From 91f591f7bcad6ef4027b5244cab0eb505a491671 Mon Sep 17 00:00:00 2001
From: Quentin Lhoest <42851186+lhoestq@users.noreply.github.com>
Date: Fri, 25 Jul 2025 10:46:22 +0200
Subject: [PATCH] Make pytorch examples UV-compatible (#39635)

* update release.py

* add uv headers in some pytorch examples

* rest of pytorch examples

* style
---
 .../audio-classification/requirements.txt     |  4 ++--
 .../run_audio_classification.py               | 11 +++++++++
 .../contrastive-image-text/run_clip.py        | 10 ++++++++
 .../run_image_classification.py               | 12 ++++++++++
 .../run_image_classification_no_trainer.py    | 13 ++++++++++
 examples/pytorch/image-pretraining/run_mae.py |  9 +++++++
 examples/pytorch/image-pretraining/run_mim.py |  9 +++++++
 .../image-pretraining/run_mim_no_trainer.py   |  9 +++++++
 .../run_instance_segmentation.py              | 11 +++++++++
 .../run_instance_segmentation_no_trainer.py   | 11 +++++++++
 examples/pytorch/language-modeling/run_clm.py | 15 ++++++++++++
 .../language-modeling/run_clm_no_trainer.py   | 15 ++++++++++++
 examples/pytorch/language-modeling/run_fim.py | 15 ++++++++++++
 .../language-modeling/run_fim_no_trainer.py   | 15 ++++++++++++
 examples/pytorch/language-modeling/run_mlm.py | 15 ++++++++++++
 .../language-modeling/run_mlm_no_trainer.py   | 15 ++++++++++++
 examples/pytorch/language-modeling/run_plm.py | 15 ++++++++++++
 examples/pytorch/multiple-choice/run_swag.py  | 12 ++++++++++
 .../multiple-choice/run_swag_no_trainer.py    | 12 ++++++++++
 .../object-detection/run_object_detection.py  | 11 +++++++++
 .../run_object_detection_no_trainer.py        | 12 ++++++++++
 .../run_semantic_segmentation.py              | 12 ++++++++++
 .../run_semantic_segmentation_no_trainer.py   | 13 ++++++++++
 .../speech-pretraining/requirements.txt       |  2 +-
 .../run_wav2vec2_pretraining_no_trainer.py    | 11 +++++++++
 .../speech-recognition/requirements.txt       |  2 +-
 .../run_speech_recognition_ctc.py             | 12 ++++++++++
 .../run_speech_recognition_ctc_adapter.py     | 12 ++++++++++
 .../run_speech_recognition_seq2seq.py         | 13 ++++++++++
 .../summarization/run_summarization.py        | 16 +++++++++++++
 .../run_summarization_no_trainer.py           | 16 +++++++++++++
 .../text-classification/run_classification.py | 15 ++++++++++++
 .../pytorch/text-classification/run_glue.py   | 15 ++++++++++++
 .../run_glue_no_trainer.py                    | 15 ++++++++++++
 .../pytorch/text-classification/run_xnli.py   | 15 ++++++++++++
 .../pytorch/text-generation/run_generation.py | 11 +++++++++
 .../run_generation_contrastive_search.py      | 11 +++++++++
 .../pytorch/token-classification/run_ner.py   | 12 ++++++++++
 .../run_ner_no_trainer.py                     | 12 ++++++++++
 .../pytorch/translation/run_translation.py    | 15 ++++++++++++
 .../translation/run_translation_no_trainer.py | 15 ++++++++++++
 utils/release.py                              | 24 +++++++++++++++----
 42 files changed, 511 insertions(+), 9 deletions(-)

diff --git a/examples/pytorch/audio-classification/requirements.txt b/examples/pytorch/audio-classification/requirements.txt
index acf058d4cf..d23b9b86f1 100644
--- a/examples/pytorch/audio-classification/requirements.txt
+++ b/examples/pytorch/audio-classification/requirements.txt
@@ -1,5 +1,5 @@
-datasets>=1.14.0
+datasets[audio]>=1.14.0
 evaluate
 librosa
 torchaudio
-torch>=1.6
\ No newline at end of file
+torch>=1.6
diff --git a/examples/pytorch/audio-classification/run_audio_classification.py b/examples/pytorch/audio-classification/run_audio_classification.py
index a06f334bdc..bb5651ab25 100644
--- a/examples/pytorch/audio-classification/run_audio_classification.py
+++ b/examples/pytorch/audio-classification/run_audio_classification.py
@@ -13,6 +13,17 @@
 # See the License for the specific language governing permissions and
 # limitations under the License.
 
+# /// script
+# dependencies = [
+#     "transformers @ git+https://github.com/huggingface/transformers.git",
+#     "datasets[audio]>=1.14.0",
+#     "evaluate",
+#     "librosa",
+#     "torchaudio",
+#     "torch>=1.6",
+# ]
+# ///
+
 import logging
 import os
 import sys
diff --git a/examples/pytorch/contrastive-image-text/run_clip.py b/examples/pytorch/contrastive-image-text/run_clip.py
index 58dba1083c..229c97dd4f 100644
--- a/examples/pytorch/contrastive-image-text/run_clip.py
+++ b/examples/pytorch/contrastive-image-text/run_clip.py
@@ -12,6 +12,16 @@
 # WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
 # See the License for the specific language governing permissions and
 # limitations under the License.
+
+# /// script
+# dependencies = [
+#     "transformers @ git+https://github.com/huggingface/transformers.git",
+#     "torch>=1.5.0",
+#     "torchvision>=0.6.0",
+#     "datasets>=1.8.0",
+# ]
+# ///
+
 """
 Training a CLIP like dual encoder models using text and vision encoders in the library.
 
