Use Python 3.9 syntax in tests (#37343)

Signed-off-by: cyy <cyyever@outlook.com>

tests/agents/test_agent_types.py

@@ -1,4 +1,3 @@
-# coding=utf-8
 # Copyright 2023 HuggingFace Inc.
 #
 # Licensed under the Apache License, Version 2.0 (the "License");

tests/agents/test_agents.py

@@ -1,4 +1,3 @@
-# coding=utf-8
 # Copyright 2024 HuggingFace Inc.
 #
 # Licensed under the Apache License, Version 2.0 (the "License");

tests/agents/test_document_question_answering.py

@@ -1,4 +1,3 @@
-# coding=utf-8
 # Copyright 2023 HuggingFace Inc.
 #
 # Licensed under the Apache License, Version 2.0 (the "License");

tests/agents/test_final_answer.py

@@ -1,4 +1,3 @@
-# coding=utf-8
 # Copyright 2024 HuggingFace Inc.
 #
 # Licensed under the Apache License, Version 2.0 (the "License");

tests/agents/test_image_question_answering.py

@@ -1,4 +1,3 @@
-# coding=utf-8
 # Copyright 2023 HuggingFace Inc.
 #
 # Licensed under the Apache License, Version 2.0 (the "License");

tests/agents/test_monitoring.py

@@ -1,4 +1,3 @@
-# coding=utf-8
 # Copyright 2024 HuggingFace Inc.
 #
 # Licensed under the Apache License, Version 2.0 (the "License");

tests/agents/test_python_interpreter.py

@@ -1,4 +1,3 @@
-# coding=utf-8
 # Copyright 2024 HuggingFace Inc.
 #
 # Licensed under the Apache License, Version 2.0 (the "License");

tests/agents/test_search.py

@@ -1,4 +1,3 @@
-# coding=utf-8
 # Copyright 2024 HuggingFace Inc.
 #
 # Licensed under the Apache License, Version 2.0 (the "License");

tests/agents/test_speech_to_text.py

@@ -1,4 +1,3 @@
-# coding=utf-8
 # Copyright 2023 HuggingFace Inc.
 #
 # Licensed under the Apache License, Version 2.0 (the "License");

tests/agents/test_text_to_speech.py

@@ -1,4 +1,3 @@
-# coding=utf-8
 # Copyright 2023 HuggingFace Inc.
 #
 # Licensed under the Apache License, Version 2.0 (the "License");

tests/agents/test_tools_common.py

@@ -1,4 +1,3 @@
-# coding=utf-8
 # Copyright 2024 HuggingFace Inc.
 #
 # Licensed under the Apache License, Version 2.0 (the "License");
@@ -14,7 +13,7 @@
 # limitations under the License.
 import unittest
 from pathlib import Path
-from typing import Dict, Union
+from typing import Union
 
 import numpy as np
 import pytest
@@ -35,7 +34,7 @@ if is_vision_available():
 AUTHORIZED_TYPES = ["string", "boolean", "integer", "number", "audio", "image", "any"]
 
 
-def create_inputs(tool_inputs: Dict[str, Dict[Union[str, type], str]]):
+def create_inputs(tool_inputs: dict[str, dict[Union[str, type], str]]):
     inputs = {}
 
     for input_name, input_desc in tool_inputs.items():

tests/agents/test_translation.py

@@ -1,4 +1,3 @@
-# coding=utf-8
 # Copyright 2024 HuggingFace Inc.
 #
 # Licensed under the Apache License, Version 2.0 (the "License");

tests/bettertransformer/test_integration.py

@@ -1,4 +1,3 @@
-# coding=utf-8
 # Copyright 2023 The HuggingFace Team Inc.
 #
 # Licensed under the Apache License, Version 2.0 (the "License");

tests/deepspeed/test_deepspeed.py

@@ -13,7 +13,6 @@
 # limitations under the License.
 
 import dataclasses
-import io
 import itertools
 import json
 import os
@@ -436,9 +435,9 @@ class TrainerIntegrationDeepSpeedWithCustomConfig(TestCasePlus):
         }
 
         # use self.get_config_dict(stage) to use these to ensure the original is not modified
-        with io.open(self.ds_config_file[ZERO2], "r", encoding="utf-8") as f:
+        with open(self.ds_config_file[ZERO2], encoding="utf-8") as f:
             config_zero2 = json.load(f)
-        with io.open(self.ds_config_file[ZERO3], "r", encoding="utf-8") as f:
+        with open(self.ds_config_file[ZERO3], encoding="utf-8") as f:
             config_zero3 = json.load(f)
             # The following setting slows things down, so don't enable it by default unless needed by a test.
             # It's in the file as a demo for users since we want everything to work out of the box even if slower.

tests/extended/test_trainer_ext.py

@@ -17,7 +17,6 @@ import os
 import re
 import sys
 from pathlib import Path
-from typing import Tuple
 from unittest.mock import patch
 
 from parameterized import parameterized
@@ -186,7 +185,7 @@ class TestTrainerExt(TestCasePlus):
     def test_run_seq2seq_bnb(self):
         from transformers.training_args import OptimizerNames
 
