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default_records.py
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default_records.py
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# See:
# https://github.com/apache/kafka/blob/trunk/clients/src/main/java/org/\
# apache/kafka/common/record/DefaultRecordBatch.java
# https://github.com/apache/kafka/blob/trunk/clients/src/main/java/org/\
# apache/kafka/common/record/DefaultRecord.java
# RecordBatch and Record implementation for magic 2 and above.
# The schema is given below:
# RecordBatch =>
# BaseOffset => Int64
# Length => Int32
# PartitionLeaderEpoch => Int32
# Magic => Int8
# CRC => Uint32
# Attributes => Int16
# LastOffsetDelta => Int32 // also serves as LastSequenceDelta
# FirstTimestamp => Int64
# MaxTimestamp => Int64
# ProducerId => Int64
# ProducerEpoch => Int16
# BaseSequence => Int32
# Records => [Record]
# Record =>
# Length => Varint
# Attributes => Int8
# TimestampDelta => Varlong
# OffsetDelta => Varint
# Key => Bytes
# Value => Bytes
# Headers => [HeaderKey HeaderValue]
# HeaderKey => String
# HeaderValue => Bytes
# Note that when compression is enabled (see attributes below), the compressed
# record data is serialized directly following the count of the number of
# records. (ie Records => [Record], but without length bytes)
# The CRC covers the data from the attributes to the end of the batch (i.e. all
# the bytes that follow the CRC). It is located after the magic byte, which
# means that clients must parse the magic byte before deciding how to interpret
# the bytes between the batch length and the magic byte. The partition leader
# epoch field is not included in the CRC computation to avoid the need to
# recompute the CRC when this field is assigned for every batch that is
# received by the broker. The CRC-32C (Castagnoli) polynomial is used for the
# computation.
# The current RecordBatch attributes are given below:
#
# * Unused (6-15)
# * Control (5)
# * Transactional (4)
# * Timestamp Type (3)
# * Compression Type (0-2)
import struct
import time
from kafka.record.abc import ABCRecord, ABCRecordBatch, ABCRecordBatchBuilder
from kafka.record.util import (
decode_varint, encode_varint, calc_crc32c, size_of_varint
)
from kafka.errors import CorruptRecordException, UnsupportedCodecError
from kafka.codec import (
gzip_encode, snappy_encode, lz4_encode,
gzip_decode, snappy_decode, lz4_decode
)
import kafka.codec as codecs
class DefaultRecordBase(object):
HEADER_STRUCT = struct.Struct(
">q" # BaseOffset => Int64
"i" # Length => Int32
"i" # PartitionLeaderEpoch => Int32
"b" # Magic => Int8
"I" # CRC => Uint32
"h" # Attributes => Int16
"i" # LastOffsetDelta => Int32 // also serves as LastSequenceDelta
"q" # FirstTimestamp => Int64
"q" # MaxTimestamp => Int64
"q" # ProducerId => Int64
"h" # ProducerEpoch => Int16
"i" # BaseSequence => Int32
"i" # Records count => Int32
)
# Byte offset in HEADER_STRUCT of attributes field. Used to calculate CRC
ATTRIBUTES_OFFSET = struct.calcsize(">qiibI")
CRC_OFFSET = struct.calcsize(">qiib")
AFTER_LEN_OFFSET = struct.calcsize(">qi")
CODEC_MASK = 0x07
CODEC_NONE = 0x00
CODEC_GZIP = 0x01
CODEC_SNAPPY = 0x02
CODEC_LZ4 = 0x03
TIMESTAMP_TYPE_MASK = 0x08
TRANSACTIONAL_MASK = 0x10
CONTROL_MASK = 0x20
LOG_APPEND_TIME = 1
CREATE_TIME = 0
def _assert_has_codec(self, compression_type):
if compression_type == self.CODEC_GZIP:
checker, name = codecs.has_gzip, "gzip"
elif compression_type == self.CODEC_SNAPPY:
checker, name = codecs.has_snappy, "snappy"
elif compression_type == self.CODEC_LZ4:
checker, name = codecs.has_lz4, "lz4"
if not checker():
raise UnsupportedCodecError(
"Libraries for {} compression codec not found".format(name))
class DefaultRecordBatch(DefaultRecordBase, ABCRecordBatch):
