Transformers

Overview

The Transformers library provides state-of-the-art machine learning models for NLP, computer vision, audio, and multimodal tasks. Apply this skill for quick inference through pipelines, comprehensive training via the Trainer API, and flexible text generation with various decoding strategies.

Core Capabilities

1. Quick Inference with Pipelines

For rapid inference without complex setup, use the pipeline() API. Pipelines abstract away tokenization, model invocation, and post-processing.

from transformers import pipeline

# Text classification
classifier = pipeline("text-classification")
result = classifier("This product is amazing!")