-        def train_and_return_metrics(optim: str) -> Tuple[int, float]:
+        def train_and_return_metrics(optim: str) -> tuple[int, float]:
             extra_args = "--skip_memory_metrics 0"
 
             output_dir = self.run_trainer(

tests/generation/test_beam_constraints.py

@@ -1,4 +1,3 @@
-# coding=utf-8
 # Copyright 2020 The HuggingFace Team Inc.
 #
 # Licensed under the Apache License, Version 2.0 (the "License");

tests/generation/test_beam_search.py

@@ -1,4 +1,3 @@
-# coding=utf-8
 # Copyright 2020 The HuggingFace Team Inc.
 #
 # Licensed under the Apache License, Version 2.0 (the "License");

tests/generation/test_configuration_utils.py

@@ -1,4 +1,3 @@
-# coding=utf-8
 # Copyright 2022 The HuggingFace Team Inc.
 #
 # Licensed under the Apache License, Version 2.0 (the "License");

tests/generation/test_logits_process.py

@@ -1,4 +1,3 @@
-# coding=utf-8
 # Copyright 2020 The HuggingFace Team Inc.
 #
 # Licensed under the Apache License, Version 2.0 (the "License");
@@ -14,7 +13,7 @@
 # limitations under the License.
 
 import unittest
-from typing import List, Union
+from typing import Union
 
 import numpy as np
 from parameterized import parameterized
@@ -86,7 +85,7 @@ class LogitsProcessorTest(unittest.TestCase):
         self.assertFalse(torch.isinf(scores_before_min_length).any())
 
     @parameterized.expand([(0,), ([0, 18],)])
-    def test_new_min_length_dist_processor(self, eos_token_id: Union[int, List[int]]):
+    def test_new_min_length_dist_processor(self, eos_token_id: Union[int, list[int]]):
         vocab_size = 20
         batch_size = 4
 

tests/generation/test_stopping_criteria.py

@@ -1,4 +1,3 @@
-# coding=utf-8
 # Copyright 2020 The HuggingFace Team Inc.
 #
 # Licensed under the Apache License, Version 2.0 (the "License");

tests/generation/test_streamers.py

@@ -1,4 +1,3 @@
-# coding=utf-8
 # Copyright 2023 The HuggingFace Team Inc.
 #
 # Licensed under the Apache License, Version 2.0 (the "License");

tests/generation/test_utils.py

@@ -1,4 +1,3 @@
-# coding=utf-8
 # Copyright 2020 The HuggingFace Team Inc.
 #
 # Licensed under the Apache License, Version 2.0 (the "License");

tests/models/albert/test_modeling_albert.py

@@ -1,4 +1,3 @@
-# coding=utf-8
 # Copyright 2020 The HuggingFace Team. All rights reserved.
 #
 # Licensed under the Apache License, Version 2.0 (the "License");

tests/models/albert/test_modeling_tf_albert.py

@@ -1,4 +1,3 @@
-# coding=utf-8
 # Copyright 2020 The HuggingFace Team. All rights reserved.
 #
 # Licensed under the Apache License, Version 2.0 (the "License");

tests/models/albert/test_tokenization_albert.py

@@ -1,4 +1,3 @@
-# coding=utf-8
 # Copyright 2019 Hugging Face inc.
 #
 # Licensed under the Apache License, Version 2.0 (the "License");

tests/models/align/test_modeling_align.py

@@ -1,4 +1,3 @@
-# coding=utf-8
 # Copyright 2023 The HuggingFace Inc. team. All rights reserved.
 #
 # Licensed under the Apache License, Version 2.0 (the "License");

tests/models/altclip/test_modeling_altclip.py

@@ -1,4 +1,3 @@
-# coding=utf-8
 # Copyright 2022 The HuggingFace Inc. team. All rights reserved.
 #
 # Licensed under the Apache License, Version 2.0 (the "License");

tests/models/altclip/test_processor_altclip.py

@@ -1,4 +1,3 @@
-# coding=utf-8
 # Copyright 2024 The HuggingFace Inc. team. All rights reserved.
 #
 # Licensed under the Apache License, Version 2.0 (the "License");

tests/models/aria/test_image_processing_aria.py

@@ -1,4 +1,3 @@
-# coding=utf-8
 # Copyright 2024 HuggingFace Inc.
 #
 # Licensed under the Apache License, Version 2.0 (the "License");

tests/models/aria/test_modeling_aria.py

@@ -1,4 +1,3 @@
-# coding=utf-8
 # Copyright 2024 The HuggingFace Inc. team. All rights reserved.
 #
 # Licensed under the Apache License, Version 2.0 (the "License");

tests/models/aria/test_processor_aria.py

@@ -1,4 +1,3 @@
-# coding=utf-8
 # Copyright 2024 HuggingFace Inc.
 #
 # Licensed under the Apache License, Version 2.0 (the "License");

tests/models/audio_spectrogram_transformer/test_feature_extraction_audio_spectrogram_transformer.py

@@ -1,4 +1,3 @@
-# coding=utf-8
 # Copyright 2022 HuggingFace Inc.
 #
 # Licensed under the Apache License, Version 2.0 (the "License");

tests/models/audio_spectrogram_transformer/test_modeling_audio_spectrogram_transformer.py

