Small fixes to the documentation (#16180)

src/transformers/configuration_utils.py

@@ -473,7 +473,7 @@ class PretrainedConfig(PushToHubMixin):
             use_auth_token (`str` or *bool*, *optional*):
                 The token to use as HTTP bearer authorization for remote files. If `True`, will use the token generated
                 when running `transformers-cli login` (stored in `~/.huggingface`).
-            revision(`str`, *optional*, defaults to `"main"`):
+            revision (`str`, *optional*, defaults to `"main"`):
                 The specific model version to use. It can be a branch name, a tag name, or a commit id, since we use a
                 git-based system for storing models and other artifacts on huggingface.co, so `revision` can be any
                 identifier allowed by git.

src/transformers/dynamic_module_utils.py

@@ -190,7 +190,7 @@ def get_cached_module_file(
         use_auth_token (`str` or *bool*, *optional*):
             The token to use as HTTP bearer authorization for remote files. If `True`, will use the token generated
             when running `transformers-cli login` (stored in `~/.huggingface`).
-        revision(`str`, *optional*, defaults to `"main"`):
+        revision (`str`, *optional*, defaults to `"main"`):
             The specific model version to use. It can be a branch name, a tag name, or a commit id, since we use a
             git-based system for storing models and other artifacts on huggingface.co, so `revision` can be any
             identifier allowed by git.
@@ -340,7 +340,7 @@ def get_class_from_dynamic_module(
         use_auth_token (`str` or `bool`, *optional*):
             The token to use as HTTP bearer authorization for remote files. If `True`, will use the token generated
             when running `transformers-cli login` (stored in `~/.huggingface`).
-        revision(`str`, *optional*, defaults to `"main"`):
+        revision (`str`, *optional*, defaults to `"main"`):
             The specific model version to use. It can be a branch name, a tag name, or a commit id, since we use a
             git-based system for storing models and other artifacts on huggingface.co, so `revision` can be any
             identifier allowed by git.

src/transformers/feature_extraction_utils.py

@@ -261,7 +261,7 @@ class FeatureExtractionMixin(PushToHubMixin):
             use_auth_token (`str` or *bool*, *optional*):
                 The token to use as HTTP bearer authorization for remote files. If `True`, will use the token generated
                 when running `transformers-cli login` (stored in `~/.huggingface`).
-            revision(`str`, *optional*, defaults to `"main"`):
+            revision (`str`, *optional*, defaults to `"main"`):
                 The specific model version to use. It can be a branch name, a tag name, or a commit id, since we use a
                 git-based system for storing models and other artifacts on huggingface.co, so `revision` can be any
                 identifier allowed by git.

src/transformers/file_utils.py

@@ -2295,7 +2295,7 @@ def get_file_from_repo(
         use_auth_token (`str` or *bool*, *optional*):
             The token to use as HTTP bearer authorization for remote files. If `True`, will use the token generated
             when running `transformers-cli login` (stored in `~/.huggingface`).
-        revision(`str`, *optional*, defaults to `"main"`):
+        revision (`str`, *optional*, defaults to `"main"`):
             The specific model version to use. It can be a branch name, a tag name, or a commit id, since we use a
             git-based system for storing models and other artifacts on huggingface.co, so `revision` can be any
             identifier allowed by git.

src/transformers/modeling_flax_utils.py

@@ -373,7 +373,7 @@ class FlaxPreTrainedModel(PushToHubMixin, FlaxGenerationMixin):
                 'http://hostname': 'foo.bar:4012'}`. The proxies are used on each request.
             local_files_only(`bool`, *optional*, defaults to `False`):
                 Whether or not to only look at local files (i.e., do not try to download the model).
-            revision(`str`, *optional*, defaults to `"main"`):
+            revision (`str`, *optional*, defaults to `"main"`):
                 The specific model version to use. It can be a branch name, a tag name, or a commit id, since we use a
                 git-based system for storing models and other artifacts on huggingface.co, so `revision` can be any
                 identifier allowed by git.

