huggingface

huggingface/transformers

🤗 Transformers: the model-definition framework for state-of-the-art machine learning models in text, vision, audio, and multimodal models, for both inference and training.

42 good first / help-wanted issues · Python · last activity Jul 22, 2026

audio deep-learning deepseek gemma glm hacktoberfest llm machine-learning model-hub natural-language-processing nlp pretrained-models python pytorch pytorch-transformers qwen speech-recognition transformer vlm
42 Open Issues Need Help Last updated: Jul 22, 2026

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huggingface/transformers
162.8K

🤗 Transformers: the model-definition framework for state-of-the-art machine learning models in text, vision, audio, and multimodal models, for both inference and training.

Python
#audio#deep-learning#deepseek#gemma#glm#hacktoberfest#llm#machine-learning#model-hub#natural-language-processing#nlp#pretrained-models#python#pytorch#pytorch-transformers#qwen#speech-recognition#transformer#vlm
Good First Issue bug
huggingface/transformers
162.8K

🤗 Transformers: the model-definition framework for state-of-the-art machine learning models in text, vision, audio, and multimodal models, for both inference and training.

Python
#audio#deep-learning#deepseek#gemma#glm#hacktoberfest#llm#machine-learning#model-hub#natural-language-processing#nlp#pretrained-models#python#pytorch#pytorch-transformers#qwen#speech-recognition#transformer#vlm
Good First Issue
huggingface/transformers
162.8K

🤗 Transformers: the model-definition framework for state-of-the-art machine learning models in text, vision, audio, and multimodal models, for both inference and training.

Python
#audio#deep-learning#deepseek#gemma#glm#hacktoberfest#llm#machine-learning#model-hub#natural-language-processing#nlp#pretrained-models#python#pytorch#pytorch-transformers#qwen#speech-recognition#transformer#vlm
huggingface/transformers
162.8K

🤗 Transformers: the model-definition framework for state-of-the-art machine learning models in text, vision, audio, and multimodal models, for both inference and training.

Python
#audio#deep-learning#deepseek#gemma#glm#hacktoberfest#llm#machine-learning#model-hub#natural-language-processing#nlp#pretrained-models#python#pytorch#pytorch-transformers#qwen#speech-recognition#transformer#vlm
Usage Good First Issue bug
huggingface/transformers
162.8K

🤗 Transformers: the model-definition framework for state-of-the-art machine learning models in text, vision, audio, and multimodal models, for both inference and training.

Python
#audio#deep-learning#deepseek#gemma#glm#hacktoberfest#llm#machine-learning#model-hub#natural-language-processing#nlp#pretrained-models#python#pytorch#pytorch-transformers#qwen#speech-recognition#transformer#vlm
huggingface/transformers
162.8K

🤗 Transformers: the model-definition framework for state-of-the-art machine learning models in text, vision, audio, and multimodal models, for both inference and training.

Python
#audio#deep-learning#deepseek#gemma#glm#hacktoberfest#llm#machine-learning#model-hub#natural-language-processing#nlp#pretrained-models#python#pytorch#pytorch-transformers#qwen#speech-recognition#transformer#vlm
Good First Issue Performance Good Difficult Issue
huggingface/transformers
162.8K

🤗 Transformers: the model-definition framework for state-of-the-art machine learning models in text, vision, audio, and multimodal models, for both inference and training.

Python
#audio#deep-learning#deepseek#gemma#glm#hacktoberfest#llm#machine-learning#model-hub#natural-language-processing#nlp#pretrained-models#python#pytorch#pytorch-transformers#qwen#speech-recognition#transformer#vlm
huggingface/transformers
162.8K

🤗 Transformers: the model-definition framework for state-of-the-art machine learning models in text, vision, audio, and multimodal models, for both inference and training.

Python
#audio#deep-learning#deepseek#gemma#glm#hacktoberfest#llm#machine-learning#model-hub#natural-language-processing#nlp#pretrained-models#python#pytorch#pytorch-transformers#qwen#speech-recognition#transformer#vlm
Core: Encoder-Decoder Good First Issue
huggingface/transformers
162.8K

🤗 Transformers: the model-definition framework for state-of-the-art machine learning models in text, vision, audio, and multimodal models, for both inference and training.

