@@ -102,7 +102,7 @@ Reading and writing compressed files
102102   When opening a file for reading, the *options * argument can be a dictionary
103103   providing advanced decompression parameters, see
104104   :class: `DecompressionParameter ` for detailed information about supported
105-    parameters. The *zstd_dict * argument is a :class: `ZstdDict ` instance to be
105+    parameters. The *zstd_dict * argument is a :class: `! ZstdDict
106106   used during decompression. When opening a file for reading, the *level *
107107   argument should not be used.
108108
@@ -111,13 +111,13 @@ Reading and writing compressed files
111111   :class: `CompressionParameter ` for detailed information about supported
112112   parameters. The *level * argument is the compression level to use when
113113   writing compressed data. Only one of *level * or *options * may be passed. The
114-    *zstd_dict * argument is a :class: `ZstdDict ` instance to be used during
114+    *zstd_dict * argument is a :class: `! ZstdDict
115115   compression.
116116
117117   When opening a file for writing, the *options *, *zstd_dict * and *level *
118118   arguments have the same meanings as for :class: `ZstdCompressor `.
119119
120-    :class: `ZstdFile ` supports all the members specified by
120+    :class: `! ZstdFile
121121   :class: `io.BufferedIOBase `, except for :meth: `~io.BufferedIOBase.detach `
122122   and :meth: `~io.IOBase.truncate `.
123123   Iteration and the :keyword: `with ` statement are supported.
@@ -231,7 +231,7 @@ Compressing and decompressing data in memory
231231      Compress *data * (a :term: `bytes-like object `), returning a :class: `bytes `
232232      object if possible, or an empty byte string otherwise. Some of *data * may
233233      be buffered internally, for use in later calls to
234-       :meth: `~. compress:meth: `~.flush `. The
234+       :meth: `! compress:meth: `~.flush `. The
235235      returned data should be concatenated with the output of any previous calls
236236      to :meth: `~.compress `.
237237
@@ -273,15 +273,15 @@ Compressing and decompressing data in memory
273273      compressed frames, unlike the :func: `decompress ` function and
274274      :class: `ZstdFile ` class. To decompress a multi-frame input, you should
275275      use :func: `decompress `, :class: `ZstdFile ` if working with a
276-       :term: `file object `, or multiple :class: `ZstdDecompressor ` instances.
276+       :term: `file object `, or multiple :class: `! ZstdDecompressor
277277
278278   .. method :: decompress(data, max_length=-1) 
279279
280280      Decompress *data * (a :term: `bytes-like object `), returning
281281      uncompressed data as bytes. Some of *data * may be buffered
282-       internally, for use in later calls to :meth: `~. decompress
282+       internally, for use in later calls to :meth: `! decompress
283283      The returned data should be concatenated with the output of any previous
284-       calls to :meth: `~. decompress
284+       calls to :meth: `! decompress
285285
286286      If *max_length * is non-negative, returns at most *max_length *
287287      bytes of decompressed data. If this limit is reached and further
@@ -395,7 +395,7 @@ Zstandard dictionaries
395395
396396        .. note ::
397397
398-             The meaning of ``0 `` for :attr: `ZstdDict.dict_id ` is different from
398+             The meaning of ``0 `` for :attr: `! ZstdDict.dict_id
399399            the ``dictionary_id `` argument to the :func: `get_frame_info `
400400            function.
401401
@@ -598,7 +598,7 @@ Advanced parameter control
598598   .. attribute :: nb_workers 
599599
600600      Select how many threads will be spawned to compress in parallel. When
601-       :attr: `~. nb_workers
601+       :attr: `! nb_workers
602602      means "1-thread multi-threaded mode". More workers improve speed, but
603603      also increase memory usage and slightly reduce compression ratio.
604604
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