{"library":"spacy-transformers","title":"spaCy Transformers: Integrate Hugging Face Models","type":"library","description":"The `spacy-transformers` library provides spaCy components and architectures to seamlessly integrate pre-trained transformer models from Hugging Face's `transformers` library into spaCy pipelines. It enables convenient access to state-of-the-art architectures like BERT, GPT-2, and XLNet for various NLP tasks, leveraging spaCy v3's powerful and extensible configuration system for multi-task learning. The current version is 1.4.0, and releases are generally aligned with spaCy's major version updates and `transformers` library advancements.","language":"python","status":"active","last_verified":"Sun May 17","install":{"commands":["pip install 'spacy[transformers]'\npython -m spacy download en_core_web_trf","pip install 'spacy[transformers,cudaXX]' # Replace XX with your CUDA version (e.g., cuda113)\npython -m spacy download en_core_web_trf"],"cli":null},"imports":["from spacy_transformers import Transformer"],"auth":{"required":false,"env_vars":[]},"links":{"homepage":"https://spacy.io","github":null,"docs":null,"changelog":null,"pypi":"https://pypi.org/project/spacy-transformers/","npm":null,"openapi_spec":null,"status_page":null,"smithery":null},"quickstart":{"code":"import spacy\n\n# Ensure you have downloaded a transformer-backed model, e.g., using:\n# python -m spacy download en_core_web_trf\n\nnlp = spacy.load(\"en_core_web_trf\")\ntext = \"Apple is acquiring a London-based AI startup for $200M.\"\ndoc = nlp(text)\n\nprint(f\"Text: {text}\")\nprint(f\"Entities: {[(ent.text, ent.label_) for ent in doc.ents]}\")\n\n# Accessing transformer output (e.g., pooled vector for the doc)\n# Note: Raw transformer outputs are typically stored in doc._.trf_data or doc.tensor\nif doc.has_annotation(\"SENT_START\"): # Check if sentencizer is in pipeline\n    print(f\"Document vector (first token of first sentence): {doc[0].vector[:5]}\") # First 5 elements of vector","lang":"python","description":"This quickstart demonstrates loading a pre-trained, transformer-backed spaCy model (like `en_core_web_trf`) and processing text to extract entities, showcasing the integration. 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