@@ -1,4 +1,3 @@
-# coding=utf-8
 # Copyright 2022 The HuggingFace Inc. team. All rights reserved.
 #
 # Licensed under the Apache License, Version 2.0 (the "License");

tests/models/auto/test_configuration_auto.py

@@ -1,4 +1,3 @@
-# coding=utf-8
 # Copyright 2019-present, the HuggingFace Inc. team.
 #
 # Licensed under the Apache License, Version 2.0 (the "License");

tests/models/auto/test_feature_extraction_auto.py

@@ -1,4 +1,3 @@
-# coding=utf-8
 # Copyright 2021 the HuggingFace Inc. team.
 #
 # Licensed under the Apache License, Version 2.0 (the "License");

tests/models/auto/test_image_processing_auto.py

@@ -1,4 +1,3 @@
-# coding=utf-8
 # Copyright 2021 the HuggingFace Inc. team.
 #
 # Licensed under the Apache License, Version 2.0 (the "License");

tests/models/auto/test_modeling_auto.py

@@ -1,4 +1,3 @@
-# coding=utf-8
 # Copyright 2020 The HuggingFace Team. All rights reserved.
 #
 # Licensed under the Apache License, Version 2.0 (the "License");

tests/models/auto/test_modeling_tf_auto.py

@@ -1,4 +1,3 @@
-# coding=utf-8
 # Copyright 2020 The HuggingFace Team. All rights reserved.
 #
 # Licensed under the Apache License, Version 2.0 (the "License");

tests/models/auto/test_processor_auto.py

@@ -1,4 +1,3 @@
-# coding=utf-8
 # Copyright 2021 the HuggingFace Inc. team.
 #
 # Licensed under the Apache License, Version 2.0 (the "License");
@@ -107,7 +106,7 @@ class AutoFeatureExtractorTest(unittest.TestCase):
                     json.dump(config_dict, fp)
 
             # drop `processor_class` in tokenizer config
-            with open(os.path.join(tmpdirname, TOKENIZER_CONFIG_FILE), "r") as f:
+            with open(os.path.join(tmpdirname, TOKENIZER_CONFIG_FILE)) as f:
                 config_dict = json.load(f)
                 config_dict.pop("processor_class")
 
@@ -130,7 +129,7 @@ class AutoFeatureExtractorTest(unittest.TestCase):
 
             if os.path.isfile(os.path.join(tmpdirname, PROCESSOR_NAME)):
                 # drop `processor_class` in processor
-                with open(os.path.join(tmpdirname, PROCESSOR_NAME), "r") as f:
+                with open(os.path.join(tmpdirname, PROCESSOR_NAME)) as f:
                     config_dict = json.load(f)
                     config_dict.pop("processor_class")
 
@@ -138,7 +137,7 @@ class AutoFeatureExtractorTest(unittest.TestCase):
                     f.write(json.dumps(config_dict))
 
             # drop `processor_class` in tokenizer
-            with open(os.path.join(tmpdirname, TOKENIZER_CONFIG_FILE), "r") as f:
+            with open(os.path.join(tmpdirname, TOKENIZER_CONFIG_FILE)) as f:
                 config_dict = json.load(f)
                 config_dict.pop("processor_class")
 
@@ -161,7 +160,7 @@ class AutoFeatureExtractorTest(unittest.TestCase):
 
             if os.path.isfile(os.path.join(tmpdirname, PROCESSOR_NAME)):
                 # drop `processor_class` in processor
-                with open(os.path.join(tmpdirname, PROCESSOR_NAME), "r") as f:
+                with open(os.path.join(tmpdirname, PROCESSOR_NAME)) as f:
                     config_dict = json.load(f)
                     config_dict.pop("processor_class")
 
@@ -169,7 +168,7 @@ class AutoFeatureExtractorTest(unittest.TestCase):
                     f.write(json.dumps(config_dict))
 
             # drop `processor_class` in feature extractor
-            with open(os.path.join(tmpdirname, FEATURE_EXTRACTOR_NAME), "r") as f:
+            with open(os.path.join(tmpdirname, FEATURE_EXTRACTOR_NAME)) as f:
                 config_dict = json.load(f)
                 config_dict.pop("processor_class")
 

tests/models/auto/test_tokenization_auto.py

@@ -1,4 +1,3 @@
-# coding=utf-8
 # Copyright 2020 The HuggingFace Team. All rights reserved.
 #
 # Licensed under the Apache License, Version 2.0 (the "License");

tests/models/autoformer/test_modeling_autoformer.py

@@ -1,4 +1,3 @@
-# coding=utf-8
 # Copyright 2023 The HuggingFace Inc. team. All rights reserved.
 #
 # Licensed under the Apache License, Version 2.0 (the "License");

tests/models/aya_vision/test_modeling_aya_vision.py

@@ -1,4 +1,3 @@
-# coding=utf-8
 # Copyright 2025 The HuggingFace Inc. team. All rights reserved.
 #
 # Licensed under the Apache License, Version 2.0 (the "License");

