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#!/usr/bin/env python3
# -*- mode: python -*-
# -*- coding: utf-8 -*-
# Licensed to the Apache Software Foundation (ASF) under one
# or more contributor license agreements. See the NOTICE file
# distributed with this work for additional information
# regarding copyright ownership. The ASF licenses this file
# to you under the Apache License, Version 2.0 (the
# "License"); you may not use this file except in compliance
# with the License. You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable law or agreed to in writing, software
# distributed under the License is distributed on an "AS IS" BASIS,
# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
# See the License for the specific language governing permissions and
# limitations under the License.
"""Representation of Avro schemas.
A schema may be one of:
- A record, mapping field names to field value data;
- An error, equivalent to a record;
- An enum, containing one of a small set of symbols;
- An array of values, all of the same schema;
- A map containing string/value pairs, each of a declared schema;
- A union of other schemas;
- A fixed sized binary object;
- A unicode string;
- A sequence of bytes;
- A 32-bit signed int;
- A 64-bit signed long;
- A 32-bit floating-point float;
- A 64-bit floating-point double;
- A boolean;
- Null.
"""
import abc
import collections
import json
import logging
import re
logger = logging.getLogger(__name__)
# ------------------------------------------------------------------------------
# Constants
# Log level more verbose than DEBUG=10, INFO=20, etc.
DEBUG_VERBOSE=5
NULL = 'null'
BOOLEAN = 'boolean'
STRING = 'string'
BYTES = 'bytes'
INT = 'int'
LONG = 'long'
FLOAT = 'float'
DOUBLE = 'double'
FIXED = 'fixed'
ENUM = 'enum'
RECORD = 'record'
ERROR = 'error'
ARRAY = 'array'
MAP = 'map'
UNION = 'union'
# Request and error unions are part of Avro protocols:
REQUEST = 'request'
ERROR_UNION = 'error_union'
PRIMITIVE_TYPES = frozenset([
NULL,
BOOLEAN,
STRING,
BYTES,
INT,
LONG,
FLOAT,
DOUBLE,
])
NAMED_TYPES = frozenset([
FIXED,
ENUM,
RECORD,
ERROR,
])
VALID_TYPES = frozenset.union(
PRIMITIVE_TYPES,
NAMED_TYPES,
[
ARRAY,
MAP,
UNION,
REQUEST,
ERROR_UNION,
],
)
SCHEMA_RESERVED_PROPS = frozenset([
'type',
'name',
'namespace',
'fields', # Record
'items', # Array
'size', # Fixed
'symbols', # Enum
'values', # Map
'doc',
])
FIELD_RESERVED_PROPS = frozenset([
'default',
'name',
'doc',
'order',
'type',
])
VALID_FIELD_SORT_ORDERS = frozenset([
'ascending',
'descending',
'ignore',
])
# ------------------------------------------------------------------------------
# Exceptions
class Error(Exception):
"""Base class for errors in this module."""
pass
class AvroException(Error):
"""Generic Avro schema error."""
pass
class SchemaParseException(AvroException):
"""Error while parsing a JSON schema descriptor."""
pass
# ------------------------------------------------------------------------------
class ImmutableDict(dict):
"""Dictionary guaranteed immutable.
All mutations raise an exception.
Behaves exactly as a dict otherwise.
"""
def __init__(self, items=None, **kwargs):
if items is not None:
super(ImmutableDict, self).__init__(items)
assert (len(kwargs) == 0)
else:
super(ImmutableDict, self).__init__(**kwargs)
def __setitem__(self, key, value):
raise Exception(
'Attempting to map key %r to value %r in ImmutableDict %r'
% (key, value, self))
def __delitem__(self, key):
raise Exception(
'Attempting to remove mapping for key %r in ImmutableDict %r'
% (key, self))
def clear(self):
raise Exception('Attempting to clear ImmutableDict %r' % self)
def update(self, items=None, **kwargs):
raise Exception(
'Attempting to update ImmutableDict %r with items=%r, kwargs=%r'
% (self, args, kwargs))
def pop(self, key, default=None):
raise Exception(
'Attempting to pop key %r from ImmutableDict %r' % (key, self))
def popitem(self):
raise Exception('Attempting to pop item from ImmutableDict %r' % self)
# ------------------------------------------------------------------------------
class Schema(object, metaclass=abc.ABCMeta):
"""Abstract base class for all Schema classes."""
def __init__(self, type, other_props=None):
"""Initializes a new schema object.