diff --git a/examples/pytorch/image-classification/run_image_classification.py b/examples/pytorch/image-classification/run_image_classification.py
index ff2e8873ba..baf8f15d92 100755
--- a/examples/pytorch/image-classification/run_image_classification.py
+++ b/examples/pytorch/image-classification/run_image_classification.py
@@ -12,6 +12,18 @@
 # WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
 # See the License for the specific language governing permissions and
 
+# /// script
+# dependencies = [
+#     "transformers @ git+https://github.com/huggingface/transformers.git",
+#     "accelerate>=0.12.0",
+#     "torch>=1.5.0",
+#     "torchvision>=0.6.0",
+#     "datasets>=2.14.0",
+#     "evaluate",
+#     "scikit-learn",
+# ]
+# ///
+
 import logging
 import os
 import sys
diff --git a/examples/pytorch/image-classification/run_image_classification_no_trainer.py b/examples/pytorch/image-classification/run_image_classification_no_trainer.py
index 49fa4bd0fd..30a65e6b6e 100644
--- a/examples/pytorch/image-classification/run_image_classification_no_trainer.py
+++ b/examples/pytorch/image-classification/run_image_classification_no_trainer.py
@@ -11,6 +11,19 @@
 # WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
 # See the License for the specific language governing permissions and
 # limitations under the License.
+
+# /// script
+# dependencies = [
+#     "transformers @ git+https://github.com/huggingface/transformers.git",
+#     "accelerate>=0.12.0",
+#     "torch>=1.5.0",
+#     "torchvision>=0.6.0",
+#     "datasets>=2.14.0",
+#     "evaluate",
+#     "scikit-learn",
+# ]
+# ///
+
 """Finetuning any 🤗 Transformers model for image classification leveraging 🤗 Accelerate."""
 
 import argparse
diff --git a/examples/pytorch/image-pretraining/run_mae.py b/examples/pytorch/image-pretraining/run_mae.py
index 514a4314ad..20ae2b5316 100644
--- a/examples/pytorch/image-pretraining/run_mae.py
+++ b/examples/pytorch/image-pretraining/run_mae.py
@@ -12,6 +12,15 @@
 # WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
 # See the License for the specific language governing permissions and
 
+# /// script
+# dependencies = [
+#     "transformers @ git+https://github.com/huggingface/transformers.git",
+#     "torch>=1.5.0",
+#     "torchvision>=0.6.0",
+#     "datasets>=1.8.0",
+# ]
+# ///
+
 import logging
 import os
 import sys
diff --git a/examples/pytorch/image-pretraining/run_mim.py b/examples/pytorch/image-pretraining/run_mim.py
index a45dc6b757..8d6b1ba6d5 100644
--- a/examples/pytorch/image-pretraining/run_mim.py
+++ b/examples/pytorch/image-pretraining/run_mim.py
@@ -12,6 +12,15 @@
 # WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
 # See the License for the specific language governing permissions and
 
+# /// script
+# dependencies = [
+#     "transformers @ git+https://github.com/huggingface/transformers.git",
+#     "torch>=1.5.0",
+#     "torchvision>=0.6.0",
+#     "datasets>=1.8.0",
+# ]
+# ///
+
 import logging
 import os
 import sys
diff --git a/examples/pytorch/image-pretraining/run_mim_no_trainer.py b/examples/pytorch/image-pretraining/run_mim_no_trainer.py
index ff58130a0b..97b5e95778 100644
--- a/examples/pytorch/image-pretraining/run_mim_no_trainer.py
+++ b/examples/pytorch/image-pretraining/run_mim_no_trainer.py
@@ -12,6 +12,15 @@
 # WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
 # See the License for the specific language governing permissions and
 
+# /// script
+# dependencies = [
+#     "transformers @ git+https://github.com/huggingface/transformers.git",
+#     "torch>=1.5.0",
+#     "torchvision>=0.6.0",
+#     "datasets>=1.8.0",
+# ]
+# ///
+
 import argparse
 import logging
 import math
diff --git a/examples/pytorch/instance-segmentation/run_instance_segmentation.py b/examples/pytorch/instance-segmentation/run_instance_segmentation.py
index 357a020822..6c277e49ca 100644
--- a/examples/pytorch/instance-segmentation/run_instance_segmentation.py
+++ b/examples/pytorch/instance-segmentation/run_instance_segmentation.py
@@ -12,6 +12,17 @@
 # WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
 # See the License for the specific language governing permissions and
 
+# /// script
+# dependencies = [
+#     "transformers @ git+https://github.com/huggingface/transformers.git",
+#     "albumentations >= 1.4.16",
+#     "timm",
+#     "datasets",
+#     "torchmetrics",
+#     "pycocotools",
+# ]
+# ///
+
 """Finetuning 🤗 Transformers model for instance segmentation leveraging the Trainer API."""
 
 import logging
diff --git a/examples/pytorch/instance-segmentation/run_instance_segmentation_no_trainer.py b/examples/pytorch/instance-segmentation/run_instance_segmentation_no_trainer.py
index 92a5a1537b..38a712bf0c 100644
--- a/examples/pytorch/instance-segmentation/run_instance_segmentation_no_trainer.py
+++ b/examples/pytorch/instance-segmentation/run_instance_segmentation_no_trainer.py
@@ -12,6 +12,17 @@
 # WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
 # See the License for the specific language governing permissions and
 
