fix typos (#9924)

src/transformers/models/auto/modeling_auto.py

@@ -678,7 +678,7 @@ class AutoModel:
     r"""
     This is a generic model class that will be instantiated as one of the base model classes of the library when
     created with the :meth:`~transformers.AutoModel.from_pretrained` class method or the
-    :meth:`~transformers.AutoModel.from_config` class methods.
+    :meth:`~transformers.AutoModel.from_config` class method.
 
     This class cannot be instantiated directly using ``__init__()`` (throws an error).
     """
@@ -768,7 +768,7 @@ class AutoModel:
 class AutoModelForPreTraining:
     r"""
     This is a generic model class that will be instantiated as one of the model classes of the library---with the
-    architecture used for pretraining this model---when created with the when created with the
+    architecture used for pretraining this model---when created with the
     :meth:`~transformers.AutoModelForPreTraining.from_pretrained` class method or the
     :meth:`~transformers.AutoModelForPreTraining.from_config` class method.
 
@@ -862,9 +862,8 @@ class AutoModelForPreTraining:
 class AutoModelWithLMHead:
     r"""
     This is a generic model class that will be instantiated as one of the model classes of the library---with a
-    language modeling head---when created with the when created with the
+    language modeling head---when created with the :meth:`~transformers.AutoModelWithLMHead.from_pretrained` class
-    :meth:`~transformers.AutoModelWithLMHead.from_pretrained` class method or the
+    method or the :meth:`~transformers.AutoModelWithLMHead.from_config` class method.
-    :meth:`~transformers.AutoModelWithLMHead.from_config` class method.
 
     This class cannot be instantiated directly using ``__init__()`` (throws an error).
 
@@ -974,9 +973,8 @@ class AutoModelWithLMHead:
 class AutoModelForCausalLM:
     r"""
     This is a generic model class that will be instantiated as one of the model classes of the library---with a causal
-    language modeling head---when created with the when created with the
+    language modeling head---when created with the :meth:`~transformers.AutoModelForCausalLM.from_pretrained` class
-    :meth:`~transformers.AutoModelForCausalLM.from_pretrained` class method or the
+    method or the :meth:`~transformers.AutoModelForCausalLM.from_config` class method.
-    :meth:`~transformers.AutoModelForCausalLM.from_config` class method.
 
     This class cannot be instantiated directly using ``__init__()`` (throws an error).
     """
@@ -1068,9 +1066,8 @@ class AutoModelForCausalLM:
 class AutoModelForMaskedLM:
     r"""
     This is a generic model class that will be instantiated as one of the model classes of the library---with a masked
-    language modeling head---when created with the when created with the
+    language modeling head---when created with the :meth:`~transformers.AutoModelForMaskedLM.from_pretrained` class
-    :meth:`~transformers.AutoModelForMaskedLM.from_pretrained` class method or the
+    method or the :meth:`~transformers.AutoModelForMaskedLM.from_config` class method.
-    :meth:`~transformers.AutoModelForMaskedLM.from_config` class method.
 
     This class cannot be instantiated directly using ``__init__()`` (throws an error).
     """
@@ -1162,7 +1159,7 @@ class AutoModelForMaskedLM:
 class AutoModelForSeq2SeqLM:
     r"""
     This is a generic model class that will be instantiated as one of the model classes of the library---with a
-    sequence-to-sequence language modeling head---when created with the when created with the
+    sequence-to-sequence language modeling head---when created with the
     :meth:`~transformers.AutoModelForSeq2SeqLM.from_pretrained` class method or the
     :meth:`~transformers.AutoModelForSeq2SeqLM.from_config` class method.
 
@@ -1260,7 +1257,7 @@ class AutoModelForSeq2SeqLM:
 class AutoModelForSequenceClassification:
     r"""
     This is a generic model class that will be instantiated as one of the model classes of the library---with a
-    sequence classification head---when created with the when created with the
+    sequence classification head---when created with the
     :meth:`~transformers.AutoModelForSequenceClassification.from_pretrained` class method or the
     :meth:`~transformers.AutoModelForSequenceClassification.from_config` class method.
 
@@ -1358,9 +1355,8 @@ class AutoModelForSequenceClassification:
 class AutoModelForQuestionAnswering:
     r"""
     This is a generic model class that will be instantiated as one of the model classes of the library---with a
-    question answering head---when created with the when created with the
+    question answering head---when created with the :meth:`~transformers.AutoModeForQuestionAnswering.from_pretrained`
-    :meth:`~transformers.AutoModeForQuestionAnswering.from_pretrained` class method or the
+    class method or the :meth:`~transformers.AutoModelForQuestionAnswering.from_config` class method.
-    :meth:`~transformers.AutoModelForQuestionAnswering.from_config` class method.
 
