Pick link fixes into 6.1.0 (#3045)

* Update compatibility/precision-support links (#3030)

* Change links to component data type support pages from absolute to relative

* Fix rocPRIM data type support links

* Empty commit to trigger demo rebuild.

* Update links to rocAL component (#3033)

* Update links to rocAL component

* Change absolute rocm docs links to relative

* Add 'JAX for ROCm' link to index.md (#3034)

* Add JAX for ROCm link to index.md

* Reorder third-party libraries installation guides in index

* Update README.md (#3043)

* Update README.md

Fix rocSPARSE build link

* Update link to just general page, instead of anchor

---------

Co-authored-by: Young Hui - AMD <145490163+yhuiYH@users.noreply.github.com>

docs/reference/api-libraries.md

@@ -23,8 +23,9 @@
 * {doc}`MIGraphX <amdmigraphx:index>`
 * {doc}`MIOpen <miopen:index>`
 * {doc}`MIVisionX <mivisionx:doxygen/html/index>`
+* {doc}`rocAL <rocal:index>`
 * {doc}`rocDecode <rocdecode:index>`
-* [ROCm Performance Primitives (RPP)](https://rocm.docs.amd.com/projects/rpp/en/latest/)
+* {doc}`ROCm Performance Primitives (RPP) <rpp:index>`
 :::
 
 (cpp-primitives)=
@@ -76,7 +77,7 @@
 * {doc}`hipBLAS <hipblas:index>` / {doc}`rocBLAS <rocblas:index>`
 * {doc}`hipBLASLt <hipblaslt:index>`
 * {doc}`hipFFT <hipfft:index>` / {doc}`rocFFT <rocfft:index>`
-* [hipfort](https://rocm.docs.amd.com/projects/hipfort/en/latest/)
+* {doc}`hipfort <hipfort:index>`
 * {doc}`hipSOLVER <hipsolver:index>` / {doc}`rocSOLVER <rocsolver:index>`
 * {doc}`hipSPARSE <hipsparse:index>` / {doc}`rocSPARSE <rocsparse:index>`
 * {doc}`hipSPARSELt <hipsparselt:index>`