tests/models/aya_vision/test_processor_aya_vision.py

@@ -1,4 +1,3 @@
-# coding=utf-8
 # Copyright 2025 The HuggingFace Team. All rights reserved.
 #
 # Licensed under the Apache License, Version 2.0 (the "License");

tests/models/bamba/test_modeling_bamba.py

@@ -1,4 +1,3 @@
-# coding=utf-8
 # Copyright 2024 The HuggingFace Inc. team. All rights reserved.
 #
 # Licensed under the Apache License, Version 2.0 (the "License");

tests/models/bark/test_modeling_bark.py

@@ -1,4 +1,3 @@
-# coding=utf-8
 # Copyright 2023 The HuggingFace Inc. team. All rights reserved.
 #
 # Licensed under the Apache License, Version 2.0 (the "License");

tests/models/bart/test_modeling_bart.py

@@ -1,4 +1,3 @@
-# coding=utf-8
 # Copyright 2021, The HuggingFace Inc. team. All rights reserved.
 #
 # Licensed under the Apache License, Version 2.0 (the "License");

tests/models/bart/test_modeling_flax_bart.py

@@ -179,7 +179,7 @@ class FlaxBartModelTester:
 
         outputs = model.decode(decoder_input_ids, encoder_outputs)
 
-        diff = np.max(np.abs((outputs_cache_next[0][:, -1, :5] - outputs[0][:, -1, :5])))
+        diff = np.max(np.abs(outputs_cache_next[0][:, -1, :5] - outputs[0][:, -1, :5]))
         self.parent.assertTrue(diff < 1e-3, msg=f"Max diff is {diff}")
 
     def check_use_cache_forward_with_attn_mask(self, model_class_name, config, inputs_dict):
@@ -225,7 +225,7 @@ class FlaxBartModelTester:
 
         outputs = model.decode(decoder_input_ids, encoder_outputs, decoder_attention_mask=decoder_attention_mask)
 
-        diff = np.max(np.abs((outputs_cache_next[0][:, -1, :5] - outputs[0][:, -1, :5])))
+        diff = np.max(np.abs(outputs_cache_next[0][:, -1, :5] - outputs[0][:, -1, :5]))
         self.parent.assertTrue(diff < 1e-3, msg=f"Max diff is {diff}")
 
 

tests/models/bart/test_modeling_tf_bart.py

@@ -1,4 +1,3 @@
-# coding=utf-8
 # Copyright 2021 The HuggingFace Inc. team. All rights reserved.
 #
 # Licensed under the Apache License, Version 2.0 (the "License");

tests/models/barthez/test_tokenization_barthez.py

@@ -1,4 +1,3 @@
-# coding=utf-8
 # Copyright 2020 Ecole Polytechnique and HuggingFace Inc. team.
 #
 # Licensed under the Apache License, Version 2.0 (the "License");

tests/models/bartpho/test_tokenization_bartpho.py

@@ -1,4 +1,3 @@
-# coding=utf-8
 # Copyright 2021 HuggingFace Inc. team.
 # Licensed under the Apache License, Version 2.0 (the "License");
 # you may not use this file except in compliance with the License.

tests/models/beit/test_image_processing_beit.py

@@ -1,4 +1,3 @@
-# coding=utf-8
 # Copyright 2021 HuggingFace Inc.
 #
 # Licensed under the Apache License, Version 2.0 (the "License");

tests/models/beit/test_modeling_beit.py

@@ -1,4 +1,3 @@
-# coding=utf-8
 # Copyright 2021 The HuggingFace Inc. team. All rights reserved.
 #
 # Licensed under the Apache License, Version 2.0 (the "License");

tests/models/bert/test_modeling_bert.py

@@ -1,4 +1,3 @@
-# coding=utf-8
 # Copyright 2020 The HuggingFace Team. All rights reserved.
 #
 # Licensed under the Apache License, Version 2.0 (the "License");

tests/models/bert/test_modeling_tf_bert.py

@@ -1,4 +1,3 @@
-# coding=utf-8
 # Copyright 2020 The HuggingFace Team. All rights reserved.
 #
 # Licensed under the Apache License, Version 2.0 (the "License");

tests/models/bert/test_tokenization_bert.py

@@ -1,4 +1,3 @@
-# coding=utf-8
 # Copyright 2020 The HuggingFace Team. All rights reserved.
 #
 # Licensed under the Apache License, Version 2.0 (the "License");

tests/models/bert_generation/test_modeling_bert_generation.py

@@ -1,4 +1,3 @@
-# coding=utf-8
 # Copyright 2020 The HuggingFace Team. All rights reserved.
 #
 # Licensed under the Apache License, Version 2.0 (the "License");

tests/models/bert_generation/test_tokenization_bert_generation.py

@@ -1,4 +1,3 @@
-# coding=utf-8
 # Copyright 2020 The HuggingFace Team. All rights reserved.
 #
 # Licensed under the Apache License, Version 2.0 (the "License");

tests/models/bert_japanese/test_tokenization_bert_japanese.py

@@ -1,4 +1,3 @@
-# coding=utf-8
 # Copyright 2020 The HuggingFace Team. All rights reserved.
 #
 # Licensed under the Apache License, Version 2.0 (the "License");

tests/models/bertweet/test_tokenization_bertweet.py

@@ -1,4 +1,3 @@
-# coding=utf-8
 # Copyright 2018 Salesforce and HuggingFace Inc. team.
 # Licensed under the Apache License, Version 2.0 (the "License");
 # you may not use this file except in compliance with the License.

