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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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