Args:
type: Type of the schema to initialize.
other_props: Optional dictionary of additional properties.
"""
if type not in VALID_TYPES:
raise SchemaParseException('%r is not a valid Avro type.' % type)
# All properties of this schema, as a map: property name -> property value
self._props = {}
self._props['type'] = type
self._type = type
if other_props:
self._props.update(other_props)
@property
def name(self):
"""Returns: the simple name of this schema."""
return self._props['name']
@property
def fullname(self):
"""Returns: the fully qualified name of this schema."""
# By default, the full name is the simple name.
# Named schemas override this behavior to include the namespace.
return self.name
@property
def namespace(self):
"""Returns: the namespace this schema belongs to, if any, or None."""
return self._props.get('namespace', None)
@property
def type(self):
"""Returns: the type of this schema."""
return self._type
@property
def doc(self):
"""Returns: the documentation associated to this schema, if any, or None."""
return self._props.get('doc', None)
@property
def props(self):
"""Reports all the properties of this schema.
Includes all properties, reserved and non reserved.
JSON properties of this schema are directly generated from this dict.
Returns:
A read-only dictionary of properties associated to this schema.
"""
return ImmutableDict(self._props)
@property
def other_props(self):
"""Returns: the dictionary of non-reserved properties."""
return dict(FilterKeysOut(items=self._props, keys=SCHEMA_RESERVED_PROPS))
def __str__(self):
"""Returns: the JSON representation of this schema."""
return json.dumps(self.to_json())
@abc.abstractmethod
def to_json(self, names):
"""Converts the schema object into its AVRO specification representation.
Schema types that have names (records, enums, and fixed) must
be aware of not re-defining schemas that are already listed
in the parameter names.
"""
raise Exception('Cannot run abstract method.')
# ------------------------------------------------------------------------------
_RE_NAME = re.compile(r'[A-Za-z_][A-Za-z0-9_]*')
_RE_FULL_NAME = re.compile(
r'^'
r'[.]?(?:[A-Za-z_][A-Za-z0-9_]*[.])*' # optional namespace
r'([A-Za-z_][A-Za-z0-9_]*)' # name
r'$'
)
class Name(object):
"""Representation of an Avro name."""
def __init__(self, name, namespace=None):
"""Parses an Avro name.
Args:
name: Avro name to parse (relative or absolute).
namespace: Optional explicit namespace if the name is relative.
"""
# Normalize: namespace is always defined as a string, possibly empty.
if namespace is None: namespace = ''
if '.' in name:
# name is absolute, namespace is ignored:
self._fullname = name
match = _RE_FULL_NAME.match(self._fullname)
if match is None:
raise SchemaParseException(
'Invalid absolute schema name: %r.' % self._fullname)
self._name = match.group(1)
self._namespace = self._fullname[:-(len(self._name) + 1)]
else:
# name is relative, combine with explicit namespace:
self._name = name
self._namespace = namespace
self._fullname = '%s.%s' % (self._namespace, self._name)
# Validate the fullname:
if _RE_FULL_NAME.match(self._fullname) is None:
raise SchemaParseException(
'Invalid schema name %r infered from name %r and namespace %r.'
% (self._fullname, self._name, self._namespace))
def __eq__(self, other):
if not isinstance(other, Name):
return False
return (self.fullname == other.fullname)
@property
def simple_name(self):
"""Returns: the simple name part of this name."""
return self._name
@property
def namespace(self):
"""Returns: this name's namespace, possible the empty string."""
return self._namespace
@property
def fullname(self):
"""Returns: the full name (always contains a period '.')."""
return self._fullname
# ------------------------------------------------------------------------------
class Names(object):
"""Tracks Avro named schemas and default namespace during parsing."""
def __init__(self, default_namespace=None, names=None):
"""Initializes a new name tracker.
Args:
default_namespace: Optional default namespace.
names: Optional initial mapping of known named schemas.
"""
if names is None:
names = {}
self._names = names
self._default_namespace = default_namespace
@property
def names(self):
"""Returns: the mapping of known named schemas."""
return self._names
@property
def default_namespace(self):
"""Returns: the default namespace, if any, or None."""
return self._default_namespace
def NewWithDefaultNamespace(self, namespace):
"""Creates a new name tracker from this tracker, but with a new default ns.