src/transformers/modeling_tf_utils.py

@@ -1506,11 +1506,11 @@ class TFPreTrainedModel(tf.keras.Model, TFModelUtilsMixin, TFGenerationMixin, Pu
             use_auth_token (`str` or *bool*, *optional*):
                 The token to use as HTTP bearer authorization for remote files. If `True`, will use the token generated
                 when running `transformers-cli login` (stored in `~/.huggingface`).
-            revision(`str`, *optional*, defaults to `"main"`):
+            revision (`str`, *optional*, defaults to `"main"`):
                 The specific model version to use. It can be a branch name, a tag name, or a commit id, since we use a
                 git-based system for storing models and other artifacts on huggingface.co, so `revision` can be any
                 identifier allowed by git.
-            mirror(`str`, *optional*):
+            mirror (`str`, *optional*):
                 Mirror source to accelerate downloads in China. If you are from China and have an accessibility
                 problem, you can set this option to resolve it. Note that we do not guarantee the timeliness or safety.
                 Please refer to the mirror site for more information.

src/transformers/modeling_utils.py

@@ -1173,17 +1173,17 @@ class PreTrainedModel(nn.Module, ModuleUtilsMixin, GenerationMixin, PushToHubMix
             use_auth_token (`str` or *bool*, *optional*):
                 The token to use as HTTP bearer authorization for remote files. If `True`, will use the token generated
                 when running `transformers-cli login` (stored in `~/.huggingface`).
-            revision(`str`, *optional*, defaults to `"main"`):
+            revision (`str`, *optional*, defaults to `"main"`):
                 The specific model version to use. It can be a branch name, a tag name, or a commit id, since we use a
                 git-based system for storing models and other artifacts on huggingface.co, so `revision` can be any
                 identifier allowed by git.
-            mirror(`str`, *optional*):
+            mirror (`str`, *optional*):
                 Mirror source to accelerate downloads in China. If you are from China and have an accessibility
                 problem, you can set this option to resolve it. Note that we do not guarantee the timeliness or safety.
                 Please refer to the mirror site for more information.
-            _fast_init(`bool`, *optional*, defaults to ```True`):
+            _fast_init(`bool`, *optional*, defaults to `True`):
                 Whether or not to disable fast initialization.
-            low_cpu_mem_usage(`bool``, *optional*, defaults to ```False`):
+            low_cpu_mem_usage(`bool``, *optional*, defaults to `False`):
                 Tries to not use more than 1x model size in CPU memory (including peak memory) while loading the model.
                 This is an experimental feature and a subject to change at any moment.
             torch_dtype (`str` or `torch.dtype`, *optional*):

src/transformers/models/auto/auto_factory.py

@@ -120,7 +120,7 @@ FROM_PRETRAINED_TORCH_DOCSTRING = """
                 Whether ot not to also return a dictionary containing missing keys, unexpected keys and error messages.
             local_files_only(`bool`, *optional*, defaults to `False`):
                 Whether or not to only look at local files (e.g., not try downloading the model).
-            revision(`str`, *optional*, defaults to `"main"`):
+            revision (`str`, *optional*, defaults to `"main"`):
                 The specific model version to use. It can be a branch name, a tag name, or a commit id, since we use a
                 git-based system for storing models and other artifacts on huggingface.co, so `revision` can be any
                 identifier allowed by git.
@@ -216,7 +216,7 @@ FROM_PRETRAINED_TF_DOCSTRING = """
                 Whether ot not to also return a dictionary containing missing keys, unexpected keys and error messages.
             local_files_only(`bool`, *optional*, defaults to `False`):
                 Whether or not to only look at local files (e.g., not try downloading the model).
-            revision(`str`, *optional*, defaults to `"main"`):
+            revision (`str`, *optional*, defaults to `"main"`):
                 The specific model version to use. It can be a branch name, a tag name, or a commit id, since we use a
                 git-based system for storing models and other artifacts on huggingface.co, so `revision` can be any
                 identifier allowed by git.
@@ -312,7 +312,7 @@ FROM_PRETRAINED_FLAX_DOCSTRING = """
                 Whether ot not to also return a dictionary containing missing keys, unexpected keys and error messages.
             local_files_only(`bool`, *optional*, defaults to `False`):
                 Whether or not to only look at local files (e.g., not try downloading the model).
-            revision(`str`, *optional*, defaults to `"main"`):
+            revision (`str`, *optional*, defaults to `"main"`):
                 The specific model version to use. It can be a branch name, a tag name, or a commit id, since we use a
                 git-based system for storing models and other artifacts on huggingface.co, so `revision` can be any
                 identifier allowed by git.