     This class cannot be instantiated directly using ``__init__()`` (throws an error).
     """
@@ -1457,7 +1453,7 @@ class AutoModelForQuestionAnswering:
 class AutoModelForTableQuestionAnswering:
     r"""
     This is a generic model class that will be instantiated as one of the model classes of the library---with a table
-    question answering head---when created with the when created with the
+    question answering head---when created with the
     :meth:`~transformers.AutoModeForTableQuestionAnswering.from_pretrained` class method or the
     :meth:`~transformers.AutoModelForTableQuestionAnswering.from_config` class method.
 
@@ -1557,9 +1553,8 @@ class AutoModelForTableQuestionAnswering:
 class AutoModelForTokenClassification:
     r"""
     This is a generic model class that will be instantiated as one of the model classes of the library---with a token
-    classification head---when created with the when created with the
+    classification head---when created with the :meth:`~transformers.AutoModelForTokenClassification.from_pretrained`
-    :meth:`~transformers.AutoModelForTokenClassification.from_pretrained` class method or the
+    class method or the :meth:`~transformers.AutoModelForTokenClassification.from_config` class method.
-    :meth:`~transformers.AutoModelForTokenClassification.from_config` class method.
 
     This class cannot be instantiated directly using ``__init__()`` (throws an error).
     """
@@ -1656,7 +1651,7 @@ class AutoModelForTokenClassification:
 class AutoModelForMultipleChoice:
     r"""
     This is a generic model class that will be instantiated as one of the model classes of the library---with a
-    multiple choice classification head---when created with the when created with the
+    multiple choice classification head---when created with the
     :meth:`~transformers.AutoModelForMultipleChoice.from_pretrained` class method or the
     :meth:`~transformers.AutoModelForMultipleChoice.from_config` class method.
 
@@ -1755,8 +1750,8 @@ class AutoModelForMultipleChoice:
 
 class AutoModelForNextSentencePrediction:
     r"""
-    This is a generic model class that will be instantiated as one of the model classes of the library---with a
+    This is a generic model class that will be instantiated as one of the model classes of the library---with a next
-    multiple choice classification head---when created with the when created with the
+    sentence prediction head---when created with the
     :meth:`~transformers.AutoModelForNextSentencePrediction.from_pretrained` class method or the
     :meth:`~transformers.AutoModelForNextSentencePrediction.from_config` class method.
 

src/transformers/models/auto/modeling_tf_auto.py

@@ -539,7 +539,7 @@ class TFAutoModel(object):
     r"""
     This is a generic model class that will be instantiated as one of the base model classes of the library when
     created with the when created with the :meth:`~transformers.TFAutoModel.from_pretrained` class method or the
-    :meth:`~transformers.TFAutoModel.from_config` class methods.
+    :meth:`~transformers.TFAutoModel.from_config` class method.
 
     This class cannot be instantiated directly using ``__init__()`` (throws an error).
     """
@@ -629,7 +629,7 @@ class TFAutoModel(object):
 class TFAutoModelForPreTraining(object):
     r"""
     This is a generic model class that will be instantiated as one of the model classes of the library---with the
-    architecture used for pretraining this model---when created with the when created with the
+    architecture used for pretraining this model---when created with the
     :meth:`~transformers.TFAutoModelForPreTraining.from_pretrained` class method or the
     :meth:`~transformers.TFAutoModelForPreTraining.from_config` class method.
 
@@ -723,9 +723,8 @@ class TFAutoModelForPreTraining(object):
 class TFAutoModelWithLMHead(object):
     r"""
     This is a generic model class that will be instantiated as one of the model classes of the library---with a
-    language modeling head---when created with the when created with the
+    language modeling head---when created with the :meth:`~transformers.TFAutoModelWithLMHead.from_pretrained` class
-    :meth:`~transformers.TFAutoModelWithLMHead.from_pretrained` class method or the
+    method or the :meth:`~transformers.TFAutoModelWithLMHead.from_config` class method.
-    :meth:`~transformers.TFAutoModelWithLMHead.from_config` class method.
 
     This class cannot be instantiated directly using ``__init__()`` (throws an error).
 
