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python example for reading multiple protobuf messages from a stream

I'm working with data from spinn3r, which consists of multiple different protobuf messages serialized into a byte stream:

http://code.google.com/p/spinn3r-client/wiki/Protostream

"A protostream is a stream of protocol buffer messages, encoded on the wire as length prefixed varints according to the Google protocol buffer specification. The stream has three parts: a header, the payload, and a tail marker."

This seems like a pretty standard use case for protobufs. In fact, protobuf core distribution provides CodedInputStream for both C++ and Java. But, it appears that protobuf does not provide such a tool for python -- the 'internal' tools are not setup for this kind of external use:

https://groups.google.com/forum/?fromgroups#!topic/protobuf/xgmUqXVsK-o

So... before I go and cobble together a python varint parser and tools for parsing a stream of different message types: does anyone know of any tools for this?

Why is it missing from protobuf? (Or am I just failing to find it?)

This seems like a big gap for protobuf, especially when compared to thrift's equivalent tools for both 'transport' and 'protocol'. Am I viewing that correctly?

like image 528
user1181407 Avatar asked Jul 14 '12 14:07

user1181407


2 Answers

It looks like the code in the other answer is potentially lifted from here. Check the licence before using this file but I managed to get it to read varint32s using code such as this:

import sys
import myprotocol_pb2 as proto
import varint # (this is the varint.py file)

data = open("filename.bin", "rb").read() # read file as string
decoder = varint.decodeVarint32          # get a varint32 decoder
                                         # others are available in varint.py

next_pos, pos = 0, 0
while pos < len(data):
    msg = proto.Msg()                    # your message type
    next_pos, pos = decoder(data, pos)
    msg.ParseFromString(data[pos:pos + next_pos])

    # use parsed message

    pos += next_pos
print "done!"

This is very simple code designed to load messages of a single type delimited by varint32s which describe the next message's size.


Update: It may also be possible to include this file directly from the protobuf library by using:

from google.protobuf.internal.decoder import _DecodeVarint32
like image 69
Dragos Avatar answered Sep 22 '22 07:09

Dragos


I've implemented a small python package to serialize multiple protobuf messages into a stream and deserialize them from a stream. You can install it by pip:

pip install pystream-protobuf

Here's a sample code writing two lists of protobuf messages in to a file:

import stream

with stream.open("test.gam", "wb") as ostream:
    ostream.write(*objects_list)
    ostream.write(*another_objects_list)

and then reading the same messages (e.g. Alignment messages defined in vg_pb2.py) from the stream:

import stream
import vg_pb2

alns_list = []
with stream.open("test.gam", "rb") as istream:
    for data in istream:
        aln = vg_pb2.Alignment()
        aln.ParseFromString(data)
        alns_list.append(aln)
like image 28
cartoonist Avatar answered Sep 25 '22 07:09

cartoonist