
The pipeline() function is the easiest way to run pre-trained models — it handles tokenization, inference, and post-processing automatically.
from transformers import pipeline
# Text tasks
pipeline("text-generation") # Generate text
pipeline("summarization") # Summarize documents
pipeline("translation_en_to_fr") # Translate
pipeline("sentiment-analysis") # Classify sentiment
pipeline("zero-shot-classification") # Classify without training
pipeline("question-answering") # Q&A from context
pipeline("ner") # Named entity recognition
# Multimodal
pipeline("image-classification") # Classify images
pipeline("automatic-speech-recognition") # Transcribe audioReference:
TaskLoco™ — The Sticky Note GOAT