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#!/usr/bin/env python
##
# 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
#
# https://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.
"""Read/Write Avro File Object Containers."""
from __future__ import absolute_import, division, print_function
import io
import os
import random
import zlib
import avro.io
import avro.schema
from avro.codecs import Codecs
#
# Constants
#
VERSION = 1
MAGIC = bytes(b'Obj' + bytearray([VERSION]))
MAGIC_SIZE = len(MAGIC)
SYNC_SIZE = 16
SYNC_INTERVAL = 4000 * SYNC_SIZE # TODO(hammer): make configurable
META_SCHEMA = avro.schema.parse("""\
{"type": "record", "name": "org.apache.avro.file.Header",
"fields" : [
{"name": "magic", "type": {"type": "fixed", "name": "magic", "size": %d}},
{"name": "meta", "type": {"type": "map", "values": "bytes"}},
{"name": "sync", "type": {"type": "fixed", "name": "sync", "size": %d}}]}
""" % (MAGIC_SIZE, SYNC_SIZE))
NULL_CODEC = 'null'
VALID_CODECS = Codecs.supported_codec_names()
VALID_ENCODINGS = ['binary'] # not used yet
CODEC_KEY = "avro.codec"
SCHEMA_KEY = "avro.schema"
#
# Exceptions
#
class DataFileException(avro.schema.AvroException):
"""
Raised when there's a problem reading or writing file object containers.
"""
def __init__(self, fail_msg):
avro.schema.AvroException.__init__(self, fail_msg)
#
# Write Path
#
class _DataFile(object):
"""Mixin for methods common to both reading and writing."""
block_count = 0
_meta = None
_sync_marker = None
def __enter__(self):
return self
def __exit__(self, type, value, traceback):
# Perform a close if there's no exception
if type is None:
self.close()
def get_meta(self, key):
return self.meta.get(key)
def set_meta(self, key, val):
self.meta[key] = val
@property
def sync_marker(self):
return self._sync_marker
@property
def meta(self):
"""Read-only dictionary of metadata for this datafile."""
if self._meta is None:
self._meta = {}
return self._meta
@property
def codec(self):
"""Meta are stored as bytes, but codec is returned as a string."""
try:
return self.get_meta(CODEC_KEY).decode()
except AttributeError:
return "null"
@codec.setter
def codec(self, value):
"""Meta are stored as bytes, but codec is set as a string."""
if value not in VALID_CODECS:
raise DataFileException("Unknown codec: {!r}".format(value))
self.set_meta(CODEC_KEY, value.encode())
@property
def schema(self):
"""Meta are stored as bytes, but schema is returned as a string."""
return self.get_meta(SCHEMA_KEY).decode()
@schema.setter
def schema(self, value):
"""Meta are stored as bytes, but schema is set as a string."""
self.set_meta(SCHEMA_KEY, value.encode())
class DataFileWriter(_DataFile):
# TODO(hammer): make 'encoder' a metadata property
def __init__(self, writer, datum_writer, writers_schema=None, codec=NULL_CODEC):
"""
If the schema is not present, presume we're appending.
@param writer: File-like object to write into.
"""
self._writer = writer
self._encoder = avro.io.BinaryEncoder(writer)
self._datum_writer = datum_writer
self._buffer_writer = io.BytesIO()
self._buffer_encoder = avro.io.BinaryEncoder(self._buffer_writer)
self.block_count = 0
self._header_written = False
if writers_schema is not None:
self._sync_marker = generate_sixteen_random_bytes()
self.codec = codec
self.schema = str(writers_schema)
self.datum_writer.writers_schema = writers_schema
else:
# open writer for reading to collect metadata
dfr = DataFileReader(writer, avro.io.DatumReader())
# TODO(hammer): collect arbitrary metadata
# collect metadata
self._sync_marker = dfr.sync_marker
self.codec = dfr.codec
# get schema used to write existing file
self.schema = schema_from_file = dfr.schema
self.datum_writer.writers_schema = avro.schema.parse(schema_from_file)
# seek to the end of the file and prepare for writing
writer.seek(0, 2)
self._header_written = True
# read-only properties
writer = property(lambda self: self._writer)
encoder = property(lambda self: self._encoder)
datum_writer = property(lambda self: self._datum_writer)
buffer_writer = property(lambda self: self._buffer_writer)
buffer_encoder = property(lambda self: self._buffer_encoder)
def _write_header(self):
header = {'magic': MAGIC,
'meta': self.meta,
'sync': self.sync_marker}
self.datum_writer.write_data(META_SCHEMA, header, self.encoder)
self._header_written = True
@property
def codec(self):
"""Meta are stored as bytes, but codec is returned as a string."""
