def _validate_schema(schema, body):
"""Validate data against a schema"""
# Note
#
# Schema validation is currently the major CPU bottleneck of
# BigchainDB. the `jsonschema` library validates python data structures
# directly and produces nice error messages, but validation takes 4+ ms
# per transaction which is pretty slow. The rapidjson library validates
# much faster at 1.5ms, however it produces _very_ poor error messages.
# For this reason we use both, rapidjson as an optimistic pathway and
# jsonschema as a fallback in case there is a failure, so we can produce
# a helpful error message.
try:
schema[1].validate(rapidjson.dumps(body))
except ValueError as exc:
try:
jsonschema.validate(body, schema[0])
except jsonschema.ValidationError as exc2:
raise SchemaValidationError(str(exc2)) from exc2
logger.warning('code problem: jsonschema did not raise an exception, wheras rapidjson raised %s', exc)
raise SchemaValidationError(str(exc)) from exc
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