def __init__(self, buffer):
self._buffer = bytearray(buffer)
self._header_data = self.HEADER_STRUCT.unpack_from(self._buffer)
self._pos = self.HEADER_STRUCT.size
self._num_records = self._header_data[12]
self._next_record_index = 0
self._decompressed = False
@property
def base_offset(self):
return self._header_data[0]
@property
def magic(self):
return self._header_data[3]
@property
def crc(self):
return self._header_data[4]
@property
def attributes(self):
return self._header_data[5]
@property
def compression_type(self):
return self.attributes & self.CODEC_MASK
@property
def timestamp_type(self):
return int(bool(self.attributes & self.TIMESTAMP_TYPE_MASK))
@property
def is_transactional(self):
return bool(self.attributes & self.TRANSACTIONAL_MASK)
@property
def is_control_batch(self):
return bool(self.attributes & self.CONTROL_MASK)
@property
def first_timestamp(self):
return self._header_data[7]
@property
def max_timestamp(self):
return self._header_data[8]
def _maybe_uncompress(self):
if not self._decompressed:
compression_type = self.compression_type
if compression_type != self.CODEC_NONE:
self._assert_has_codec(compression_type)
data = memoryview(self._buffer)[self._pos:]
if compression_type == self.CODEC_GZIP:
uncompressed = gzip_decode(data)
if compression_type == self.CODEC_SNAPPY:
uncompressed = snappy_decode(data.tobytes())
if compression_type == self.CODEC_LZ4:
uncompressed = lz4_decode(data.tobytes())
self._buffer = bytearray(uncompressed)
self._pos = 0
self._decompressed = True
def _read_msg(
self,
decode_varint=decode_varint):
# Record =>
# Length => Varint
# Attributes => Int8
# TimestampDelta => Varlong
# OffsetDelta => Varint
# Key => Bytes
# Value => Bytes
# Headers => [HeaderKey HeaderValue]
# HeaderKey => String
# HeaderValue => Bytes
buffer = self._buffer
pos = self._pos
length, pos = decode_varint(buffer, pos)
start_pos = pos
_, pos = decode_varint(buffer, pos) # attrs can be skipped for now
ts_delta, pos = decode_varint(buffer, pos)
if self.timestamp_type == self.LOG_APPEND_TIME:
timestamp = self.max_timestamp
else:
timestamp = self.first_timestamp + ts_delta
offset_delta, pos = decode_varint(buffer, pos)
offset = self.base_offset + offset_delta
key_len, pos = decode_varint(buffer, pos)
if key_len >= 0:
key = bytes(buffer[pos: pos + key_len])
pos += key_len
else:
key = None
value_len, pos = decode_varint(buffer, pos)
if value_len >= 0:
value = bytes(buffer[pos: pos + value_len])
pos += value_len
else:
value = None
header_count, pos = decode_varint(buffer, pos)
if header_count < 0:
raise CorruptRecordException("Found invalid number of record "
"headers {}".format(header_count))
headers = []
while header_count:
# Header key is of type String, that can't be None
h_key_len, pos = decode_varint(buffer, pos)
if h_key_len < 0:
raise CorruptRecordException(
"Invalid negative header key size {}".format(h_key_len))
h_key = buffer[pos: pos + h_key_len].decode("utf-8")
pos += h_key_len
# Value is of type NULLABLE_BYTES, so it can be None
h_value_len, pos = decode_varint(buffer, pos)
if h_value_len >= 0:
h_value = bytes(buffer[pos: pos + h_value_len])
pos += h_value_len
else:
h_value = None
headers.append((h_key, h_value))
header_count -= 1
# validate whether we have read all header bytes in the current record
if pos - start_pos != length:
raise CorruptRecordException(
"Invalid record size: expected to read {} bytes in record "
"payload, but instead read {}".format(length, pos - start_pos))
self._pos = pos
return DefaultRecord(
offset, timestamp, self.timestamp_type, key, value, headers)
def __iter__(self):
self._maybe_uncompress()
return self
def __next__(self):
if self._next_record_index >= self._num_records:
if self._pos != len(self._buffer):
