--- tags: - pyterrier - pyterrier-artifact - pyterrier-pisa task_categories: - text-retrieval viewer: false pretty_name: PISA index of the BRIGHT Sustainable Living collection for PyTerrier language: - en --- # PISA index of the BRIGHT Sustainable Living collection for PyTerrier ## Description An PISA index of the sustainable-living subset of the BRIGHT dataset build with PyTerrier's PISA plugin. ## Usage You will need to install PyTerrier, and its PISA engine: ```python %pip install pyterrier %pip install pyterrier-pisa ``` ```python import pyterrier as pt pisa_index = pt.Artifact.from_hf('pyterrier-tutorial/bright.sustainable.pisa.text') pisa_bm25 = pisa_index.bm25(k1=0.9, b=0.4) pisa_bm25.search("renewable energy and sustainable development").head(10) ``` ## Reproduction ```python from pyterrier_pisa import PisaIndex pisa_path = "./bright-pisa-index" if os.path.exists(pisa_path): shutil.rmtree(pisa_path) pisa_index = PisaIndex( pisa_path, text_field="text", threads=2, overwrite=True ) dataset = pt.get_dataset('irds:bright/sustainable-living') pisa_index.index(dataset.get_corpus_iter()) ``` ## Metadata ``` { "type": "sparse_index", "format": "pisa", "package_hint": "pyterrier-pisa", "stemmer": "porter2" } ```