import logging from typing import Any, Dict, Optional import fastjsonschema import jmespath from jmespath.exceptions import LexerError from .exceptions import InvalidEnvelopeExpressionError, InvalidSchemaFormatError, SchemaValidationError from .jmespath_functions import PowertoolsFunctions logger = logging.getLogger(__name__) def validate_data_against_schema(data: Dict, schema: Dict, formats: Optional[Dict] = None): """Validate dict data against given JSON Schema Parameters ---------- data : Dict Data set to be validated schema : Dict JSON Schema to validate against formats: Dict Custom formats containing a key (e.g. int64) and a value expressed as regex or callback returning bool Raises ------ SchemaValidationError When schema validation fails against data set InvalidSchemaFormatError When JSON schema provided is invalid """ try: fastjsonschema.validate(definition=schema, data=data, formats=formats) except (TypeError, AttributeError, fastjsonschema.JsonSchemaDefinitionException) as e: raise InvalidSchemaFormatError(f"Schema received: {schema}, Formats: {formats}. Error: {e}") except fastjsonschema.JsonSchemaException as e: message = f"Failed schema validation. Error: {e.message}, Path: {e.path}, Data: {e.value}" # noqa: B306, E501 raise SchemaValidationError(message) def unwrap_event_from_envelope(data: Dict, envelope: str, jmespath_options: Dict) -> Any: """Searches data using JMESPath expression Parameters ---------- data : Dict Data set to be filtered envelope : str JMESPath expression to filter data against jmespath_options : Dict Alternative JMESPath options to be included when filtering expr Returns ------- Any Data found using JMESPath expression given in envelope """ if not jmespath_options: jmespath_options = {"custom_functions": PowertoolsFunctions()} try: logger.debug(f"Envelope detected: {envelope}. JMESPath options: {jmespath_options}") return jmespath.search(envelope, data, options=jmespath.Options(**jmespath_options)) except (LexerError, TypeError, UnicodeError) as e: message = f"Failed to unwrap event from envelope using expression. Error: {e} Exp: {envelope}, Data: {data}" # noqa: B306, E501 raise InvalidEnvelopeExpressionError(message)