+# /// script
+# dependencies = [
+#     "transformers @ git+https://github.com/huggingface/transformers.git",
+#     "albumentations >= 1.4.16",
+#     "timm",
+#     "datasets",
+#     "torchmetrics",
+#     "pycocotools",
+# ]
+# ///
+
 """Finetuning 🤗 Transformers model for instance segmentation with Accelerate 🚀."""
 
 import argparse
diff --git a/examples/pytorch/language-modeling/run_clm.py b/examples/pytorch/language-modeling/run_clm.py
index dad24cd7ef..c8447cd4c4 100755
--- a/examples/pytorch/language-modeling/run_clm.py
+++ b/examples/pytorch/language-modeling/run_clm.py
@@ -12,6 +12,21 @@
 # WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
 # See the License for the specific language governing permissions and
 # limitations under the License.
+
+# /// script
+# dependencies = [
+#     "transformers @ git+https://github.com/huggingface/transformers.git",
+#     "albumentations >= 1.4.16",
+#     "accelerate >= 0.12.0",
+#     "torch >= 1.3",
+#     "datasets >= 2.14.0",
+#     "sentencepiece != 0.1.92",
+#     "protobuf",
+#     "evaluate",
+#     "scikit-learn",
+# ]
+# ///
+
 """
 Fine-tuning the library models for causal language modeling (GPT, GPT-2, CTRL, ...) on a text file or a dataset.
 
diff --git a/examples/pytorch/language-modeling/run_clm_no_trainer.py b/examples/pytorch/language-modeling/run_clm_no_trainer.py
index 554174ab1b..f0ef6a6acb 100755
--- a/examples/pytorch/language-modeling/run_clm_no_trainer.py
+++ b/examples/pytorch/language-modeling/run_clm_no_trainer.py
@@ -12,6 +12,21 @@
 # WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
 # See the License for the specific language governing permissions and
 # limitations under the License.
+
+# /// script
+# dependencies = [
+#     "transformers @ git+https://github.com/huggingface/transformers.git",
+#     "albumentations >= 1.4.16",
+#     "accelerate >= 0.12.0",
+#     "torch >= 1.3",
+#     "datasets >= 2.14.0",
+#     "sentencepiece != 0.1.92",
+#     "protobuf",
+#     "evaluate",
+#     "scikit-learn",
+# ]
+# ///
+
 """
 Fine-tuning the library models for causal language modeling (GPT, GPT-2, CTRL, ...)
 on a text file or a dataset without using HuggingFace Trainer.
diff --git a/examples/pytorch/language-modeling/run_fim.py b/examples/pytorch/language-modeling/run_fim.py
index b77922c15a..dd2b5ab6b8 100644
--- a/examples/pytorch/language-modeling/run_fim.py
+++ b/examples/pytorch/language-modeling/run_fim.py
@@ -12,6 +12,21 @@
 # WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
 # See the License for the specific language governing permissions and
 # limitations under the License.
+
+# /// script
+# dependencies = [
+#     "transformers @ git+https://github.com/huggingface/transformers.git",
+#     "albumentations >= 1.4.16",
+#     "accelerate >= 0.12.0",
+#     "torch >= 1.3",
+#     "datasets >= 2.14.0",
+#     "sentencepiece != 0.1.92",
+#     "protobuf",
+#     "evaluate",
+#     "scikit-learn",
+# ]
+# ///
+
 """
 Fine-tuning the library models for causal language modeling using
 Fill-in-the middle (FIM) objective on a text file or a dataset.
diff --git a/examples/pytorch/language-modeling/run_fim_no_trainer.py b/examples/pytorch/language-modeling/run_fim_no_trainer.py
index bb3ea1db29..d63bbd04a7 100644
--- a/examples/pytorch/language-modeling/run_fim_no_trainer.py
+++ b/examples/pytorch/language-modeling/run_fim_no_trainer.py
@@ -12,6 +12,21 @@
 # WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
 # See the License for the specific language governing permissions and
 # limitations under the License.
+
+# /// script
+# dependencies = [
+#     "transformers @ git+https://github.com/huggingface/transformers.git",
+#     "albumentations >= 1.4.16",
+#     "accelerate >= 0.12.0",
+#     "torch >= 1.3",
+#     "datasets >= 2.14.0",
+#     "sentencepiece != 0.1.92",
+#     "protobuf",
+#     "evaluate",
+#     "scikit-learn",
+# ]
+# ///
+
 """
 Fine-tuning the library models for causal language modeling using
 Fill-in-the middle (FIM) objective on a text file or a dataset without using HuggingFace Trainer.
diff --git a/examples/pytorch/language-modeling/run_mlm.py b/examples/pytorch/language-modeling/run_mlm.py
index 67a574f44d..57b2dbc713 100755
--- a/examples/pytorch/language-modeling/run_mlm.py
+++ b/examples/pytorch/language-modeling/run_mlm.py
@@ -12,6 +12,21 @@
 # WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
 # See the License for the specific language governing permissions and
 # limitations under the License.
+
+# /// script
+# dependencies = [
+#     "transformers @ git+https://github.com/huggingface/transformers.git",
+#     "albumentations >= 1.4.16",
+#     "accelerate >= 0.12.0",
+#     "torch >= 1.3",
+#     "datasets >= 2.14.0",
+#     "sentencepiece != 0.1.92",
+#     "protobuf",
+#     "evaluate",
+#     "scikit-learn",
+# ]
+# ///
+
 """
 Fine-tuning the library models for masked language modeling (BERT, ALBERT, RoBERTa...) on a text file or a dataset.
 