raise CorruptRecordException(
"{} unconsumed bytes after all records consumed".format(
len(self._buffer) - self._pos))
raise StopIteration
try:
msg = self._read_msg()
except (ValueError, IndexError) as err:
raise CorruptRecordException(
"Found invalid record structure: {!r}".format(err))
else:
self._next_record_index += 1
return msg
next = __next__
def validate_crc(self):
assert self._decompressed is False, \
"Validate should be called before iteration"
crc = self.crc
data_view = memoryview(self._buffer)[self.ATTRIBUTES_OFFSET:]
verify_crc = calc_crc32c(data_view.tobytes())
return crc == verify_crc
class DefaultRecord(ABCRecord):
__slots__ = ("_offset", "_timestamp", "_timestamp_type", "_key", "_value",
"_headers")
def __init__(self, offset, timestamp, timestamp_type, key, value, headers):
self._offset = offset
self._timestamp = timestamp
self._timestamp_type = timestamp_type
self._key = key
self._value = value
self._headers = headers
@property
def offset(self):
return self._offset
@property
def timestamp(self):
""" Epoch milliseconds
"""
return self._timestamp
@property
def timestamp_type(self):
""" CREATE_TIME(0) or APPEND_TIME(1)
"""
return self._timestamp_type
@property
def key(self):
""" Bytes key or None
"""
return self._key
@property
def value(self):
""" Bytes value or None
"""
return self._value
@property
def headers(self):
return self._headers
@property
def checksum(self):
return None
def __repr__(self):
return (
"DefaultRecord(offset={!r}, timestamp={!r}, timestamp_type={!r},"
" key={!r}, value={!r}, headers={!r})".format(
self._offset, self._timestamp, self._timestamp_type,
self._key, self._value, self._headers)
)
class DefaultRecordBatchBuilder(DefaultRecordBase, ABCRecordBatchBuilder):
# excluding key, value and headers:
# 5 bytes length + 10 bytes timestamp + 5 bytes offset + 1 byte attributes
MAX_RECORD_OVERHEAD = 21
def __init__(
self, magic, compression_type, is_transactional,
producer_id, producer_epoch, base_sequence, batch_size):
assert magic >= 2
self._magic = magic
self._compression_type = compression_type & self.CODEC_MASK
self._batch_size = batch_size
self._is_transactional = bool(is_transactional)
# KIP-98 fields for EOS
self._producer_id = producer_id
self._producer_epoch = producer_epoch
self._base_sequence = base_sequence
self._first_timestamp = None
self._max_timestamp = None
self._last_offset = 0
self._num_records = 0
self._buffer = bytearray(self.HEADER_STRUCT.size)
def _get_attributes(self, include_compression_type=True):
attrs = 0
if include_compression_type:
attrs |= self._compression_type
# Timestamp Type is set by Broker
if self._is_transactional:
attrs |= self.TRANSACTIONAL_MASK
# Control batches are only created by Broker
return attrs
def append(self, offset, timestamp, key, value, headers,
# Cache for LOAD_FAST opcodes
encode_varint=encode_varint, size_of_varint=size_of_varint,
get_type=type, type_int=int, time_time=time.time,
byte_like=(bytes, bytearray, memoryview),
bytearray_type=bytearray, len_func=len, zero_len_varint=1
):
""" Write message to messageset buffer with MsgVersion 2
"""
# Check types
if get_type(offset) != type_int:
raise TypeError(offset)
if timestamp is None:
timestamp = type_int(time_time() * 1000)
elif get_type(timestamp) != type_int:
raise TypeError(timestamp)
if not (key is None or get_type(key) in byte_like):
raise TypeError(
"Not supported type for key: {}".format(type(key)))
if not (value is None or get_type(value) in byte_like):
raise TypeError(
"Not supported type for value: {}".format(type(value)))
# We will always add the first message, so those will be set
if self._first_timestamp is None:
self._first_timestamp = timestamp
self._max_timestamp = timestamp
timestamp_delta = 0
first_message = 1
else:
