toolsql makes it easy to build sql queries and execute those queries
toolsql's goals:
- provide identical interfaces to sqlite + postgresql
- provide nearly identical interfaces for synchronous +
async
usage - minimize startup import time
- maximize read / write performance
- tight integration with connectorx and polars
- make it easy to drop into raw SQL when needed
- use basic python datatypes instead of custom objects
- mypy typing with
strict=True
pip install toolsql
- requires python 3.7 - 3.11
- Specify Database Configuration
- Specify Table Schema
- DDL Statements
- DML Statements
- Transactions
async
Functionality
# sqlite
db_config = {
'dbms': 'sqlite',
'path': '/path/to/sqlite/file.db',
}
# postgresql
db_config = {
'dbms': 'postgresql',
'database': '<database_name>',
'hostname': '<hostname>',
'username': '<username>',
'password': '<password>',
}
table = {
'name': 'weather',
'columns': [
{'name': 'year', 'type': 'Integer', 'primary': True},
{'name': 'month', 'type': 'Integer', 'primary': True},
{'name': 'rainfall', 'type': 'Float'},
{'name': 'temperature', 'type': 'Float'},
{'name': 'country', 'type': 'Float'},
],
}
with toolsql.connect(db_config) as conn:
# CREATE
toolsql.create_table(
table=table,
conn=conn,
confirm=True,
)
# DROP
toolsql.drop_table(
table=table,
conn=conn,
confirm=True,
)
rows = [
(2020, 1, 8.2, 90, 'Turkey'),
(2020, 5, 1.1, 50, 'Germany'),
(2020, 9, 7.4, 60, 'UK'),
(2021, 1, 5.2, 72, 'France'),
(2021, 5, 2.1, 56, 'Argentina'),
(2021, 9, 6.4, 68, 'Sweden'),
(2022, 1, 1.2, 70, 'Indonesia'),
(2022, 5, 4.1, 56, 'Vietnam'),
(2022, 9, 9.4, 60, 'India'),
]
with toolsql.connect(db_config) as conn:
# INSERT
toolsql.insert(
rows=rows,
table=table,
conn=conn,
)
# SELECT
toolsql.select(
where_equals={'country': 'Turkey'},
table=table,
conn=conn,
)
# UPDATE
toolsql.update(
values={'country': 'Türkiye'},
where_equals={'country': 'Turkey'},
table=table,
conn=conn,
)
# DELETE
toolsql.delete(
where_equals={'country': 'Türkiye'},
table=table,
conn=conn,
)
with toolsql.connect(db_config) as conn:
with toolsql.transaction(conn)
# will commit if context exits error-free
# ...
async with toolsql.async_connect(db_config) as conn:
await toolsql.async_select(
with_equals={'country': 'Turkey'},
table=table,
conn=conn,
)
async with toolsql.async_transaction():
await toolsql.async_insert(
rows=rows,
table=table,
conn=conn,
)
await toolsql.async_update(
values={'country': 'Türkiye'},
where_equals={'country': 'Turkey'},
table=table,
conn=conn,
)
await toolsql.async_delete(
where_equals={'country': 'Türkiye'},
table=table,
conn=conn,
)
sqlite3
: sqlite sync readsaiosqlite
: sqlite async readspsycopg
: postgres sync / async readsconnectorx
: simple read queries
distinct
where_equals
where_gt
where_gte
where_lt
where_lte
where_like
where_ilike
where_in
where_or
order_by
limit
offset
'tuple'
: each row is a tuple'dict'
: each row is a dict'cursor'
: query cursor'polars'
: polars dataframe of rows'pandas'
: pandas dataframe of rows'single_tuple'
: single row of output as a tuple'single_tuple_or_none'
: single row of output as a tuple'single_dict'
: single row of output as a dict'single_dict_or_none'
: single row of output as a dict'cell'
: single column of single row'cell_or_none'
: single column of single row'single_column'
: single column