return self.get_meta(CODEC_KEY).decode()
@codec.setter
def codec(self, value):
"""Meta are stored as bytes, but codec is set as a string."""
if value not in VALID_CODECS:
raise DataFileException("Unknown codec: {!r}".format(value))
self.set_meta(CODEC_KEY, value.encode())
# TODO(hammer): make a schema for blocks and use datum_writer
def _write_block(self):
if not self._header_written:
self._write_header()
if self.block_count > 0:
# write number of items in block
self.encoder.write_long(self.block_count)
# write block contents
uncompressed_data = self.buffer_writer.getvalue()
codec = Codecs.get_codec(self.codec)
compressed_data, compressed_data_length = codec.compress(uncompressed_data)
# Write length of block
self.encoder.write_long(compressed_data_length)
# Write block
self.writer.write(compressed_data)
# write sync marker
self.writer.write(self.sync_marker)
# reset buffer
self.buffer_writer.truncate(0)
self.buffer_writer.seek(0)
self.block_count = 0
def append(self, datum):
"""Append a datum to the file."""
self.datum_writer.write(datum, self.buffer_encoder)
self.block_count += 1
# if the data to write is larger than the sync interval, write the block
if self.buffer_writer.tell() >= SYNC_INTERVAL:
self._write_block()
def sync(self):
"""
Return the current position as a value that may be passed to
DataFileReader.seek(long). Forces the end of the current block,
emitting a synchronization marker.
"""
self._write_block()
return self.writer.tell()
def flush(self):
"""Flush the current state of the file, including metadata."""
self._write_block()
self.writer.flush()
def close(self):
"""Close the file."""
self.flush()
self.writer.close()
class DataFileReader(_DataFile):
"""Read files written by DataFileWriter."""
# TODO(hammer): allow user to specify expected schema?
# TODO(hammer): allow user to specify the encoder
def __init__(self, reader, datum_reader):
self._reader = reader
self._raw_decoder = avro.io.BinaryDecoder(reader)
self._datum_decoder = None # Maybe reset at every block.
self._datum_reader = datum_reader
# read the header: magic, meta, sync
self._read_header()
# get file length
self._file_length = self.determine_file_length()
# get ready to read
self.block_count = 0
self.datum_reader.writers_schema = avro.schema.parse(self.schema)
def __iter__(self):
return self
# read-only properties
reader = property(lambda self: self._reader)
raw_decoder = property(lambda self: self._raw_decoder)
datum_decoder = property(lambda self: self._datum_decoder)
datum_reader = property(lambda self: self._datum_reader)
file_length = property(lambda self: self._file_length)
def determine_file_length(self):
"""
Get file length and leave file cursor where we found it.
"""
remember_pos = self.reader.tell()
self.reader.seek(0, 2)
file_length = self.reader.tell()
self.reader.seek(remember_pos)
return file_length
def is_EOF(self):
return self.reader.tell() == self.file_length
def _read_header(self):
# seek to the beginning of the file to get magic block
self.reader.seek(0, 0)
# read header into a dict
header = self.datum_reader.read_data(
META_SCHEMA, META_SCHEMA, self.raw_decoder)
# check magic number
if header.get('magic') != MAGIC:
fail_msg = "Not an Avro data file: %s doesn't match %s."\
% (header.get('magic'), MAGIC)
raise avro.schema.AvroException(fail_msg)
# set metadata
self._meta = header['meta']
# set sync marker
self._sync_marker = header['sync']
def _read_block_header(self):
self.block_count = self.raw_decoder.read_long()
codec = Codecs.get_codec(self.codec)
self._datum_decoder = codec.decompress(self.raw_decoder)
def _skip_sync(self):
"""
Read the length of the sync marker; if it matches the sync marker,
return True. Otherwise, seek back to where we started and return False.
"""
proposed_sync_marker = self.reader.read(SYNC_SIZE)
if proposed_sync_marker != self.sync_marker:
self.reader.seek(-SYNC_SIZE, 1)
return False
return True
def __next__(self):
"""Return the next datum in the file."""
while self.block_count == 0:
if self.is_EOF() or (self._skip_sync() and self.is_EOF()):
raise StopIteration
self._read_block_header()
datum = self.datum_reader.read(self.datum_decoder)
self.block_count -= 1
return datum
next = __next__
def close(self):
"""Close this reader."""
self.reader.close()
def generate_sixteen_random_bytes():
try:
return os.urandom(16)
except NotImplementedError:
return bytes(random.randrange(256) for i in range(16))
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