{"library":"inference-schema","type":"library","category":null,"description":"The `inference-schema` package provides a uniform schema definition for common machine learning applications, specifically designed to aid in web-based ML prediction services. It offers decorators (`@input_schema`, `@output_schema`) that automatically validate and serialize input/output data based on user-defined schemas, integrating well with web frameworks. The current version is 1.8, and it sees periodic updates, often tied to dependency version bumps or feature additions for ML deployments.","language":"python","status":"active","version":"1.8","tags":["machine-learning","schema","validation","mlops","web-services","api"],"last_verified":"Mon May 25","install":[{"cmd":"pip install inference-schema","imports":["from inference_schema.schema_decorators import input_schema","from inference_schema.schema_decorators import output_schema","from inference_schema.parameter_types import PandasParameterType","from inference_schema.parameter_types import NumpyParameterType"]}],"homepage":null,"github":null,"docs":null,"changelog":null,"pypi":"https://pypi.org/project/inference-schema/","npm":null,"openapi_spec":null,"status_page":null,"smithery":null,"compatibility":{"summary":{"python_range":"3.10–3.9","success_rate":100,"avg_install_s":2.3,"avg_import_s":0.04,"wheel_type":"wheel"},"url":"https://checklist.day/v1/registry/inference-schema/compatibility"}}