tests/models/big_bird/test_modeling_big_bird.py

@@ -1,4 +1,3 @@
-# coding=utf-8
 # Copyright 2021 The HuggingFace Inc. team. All rights reserved.
 #
 # Licensed under the Apache License, Version 2.0 (the "License");
@@ -892,7 +891,7 @@ class BigBirdModelIntegrationTest(unittest.TestCase):
         )
 
         target_end_logits = torch.tensor(
-            [[-12.1736, -8.8487, -14.8877, -11.6713, -15.1165, -12.2396, -7.6828, -15.4153, -12.2528, -14.3671, -12.3596, -7.4272, -14.9615, -13.6356, -11.7939, -9.9767, -14.8112, -8.9567, -15.8798, -11.5291, -9.4249, -14.7544, -7.9387, -16.2789, -8.9702, -15.3111, -11.5585, -7.9992, -4.1127, 10.3209, -8.3926, -10.2005], [-11.1375, -15.4027, -12.6861, -16.9884, -13.7093, -10.3560, -15.7228, -12.9290, -15.8519, -13.7953, -10.2460, -15.7198, -14.2078, -12.8477, -11.4861, -16.1017, -11.8900, -16.4488, -13.2959, -10.3980, -15.4874, -10.3539, -16.8263, -10.9973, -17.0344, -9.2751, -10.1196, -13.8907, -12.1025, -13.0628, -12.8530, -13.8173]], # noqa: E321
+            [[-12.1736, -8.8487, -14.8877, -11.6713, -15.1165, -12.2396, -7.6828, -15.4153, -12.2528, -14.3671, -12.3596, -7.4272, -14.9615, -13.6356, -11.7939, -9.9767, -14.8112, -8.9567, -15.8798, -11.5291, -9.4249, -14.7544, -7.9387, -16.2789, -8.9702, -15.3111, -11.5585, -7.9992, -4.1127, 10.3209, -8.3926, -10.2005], [-11.1375, -15.4027, -12.6861, -16.9884, -13.7093, -10.3560, -15.7228, -12.9290, -15.8519, -13.7953, -10.2460, -15.7198, -14.2078, -12.8477, -11.4861, -16.1017, -11.8900, -16.4488, -13.2959, -10.3980, -15.4874, -10.3539, -16.8263, -10.9973, -17.0344, -9.2751, -10.1196, -13.8907, -12.1025, -13.0628, -12.8530, -13.8173]],
             device=torch_device,
         )
         # fmt: on

tests/models/big_bird/test_tokenization_big_bird.py

@@ -1,4 +1,3 @@
-# coding=utf-8
 # Copyright 2020 The HuggingFace Team. All rights reserved.
 #
 # Licensed under the Apache License, Version 2.0 (the "License");

tests/models/bigbird_pegasus/test_modeling_bigbird_pegasus.py

@@ -1,4 +1,3 @@
-# coding=utf-8
 # Copyright 2021 The HuggingFace Inc. team. All rights reserved.
 #
 # Licensed under the Apache License, Version 2.0 (the "License");

tests/models/biogpt/test_modeling_biogpt.py

@@ -1,4 +1,3 @@
-# coding=utf-8
 # Copyright 2022 The HuggingFace Inc. team. All rights reserved.
 #
 # Licensed under the Apache License, Version 2.0 (the "License");

tests/models/biogpt/test_tokenization_biogpt.py

@@ -1,4 +1,3 @@
-# coding=utf-8
 # Copyright 2022 The HuggingFace Team. All rights reserved.
 #
 # Licensed under the Apache License, Version 2.0 (the "License");

tests/models/bit/test_modeling_bit.py

@@ -1,4 +1,3 @@
-# coding=utf-8
 # Copyright 2022 The HuggingFace Inc. team. All rights reserved.
 #
 # Licensed under the Apache License, Version 2.0 (the "License");

tests/models/blenderbot/test_modeling_blenderbot.py

@@ -1,4 +1,3 @@
-# coding=utf-8
 # Copyright 2021, The HuggingFace Inc. team. All rights reserved.
 #
 # Licensed under the Apache License, Version 2.0 (the "License");

tests/models/blenderbot/test_modeling_flax_blenderbot.py

@@ -179,7 +179,7 @@ class FlaxBlenderbotModelTester:
 
         outputs = model.decode(decoder_input_ids, encoder_outputs)
 
-        diff = np.max(np.abs((outputs_cache_next[0][:, -1, :5] - outputs[0][:, -1, :5])))
+        diff = np.max(np.abs(outputs_cache_next[0][:, -1, :5] - outputs[0][:, -1, :5]))
         self.parent.assertTrue(diff < 1e-3, msg=f"Max diff is {diff}")
 
     def check_use_cache_forward_with_attn_mask(self, model_class_name, config, inputs_dict):
@@ -225,7 +225,7 @@ class FlaxBlenderbotModelTester:
 
         outputs = model.decode(decoder_input_ids, encoder_outputs, decoder_attention_mask=decoder_attention_mask)
 
