How do I serialize / deserialize a dictionary data
with msgpack?
How do I read and write with msgpack?
The Python docs seem not to be so good, so here is my try.
Installation
pip install msgpack
Read and Write msgpack
#!/usr/bin/env python
# -*- coding: utf-8 -*-
import msgpack
# Define data
data = {
"a list": [1, 42, 3.141, 1337, "help"],
"a string": "bla",
"another dict": {"foo": "bar", "key": "value", "the answer": 42},
}
# Write msgpack file
with open("data.msgpack", "wb") as outfile:
packed = msgpack.packb(data)
outfile.write(packed)
# Read msgpack file
with open("data.msgpack", "rb") as data_file:
byte_data = data_file.read()
data_loaded = msgpack.unpackb(byte_data)
print(data == data_loaded)
Alternatives
- CSV: Super simple format (read & write)
- JSON: Nice for writing human-readable data; VERY commonly used (read & write)
- YAML: YAML is a superset of JSON, but easier to read (read & write, comparison of JSON and YAML)
- pickle: A Python serialization format (read & write)
- MessagePack (Python package): More compact representation (read & write)
- HDF5 (Python package): Nice for matrices (read & write)
- XML: exists too *sigh* (read & write)
For your application, the following might be important:
- Support by other programming languages
- Reading / writing performance
- Compactness (file size)
See also: Comparison of data serialization formats
In case you are rather looking for a way to make configuration files, you might want to read my short article Configuration files in Python
We now only use pip install msgpack. msgpack-python is outdated, as per pypi. –
Martita
What is the recommended extension for msgpack file? –
Asterism
Well, I would recommend
msgpack
. But I'm also not aware of any other Python packages that support msgpack. –
Afore msgpack._packer.Packer._pack TypeError: can't serialize 1.0 –
Asterism
For me when using more recent versions of python a
rb
flag has to be added to the file open function (I have read, not sure about writing). –
Nevlin Getting error
TypeError: write() argument must be str, not bytes
. I am on Py3.7 –
Damp @Damp Thank you for letting me know. I'm not sure why, but the code didn't work anymore. I've updated the example. –
Afore
what if i dont have the data and i need to paste the jiberish from redis to the load, who to do this? –
Pumping
are the msgpack in your answer and the MessagePack in the "alternatives" the same? –
Polyvalent
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