Python
#audio#deep-learning#deepseek#gemma#glm#hacktoberfest#llm#machine-learning#model-hub#natural-language-processing#nlp#pretrained-models#python#pytorch#pytorch-transformers#qwen#speech-recognition#transformer#vlm
Good First Issue Good Second Issue
huggingface/transformers
162.8K

🤗 Transformers: the model-definition framework for state-of-the-art machine learning models in text, vision, audio, and multimodal models, for both inference and training.

Python
#audio#deep-learning#deepseek#gemma#glm#hacktoberfest#llm#machine-learning#model-hub#natural-language-processing#nlp#pretrained-models#python#pytorch#pytorch-transformers#qwen#speech-recognition#transformer#vlm
huggingface/transformers
162.8K

🤗 Transformers: the model-definition framework for state-of-the-art machine learning models in text, vision, audio, and multimodal models, for both inference and training.

Python
#audio#deep-learning#deepseek#gemma#glm#hacktoberfest#llm#machine-learning#model-hub#natural-language-processing#nlp#pretrained-models#python#pytorch#pytorch-transformers#qwen#speech-recognition#transformer#vlm
huggingface/transformers
162.8K

🤗 Transformers: the model-definition framework for state-of-the-art machine learning models in text, vision, audio, and multimodal models, for both inference and training.

Python
#audio#deep-learning#deepseek#gemma#glm#hacktoberfest#llm#machine-learning#model-hub#natural-language-processing#nlp#pretrained-models#python#pytorch#pytorch-transformers#qwen#speech-recognition#transformer#vlm
huggingface/transformers
162.8K

🤗 Transformers: the model-definition framework for state-of-the-art machine learning models in text, vision, audio, and multimodal models, for both inference and training.

Python
#audio#deep-learning#deepseek#gemma#glm#hacktoberfest#llm#machine-learning#model-hub#natural-language-processing#nlp#pretrained-models#python#pytorch#pytorch-transformers#qwen#speech-recognition#transformer#vlm
Help wanted Tests rag Feature request
huggingface/transformers
162.8K

🤗 Transformers: the model-definition framework for state-of-the-art machine learning models in text, vision, audio, and multimodal models, for both inference and training.

Python
#audio#deep-learning#deepseek#gemma#glm#hacktoberfest#llm#machine-learning#model-hub#natural-language-processing#nlp#pretrained-models#python#pytorch#pytorch-transformers#qwen#speech-recognition#transformer#vlm
Help wanted Tests Benchmarks WIP
huggingface/transformers
162.8K

🤗 Transformers: the model-definition framework for state-of-the-art machine learning models in text, vision, audio, and multimodal models, for both inference and training.

Python
#audio#deep-learning#deepseek#gemma#glm#hacktoberfest#llm#machine-learning#model-hub#natural-language-processing#nlp#pretrained-models#python#pytorch#pytorch-transformers#qwen#speech-recognition#transformer#vlm
Good First Issue Feature request
huggingface/transformers
162.8K

🤗 Transformers: the model-definition framework for state-of-the-art machine learning models in text, vision, audio, and multimodal models, for both inference and training.

Python
#audio#deep-learning#deepseek#gemma#glm#hacktoberfest#llm#machine-learning#model-hub#natural-language-processing#nlp#pretrained-models#python#pytorch#pytorch-transformers#qwen#speech-recognition#transformer#vlm
Good First Issue Feature request
huggingface/transformers
162.8K

🤗 Transformers: the model-definition framework for state-of-the-art machine learning models in text, vision, audio, and multimodal models, for both inference and training.

Python
#audio#deep-learning#deepseek#gemma#glm#hacktoberfest#llm#machine-learning#model-hub#natural-language-processing#nlp#pretrained-models#python#pytorch#pytorch-transformers#qwen#speech-recognition#transformer#vlm
huggingface/transformers
162.8K

🤗 Transformers: the model-definition framework for state-of-the-art machine learning models in text, vision, audio, and multimodal models, for both inference and training.