-        diff = np.max(np.abs((outputs_cache_next[0][:, -1, :5] - outputs[0][:, -1, :5])))
+        diff = np.max(np.abs(outputs_cache_next[0][:, -1, :5] - outputs[0][:, -1, :5]))
         self.parent.assertTrue(diff < 1e-3, msg=f"Max diff is {diff}")
 
 

tests/models/blenderbot/test_modeling_tf_blenderbot.py

@@ -1,4 +1,3 @@
-# coding=utf-8
 # Copyright 2021 The HuggingFace Inc. team. All rights reserved.
 #
 # Licensed under the Apache License, Version 2.0 (the "License");

tests/models/blenderbot/test_tokenization_blenderbot.py

@@ -1,5 +1,4 @@
 #!/usr/bin/env python3
-# coding=utf-8
 # Copyright 2020 The HuggingFace Team. All rights reserved.
 #
 # Licensed under the Apache License, Version 2.0 (the "License");

tests/models/blenderbot_small/test_modeling_blenderbot_small.py

@@ -1,4 +1,3 @@
-# coding=utf-8
 # Copyright 2021, The HuggingFace Inc. team. All rights reserved.
 #
 # Licensed under the Apache License, Version 2.0 (the "License");

tests/models/blenderbot_small/test_modeling_flax_blenderbot_small.py

@@ -178,7 +178,7 @@ class FlaxBlenderbotSmallModelTester:
 
         outputs = model.decode(decoder_input_ids, encoder_outputs)
 
-        diff = np.max(np.abs((outputs_cache_next[0][:, -1, :5] - outputs[0][:, -1, :5])))
+        diff = np.max(np.abs(outputs_cache_next[0][:, -1, :5] - outputs[0][:, -1, :5]))
         self.parent.assertTrue(diff < 1e-3, msg=f"Max diff is {diff}")
 
     def check_use_cache_forward_with_attn_mask(self, model_class_name, config, inputs_dict):
@@ -224,7 +224,7 @@ class FlaxBlenderbotSmallModelTester:
 
         outputs = model.decode(decoder_input_ids, encoder_outputs, decoder_attention_mask=decoder_attention_mask)
 
-        diff = np.max(np.abs((outputs_cache_next[0][:, -1, :5] - outputs[0][:, -1, :5])))
+        diff = np.max(np.abs(outputs_cache_next[0][:, -1, :5] - outputs[0][:, -1, :5]))
         self.parent.assertTrue(diff < 1e-3, msg=f"Max diff is {diff}")
 
 

tests/models/blenderbot_small/test_modeling_tf_blenderbot_small.py

@@ -1,4 +1,3 @@
-# coding=utf-8
 # Copyright 2021 The HuggingFace Inc. team. All rights reserved.
 #
 # Licensed under the Apache License, Version 2.0 (the "License");

tests/models/blenderbot_small/test_tokenization_blenderbot_small.py

@@ -1,5 +1,4 @@
 #!/usr/bin/env python3
-# coding=utf-8
 # Copyright 2020 The HuggingFace Team. All rights reserved.
 #
 # Licensed under the Apache License, Version 2.0 (the "License");

tests/models/blip/test_image_processing_blip.py

@@ -1,4 +1,3 @@
-# coding=utf-8
 # Copyright 2022 HuggingFace Inc.
 #
 # Licensed under the Apache License, Version 2.0 (the "License");

tests/models/blip/test_modeling_blip.py

@@ -1,4 +1,3 @@
-# coding=utf-8
 # Copyright 2022 The HuggingFace Inc. team. All rights reserved.
 #
 # Licensed under the Apache License, Version 2.0 (the "License");

tests/models/blip/test_modeling_blip_text.py

@@ -1,4 +1,3 @@
-# coding=utf-8
 # Copyright 2022 The HuggingFace Inc. team. All rights reserved.
 #
 # Licensed under the Apache License, Version 2.0 (the "License");

tests/models/blip/test_modeling_tf_blip.py

@@ -1,4 +1,3 @@
-# coding=utf-8
 # Copyright 2023 The HuggingFace Inc. team. All rights reserved.
 #
 # Licensed under the Apache License, Version 2.0 (the "License");

tests/models/blip/test_modeling_tf_blip_text.py

@@ -1,4 +1,3 @@
-# coding=utf-8
 # Copyright 2023 The HuggingFace Inc. team. All rights reserved.
 #
 # Licensed under the Apache License, Version 2.0 (the "License");

tests/models/blip_2/test_modeling_blip_2.py

@@ -1,4 +1,3 @@
-# coding=utf-8
 # Copyright 2023 The HuggingFace Inc. team. All rights reserved.
 #
 # Licensed under the Apache License, Version 2.0 (the "License");

tests/models/bloom/test_modeling_bloom.py

@@ -1,4 +1,3 @@
-# coding=utf-8
 # Copyright 2022 The HuggingFace Team. All rights reserved.
 #
 # Licensed under the Apache License, Version 2.0 (the "License");

tests/models/bloom/test_modeling_flax_bloom.py

@@ -128,7 +128,7 @@ class FlaxBloomModelTester:
 
         outputs = model(input_ids)
 
