy_fft.py` which replicates `numpy.fft` module)
+file :code:`_scipy_fft_backend.py` is renamed to :code:`_scipy_fft.py` since it replicates :code:`scipy.fft` module
+(similar to file :code:`_numpy_fft.py` which replicates :code:`numpy.fft` module)
 
 1.3.11
 ======
@@ -39,7 +40,7 @@ Updated code and build system to support NumPy 2.0
 1.3.8
 =====
 
-Added vendored `conv_template.py` from NumPy's distutils submodule to enable building of `mkl_fft` with
+Added vendored :code:`conv_template.py` from NumPy's distutils submodule to enable building of :code:`mkl_fft` with
 NumPy >=1.25 and Python 3.12
 
 1.3.7
@@ -54,7 +55,7 @@ Transitioned to Cython 3.0.
 =====
 
 Updated numpy interface to support new in NumPy 1.20 supported values of norm keyword, such as "forward" and "backward".
-To enable this, `mkl_fft` functions now support `forward_scale` parameter that defaults to 1.
+To enable this, :code:`mkl_fft` functions now support `forward_scale` parameter that defaults to 1.
 
 Fixed issue #48.
 
@@ -66,16 +67,17 @@ Includes bug fix #54
 1.2.0
 =====
 
-Due to removal of deprecated real-to-real FFT with `DFTI_CONJUGATE_EVEN_STORAGE=DFTI_COMPLEX_REAL` and `DFTI_PACKED_FORMAT=DFTI_PACK`
-from Intel(R) Math Kernel Library, reimplemented `mkl_fft.rfft` and `mkl_fft.irfft` to use real-to-complex functionality with subsequent
-copying to rearange the transform as expected of `mkl_fft.rfft`, with the associated performance penalty. The use of the real-to-complex
+Due to removal of deprecated real-to-real FFT with :code:`DFTI_CONJUGATE_EVEN_STORAGE=DFTI_COMPLEX_REAL` and
+:code:`DFTI_PACKED_FORMAT=DFTI_PACK` from Intel(R) Math Kernel Library, reimplemented :code:`mkl_fft.rfft` and
+:code:`mkl_fft.irfft` to use real-to-complex functionality with subsequent copying to rearange the transform as expected
+of :code:`mkl_fft.rfft`, with the associated performance penalty. The use of the real-to-complex
 transform improves multi-core utilization which may offset the performance loss incurred due to copying.
 
 
 1.1.0
 =====
 
-Added `scipy.fft` backend, see #42. Fixed #46.
+Added :code:`scipy.fft` backend, see #42. Fixed #46.
 
 ```
 Python 3.7.5 (default, Nov 23 2019, 04:02:01)
@@ -102,16 +104,16 @@ Out[4]: True
 1.0.15
 ======
 
-Changed tests to not compare against numpy fft, as this broke due to renaming of `np.fft.pocketfft` to
-`np.fft._pocketfft`. Instead compare against naive realization of 1D FFT as a sum.
+Changed tests to not compare against numpy fft, as this broke due to renaming of :code:`np.fft.pocketfft` to
+:code:`np.fft._pocketfft`. Instead compare against naive realization of 1D FFT as a sum.
 
-Setup script is now aware of `MKLROOT` environment variable. If unset, NumPy's mkl_info will be queried.
+Setup script is now aware of :code:`MKLROOT` environment variable. If unset, NumPy's mkl_info will be queried.
 
 
 1.0.14
 ======
 
-Fixed unreferenced bug in `irfftn_numpy`, and adjusted NumPy interfaces to change to pocketfft in NumPy 1.17
+Fixed unreferenced bug in :code:`irfftn_numpy`, and adjusted NumPy interfaces to change to pocketfft in NumPy 1.17
 
 
 1.0.13
@@ -124,8 +126,8 @@ Issue #39 fixed (memory leak with complex FFT on real arrays)
 ======
 Issue #37 fixed.
 
-Inhibited vectorization of short loops computing pointer to memory referenced by a multi-iterator by Intel (R) C Compiler, improving
-performance of ND `fft` and `ifft` on real input arrays.
+Inhibited vectorization of short loops computing pointer to memory referenced by a multi-iterator by Intel (R) C Compiler,
+improving performance of ND :code:`fft` and :code:`ifft` on real input arrays.
 
 
 1.0.11
@@ -155,7 +157,7 @@ Fixed issues #21, and addressed NumPy 1.15 deprecation warnings from using lists
 =====
 
 Fixed issues #7, #17, #18.
-Consolidated version specification into a single file `mkl_fft/_version.py`.
+Consolidated version specification into a single file :code:`mkl_fft/_version.py`.
 
 1.0.4
 =====
@@ -169,13 +171,15 @@ This is a bug fix release.
 
 It fixes issues #9, and #13.
 
-As part of fixing issue #13, out-of-place 1D FFT calls such as `fft`, `ifft`, `rfft_numpy` and `irfftn_numpy` will allocate Fortran layout array for the output is the input is a Fotran array.
+As part of fixing issue #13, out-of-place 1D FFT calls such as :code:`fft`, :code:`ifft`, :code:`rfft_numpy`
+and :code:`irfftn_numpy` will allocate Fortran layout array for the output is the input is a Fotran array.
 
 
 1.0.2
 =====
 
-Minor update of `mkl_fft`, reflecting renaming of `numpy.core.multiarray_tests` module to `numpy.core._multiarray_tests` as well as fixing #4.
+Minor update of :code:`mkl_fft`, reflecting renaming of :code:`numpy.core.multiarray_tests` module to
+:code:`numpy.core._multiarray_tests` as well as fixing #4.
 
 
 1.0.1
@@ -186,4 +190,4 @@ Bug fix release.
 1.0.0
 =====
 
-Initial release of `mkl_fft`.
+Initial release of :code:`mkl_fft`.