2016-02-25 18:35:22 +00:00
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"""
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Utilities for working with DynamoDB.
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- :func:`.marshall`
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- :func:`.unmarshal`
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This module contains some helpers that make working with the
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Amazon DynamoDB API a little less painful. Data is encoded as
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`AttributeValue`_ structures in the JSON payloads and this module
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defines functions that will handle the transcoding for you for
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the vast majority of types that we use.
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.. _AttributeValue: http://docs.aws.amazon.com/amazondynamodb/latest/
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APIReference/API_AttributeValue.html
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"""
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2016-09-06 15:28:40 +00:00
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import base64
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2016-02-25 18:35:22 +00:00
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import datetime
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import uuid
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import sys
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try:
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import arrow
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except ImportError:
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arrow = None
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PYTHON3 = True if sys.version_info > (3, 0, 0) else False
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TEXTCHARS = bytearray({7,8,9,10,12,13,27} | set(range(0x20, 0x100)) - {0x7f})
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def marshall(values):
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"""
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Marshall a `dict` into something DynamoDB likes.
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:param dict values: The values to marshall
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:rtype: dict
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:raises ValueError: if an unsupported type is encountered
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Return the values in a nested dict structure that is required for
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writing the values to DynamoDB.
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"""
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serialized = {}
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for key in values:
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serialized[key] = _marshall_value(values[key])
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return serialized
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def _marshall_value(value):
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"""
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Recursively transform `value` into an AttributeValue `dict`
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:param mixed value: The value to encode
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:rtype: dict
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:raises ValueError: for unsupported types
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Return the value as dict indicating the data type and transform or
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recursively process the value if required.
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"""
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if PYTHON3 and isinstance(value, bytes):
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2016-09-06 15:28:40 +00:00
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return {'B': base64.b64encode(value).decode('ascii')}
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2016-02-25 18:35:22 +00:00
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elif PYTHON3 and isinstance(value, str):
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return {'S': value}
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elif not PYTHON3 and isinstance(value, str):
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if _is_binary(value):
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2016-09-06 15:28:40 +00:00
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return {'B': base64.b64encode(value).decode('ascii')}
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2016-02-25 18:35:22 +00:00
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return {'S': value}
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elif isinstance(value, dict):
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return {'M': marshall(value)}
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elif isinstance(value, bool):
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return {'BOOL': value}
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elif isinstance(value, (int, float)):
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return {'N': str(value)}
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elif isinstance(value, datetime.datetime):
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return {'S': value.isoformat()}
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elif arrow is not None and isinstance(value, arrow.Arrow):
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return {'S': value.isoformat()}
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elif isinstance(value, uuid.UUID):
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return {'S': str(value)}
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elif isinstance(value, list):
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return {'L': [_marshall_value(v) for v in value]}
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elif isinstance(value, set):
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if PYTHON3 and all([isinstance(v, bytes) for v in value]):
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2016-09-06 15:28:40 +00:00
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return {'BS': _encode_binary_set(value)}
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2016-02-25 18:35:22 +00:00
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elif PYTHON3 and all([isinstance(v, str) for v in value]):
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return {'SS': sorted(list(value))}
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elif all([isinstance(v, (int, float)) for v in value]):
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return {'NS': sorted([str(v) for v in value])}
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elif not PYTHON3 and all([isinstance(v, str) for v in value]) and \
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all([_is_binary(v) for v in value]):
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2016-09-06 15:28:40 +00:00
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return {'BS': _encode_binary_set(value)}
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2016-02-25 18:35:22 +00:00
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elif not PYTHON3 and all([isinstance(v, str) for v in value]) and \
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all([_is_binary(v) is False for v in value]):
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return {'SS': sorted(list(value))}
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else:
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raise ValueError('Can not mix types in a set')
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elif value is None:
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return {'NULL': True}
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raise ValueError('Unsupported type: %s' % type(value))
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2016-09-06 15:28:40 +00:00
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def _encode_binary_set(value):
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return sorted([base64.b64encode(v).decode('ascii') for v in value])
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2016-02-25 18:35:22 +00:00
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def unmarshall(values):
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"""
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Transform a response payload from DynamoDB to a native dict
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:param dict values: The response payload from DynamoDB
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:rtype: dict
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:raises ValueError: if an unsupported type code is encountered
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"""
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unmarshalled = {}
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for key in values:
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unmarshalled[key] = _unmarshall_dict(values[key])
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return unmarshalled
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def _unmarshall_dict(value):
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"""Unmarshall a single dict value from a row that was returned from
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DynamoDB, returning the value as a normal Python dict.
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:param dict value: The value to unmarshall
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:rtype: mixed
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:raises ValueError: if an unsupported type code is encountered
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"""
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key = list(value.keys()).pop()
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if key == 'B':
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2016-09-06 15:28:40 +00:00
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return base64.b64decode(value[key].encode('ascii'))
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2016-02-25 18:35:22 +00:00
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elif key == 'BS':
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2016-09-06 15:28:40 +00:00
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return set([base64.b64decode(v.encode('ascii'))
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for v in value[key]])
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2016-02-25 18:35:22 +00:00
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elif key == 'BOOL':
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return value[key]
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elif key == 'L':
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return [_unmarshall_dict(v) for v in value[key]]
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elif key == 'M':
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return unmarshall(value[key])
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elif key == 'NULL':
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return None
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elif key == 'N':
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return _to_number(value[key])
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elif key == 'NS':
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return set([_to_number(v) for v in value[key]])
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elif key == 'S':
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2016-09-06 15:28:40 +00:00
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return value[key]
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2016-02-25 18:35:22 +00:00
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elif key == 'SS':
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2016-09-06 15:28:40 +00:00
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return set([v for v in value[key]])
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2016-02-25 18:35:22 +00:00
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raise ValueError('Unsupported value type: %s' % key)
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def _to_number(value):
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"""
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Convert the string containing a number to a number
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:param str value: The value to convert
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:rtype: float|int
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"""
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return float(value) if '.' in value else int(value)
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def _is_binary(value):
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"""
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Check to see if a string contains binary data in Python2
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:param str value: The value to check
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:rtype: bool
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"""
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return bool(value.translate(None, TEXTCHARS))
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