-        diff = np.max(np.abs((outputs_cache_next[0][:, -1, :5] - outputs[0][:, -1, :5])))
+        diff = np.max(np.abs(outputs_cache_next[0][:, -1, :5] - outputs[0][:, -1, :5]))
         self.parent.assertTrue(diff < 1e-3, msg=f"Max diff is {diff}")
 
     def check_use_cache_forward_with_attn_mask(self, model_class_name, config, inputs_dict):
@@ -163,7 +163,7 @@ class FlaxBloomModelTester:
 
         outputs = model(input_ids, attention_mask=attention_mask)
 
-        diff = np.max(np.abs((outputs_cache_next[0][:, -1, :5] - outputs[0][:, -1, :5])))
+        diff = np.max(np.abs(outputs_cache_next[0][:, -1, :5] - outputs[0][:, -1, :5]))
         self.parent.assertTrue(diff < 1e-3, msg=f"Max diff is {diff}")
 
 

tests/models/bloom/test_tokenization_bloom.py

@@ -1,4 +1,3 @@
-# coding=utf-8
 # Copyright 2022 The HuggingFace Team. All rights reserved.
 #
 # Licensed under the Apache License, Version 2.0 (the "License");

tests/models/bridgetower/test_image_processing_bridgetower.py

@@ -1,4 +1,3 @@
-# coding=utf-8
 # Copyright 2023 The Intel Labs Team Authors, The Microsoft Research Team Authors and HuggingFace Inc. team. All rights reserved.
 #
 # Licensed under the Apache License, Version 2.0 (the "License");
@@ -15,7 +14,7 @@
 
 
 import unittest
-from typing import Dict, List, Optional, Union
+from typing import Optional, Union
 
 import numpy as np
 
@@ -36,14 +35,14 @@ class BridgeTowerImageProcessingTester:
         self,
         parent,
         do_resize: bool = True,
-        size: Dict[str, int] = None,
+        size: dict[str, int] = None,
         size_divisor: int = 32,
         do_rescale: bool = True,
         rescale_factor: Union[int, float] = 1 / 255,
         do_normalize: bool = True,
         do_center_crop: bool = True,
-        image_mean: Optional[Union[float, List[float]]] = [0.48145466, 0.4578275, 0.40821073],
+        image_mean: Optional[Union[float, list[float]]] = [0.48145466, 0.4578275, 0.40821073],
-        image_std: Optional[Union[float, List[float]]] = [0.26862954, 0.26130258, 0.27577711],
+        image_std: Optional[Union[float, list[float]]] = [0.26862954, 0.26130258, 0.27577711],
         do_pad: bool = True,
         batch_size=7,
         min_resolution=30,

tests/models/bridgetower/test_modeling_bridgetower.py

@@ -1,4 +1,3 @@
-# coding=utf-8
 # Copyright 2023 The Intel Labs Team Authors, The Microsoft Research Team Authors and HuggingFace Inc. team. All rights reserved.
 #
 # Licensed under the Apache License, Version 2.0 (the "License");

tests/models/bros/test_modeling_bros.py

@@ -1,4 +1,3 @@
-# coding=utf-8
 # Copyright 2023 The HuggingFace Inc. team. All rights reserved.
 #
 # Licensed under the Apache License, Version 2.0 (the "License");

tests/models/byt5/test_tokenization_byt5.py

@@ -1,4 +1,3 @@
-# coding=utf-8
 # Copyright 2020 Google T5 Authors and HuggingFace Inc. team.
 #
 # Licensed under the Apache License, Version 2.0 (the "License");
@@ -20,7 +19,6 @@ import shutil
 import tempfile
 import unittest
 from functools import lru_cache
-from typing import Tuple
 
 from transformers import AddedToken, BatchEncoding, ByT5Tokenizer
 from transformers.utils import cached_property, is_tf_available, is_torch_available
@@ -57,7 +55,7 @@ class ByT5TokenizationTest(TokenizerTesterMixin, unittest.TestCase):
         pretrained_name = pretrained_name or cls.tmpdirname
         return cls.tokenizer_class.from_pretrained(pretrained_name, **kwargs)
 
-    def get_clean_sequence(self, tokenizer, with_prefix_space=False, max_length=20, min_length=5) -> Tuple[str, list]:
+    def get_clean_sequence(self, tokenizer, with_prefix_space=False, max_length=20, min_length=5) -> tuple[str, list]:
         # XXX The default common tokenizer tests assume that every ID is decodable on its own.
         # This assumption is invalid for ByT5 because single bytes might not be
         # valid utf-8 (byte 128 for instance).