diff --git a/examples/pytorch/language-modeling/run_mlm_no_trainer.py b/examples/pytorch/language-modeling/run_mlm_no_trainer.py
index 42384d9e1e..5e64f27b6c 100755
--- a/examples/pytorch/language-modeling/run_mlm_no_trainer.py
+++ b/examples/pytorch/language-modeling/run_mlm_no_trainer.py
@@ -12,6 +12,21 @@
 # WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
 # See the License for the specific language governing permissions and
 # limitations under the License.
+
+# /// script
+# dependencies = [
+#     "transformers @ git+https://github.com/huggingface/transformers.git",
+#     "albumentations >= 1.4.16",
+#     "accelerate >= 0.12.0",
+#     "torch >= 1.3",
+#     "datasets >= 2.14.0",
+#     "sentencepiece != 0.1.92",
+#     "protobuf",
+#     "evaluate",
+#     "scikit-learn",
+# ]
+# ///
+
 """
 Fine-tuning the library models for masked language modeling (BERT, ALBERT, RoBERTa...)
 on a text file or a dataset without using HuggingFace Trainer.
diff --git a/examples/pytorch/language-modeling/run_plm.py b/examples/pytorch/language-modeling/run_plm.py
index 1c35de8d03..844350af1f 100755
--- a/examples/pytorch/language-modeling/run_plm.py
+++ b/examples/pytorch/language-modeling/run_plm.py
@@ -12,6 +12,21 @@
 # WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
 # See the License for the specific language governing permissions and
 # limitations under the License.
+
+# /// script
+# dependencies = [
+#     "transformers @ git+https://github.com/huggingface/transformers.git",
+#     "albumentations >= 1.4.16",
+#     "accelerate >= 0.12.0",
+#     "torch >= 1.3",
+#     "datasets >= 2.14.0",
+#     "sentencepiece != 0.1.92",
+#     "protobuf",
+#     "evaluate",
+#     "scikit-learn",
+# ]
+# ///
+
 """
 Fine-tuning the library models for permutation language modeling.
 """
diff --git a/examples/pytorch/multiple-choice/run_swag.py b/examples/pytorch/multiple-choice/run_swag.py
index 927d439335..b1487cdbe9 100755
--- a/examples/pytorch/multiple-choice/run_swag.py
+++ b/examples/pytorch/multiple-choice/run_swag.py
@@ -12,6 +12,18 @@
 # WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
 # See the License for the specific language governing permissions and
 # limitations under the License.
+
+# /// script
+# dependencies = [
+#     "transformers @ git+https://github.com/huggingface/transformers.git",
+#     "accelerate >= 0.12.0",
+#     "sentencepiece != 0.1.92",
+#     "protobuf",
+#     "torch >= 1.3",
+#     "evaluate",
+# ]
+# ///
+
 """
 Fine-tuning the library models for multiple choice.
 """
diff --git a/examples/pytorch/multiple-choice/run_swag_no_trainer.py b/examples/pytorch/multiple-choice/run_swag_no_trainer.py
index d0581c5b6c..fab10a263a 100755
--- a/examples/pytorch/multiple-choice/run_swag_no_trainer.py
+++ b/examples/pytorch/multiple-choice/run_swag_no_trainer.py
@@ -12,6 +12,18 @@
 # WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
 # See the License for the specific language governing permissions and
 # limitations under the License.
+
+# /// script
+# dependencies = [
+#     "transformers @ git+https://github.com/huggingface/transformers.git",
+#     "accelerate >= 0.12.0",
+#     "sentencepiece != 0.1.92",
+#     "protobuf",
+#     "torch >= 1.3",
+#     "evaluate",
+# ]
+# ///
+
 """
 Fine-tuning a 🤗 Transformers model on multiple choice relying on the accelerate library without using a Trainer.
 """
diff --git a/examples/pytorch/object-detection/run_object_detection.py b/examples/pytorch/object-detection/run_object_detection.py
index f534d9a323..51f5d6ddca 100644
--- a/examples/pytorch/object-detection/run_object_detection.py
+++ b/examples/pytorch/object-detection/run_object_detection.py
@@ -12,6 +12,17 @@
 # WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
 # See the License for the specific language governing permissions and
 
+# /// script
+# dependencies = [
+#     "transformers @ git+https://github.com/huggingface/transformers.git",
+#     "albumentations >= 1.4.16",
+#     "timm",
+#     "datasets>=4.0",
+#     "torchmetrics",
+#     "pycocotools",
+# ]
+# ///
+
 """Finetuning any 🤗 Transformers model supported by AutoModelForObjectDetection for object detection leveraging the Trainer API."""
 
