PydanticIO (pronounce pidantisio) is a tiny file IO utility library for Python powered by Pydantic. This library is a port of the Rust library SerdeIO
# standard distribution
pip install pydanticio
# with YAML backend
pip install pydanticio[yaml]
- CSV by stdlib
csv
module - JSON by stdlib
json
module - JSON Lines by stdlib
json
module - YAML by
pyyaml
library, it is an optional feature and you need enable it manually at when you install it.
read_record_from_reader
is used to read a typeT
which is a subclass ofpydantic.BaseModel
fromTextIO
. Data format must be specified byDataFormat
literals.read_records_from_reader
always tries to deserialize the data aslist[T]
.read_record_from_file
andread_records_from_file
accepts aPath
. Data format is automatically determined by file extension.write_*
functions follow the same rules asread_*
.
Note that some data format like CSV and JSON Lines support only reading records list[T]
.
from pydantic import BaseModel
from pydanticio import read_records_from_file, write_records_to_file
class User(BaseModel):
name: str
age: int
users = read_records_from_file("users.csv", User)
write_records_to_file("users.json", users)