Update recipes_source/torch_compile_caching_tutorial.rst

Co-authored-by: Svetlana Karslioglu <[email protected]>

Author: zou3519

recipes_source/torch_compile_caching_tutorial.rst

@@ -88,7 +88,7 @@ The aforementioned ``Mega-Cache`` is composed of individual components that can
 * ``InductorCache``: A bundle of ``FXGraphCache`` and ``Triton`` cache.
 * ``AOTAutogradCache``: A cache of joint graph artifacts.
 * ``PGO-cache``: A cache of dynamic shape decisions to reduce number of recompilations.
-* [``AutotuningCache``](https://github.com/pytorch/pytorch/blob/795a6a0affd349adfb4e3df298b604b74f27b44e/torch/_inductor/runtime/autotune_cache.py#L116):
+* `AutotuningCache <https://github.com/pytorch/pytorch/blob/795a6a0affd349adfb4e3df298b604b74f27b44e/torch/_inductor/runtime/autotune_cache.py#L116>`__:
 ``Inductor`` generates ``Triton`` kernels and benchmarks them to select the fastest kernels.
 ``torch.compile``'s built-in ``AutotuningCache`` caches these results.