{"categories":[{"label":"Artificial Intelligence","url":"https://skillfed.io/packages/category/scientific-engineering-artificial-intelligence/8"}],"enrichment":{"capability":"Treelite-runtime provides a Python runtime for loading and executing decision tree forest models that have been serialized in the Treelite format, enabling fast inference on tree-based models.","skillfed_tags":["model-inference","tree-ensemble","production-ml"],"use_cases":["Serving tree-based models in production with low-latency inference requirements.","Deploying models across heterogeneous platforms (Linux, macOS, Windows) using a single serialized format.","Embedding fast tree inference in Python applications without retraining or recompiling models.","Benchmarking or comparing inference performance of tree models across different runtime implementations."],"what_it_does":"Treelite-runtime is a Python wrapper around a C++ runtime for executing decision tree forest models. It loads pre-compiled tree models serialized in Treelite's universal format and performs inference on new data. The package is designed to be lightweight and fast, relying on numpy and scipy for numerical operations.\n\nThe runtime does not train or compile models\u2014it only executes them. Users must first export a tree model to Treelite's serialized format using the main Treelite library, then load and run predictions with this runtime package. It is primarily useful for production inference pipelines where model serving speed and portability across platforms matter.","worth_installing":"Yes, if you have a pre-compiled Treelite model and need fast, portable inference in Python. The package is stable, permissively licensed, and actively maintained. Install friction is moderate due to platform-specific wheels, but that is handled transparently by pip. Not useful without an existing Treelite model file."},"id":"treelite-runtime","links":{"html":"https://skillfed.io/packages/treelite-runtime","md":"https://skillfed.io/packages/treelite-runtime.md","pypi":"https://pypi.org/project/treelite-runtime/"},"maintenance":{"status":"active"},"meta":{"latest_release":"2023-09-13","license_spdx":null,"license_treatment":"permissive","name":"treelite-runtime","python_support":"supports_current","summary":"Treelite runtime"},"popularity":{"monthly_downloads":165158,"position":10529,"tier":"top_15000"},"security":{"n_vulnerabilities":0},"version":"3.9.1"}