Args:
namespace: New default namespace to use.
Returns:
New name tracker with the specified default namespace.
"""
return Names(names=self._names, default_namespace=namespace)
def GetName(self, name, namespace=None):
"""Resolves the Avro name according to this name tracker's state.
Args:
name: Name to resolve (absolute or relative).
namespace: Optional explicit namespace.
Returns:
The specified name, resolved according to this tracker.
"""
if namespace is None: namespace = self._default_namespace
return Name(name=name, namespace=namespace)
def has_name(self, name, namespace=None):
avro_name = self.GetName(name=name, namespace=namespace)
return avro_name.fullname in self._names
def get_name(self, name, namespace=None):
avro_name = self.GetName(name=name, namespace=namespace)
return self._names.get(avro_name.fullname, None)
def GetSchema(self, name, namespace=None):
"""Resolves an Avro schema by name.
Args:
name: Name (relative or absolute) of the Avro schema to look up.
namespace: Optional explicit namespace.
Returns:
The schema with the specified name, if any, or None.
"""
avro_name = self.GetName(name=name, namespace=namespace)
return self._names.get(avro_name.fullname, None)
def prune_namespace(self, properties):
"""given a properties, return properties with namespace removed if
it matches the own default namespace
"""
if self.default_namespace is None:
# I have no default -- no change
return properties
if 'namespace' not in properties:
# he has no namespace - no change
return properties
if properties['namespace'] != self.default_namespace:
# we're different - leave his stuff alone
return properties
# we each have a namespace and it's redundant. delete his.
prunable = properties.copy()
del(prunable['namespace'])
return prunable
def Register(self, schema):
"""Registers a new named schema in this tracker.
Args:
schema: Named Avro schema to register in this tracker.
"""
if schema.fullname in VALID_TYPES:
raise SchemaParseException(
'%s is a reserved type name.' % schema.fullname)
if schema.fullname in self.names:
raise SchemaParseException(
'Avro name %r already exists.' % schema.fullname)
logger.log(DEBUG_VERBOSE, 'Register new name for %r', schema.fullname)
self._names[schema.fullname] = schema
# ------------------------------------------------------------------------------
class NamedSchema(Schema):
"""Abstract base class for named schemas.
Named schemas are enumerated in NAMED_TYPES.
"""
def __init__(
self,
type,
name,
namespace=None,
names=None,
other_props=None,
):
"""Initializes a new named schema object.
Args:
type: Type of the named schema.
name: Name (absolute or relative) of the schema.
namespace: Optional explicit namespace if name is relative.
names: Tracker to resolve and register Avro names.
other_props: Optional map of additional properties of the schema.
"""
assert (type in NAMED_TYPES), ('Invalid named type: %r' % type)
self._avro_name = names.GetName(name=name, namespace=namespace)
super(NamedSchema, self).__init__(type, other_props)
names.Register(self)
self._props['name'] = self.name
if self.namespace:
self._props['namespace'] = self.namespace
@property
def avro_name(self):
"""Returns: the Name object describing this schema's name."""
return self._avro_name
@property
def name(self):
return self._avro_name.simple_name
@property
def namespace(self):
return self._avro_name.namespace
@property
def fullname(self):
return self._avro_name.fullname
def name_ref(self, names):
"""Reports this schema name relative to the specified name tracker.
Args:
names: Avro name tracker to relativise this schema name against.
Returns:
This schema name, relativised against the specified name tracker.
"""
if self.namespace == names.default_namespace:
return self.name
else:
return self.fullname
# ------------------------------------------------------------------------------
_NO_DEFAULT = object()
class Field(object):
"""Representation of the schema of a field in a record."""
def __init__(
self,
type,
name,
index,
has_default,
default=_NO_DEFAULT,
order=None,
names=None,
doc=None,
other_props=None
):
"""Initializes a new Field object.
