A library for fast Avro serialization and deserialization
Project description
avroc
avroc
is a Python just-in-time compiler for reading and writing Avro data.
It aims to be:
- Completely correct to the Avro specification.
- Very, very fast when compiled. Our goal is to be the fastest library available in Python for dealing with Avro.
- Ergonomic and simple to use, with a small API that's clear.
Installation
Install with pip:
pip install avroc
Basic usage
import avroc
# Make up a schema
schema = {
"type": "record",
"name": "Weather",
"fields": [
{"name": "temperature", "type": "double"},
{"name": "wind_speed", "type": "double"},
{"name": "location", "type": "string"},
]
}
# Make up some records
records = [
{"temperature": 71.2, "wind_speed": 0.5, "location": "San Diego"},
{"temperature": 8.2, "wind_speed": 13.4, "location": "North Pole"},
{"temperature": -66.0, "wind_speed": 14.4, "location": "Mars"},
]
# Write records to a file
with open("data.avro, "wb") as f:
avroc.write_file(f, schema, records)
# Read records from a file
with open("data.avro", "rb") as f:
for msg in avroc.read_file(f):
print(f'The temperature in {msg["location"]} is {msg["temperature"]}')
# Encode a single record as raw bytes
encoder = avroc.compile_encoder(schema)
raw_bytes = encoder(records[0])
# Decode a raw bytes as a single record
decoder = avroc.compile_decoder(schema)
rec = decoder(io.BytesIO(raw_bytes))
For a lot more detail, see the documentation: avroc.readthedocs.io
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