Python
#audio#deep-learning#deepseek#gemma#glm#hacktoberfest#llm#machine-learning#model-hub#natural-language-processing#nlp#pretrained-models#python#pytorch#pytorch-transformers#qwen#speech-recognition#transformer#vlm
Good First Issue
huggingface/transformers
162.8K

🤗 Transformers: the model-definition framework for state-of-the-art machine learning models in text, vision, audio, and multimodal models, for both inference and training.

Python
#audio#deep-learning#deepseek#gemma#glm#hacktoberfest#llm#machine-learning#model-hub#natural-language-processing#nlp#pretrained-models#python#pytorch#pytorch-transformers#qwen#speech-recognition#transformer#vlm
Good First Issue
huggingface/transformers
162.8K

🤗 Transformers: the model-definition framework for state-of-the-art machine learning models in text, vision, audio, and multimodal models, for both inference and training.

Python
#audio#deep-learning#deepseek#gemma#glm#hacktoberfest#llm#machine-learning#model-hub#natural-language-processing#nlp#pretrained-models#python#pytorch#pytorch-transformers#qwen#speech-recognition#transformer#vlm
Core: Pipeline Good First Issue Vision
huggingface/transformers
162.8K

🤗 Transformers: the model-definition framework for state-of-the-art machine learning models in text, vision, audio, and multimodal models, for both inference and training.

Python
#audio#deep-learning#deepseek#gemma#glm#hacktoberfest#llm#machine-learning#model-hub#natural-language-processing#nlp#pretrained-models#python#pytorch#pytorch-transformers#qwen#speech-recognition#transformer#vlm
huggingface/transformers
162.8K

🤗 Transformers: the model-definition framework for state-of-the-art machine learning models in text, vision, audio, and multimodal models, for both inference and training.

Python
#audio#deep-learning#deepseek#gemma#glm#hacktoberfest#llm#machine-learning#model-hub#natural-language-processing#nlp#pretrained-models#python#pytorch#pytorch-transformers#qwen#speech-recognition#transformer#vlm
Good First Issue trainer Feature request
huggingface/transformers
162.8K

🤗 Transformers: the model-definition framework for state-of-the-art machine learning models in text, vision, audio, and multimodal models, for both inference and training.

Python
#audio#deep-learning#deepseek#gemma#glm#hacktoberfest#llm#machine-learning#model-hub#natural-language-processing#nlp#pretrained-models#python#pytorch#pytorch-transformers#qwen#speech-recognition#transformer#vlm
huggingface/transformers
162.8K

🤗 Transformers: the model-definition framework for state-of-the-art machine learning models in text, vision, audio, and multimodal models, for both inference and training.

Python
#audio#deep-learning#deepseek#gemma#glm#hacktoberfest#llm#machine-learning#model-hub#natural-language-processing#nlp#pretrained-models#python#pytorch#pytorch-transformers#qwen#speech-recognition#transformer#vlm
huggingface/transformers
162.8K

🤗 Transformers: the model-definition framework for state-of-the-art machine learning models in text, vision, audio, and multimodal models, for both inference and training.

Python
#audio#deep-learning#deepseek#gemma#glm#hacktoberfest#llm#machine-learning#model-hub#natural-language-processing#nlp#pretrained-models#python#pytorch#pytorch-transformers#qwen#speech-recognition#transformer#vlm
huggingface/transformers
162.8K

🤗 Transformers: the model-definition framework for state-of-the-art machine learning models in text, vision, audio, and multimodal models, for both inference and training.

Python
#audio#deep-learning#deepseek#gemma#glm#hacktoberfest#llm#machine-learning#model-hub#natural-language-processing#nlp#pretrained-models#python#pytorch#pytorch-transformers#qwen#speech-recognition#transformer#vlm
huggingface/transformers
162.8K

🤗 Transformers: the model-definition framework for state-of-the-art machine learning models in text, vision, audio, and multimodal models, for both inference and training.