src/transformers/models/auto/configuration_auto.py

@@ -588,7 +588,7 @@ class AutoConfig:
             proxies (`Dict[str, str]`, *optional*):
                 A dictionary of proxy servers to use by protocol or endpoint, e.g., `{'http': 'foo.bar:3128',
                 'http://hostname': 'foo.bar:4012'}`. The proxies are used on each request.
-            revision(`str`, *optional*, defaults to `"main"`):
+            revision (`str`, *optional*, defaults to `"main"`):
                 The specific model version to use. It can be a branch name, a tag name, or a commit id, since we use a
                 git-based system for storing models and other artifacts on huggingface.co, so `revision` can be any
                 identifier allowed by git.

src/transformers/models/auto/feature_extraction_auto.py

@@ -117,7 +117,7 @@ def get_feature_extractor_config(
         use_auth_token (`str` or *bool*, *optional*):
             The token to use as HTTP bearer authorization for remote files. If `True`, will use the token generated
             when running `transformers-cli login` (stored in `~/.huggingface`).
-        revision(`str`, *optional*, defaults to `"main"`):
+        revision (`str`, *optional*, defaults to `"main"`):
             The specific model version to use. It can be a branch name, a tag name, or a commit id, since we use a
             git-based system for storing models and other artifacts on huggingface.co, so `revision` can be any
             identifier allowed by git.
@@ -222,7 +222,7 @@ class AutoFeatureExtractor:
             use_auth_token (`str` or *bool*, *optional*):
                 The token to use as HTTP bearer authorization for remote files. If `True`, will use the token generated
                 when running `transformers-cli login` (stored in `~/.huggingface`).
-            revision(`str`, *optional*, defaults to `"main"`):
+            revision (`str`, *optional*, defaults to `"main"`):
                 The specific model version to use. It can be a branch name, a tag name, or a commit id, since we use a
                 git-based system for storing models and other artifacts on huggingface.co, so `revision` can be any
                 identifier allowed by git.

src/transformers/models/auto/tokenization_auto.py

@@ -299,7 +299,7 @@ def get_tokenizer_config(
         use_auth_token (`str` or *bool*, *optional*):
             The token to use as HTTP bearer authorization for remote files. If `True`, will use the token generated
             when running `transformers-cli login` (stored in `~/.huggingface`).
-        revision(`str`, *optional*, defaults to `"main"`):
+        revision (`str`, *optional*, defaults to `"main"`):
             The specific model version to use. It can be a branch name, a tag name, or a commit id, since we use a
             git-based system for storing models and other artifacts on huggingface.co, so `revision` can be any
             identifier allowed by git.
@@ -403,7 +403,7 @@ class AutoTokenizer:
             proxies (`Dict[str, str]`, *optional*):
                 A dictionary of proxy servers to use by protocol or endpoint, e.g., `{'http': 'foo.bar:3128',
                 'http://hostname': 'foo.bar:4012'}`. The proxies are used on each request.
-            revision(`str`, *optional*, defaults to `"main"`):
+            revision (`str`, *optional*, defaults to `"main"`):
                 The specific model version to use. It can be a branch name, a tag name, or a commit id, since we use a
                 git-based system for storing models and other artifacts on huggingface.co, so `revision` can be any
                 identifier allowed by git.

src/transformers/tokenization_utils_base.py

@@ -1584,7 +1584,7 @@ class PreTrainedTokenizerBase(SpecialTokensMixin, PushToHubMixin):
                 when running `transformers-cli login` (stored in `~/.huggingface`).
             local_files_only (`bool`, *optional*, defaults to `False`):
                 Whether or not to only rely on local files and not to attempt to download any files.
-            revision(`str`, *optional*, defaults to `"main"`):
+            revision (`str`, *optional*, defaults to `"main"`):
                 The specific model version to use. It can be a branch name, a tag name, or a commit id, since we use a
                 git-based system for storing models and other artifacts on huggingface.co, so `revision` can be any
                 identifier allowed by git.