chore: fix typos in the tests directory (#36813)

* chore: fix typos in the tests

* chore: fix typos in the tests

* chore: fix typos in the tests

* chore: fix typos in the tests

* chore: fix typos in the tests

* chore: fix typos in the tests

* chore: fix typos in the tests

* chore: fix typos in the tests

* chore: fix typos in the tests

* chore: fix typos in the tests

* chore: fix typos in the tests

* chore: fix typos in the tests

* chore: fix typos in the tests

* fix: format codes

* chore: fix copy mismatch issue

* fix: format codes

* chore: fix copy mismatch issue

* chore: fix copy mismatch issue

* chore: fix copy mismatch issue

* chore: restore previous words

* chore: revert unexpected changes

tests/models/t5/test_modeling_flax_t5.py

@@ -574,7 +574,7 @@ class FlaxT5ModelIntegrationTests(unittest.TestCase):
     @slow
     def test_small_integration_test(self):
         """
-        For comparision run:
+        For comparison run:
         >>> import t5  # pip install t5==0.7.1
         >>> from t5.data.sentencepiece_vocabulary import SentencePieceVocabulary
 
@@ -604,7 +604,7 @@ class FlaxT5ModelIntegrationTests(unittest.TestCase):
     @slow
     def test_small_v1_1_integration_test(self):
         """
-        For comparision run:
+        For comparison run:
         >>> import t5  # pip install t5==0.7.1
         >>> from t5.data.sentencepiece_vocabulary import SentencePieceVocabulary
 
@@ -634,7 +634,7 @@ class FlaxT5ModelIntegrationTests(unittest.TestCase):
     @slow
     def test_small_byt5_integration_test(self):
         """
-        For comparision run:
+        For comparison run:
         >>> import t5  # pip install t5==0.9.1
 
         >>> path_to_byt5_small_checkpoint = '<fill_in>'

tests/models/t5/test_modeling_t5.py

@@ -1208,7 +1208,7 @@ class T5ModelIntegrationTests(unittest.TestCase):
     @slow
     def test_small_integration_test(self):
         """
-        For comparision run:
+        For comparison run:
         >>> import t5  # pip install t5==0.7.1
         >>> from t5.data.sentencepiece_vocabulary import SentencePieceVocabulary
 
@@ -1234,7 +1234,7 @@ class T5ModelIntegrationTests(unittest.TestCase):
     @slow
     def test_small_v1_1_integration_test(self):
         """
-        For comparision run:
+        For comparison run:
         >>> import t5  # pip install t5==0.7.1
         >>> from t5.data.sentencepiece_vocabulary import SentencePieceVocabulary
 
@@ -1260,7 +1260,7 @@ class T5ModelIntegrationTests(unittest.TestCase):
     @slow
     def test_small_byt5_integration_test(self):
         """
-        For comparision run:
+        For comparison run:
         >>> import t5  # pip install t5==0.9.1
 
         >>> path_to_byt5_small_checkpoint = '<fill_in>'

tests/models/t5/test_modeling_tf_t5.py

@@ -618,7 +618,7 @@ class TFT5ModelIntegrationTests(unittest.TestCase):
     @slow
     def test_small_integration_test(self):
         """
-        For comparision run:
+        For comparison run:
         >>> import t5  # pip install t5==0.7.1
         >>> from t5.data.sentencepiece_vocabulary import SentencePieceVocabulary
 
@@ -644,7 +644,7 @@ class TFT5ModelIntegrationTests(unittest.TestCase):
     @slow
     def test_small_v1_1_integration_test(self):
         """
-        For comparision run:
+        For comparison run:
         >>> import t5  # pip install t5==0.7.1
         >>> from t5.data.sentencepiece_vocabulary import SentencePieceVocabulary
 
@@ -670,7 +670,7 @@ class TFT5ModelIntegrationTests(unittest.TestCase):
     @slow
     def test_small_byt5_integration_test(self):
         """
-        For comparision run:
+        For comparison run:
         >>> import t5  # pip install t5==0.9.1
 
         >>> path_to_byt5_small_checkpoint = '<fill_in>'

tests/models/t5/test_tokenization_t5.py

@@ -498,7 +498,7 @@ class CommonSpmIntegrationTests(unittest.TestCase):
         tokenizer.add_special_tokens(
             {"additional_special_tokens": [AddedToken("<extra_id_0>", rstrip=False, lstrip=False)]}
         )
-        # TODO ArthurZ the above is necessary as addedTokens / intialization sucks. Trie is not correctly created
+        # TODO ArthurZ the above is necessary as addedTokens / initialization sucks. Trie is not correctly created
         # So the extra ids are split....
         cls.tokenizer = tokenizer