Args:
type: Avro schema of the field.
name: Name of the field.
index: 0-based position of the field.
has_default:
default:
order:
names:
doc:
other_props:
"""
if (not isinstance(name, str)) or (len(name) == 0):
raise SchemaParseException('Invalid record field name: %r.' % name)
if (order is not None) and (order not in VALID_FIELD_SORT_ORDERS):
raise SchemaParseException('Invalid record field order: %r.' % order)
# All properties of this record field:
self._props = {}
self._has_default = has_default
if other_props:
self._props.update(other_props)
self._index = index
self._type = self._props['type'] = type
self._name = self._props['name'] = name
# TODO: check to ensure default is valid
if has_default:
self._props['default'] = default
if order is not None:
self._props['order'] = order
if doc is not None:
self._props['doc'] = doc
@property
def type(self):
"""Returns: the schema of this field."""
return self._type
@property
def name(self):
"""Returns: this field name."""
return self._name
@property
def index(self):
"""Returns: the 0-based index of this field in the record."""
return self._index
@property
def default(self):
return self._props['default']
@property
def has_default(self):
return self._has_default
@property
def order(self):
return self._props.get('order', None)
@property
def doc(self):
return self._props.get('doc', None)
@property
def props(self):
return self._props
@property
def other_props(self):
return FilterKeysOut(items=self._props, keys=FIELD_RESERVED_PROPS)
def __str__(self):
return json.dumps(self.to_json())
def to_json(self, names=None):
if names is None:
names = Names()
to_dump = self.props.copy()
to_dump['type'] = self.type.to_json(names)
return to_dump
def __eq__(self, that):
to_cmp = json.loads(str(self))
return to_cmp == json.loads(str(that))
# ------------------------------------------------------------------------------
# Primitive Types
class PrimitiveSchema(Schema):
"""Schema of a primitive Avro type.
Valid primitive types are defined in PRIMITIVE_TYPES.
"""
def __init__(self, type, other_props=None):
"""Initializes a new schema object for the specified primitive type.
Args:
type: Type of the schema to construct. Must be primitive.
"""
if type not in PRIMITIVE_TYPES:
raise AvroException('%r is not a valid primitive type.' % type)
super(PrimitiveSchema, self).__init__(type, other_props=other_props)
@property
def name(self):
"""Returns: the simple name of this schema."""
# The name of a primitive type is the type itself.
return self.type
def to_json(self, names=None):
if len(self.props) == 1:
return self.fullname
else:
return self.props
def __eq__(self, that):
return self.props == that.props
# ------------------------------------------------------------------------------
# Complex Types (non-recursive)
class FixedSchema(NamedSchema):
def __init__(
self,
name,
namespace,
size,
names=None,
other_props=None,
):
# Ensure valid ctor args
if not isinstance(size, int):
fail_msg = 'Fixed Schema requires a valid integer for size property.'
raise AvroException(fail_msg)
super(FixedSchema, self).__init__(
type=FIXED,
name=name,
namespace=namespace,
names=names,
other_props=other_props,
)
self._props['size'] = size
@property
def size(self):
"""Returns: the size of this fixed schema, in bytes."""
return self._props['size']
def to_json(self, names=None):
if names is None:
names = Names()
if self.fullname in names.names:
return self.name_ref(names)
else:
names.names[self.fullname] = self
return names.prune_namespace(self.props)
def __eq__(self, that):
return self.props == that.props
# ------------------------------------------------------------------------------
class EnumSchema(NamedSchema):
def __init__(
self,
name,
namespace,
symbols,
names=None,
doc=None,
other_props=None,
):
"""Initializes a new enumeration schema object.
Args:
name: Simple name of this enumeration.
namespace: Optional namespace.
symbols: Ordered list of symbols defined in this enumeration.
names:
doc:
other_props:
"""
symbols = tuple(symbols)
symbol_set = frozenset(symbols)
if (len(symbol_set) != len(symbols)
or not all(map(lambda symbol: isinstance(symbol, str), symbols))):
raise AvroException(
'Invalid symbols for enum schema: %r.' % (symbols,))
super(EnumSchema, self).__init__(
type=ENUM,
name=name,
namespace=namespace,
names=names,
other_props=other_props,
)
self._props['symbols'] = symbols
if doc is not None:
self._props['doc'] = doc
@property
def symbols(self):
"""Returns: the symbols defined in this enum."""
return self._props['symbols']
def to_json(self, names=None):
if names is None:
names = Names()
if self.fullname in names.names:
return self.name_ref(names)
else:
names.names[self.fullname] = self
return names.prune_namespace(self.props)
def __eq__(self, that):
return self.props == that.props
# ------------------------------------------------------------------------------
# Complex Types (recursive)
class ArraySchema(Schema):
"""Schema of an array."""
def __init__(self, items, other_props=None):
"""Initializes a new array schema object.