 import logging
diff --git a/examples/pytorch/object-detection/run_object_detection_no_trainer.py b/examples/pytorch/object-detection/run_object_detection_no_trainer.py
index 1133435d7b..522b99dda1 100644
--- a/examples/pytorch/object-detection/run_object_detection_no_trainer.py
+++ b/examples/pytorch/object-detection/run_object_detection_no_trainer.py
@@ -11,6 +11,18 @@
 # WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
 # See the License for the specific language governing permissions and
 # limitations under the License.
+
+# /// script
+# dependencies = [
+#     "transformers @ git+https://github.com/huggingface/transformers.git",
+#     "albumentations >= 1.4.16",
+#     "timm",
+#     "datasets>=4.0",
+#     "torchmetrics",
+#     "pycocotools",
+# ]
+# ///
+
 """Finetuning 🤗 Transformers model for object detection with Accelerate."""
 
 import argparse
diff --git a/examples/pytorch/semantic-segmentation/run_semantic_segmentation.py b/examples/pytorch/semantic-segmentation/run_semantic_segmentation.py
index 3e43383ca4..cf38403ca8 100644
--- a/examples/pytorch/semantic-segmentation/run_semantic_segmentation.py
+++ b/examples/pytorch/semantic-segmentation/run_semantic_segmentation.py
@@ -12,6 +12,18 @@
 # WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
 # See the License for the specific language governing permissions and
 
+# /// script
+# dependencies = [
+#     "transformers @ git+https://github.com/huggingface/transformers.git",
+#     "datasets >= 2.0.0",
+#     "torch >= 1.3",
+#     "accelerate",
+#     "evaluate""
+#     "Pillow",
+#     "albumentations >= 1.4.16",
+# ]
+# ///
+
 import json
 import logging
 import os
diff --git a/examples/pytorch/semantic-segmentation/run_semantic_segmentation_no_trainer.py b/examples/pytorch/semantic-segmentation/run_semantic_segmentation_no_trainer.py
index fca89a6428..9dfe745738 100644
--- a/examples/pytorch/semantic-segmentation/run_semantic_segmentation_no_trainer.py
+++ b/examples/pytorch/semantic-segmentation/run_semantic_segmentation_no_trainer.py
@@ -11,6 +11,19 @@
 # WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
 # See the License for the specific language governing permissions and
 # limitations under the License.
+
+# /// script
+# dependencies = [
+#     "transformers @ git+https://github.com/huggingface/transformers.git",
+#     "datasets >= 2.0.0",
+#     "torch >= 1.3",
+#     "accelerate",
+#     "evaluate""
+#     "Pillow",
+#     "albumentations >= 1.4.16",
+# ]
+# ///
+
 """Finetuning any 🤗 Transformers model supported by AutoModelForSemanticSegmentation for semantic segmentation."""
 
 import argparse
diff --git a/examples/pytorch/speech-pretraining/requirements.txt b/examples/pytorch/speech-pretraining/requirements.txt
index c270b3a565..57851d2a09 100644
--- a/examples/pytorch/speech-pretraining/requirements.txt
+++ b/examples/pytorch/speech-pretraining/requirements.txt
@@ -1,4 +1,4 @@
-datasets >= 1.12.0
+datasets[audio] >= 1.12.0
 torch >= 1.5
 torchaudio
 accelerate >= 0.12.0
diff --git a/examples/pytorch/speech-pretraining/run_wav2vec2_pretraining_no_trainer.py b/examples/pytorch/speech-pretraining/run_wav2vec2_pretraining_no_trainer.py
index 111706412a..f30fd1676a 100755
--- a/examples/pytorch/speech-pretraining/run_wav2vec2_pretraining_no_trainer.py
+++ b/examples/pytorch/speech-pretraining/run_wav2vec2_pretraining_no_trainer.py
@@ -12,6 +12,17 @@
 # WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
 # See the License for the specific language governing permissions and
 
+# /// script
+# dependencies = [
+#     "transformers @ git+https://github.com/huggingface/transformers.git",
+#     "datasets[audio] >= 1.12.0",
+#     "torch >= 1.5",
+#     "torchaudio",
+#     "accelerate >= 0.12.0",
+#     "librosa",
+# ]
+# ///
+
 """Pre-Training a 🤗 Wav2Vec2 model on unlabeled audio data"""
 
 import argparse
diff --git a/examples/pytorch/speech-recognition/requirements.txt b/examples/pytorch/speech-recognition/requirements.txt
index a16697b038..4137ea02ad 100644
--- a/examples/pytorch/speech-recognition/requirements.txt
+++ b/examples/pytorch/speech-recognition/requirements.txt
@@ -1,4 +1,4 @@
-datasets >= 1.18.0
+datasets[audio] >= 1.18.0
 torch >= 1.5
 torchaudio
 librosa
diff --git a/examples/pytorch/speech-recognition/run_speech_recognition_ctc.py b/examples/pytorch/speech-recognition/run_speech_recognition_ctc.py
index 879f3320c1..e4cf938561 100755
--- a/examples/pytorch/speech-recognition/run_speech_recognition_ctc.py
+++ b/examples/pytorch/speech-recognition/run_speech_recognition_ctc.py
@@ -13,6 +13,18 @@
 # See the License for the specific language governing permissions and
 # limitations under the License.
 
+# /// script
+# dependencies = [
+#     "transformers @ git+https://github.com/huggingface/transformers.git",
+#     "datasets[audio] >= 1.18.0",
+#     "torch >= 1.5",
+#     "torchaudio",
+#     "librosa",
+#     "jiwer",
+#     "evaluate",
+# ]
+# ///
+
 """Fine-tuning a 🤗 Transformers CTC model for automatic speech recognition"""
 
 import functools
diff --git a/examples/pytorch/speech-recognition/run_speech_recognition_ctc_adapter.py b/examples/pytorch/speech-recognition/run_speech_recognition_ctc_adapter.py
index 8f3b61ea43..c7b5df009a 100755
--- a/examples/pytorch/speech-recognition/run_speech_recognition_ctc_adapter.py
+++ b/examples/pytorch/speech-recognition/run_speech_recognition_ctc_adapter.py
@@ -13,6 +13,18 @@
 # See the License for the specific language governing permissions and
 # limitations under the License.
 