@@ -836,9 +835,8 @@ class TFAutoModelWithLMHead(object):
 class TFAutoModelForCausalLM:
     r"""
     This is a generic model class that will be instantiated as one of the model classes of the library---with a causal
-    language modeling head---when created with the when created with the
+    language modeling head---when created with the :meth:`~transformers.TFAutoModelForCausalLM.from_pretrained` class
-    :meth:`~transformers.TFAutoModelForCausalLM.from_pretrained` class method or the
+    method or the :meth:`~transformers.TFAutoModelForCausalLM.from_config` class method.
-    :meth:`~transformers.TFAutoModelForCausalLM.from_config` class method.
 
     This class cannot be instantiated directly using ``__init__()`` (throws an error).
     """
@@ -930,9 +928,8 @@ class TFAutoModelForCausalLM:
 class TFAutoModelForMaskedLM:
     r"""
     This is a generic model class that will be instantiated as one of the model classes of the library---with a masked
-    language modeling head---when created with the when created with the
+    language modeling head---when created with the :meth:`~transformers.TFAutoModelForMaskedLM.from_pretrained` class
-    :meth:`~transformers.TFAutoModelForMaskedLM.from_pretrained` class method or the
+    method or the :meth:`~transformers.TFAutoModelForMaskedLM.from_config` class method.
-    :meth:`~transformers.TFAutoModelForMaskedLM.from_config` class method.
 
     This class cannot be instantiated directly using ``__init__()`` (throws an error).
     """
@@ -1024,7 +1021,7 @@ class TFAutoModelForMaskedLM:
 class TFAutoModelForSeq2SeqLM:
     r"""
     This is a generic model class that will be instantiated as one of the model classes of the library---with a
-    sequence-to-sequence language modeling head---when created with the when created with the
+    sequence-to-sequence language modeling head---when created with the
     :meth:`~transformers.TFAutoModelForSeq2SeqLM.from_pretrained` class method or the
     :meth:`~transformers.TFAutoModelForSeq2SeqLM.from_config` class method.
 
@@ -1122,7 +1119,7 @@ class TFAutoModelForSeq2SeqLM:
 class TFAutoModelForSequenceClassification(object):
     r"""
     This is a generic model class that will be instantiated as one of the model classes of the library---with a
-    sequence classification head---when created with the when created with the
+    sequence classification head---when created with the
     :meth:`~transformers.TFAutoModelForSequenceClassification.from_pretrained` class method or the
     :meth:`~transformers.TFAutoModelForSequenceClassification.from_config` class method.
 
@@ -1220,7 +1217,7 @@ class TFAutoModelForSequenceClassification(object):
 class TFAutoModelForQuestionAnswering(object):
     r"""
     This is a generic model class that will be instantiated as one of the model classes of the library---with a
-    question answering head---when created with the when created with the
+    question answering head---when created with the
     :meth:`~transformers.TFAutoModeForQuestionAnswering.from_pretrained` class method or the
     :meth:`~transformers.TFAutoModelForQuestionAnswering.from_config` class method.
 
@@ -1317,9 +1314,8 @@ class TFAutoModelForQuestionAnswering(object):
 class TFAutoModelForTokenClassification:
     r"""
     This is a generic model class that will be instantiated as one of the model classes of the library---with a token
-    classification head---when created with the when created with the
+    classification head---when created with the :meth:`~transformers.TFAutoModelForTokenClassification.from_pretrained`
-    :meth:`~transformers.TFAutoModelForTokenClassification.from_pretrained` class method or the
+    class method or the :meth:`~transformers.TFAutoModelForTokenClassification.from_config` class method.
-    :meth:`~transformers.TFAutoModelForTokenClassification.from_config` class method.
 
     This class cannot be instantiated directly using ``__init__()`` (throws an error).
     """
@@ -1414,7 +1410,7 @@ class TFAutoModelForTokenClassification:
 class TFAutoModelForMultipleChoice:
     r"""
     This is a generic model class that will be instantiated as one of the model classes of the library---with a
-    multiple choice classification head---when created with the when created with the
+    multiple choice classification head---when created with the
     :meth:`~transformers.TFAutoModelForMultipleChoice.from_pretrained` class method or the
     :meth:`~transformers.TFAutoModelForMultipleChoice.from_config` class method.
 
@@ -1511,8 +1507,8 @@ class TFAutoModelForMultipleChoice:
 
 class TFAutoModelForNextSentencePrediction:
     r"""
-    This is a generic model class that will be instantiated as one of the model classes of the library---with a
+    This is a generic model class that will be instantiated as one of the model classes of the library---with a next
-    multiple choice classification head---when created with the when created with the
+    sentence prediction head---when created with the
     :meth:`~transformers.TFAutoModelForNextSentencePrediction.from_pretrained` class method or the
     :meth:`~transformers.TFAutoModelForNextSentencePrediction.from_config` class method.