Args:
items: Avro schema of the array items.
other_props:
"""
super(ArraySchema, self).__init__(
type=ARRAY,
other_props=other_props,
)
self._items_schema = items
self._props['items'] = items
@property
def items(self):
"""Returns: the schema of the items in this array."""
return self._items_schema
def to_json(self, names=None):
if names is None:
names = Names()
to_dump = self.props.copy()
item_schema = self.items
to_dump['items'] = item_schema.to_json(names)
return to_dump
def __eq__(self, that):
to_cmp = json.loads(str(self))
return to_cmp == json.loads(str(that))
# ------------------------------------------------------------------------------
class MapSchema(Schema):
"""Schema of a map."""
def __init__(self, values, other_props=None):
"""Initializes a new map schema object.
Args:
values: Avro schema of the map values.
other_props:
"""
super(MapSchema, self).__init__(
type=MAP,
other_props=other_props,
)
self._values_schema = values
self._props['values'] = values
@property
def values(self):
"""Returns: the schema of the values in this map."""
return self._values_schema
def to_json(self, names=None):
if names is None:
names = Names()
to_dump = self.props.copy()
to_dump['values'] = self.values.to_json(names)
return to_dump
def __eq__(self, that):
to_cmp = json.loads(str(self))
return to_cmp == json.loads(str(that))
# ------------------------------------------------------------------------------
class UnionSchema(Schema):
"""Schema of a union."""
def __init__(self, schemas):
"""Initializes a new union schema object.
Args:
schemas: Ordered collection of schema branches in the union.
"""
super(UnionSchema, self).__init__(type=UNION)
self._schemas = tuple(schemas)
# Validate the schema branches:
# All named schema names are unique:
named_branches = tuple(
filter(lambda schema: schema.type in NAMED_TYPES, self._schemas))
unique_names = frozenset(map(lambda schema: schema.fullname, named_branches))
if len(unique_names) != len(named_branches):
raise AvroException(
'Invalid union branches with duplicate schema name:%s'
% ''.join(map(lambda schema: ('\n\t - %s' % schema), self._schemas)))
# Types are unique within unnamed schemas, and union is not allowed:
unnamed_branches = tuple(
filter(lambda schema: schema.type not in NAMED_TYPES, self._schemas))
unique_types = frozenset(map(lambda schema: schema.type, unnamed_branches))
if UNION in unique_types:
raise AvroException(
'Invalid union branches contain other unions:%s'
% ''.join(map(lambda schema: ('\n\t - %s' % schema), self._schemas)))
if len(unique_types) != len(unnamed_branches):
raise AvroException(
'Invalid union branches with duplicate type:%s'
% ''.join(map(lambda schema: ('\n\t - %s' % schema), self._schemas)))
@property
def schemas(self):
"""Returns: the ordered list of schema branches in the union."""
return self._schemas
def to_json(self, names=None):
if names is None:
names = Names()
to_dump = []
for schema in self.schemas:
to_dump.append(schema.to_json(names))
return to_dump
def __eq__(self, that):
to_cmp = json.loads(str(self))
return to_cmp == json.loads(str(that))
# ------------------------------------------------------------------------------
class ErrorUnionSchema(UnionSchema):
"""Schema representing the declared errors of a protocol message."""
def __init__(self, schemas):
"""Initializes an error-union schema.
Args:
schema: collection of error schema.
"""
# TODO: check that string isn't already listed explicitly as an error.
# Prepend "string" to handle system errors
schemas = [PrimitiveSchema(type=STRING)] + list(schemas)
super(ErrorUnionSchema, self).__init__(schemas=schemas)
def to_json(self, names=None):
if names is None:
names = Names()
to_dump = []
for schema in self.schemas:
# Don't print the system error schema
if schema.type == STRING: continue
to_dump.append(schema.to_json(names))
return to_dump
# ------------------------------------------------------------------------------
class RecordSchema(NamedSchema):
"""Schema of a record."""
@staticmethod
def _MakeField(index, field_desc, names):
"""Builds field schemas from a list of field JSON descriptors.
Args:
index: 0-based index of the field in the record.
field_desc: JSON descriptors of a record field.
names: Avro schema tracker.