+# /// script
+# dependencies = [
+#     "transformers @ git+https://github.com/huggingface/transformers.git",
+#     "datasets[audio] >= 1.18.0",
+#     "torch >= 1.5",
+#     "torchaudio",
+#     "librosa",
+#     "jiwer",
+#     "evaluate",
+# ]
+# ///
+
 """Fine-tuning a 🤗 Transformers CTC adapter model for automatic speech recognition"""
 
 import functools
diff --git a/examples/pytorch/speech-recognition/run_speech_recognition_seq2seq.py b/examples/pytorch/speech-recognition/run_speech_recognition_seq2seq.py
index 76e8325548..d68f97d280 100755
--- a/examples/pytorch/speech-recognition/run_speech_recognition_seq2seq.py
+++ b/examples/pytorch/speech-recognition/run_speech_recognition_seq2seq.py
@@ -12,6 +12,19 @@
 # WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
 # See the License for the specific language governing permissions and
 # limitations under the License.
+
+# /// script
+# dependencies = [
+#     "transformers @ git+https://github.com/huggingface/transformers.git",
+#     "datasets[audio] >= 1.18.0",
+#     "torch >= 1.5",
+#     "torchaudio",
+#     "librosa",
+#     "jiwer",
+#     "evaluate",
+# ]
+# ///
+
 """
 Fine-tuning the library models for sequence to sequence speech recognition.
 """
diff --git a/examples/pytorch/summarization/run_summarization.py b/examples/pytorch/summarization/run_summarization.py
index d22d01479d..bca7ef6dc8 100755
--- a/examples/pytorch/summarization/run_summarization.py
+++ b/examples/pytorch/summarization/run_summarization.py
@@ -12,6 +12,22 @@
 # WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
 # See the License for the specific language governing permissions and
 # limitations under the License.
+
+# /// script
+# dependencies = [
+#     "transformers @ git+https://github.com/huggingface/transformers.git",
+#     "accelerate >= 0.12.0",
+#     "datasets >= 1.8.0",
+#     "sentencepiece != 0.1.92",
+#     "protobuf",
+#     "rouge-score",
+#     "nltk",
+#     "py7zr",
+#     "torch >= 1.3",
+#     "evaluate",
+# ]
+# ///
+
 """
 Fine-tuning the library models for sequence to sequence.
 """
diff --git a/examples/pytorch/summarization/run_summarization_no_trainer.py b/examples/pytorch/summarization/run_summarization_no_trainer.py
index e769017eb1..31b18308f6 100644
--- a/examples/pytorch/summarization/run_summarization_no_trainer.py
+++ b/examples/pytorch/summarization/run_summarization_no_trainer.py
@@ -12,6 +12,22 @@
 # WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
 # See the License for the specific language governing permissions and
 # limitations under the License.
+
+# /// script
+# dependencies = [
+#     "transformers @ git+https://github.com/huggingface/transformers.git",
+#     "accelerate >= 0.12.0",
+#     "datasets >= 1.8.0",
+#     "sentencepiece != 0.1.92",
+#     "protobuf",
+#     "rouge-score",
+#     "nltk",
+#     "py7zr",
+#     "torch >= 1.3",
+#     "evaluate",
+# ]
+# ///
+
 """
 Fine-tuning a 🤗 Transformers model on summarization.
 """
diff --git a/examples/pytorch/text-classification/run_classification.py b/examples/pytorch/text-classification/run_classification.py
index 8de9e117ca..9e5344d69a 100755
--- a/examples/pytorch/text-classification/run_classification.py
+++ b/examples/pytorch/text-classification/run_classification.py
@@ -12,6 +12,21 @@
 # WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
 # See the License for the specific language governing permissions and
 # limitations under the License.
+
+# /// script
+# dependencies = [
+#     "transformers @ git+https://github.com/huggingface/transformers.git",
+#     "accelerate >= 0.12.0",
+#     "datasets >= 1.8.0",
+#     "sentencepiece != 0.1.92",
+#     "scipy",
+#     "scikit-learn",
+#     "protobuf",
+#     "torch >= 1.3",
+#     "evaluate",
+# ]
+# ///
+
 """Finetuning the library models for text classification."""
 # You can also adapt this script on your own text classification task. Pointers for this are left as comments.
 
diff --git a/examples/pytorch/text-classification/run_glue.py b/examples/pytorch/text-classification/run_glue.py
index 76f4e30ce8..6072433b58 100755
--- a/examples/pytorch/text-classification/run_glue.py
+++ b/examples/pytorch/text-classification/run_glue.py
@@ -12,6 +12,21 @@
 # WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
 # See the License for the specific language governing permissions and
 # limitations under the License.
+
+# /// script
+# dependencies = [
+#     "transformers @ git+https://github.com/huggingface/transformers.git",
+#     "accelerate >= 0.12.0",
+#     "datasets >= 1.8.0",
+#     "sentencepiece != 0.1.92",
+#     "scipy",
+#     "scikit-learn",
+#     "protobuf",
+#     "torch >= 1.3",
+#     "evaluate",
+# ]
+# ///
+
 """Finetuning the library models for sequence classification on GLUE."""
 # You can also adapt this script on your own text classification task. Pointers for this are left as comments.
 