timestamp_delta = timestamp - self._first_timestamp
first_message = 0
# We can't write record right away to out buffer, we need to
# precompute the length as first value...
message_buffer = bytearray_type(b"\x00") # Attributes
write_byte = message_buffer.append
write = message_buffer.extend
encode_varint(timestamp_delta, write_byte)
# Base offset is always 0 on Produce
encode_varint(offset, write_byte)
if key is not None:
encode_varint(len_func(key), write_byte)
write(key)
else:
write_byte(zero_len_varint)
if value is not None:
encode_varint(len_func(value), write_byte)
write(value)
else:
write_byte(zero_len_varint)
encode_varint(len_func(headers), write_byte)
for h_key, h_value in headers:
h_key = h_key.encode("utf-8")
encode_varint(len_func(h_key), write_byte)
write(h_key)
if h_value is not None:
encode_varint(len_func(h_value), write_byte)
write(h_value)
else:
write_byte(zero_len_varint)
message_len = len_func(message_buffer)
main_buffer = self._buffer
required_size = message_len + size_of_varint(message_len)
# Check if we can write this message
if (required_size + len_func(main_buffer) > self._batch_size and
not first_message):
return None
# Those should be updated after the length check
if self._max_timestamp < timestamp:
self._max_timestamp = timestamp
self._num_records += 1
self._last_offset = offset
encode_varint(message_len, main_buffer.append)
main_buffer.extend(message_buffer)
return DefaultRecordMetadata(offset, required_size, timestamp)
def write_header(self, use_compression_type=True):
batch_len = len(self._buffer)
self.HEADER_STRUCT.pack_into(
self._buffer, 0,
0, # BaseOffset, set by broker
batch_len - self.AFTER_LEN_OFFSET, # Size from here to end
0, # PartitionLeaderEpoch, set by broker
self._magic,
0, # CRC will be set below, as we need a filled buffer for it
self._get_attributes(use_compression_type),
self._last_offset,
self._first_timestamp,
self._max_timestamp,
self._producer_id,
self._producer_epoch,
self._base_sequence,
self._num_records
)
crc = calc_crc32c(self._buffer[self.ATTRIBUTES_OFFSET:])
struct.pack_into(">I", self._buffer, self.CRC_OFFSET, crc)
def _maybe_compress(self):
if self._compression_type != self.CODEC_NONE:
self._assert_has_codec(self._compression_type)
header_size = self.HEADER_STRUCT.size
data = bytes(self._buffer[header_size:])
if self._compression_type == self.CODEC_GZIP:
compressed = gzip_encode(data)
elif self._compression_type == self.CODEC_SNAPPY:
compressed = snappy_encode(data)
elif self._compression_type == self.CODEC_LZ4:
compressed = lz4_encode(data)
compressed_size = len(compressed)
if len(data) <= compressed_size:
# We did not get any benefit from compression, lets send
# uncompressed
return False
else:
# Trim bytearray to the required size
needed_size = header_size + compressed_size
del self._buffer[needed_size:]
self._buffer[header_size:needed_size] = compressed
return True
return False
def build(self):
send_compressed = self._maybe_compress()
self.write_header(send_compressed)
return self._buffer
def size(self):
""" Return current size of data written to buffer
"""
return len(self._buffer)
def size_in_bytes(self, offset, timestamp, key, value, headers):
if self._first_timestamp is not None:
timestamp_delta = timestamp - self._first_timestamp
else:
timestamp_delta = 0
size_of_body = (
1 + # Attrs
size_of_varint(offset) +
size_of_varint(timestamp_delta) +
self.size_of(key, value, headers)
)
return size_of_body + size_of_varint(size_of_body)
@classmethod
def size_of(cls, key, value, headers):
size = 0
# Key size
if key is None:
size += 1
else:
key_len = len(key)
size += size_of_varint(key_len) + key_len
# Value size
if value is None:
size += 1
else:
value_len = len(value)
size += size_of_varint(value_len) + value_len
# Header size
size += size_of_varint(len(headers))
for h_key, h_value in headers:
h_key_len = len(h_key.encode("utf-8"))
size += size_of_varint(h_key_len) + h_key_len
if h_value is None:
size += 1
else:
h_value_len = len(h_value)
size += size_of_varint(h_value_len) + h_value_len
return size
@classmethod
def estimate_size_in_bytes(cls, key, value, headers):
""" Get the upper bound estimate on the size of record
"""
return (
cls.HEADER_STRUCT.size + cls.MAX_RECORD_OVERHEAD +
cls.size_of(key, value, headers)
)
class DefaultRecordMetadata(object):
__slots__ = ("_size", "_timestamp", "_offset")
def __init__(self, offset, size, timestamp):
self._offset = offset
self._size = size
self._timestamp = timestamp
@property
def offset(self):
return self._offset
@property
def crc(self):
return None
@property
def size(self):
return self._size
@property
def timestamp(self):
return self._timestamp
def __repr__(self):
return (
"DefaultRecordMetadata(offset={!r}, size={!r}, timestamp={!r})"
.format(self._offset, self._size, self._timestamp)
)