Make pytorch examples UV-compatible (#39635)

* update release.py

* add uv headers in some pytorch examples

* rest of pytorch examples

* style

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
+torch>=1.6

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

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.
 

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

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

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

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

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

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

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

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.
 

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.

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.

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.

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.
 

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.

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.
 """

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.
 """

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.
 """

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

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

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

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

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

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

examples/pytorch/speech-recognition/requirements.txt

@@ -1,4 +1,4 @@
-datasets >= 1.18.0
+datasets[audio] >= 1.18.0
 torch >= 1.5
 torchaudio
 librosa

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

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

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.
 """

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.
 """

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.
 """

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.
 

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.
 

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

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`"""
 

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

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:

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.
 """

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.

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.
 """

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.
 """

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:
+    update_version_in_examples(version, patch=patch)
-        # We don't update the version in the examples for patch releases.
-        update_version_in_examples(version)
 
 
 def remove_conversion_scripts():