tests/models/camembert/test_modeling_camembert.py

@@ -1,4 +1,3 @@
-# coding=utf-8
 # Copyright 2020 The HuggingFace Team. All rights reserved.
 #
 # Licensed under the Apache License, Version 2.0 (the "License");

tests/models/camembert/test_modeling_tf_camembert.py

@@ -1,4 +1,3 @@
-# coding=utf-8
 # Copyright 2020 The HuggingFace Team. All rights reserved.
 #
 # Licensed under the Apache License, Version 2.0 (the "License");

tests/models/camembert/test_tokenization_camembert.py

@@ -1,4 +1,3 @@
-# coding=utf-8
 # Copyright 2018 HuggingFace Inc. team.
 #
 # Licensed under the Apache License, Version 2.0 (the "License");

tests/models/canine/test_modeling_canine.py

@@ -1,4 +1,3 @@
-# coding=utf-8
 # Copyright 2021 The HuggingFace Inc. team. All rights reserved.
 #
 # Licensed under the Apache License, Version 2.0 (the "License");
@@ -15,7 +14,6 @@
 """Testing suite for the PyTorch CANINE model."""
 
 import unittest
-from typing import List, Tuple
 
 from transformers import CanineConfig, is_torch_available
 from transformers.testing_utils import require_torch, slow, torch_device
@@ -383,7 +381,7 @@ class CanineModelTest(ModelTesterMixin, PipelineTesterMixin, unittest.TestCase):
                 dict_output = model(**dict_inputs, return_dict=True, **additional_kwargs).to_tuple()
 
                 def recursive_check(tuple_object, dict_object):
-                    if isinstance(tuple_object, (List, Tuple)):
+                    if isinstance(tuple_object, (list, tuple)):
                         for tuple_iterable_value, dict_iterable_value in zip(tuple_object, dict_object):
                             recursive_check(tuple_iterable_value, dict_iterable_value)
                     elif tuple_object is None:

tests/models/canine/test_tokenization_canine.py

@@ -1,4 +1,3 @@
-# coding=utf-8
 # Copyright 2021 Google AI and HuggingFace Inc. team.
 #
 # Licensed under the Apache License, Version 2.0 (the "License");

tests/models/chameleon/test_image_processing_chameleon.py

@@ -1,4 +1,3 @@
-# coding=utf-8
 # Copyright 2024 HuggingFace Inc.
 #
 # Licensed under the Apache License, Version 2.0 (the "License");

tests/models/chameleon/test_modeling_chameleon.py

@@ -1,4 +1,3 @@
-# coding=utf-8
 # Copyright 2024 The HuggingFace Inc. team. All rights reserved.
 #
 # Licensed under the Apache License, Version 2.0 (the "License");

tests/models/chameleon/test_processor_chameleon.py

@@ -1,4 +1,3 @@
-# coding=utf-8
 # Copyright 2024 The HuggingFace Inc. team. All rights reserved.
 #
 # Licensed under the Apache License, Version 2.0 (the "License");

tests/models/chinese_clip/test_image_processing_chinese_clip.py

@@ -1,4 +1,3 @@
-# coding=utf-8
 # Copyright 2021 HuggingFace Inc.
 #
 # Licensed under the Apache License, Version 2.0 (the "License");

tests/models/chinese_clip/test_modeling_chinese_clip.py

@@ -1,4 +1,3 @@
-# coding=utf-8
 # Copyright 2022 The HuggingFace Inc. team. All rights reserved.
 #
 # Licensed under the Apache License, Version 2.0 (the "License");

tests/models/clap/test_feature_extraction_clap.py

@@ -1,4 +1,3 @@
-# coding=utf-8
 # Copyright 2023 HuggingFace Inc.
 #
 # Licensed under the Apache License, Version 2.0 (the "License");

tests/models/clap/test_modeling_clap.py

@@ -1,4 +1,3 @@
-# coding=utf-8
 # Copyright 2023 The HuggingFace Inc. team. All rights reserved.
 #
 # Licensed under the Apache License, Version 2.0 (the "License");

tests/models/clip/test_image_processing_clip.py

@@ -1,4 +1,3 @@
-# coding=utf-8
 # Copyright 2021 HuggingFace Inc.
 #
 # Licensed under the Apache License, Version 2.0 (the "License");

tests/models/clip/test_modeling_clip.py

@@ -1,4 +1,3 @@
-# coding=utf-8
 # Copyright 2021 The HuggingFace Inc. team. All rights reserved.
 #
 # Licensed under the Apache License, Version 2.0 (the "License");
@@ -18,7 +17,7 @@ import inspect
 import os
 import tempfile
 import unittest
-from typing import Optional, Tuple
+from typing import Optional
 
 import numpy as np
 import requests
@@ -229,8 +228,8 @@ class CLIPModelTesterMixin(ModelTesterMixin):
     def test_eager_matches_sdpa_inference(
         self,
         torch_dtype: str,
-        use_attention_mask_options: Tuple[Optional[str], ...] = (None, "left", "right"),
+        use_attention_mask_options: tuple[Optional[str], ...] = (None, "left", "right"),
-        logit_keys: Tuple[str, ...] = ("logits_per_image", "logits_per_text", "image_embeds", "text_embeds"),
+        logit_keys: tuple[str, ...] = ("logits_per_image", "logits_per_text", "image_embeds", "text_embeds"),
     ):
         if not self.all_model_classes[0]._supports_sdpa:
             self.skipTest(f"{self.all_model_classes[0].__name__} does not support SDPA")