Return:
The field schema.
"""
field_schema = SchemaFromJSONData(
json_data=field_desc['type'],
names=names,
)
other_props = (
dict(FilterKeysOut(items=field_desc, keys=FIELD_RESERVED_PROPS)))
return Field(
type=field_schema,
name=field_desc['name'],
index=index,
has_default=('default' in field_desc),
default=field_desc.get('default', _NO_DEFAULT),
order=field_desc.get('order', None),
names=names,
doc=field_desc.get('doc', None),
other_props=other_props,
)
@staticmethod
def _MakeFieldList(field_desc_list, names):
"""Builds field schemas from a list of field JSON descriptors.
Guarantees field name unicity.
Args:
field_desc_list: collection of field JSON descriptors.
names: Avro schema tracker.
Yields
Field schemas.
"""
for index, field_desc in enumerate(field_desc_list):
yield RecordSchema._MakeField(index, field_desc, names)
@staticmethod
def _MakeFieldMap(fields):
"""Builds the field map.
Guarantees field name unicity.
Args:
fields: iterable of field schema.
Returns:
A read-only map of field schemas, indexed by name.
"""
field_map = {}
for field in fields:
if field.name in field_map:
raise SchemaParseException(
'Duplicate field name %r in list %r.' % (field.name, field_desc_list))
field_map[field.name] = field
return ImmutableDict(field_map)
def __init__(
self,
name,
namespace,
fields=None,
make_fields=None,
names=None,
record_type=RECORD,
doc=None,
other_props=None
):
"""Initializes a new record schema object.
Args:
name: Name of the record (absolute or relative).
namespace: Optional namespace the record belongs to, if name is relative.
fields: collection of fields to add to this record.
Exactly one of fields or make_fields must be specified.
make_fields: function creating the fields that belong to the record.
The function signature is: make_fields(names) -> ordered field list.
Exactly one of fields or make_fields must be specified.
names:
record_type: Type of the record: one of RECORD, ERROR or REQUEST.
Protocol requests are not named.
doc:
other_props:
"""
if record_type == REQUEST:
# Protocol requests are not named:
super(NamedSchema, self).__init__(
type=REQUEST,
other_props=other_props,
)
elif record_type in [RECORD, ERROR]:
# Register this record name in the tracker:
super(RecordSchema, self).__init__(
type=record_type,
name=name,
namespace=namespace,
names=names,
other_props=other_props,
)
else:
raise SchemaParseException(
'Invalid record type: %r.' % record_type)
if record_type in [RECORD, ERROR]:
avro_name = names.GetName(name=name, namespace=namespace)
nested_names = names.NewWithDefaultNamespace(namespace=avro_name.namespace)
elif record_type == REQUEST:
# Protocol request has no name: no need to change default namespace:
nested_names = names
if fields is None:
fields = make_fields(names=nested_names)
else:
assert (make_fields is None)
self._fields = tuple(fields)
self._field_map = RecordSchema._MakeFieldMap(self._fields)
self._props['fields'] = fields
if doc is not None:
self._props['doc'] = doc
@property
def fields(self):
"""Returns: the field schemas, as an ordered tuple."""
return self._fields
@property
def field_map(self):
"""Returns: a read-only map of the field schemas index by field names."""
return self._field_map
def to_json(self, names=None):
if names is None:
names = Names()
# Request records don't have names
if self.type == REQUEST:
return [f.to_json(names) for f in self.fields]
if self.fullname in names.names:
return self.name_ref(names)
else:
names.names[self.fullname] = self
to_dump = names.prune_namespace(self.props.copy())
to_dump['fields'] = [f.to_json(names) for f in self.fields]
return to_dump
def __eq__(self, that):
to_cmp = json.loads(str(self))
return to_cmp == json.loads(str(that))
# ------------------------------------------------------------------------------
# Module functions
def FilterKeysOut(items, keys):
"""Filters a collection of (key, value) items.
Exclude any item whose key belongs to keys.
Args:
items: Dictionary of items to filter the keys out of.
keys: Keys to filter out.
Yields:
Filtered items.
"""
for key, value in items.items():
if key in keys: continue
yield (key, value)
# ------------------------------------------------------------------------------
def _SchemaFromJSONString(json_string, names):
if json_string in PRIMITIVE_TYPES:
return PrimitiveSchema(type=json_string)
else:
# Look for a known named schema:
schema = names.GetSchema(name=json_string)
if schema is None:
raise SchemaParseException(
'Unknown named schema %r, known names: %r.'