Python
#audio#deep-learning#deepseek#gemma#glm#hacktoberfest#llm#machine-learning#model-hub#natural-language-processing#nlp#pretrained-models#python#pytorch#pytorch-transformers#qwen#speech-recognition#transformer#vlm
huggingface/transformers
162.8K

🤗 Transformers: the model-definition framework for state-of-the-art machine learning models in text, vision, audio, and multimodal models, for both inference and training.

Python
#audio#deep-learning#deepseek#gemma#glm#hacktoberfest#llm#machine-learning#model-hub#natural-language-processing#nlp#pretrained-models#python#pytorch#pytorch-transformers#qwen#speech-recognition#transformer#vlm

AI Summary: This GitHub issue proposes improving the documentation for the `EncoderDecoderModel` in Hugging Face Transformers, as the current docs are outdated and cause user confusion. The task involves updating the existing `encoder-decoder.mdx` file to include a "How-to-guide" on creating, saving, and fine-tuning the model, along with a warning about correctly setting configuration values.

Complexity: 2/5
Good First Issue
huggingface/transformers
162.8K

🤗 Transformers: the model-definition framework for state-of-the-art machine learning models in text, vision, audio, and multimodal models, for both inference and training.

Python
#audio#deep-learning#deepseek#gemma#glm#hacktoberfest#llm#machine-learning#model-hub#natural-language-processing#nlp#pretrained-models#python#pytorch#pytorch-transformers#qwen#speech-recognition#transformer#vlm
Good First Issue Good Second Issue Vision contributions-welcome Processing
huggingface/transformers
162.8K

🤗 Transformers: the model-definition framework for state-of-the-art machine learning models in text, vision, audio, and multimodal models, for both inference and training.

Python
#audio#deep-learning#deepseek#gemma#glm#hacktoberfest#llm#machine-learning#model-hub#natural-language-processing#nlp#pretrained-models#python#pytorch#pytorch-transformers#qwen#speech-recognition#transformer#vlm
Good First Issue trainer Good Second Issue DeepSpeed Good Difficult Issue PyTorch FSDP HACKTOBERFEST-ACCEPTED Accelerate
huggingface/transformers
162.8K

🤗 Transformers: the model-definition framework for state-of-the-art machine learning models in text, vision, audio, and multimodal models, for both inference and training.

Python
#audio#deep-learning#deepseek#gemma#glm#hacktoberfest#llm#machine-learning#model-hub#natural-language-processing#nlp#pretrained-models#python#pytorch#pytorch-transformers#qwen#speech-recognition#transformer#vlm
huggingface/transformers
162.8K

🤗 Transformers: the model-definition framework for state-of-the-art machine learning models in text, vision, audio, and multimodal models, for both inference and training.

Python
#audio#deep-learning#deepseek#gemma#glm#hacktoberfest#llm#machine-learning#model-hub#natural-language-processing#nlp#pretrained-models#python#pytorch#pytorch-transformers#qwen#speech-recognition#transformer#vlm
Good First Issue
huggingface/transformers
162.8K

🤗 Transformers: the model-definition framework for state-of-the-art machine learning models in text, vision, audio, and multimodal models, for both inference and training.

Python
#audio#deep-learning#deepseek#gemma#glm#hacktoberfest#llm#machine-learning#model-hub#natural-language-processing#nlp#pretrained-models#python#pytorch#pytorch-transformers#qwen#speech-recognition#transformer#vlm
Good First Issue
huggingface/transformers
162.8K

🤗 Transformers: the model-definition framework for state-of-the-art machine learning models in text, vision, audio, and multimodal models, for both inference and training.

Python
#audio#deep-learning#deepseek#gemma#glm#hacktoberfest#llm#machine-learning#model-hub#natural-language-processing#nlp#pretrained-models#python#pytorch#pytorch-transformers#qwen#speech-recognition#transformer#vlm
Good First Issue Good First Documentation Issue contributions-welcome
huggingface/transformers
162.8K

🤗 Transformers: the model-definition framework for state-of-the-art machine learning models in text, vision, audio, and multimodal models, for both inference and training.

