Update docs for v0.7.0

Author: cliffburdick

CMakeLists.txt

@@ -55,7 +55,7 @@ endif()
 project(MATX
         LANGUAGES CUDA CXX
         DESCRIPTION "A modern and efficient header-only C++ library for numerical computing on GPU"
-        VERSION 0.6.0
+        VERSION 0.7.0
         HOMEPAGE_URL "https://github.com/NVIDIA/MatX")
 
 if (NOT CMAKE_CUDA_ARCHITECTURES)

README.md

@@ -193,6 +193,15 @@ We provide a variety of training materials and examples to quickly learn the Mat
 - Finally, for new MatX developers, browsing the [example applications](examples) can provide familarity with the API and best practices.
 
 ## Release Major Features
+*v0.7.0*:
+- Features
+    * Automatic documentation generation
+    * Use CCCL instead of CUB/libcudac++
+    * New operators: `polyval`, `matvec`
+    * Improved caching and teardown of transforms
+    * Optimized polyphase resampler
+    * Negative slice indexing
+- Many new bug fixes and error checking
 *v0.6.0*:
 - Breaking changes
     * This marks the first release of using "transforms as operators". This allows transforms to be used in any operator expression, whereas the previous release required them to be on separate lines. For an example, please see: https://nvidia.github.io/MatX/basics/fusion.html. This also causes a breaking change with transform usage. Converting to the new format is as simple as moving the function parameters. For example: `matmul(C, A, B, stream);` becomes `(C = matmul(A,B)).run(stream);`. 
@@ -207,14 +216,6 @@ We provide a variety of training materials and examples to quickly learn the Mat
 *v0.5.0*:
 * Polyphase resampler
 * Documentation overhaul with examples for each function
-  
-*v0.4.0*:
-* SVD power iteration function
-* `sign`, and `index` operators
-* Batched QR for small matrices
-* dlpack export support
-* 16-bit float reductions
-* Output iterator support in CUB
 
 ## Discussions
 We have an open discussions board [here](https://github.com/NVIDIA/MatX/discussions). We encourage any questions about the library to be posted here for other users to learn from and read through.