% (json_string, sorted(names.names)))
return schema
def _SchemaFromJSONArray(json_array, names):
def MakeSchema(desc):
return SchemaFromJSONData(json_data=desc, names=names)
return UnionSchema(map(MakeSchema, json_array))
def _SchemaFromJSONObject(json_object, names):
type = json_object.get('type')
if type is None:
raise SchemaParseException(
'Avro schema JSON descriptor has no "type" property: %r' % json_object)
other_props = dict(
FilterKeysOut(items=json_object, keys=SCHEMA_RESERVED_PROPS))
if type in PRIMITIVE_TYPES:
# FIXME should not ignore other properties
return PrimitiveSchema(type, other_props=other_props)
elif type in NAMED_TYPES:
name = json_object.get('name')
namespace = json_object.get('namespace', names.default_namespace)
if type == FIXED:
size = json_object.get('size')
return FixedSchema(name, namespace, size, names, other_props)
elif type == ENUM:
symbols = json_object.get('symbols')
doc = json_object.get('doc')
return EnumSchema(name, namespace, symbols, names, doc, other_props)
elif type in [RECORD, ERROR]:
field_desc_list = json_object.get('fields', ())
def MakeFields(names):
return tuple(RecordSchema._MakeFieldList(field_desc_list, names))
return RecordSchema(
name=name,
namespace=namespace,
make_fields=MakeFields,
names=names,
record_type=type,
doc=json_object.get('doc'),
other_props=other_props,
)
else:
raise Exception('Internal error: unknown type %r.' % type)
elif type in VALID_TYPES:
# Unnamed, non-primitive Avro type:
if type == ARRAY:
items_desc = json_object.get('items')
if items_desc is None:
raise SchemaParseException(
'Invalid array schema descriptor with no "items" : %r.'
% json_object)
return ArraySchema(
items=SchemaFromJSONData(items_desc, names),
other_props=other_props,
)
elif type == MAP:
values_desc = json_object.get('values')
if values_desc is None:
raise SchemaParseException(
'Invalid map schema descriptor with no "values" : %r.'
% json_object)
return MapSchema(
values=SchemaFromJSONData(values_desc, names=names),
other_props=other_props,
)
elif type == ERROR_UNION:
error_desc_list = json_object.get('declared_errors')
assert (error_desc_list is not None)
error_schemas = map(
lambda desc: SchemaFromJSONData(desc, names=names),
error_desc_list)
return ErrorUnionSchema(schemas=error_schemas)
else:
raise Exception('Internal error: unknown type %r.' % type)
raise SchemaParseException(
'Invalid JSON descriptor for an Avro schema: %r' % json_object)
# Parsers for the JSON data types:
_JSONDataParserTypeMap = {
str: _SchemaFromJSONString,
list: _SchemaFromJSONArray,
dict: _SchemaFromJSONObject,
}
def SchemaFromJSONData(json_data, names=None):
"""Builds an Avro Schema from its JSON descriptor.
Args:
json_data: JSON data representing the descriptor of the Avro schema.
names: Optional tracker for Avro named schemas.
Returns:
The Avro schema parsed from the JSON descriptor.
Raises:
SchemaParseException: if the descriptor is invalid.
"""
if names is None:
names = Names()
# Select the appropriate parser based on the JSON data type:
parser = _JSONDataParserTypeMap.get(type(json_data))
if parser is None:
raise SchemaParseException(
'Invalid JSON descriptor for an Avro schema: %r.' % json_data)
return parser(json_data, names=names)
# ------------------------------------------------------------------------------
def Parse(json_string):
"""Constructs a Schema from its JSON descriptor in text form.
Args:
json_string: String representation of the JSON descriptor of the schema.
Returns:
The parsed schema.
Raises:
SchemaParseException: on JSON parsing error,
or if the JSON descriptor is invalid.
"""
try:
json_data = json.loads(json_string)
except Exception as exn:
raise SchemaParseException(
'Error parsing schema from JSON: %r. '
'Error message: %r.'
% (json_string, exn))
# Initialize the names object
names = Names()
# construct the Avro Schema object
return SchemaFromJSONData(json_data, names)
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