diff --git a/examples/pytorch/text-classification/run_glue_no_trainer.py b/examples/pytorch/text-classification/run_glue_no_trainer.py
index 5bab946d38..88ffc3034a 100644
--- a/examples/pytorch/text-classification/run_glue_no_trainer.py
+++ b/examples/pytorch/text-classification/run_glue_no_trainer.py
@@ -11,6 +11,21 @@
 # WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
 # See the License for the specific language governing permissions and
 # limitations under the License.
+
+# /// script
+# dependencies = [
+#     "transformers @ git+https://github.com/huggingface/transformers.git",
+#     "accelerate >= 0.12.0",
+#     "datasets >= 1.8.0",
+#     "sentencepiece != 0.1.92",
+#     "scipy",
+#     "scikit-learn",
+#     "protobuf",
+#     "torch >= 1.3",
+#     "evaluate",
+# ]
+# ///
+
 """Finetuning a 🤗 Transformers model for sequence classification on GLUE."""
 
 import argparse
diff --git a/examples/pytorch/text-classification/run_xnli.py b/examples/pytorch/text-classification/run_xnli.py
index f2f7088ac4..f62b0ee248 100755
--- a/examples/pytorch/text-classification/run_xnli.py
+++ b/examples/pytorch/text-classification/run_xnli.py
@@ -13,6 +13,21 @@
 # WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
 # See the License for the specific language governing permissions and
 # limitations under the License.
+
+# /// script
+# dependencies = [
+#     "transformers @ git+https://github.com/huggingface/transformers.git",
+#     "accelerate >= 0.12.0",
+#     "datasets >= 1.8.0",
+#     "sentencepiece != 0.1.92",
+#     "scipy",
+#     "scikit-learn",
+#     "protobuf",
+#     "torch >= 1.3",
+#     "evaluate",
+# ]
+# ///
+
 """Finetuning multi-lingual models on XNLI (e.g. Bert, DistilBERT, XLM).
 Adapted from `examples/text-classification/run_glue.py`"""
 
diff --git a/examples/pytorch/text-generation/run_generation.py b/examples/pytorch/text-generation/run_generation.py
index 4b50fbd07f..cea4c881ea 100755
--- a/examples/pytorch/text-generation/run_generation.py
+++ b/examples/pytorch/text-generation/run_generation.py
@@ -13,6 +13,17 @@
 # WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
 # See the License for the specific language governing permissions and
 # limitations under the License.
+
+# /// script
+# dependencies = [
+#     "transformers @ git+https://github.com/huggingface/transformers.git",
+#     "accelerate >= 0.21.0",
+#     "sentencepiece != 0.1.92",
+#     "protobuf",
+#     "torch >= 1.3",
+# ]
+# ///
+
 """Conditional text generation with the auto-regressive models of the library (GPT/GPT-2/CTRL/Transformer-XL/XLNet)"""
 
 import argparse
diff --git a/examples/pytorch/text-generation/run_generation_contrastive_search.py b/examples/pytorch/text-generation/run_generation_contrastive_search.py
index 5610dfb7f5..879229c062 100755
--- a/examples/pytorch/text-generation/run_generation_contrastive_search.py
+++ b/examples/pytorch/text-generation/run_generation_contrastive_search.py
@@ -12,6 +12,17 @@
 # WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
 # See the License for the specific language governing permissions and
 # limitations under the License.
+
+# /// script
+# dependencies = [
+#     "transformers @ git+https://github.com/huggingface/transformers.git",
+#     "accelerate >= 0.21.0",
+#     "sentencepiece != 0.1.92",
+#     "protobuf",
+#     "torch >= 1.3",
+# ]
+# ///
+
 """The examples of running contrastive search on the auto-APIs;
 