Python
#audio#deep-learning#deepseek#gemma#glm#hacktoberfest#llm#machine-learning#model-hub#natural-language-processing#nlp#pretrained-models#python#pytorch#pytorch-transformers#qwen#speech-recognition#transformer#vlm
huggingface/transformers
162.8K

🤗 Transformers: the model-definition framework for state-of-the-art machine learning models in text, vision, audio, and multimodal models, for both inference and training.

Python
#audio#deep-learning#deepseek#gemma#glm#hacktoberfest#llm#machine-learning#model-hub#natural-language-processing#nlp#pretrained-models#python#pytorch#pytorch-transformers#qwen#speech-recognition#transformer#vlm
huggingface/transformers
162.8K

🤗 Transformers: the model-definition framework for state-of-the-art machine learning models in text, vision, audio, and multimodal models, for both inference and training.

Python
#audio#deep-learning#deepseek#gemma#glm#hacktoberfest#llm#machine-learning#model-hub#natural-language-processing#nlp#pretrained-models#python#pytorch#pytorch-transformers#qwen#speech-recognition#transformer#vlm
huggingface/transformers
162.8K

🤗 Transformers: the model-definition framework for state-of-the-art machine learning models in text, vision, audio, and multimodal models, for both inference and training.

Python
#audio#deep-learning#deepseek#gemma#glm#hacktoberfest#llm#machine-learning#model-hub#natural-language-processing#nlp#pretrained-models#python#pytorch#pytorch-transformers#qwen#speech-recognition#transformer#vlm
huggingface/transformers
162.8K

🤗 Transformers: the model-definition framework for state-of-the-art machine learning models in text, vision, audio, and multimodal models, for both inference and training.

Python
#audio#deep-learning#deepseek#gemma#glm#hacktoberfest#llm#machine-learning#model-hub#natural-language-processing#nlp#pretrained-models#python#pytorch#pytorch-transformers#qwen#speech-recognition#transformer#vlm

AI Summary: The user requests the addition of DINOv3 to AutoBackbone, noting that DINOv2 is already included. They suggest DINOv3 could directly inherit from DINOv2 for ease of implementation and user convenience.

Complexity: 2/5
Good First Issue Feature request
huggingface/transformers
162.8K

🤗 Transformers: the model-definition framework for state-of-the-art machine learning models in text, vision, audio, and multimodal models, for both inference and training.

Python
#audio#deep-learning#deepseek#gemma#glm#hacktoberfest#llm#machine-learning#model-hub#natural-language-processing#nlp#pretrained-models#python#pytorch#pytorch-transformers#qwen#speech-recognition#transformer#vlm
Good First Issue bug
huggingface/transformers
162.8K

🤗 Transformers: the model-definition framework for state-of-the-art machine learning models in text, vision, audio, and multimodal models, for both inference and training.

Python
#audio#deep-learning#deepseek#gemma#glm#hacktoberfest#llm#machine-learning#model-hub#natural-language-processing#nlp#pretrained-models#python#pytorch#pytorch-transformers#qwen#speech-recognition#transformer#vlm

AI Summary: The task is to investigate and resolve a performance issue in the Hugging Face Transformers library. The text generation pipeline is significantly slower when a large list of `bad_words_ids` is used. The solution requires profiling the code to identify the bottleneck (inefficient looping, tensor access, or slow regex) and optimizing the relevant section to improve performance.

Complexity: 4/5
Good First Issue bug mps
huggingface/transformers
162.8K

🤗 Transformers: the model-definition framework for state-of-the-art machine learning models in text, vision, audio, and multimodal models, for both inference and training.

Python
#audio#deep-learning#deepseek#gemma#glm#hacktoberfest#llm#machine-learning#model-hub#natural-language-processing#nlp#pretrained-models#python#pytorch#pytorch-transformers#qwen#speech-recognition#transformer#vlm