Merge pull request #6520 from slefrancois/doc

doc/library/config.txt

@@ -457,17 +457,12 @@ import theano and print the config variable, as in:
         * 0 <= N <= 1: use this fraction of the total GPU memory (clipped to .95 for driver memory).
         * > 1: use this number in megabytes (MB) of memory.
 
-    .. note::
-
-        This value allocates GPU memory ONLY when using (:ref:`gpuarray`).
-        For the old backend, please see ``config.lib.cnmem``
-
     .. note::
 
         This could cause memory fragmentation. So if you have a memory
         error while using the cache, try to allocate more memory at
         the start or disable it. If you try this, report your result
-        on :ref`theano-dev`.
+        on `theano-dev`_.
 
     .. note::