 Running this example:
diff --git a/examples/pytorch/token-classification/run_ner.py b/examples/pytorch/token-classification/run_ner.py
index e6b9ee8bbe..609f1f57dd 100755
--- a/examples/pytorch/token-classification/run_ner.py
+++ b/examples/pytorch/token-classification/run_ner.py
@@ -12,6 +12,18 @@
 # WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
 # See the License for the specific language governing permissions and
 # limitations under the License.
+
+# /// script
+# dependencies = [
+#     "transformers @ git+https://github.com/huggingface/transformers.git",
+#     "accelerate >= 0.12.0",
+#     "seqeval",
+#     "datasets >= 1.8.0",
+#     "torch >= 1.3",
+#     "evaluate",
+# ]
+# ///
+
 """
 Fine-tuning the library models for token classification.
 """
diff --git a/examples/pytorch/token-classification/run_ner_no_trainer.py b/examples/pytorch/token-classification/run_ner_no_trainer.py
index b2eb75c287..8155ab58d2 100755
--- a/examples/pytorch/token-classification/run_ner_no_trainer.py
+++ b/examples/pytorch/token-classification/run_ner_no_trainer.py
@@ -12,6 +12,18 @@
 # WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
 # See the License for the specific language governing permissions and
 # limitations under the License.
+
+# /// script
+# dependencies = [
+#     "transformers @ git+https://github.com/huggingface/transformers.git",
+#     "accelerate >= 0.12.0",
+#     "seqeval",
+#     "datasets >= 1.8.0",
+#     "torch >= 1.3",
+#     "evaluate",
+# ]
+# ///
+
 """
 Fine-tuning a 🤗 Transformers model on token classification tasks (NER, POS, CHUNKS) relying on the accelerate library
 without using a Trainer.
diff --git a/examples/pytorch/translation/run_translation.py b/examples/pytorch/translation/run_translation.py
index eba71deb64..671cda3340 100755
--- a/examples/pytorch/translation/run_translation.py
+++ b/examples/pytorch/translation/run_translation.py
@@ -12,6 +12,21 @@
 # WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
 # See the License for the specific language governing permissions and
 # limitations under the License.
+
+# /// script
+# dependencies = [
+#     "transformers @ git+https://github.com/huggingface/transformers.git",
+#     "accelerate >= 0.12.0",
+#     "datasets >= 1.8.0",
+#     "sentencepiece != 0.1.92",
+#     "protobuf",
+#     "sacrebleu >= 1.4.12",
+#     "py7zr",
+#     "torch >= 1.3",
+#     "evaluate",
+# ]
+# ///
+
 """
 Fine-tuning the library models for sequence to sequence.
 """
diff --git a/examples/pytorch/translation/run_translation_no_trainer.py b/examples/pytorch/translation/run_translation_no_trainer.py
index 64fed716ff..2788624e17 100644
--- a/examples/pytorch/translation/run_translation_no_trainer.py
+++ b/examples/pytorch/translation/run_translation_no_trainer.py
@@ -12,6 +12,21 @@
 # WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
 # See the License for the specific language governing permissions and
 # limitations under the License.
+
+# /// script
+# dependencies = [
+#     "transformers @ git+https://github.com/huggingface/transformers.git",
+#     "accelerate >= 0.12.0",
+#     "datasets >= 1.8.0",
+#     "sentencepiece != 0.1.92",
+#     "protobuf",
+#     "sacrebleu >= 1.4.12",
+#     "py7zr",
+#     "torch >= 1.3",
+#     "evaluate",
+# ]
+# ///
+
 """
 Fine-tuning a 🤗 Transformers model on text translation.
 """
diff --git a/utils/release.py b/utils/release.py
index e4e79cec15..d8fee77733 100644
--- a/utils/release.py
+++ b/utils/release.py
@@ -59,6 +59,14 @@ REPLACE_PATTERNS = {
     "examples": (re.compile(r'^check_min_version\("[^"]+"\)\s*$', re.MULTILINE), 'check_min_version("VERSION")\n'),
     "init": (re.compile(r'^__version__\s+=\s+"([^"]+)"\s*$', re.MULTILINE), '__version__ = "VERSION"\n'),
     "setup": (re.compile(r'^(\s*)version\s*=\s*"[^"]+",', re.MULTILINE), r'\1version="VERSION",'),
+    "uv_script_release": (
+        re.compile(r'^#     "transformers(\[.+\])?.*$', re.MULTILINE),
+        r'#     "transformers\g<1>==VERSION",',
+    ),
+    "uv_script_dev": (
+        re.compile(r'^#     "transformers(\[.+\])?.*$', re.MULTILINE),
+        r'#     "transformers\g<1> @ git+https://github.com/huggingface/transformers.git",',
+    ),
 }
 # This maps a type of file to its path in Transformers
 REPLACE_FILES = {
@@ -66,6 +74,7 @@ REPLACE_FILES = {
     "setup": "setup.py",
 }
 README_FILE = "README.md"
+UV_SCRIPT_MARKER = "# /// script"
 
 
 def update_version_in_file(fname: str, version: str, file_type: str):
@@ -86,12 +95,13 @@ def update_version_in_file(fname: str, version: str, file_type: str):
         f.write(code)
 
 
-def update_version_in_examples(version: str):
+def update_version_in_examples(version: str, patch: bool = False):
     """
     Update the version in all examples files.
 
     Args:
         version (`str`): The new version to set in the examples.
+        patch (`bool`, *optional*, defaults to `False`): Whether or not this is a patch release.
     """
     for folder, directories, fnames in os.walk(PATH_TO_EXAMPLES):
         # Removing some of the folders with non-actively maintained examples from the walk
@@ -99,7 +109,13 @@ def update_version_in_examples(version: str):
             directories.remove("legacy")
         for fname in fnames:
             if fname.endswith(".py"):
-                update_version_in_file(os.path.join(folder, fname), version, file_type="examples")
+                if UV_SCRIPT_MARKER in Path(folder, fname).read_text():
+                    # Update the depdendencies in UV scripts
+                    uv_script_file_type = "uv_script_dev" if ".dev" in version else "uv_script_release"
+                    update_version_in_file(os.path.join(folder, fname), version, file_type=uv_script_file_type)
+                if not patch:
+                    # We don't update the version in the examples for patch releases.
+                    update_version_in_file(os.path.join(folder, fname), version, file_type="examples")
 
 
 def global_version_update(version: str, patch: bool = False):
@@ -112,9 +128,7 @@ def global_version_update(version: str, patch: bool = False):
     """
     for pattern, fname in REPLACE_FILES.items():
         update_version_in_file(fname, version, pattern)
-    if not patch:
-        # We don't update the version in the examples for patch releases.
-        update_version_in_examples(version)
+    update_version_in_examples(version, patch=patch)
 
 
 def remove_conversion_scripts():