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Pure Python asyncio connector to KDB

Project description

aiokdb

Python asyncio connector to KDB. Pure python, so does not depend on the k.h bindings or kdb shared objects, or numpy/pandas.

The unit tests will use a real KDB binary to test against if you have a QHOME containing a working interpreter.

The layout of the repository, documentation and code borrows heavily from aioredis-py

Peer review & motivation

qPython is a widely used library for this task and it maps objects to Pandas Dataframes which might be more suitable for the majority of applications.

This library takes a different approach and aims to replicate using the KDB C-library functions. It was built working from the publically documented Serialization Examples and C API for kdb+ pages. Users might also need to be familiar with k.h.

A simple example:

from aiokdb import khpu
# run ./q -p 12345 &

h = khpu("localhost", 12345, "kdb:pass")
result = h.k("2.0+3.0", None) # None can be used where C expects (K)0

# if the remote returns a Q Exception, this gets raised, unless k(..., raise=False)
assert result.f() == 5.0

The result object is a K-like Python object (a KObj), having the usual signed integer type available as result.type. Accessors for the primitive types are prefixed with an a and check at runtime that the accessor is appropriate for the stored type (.aI(), .aJ(), .aH() etc.). Atoms store their value to a bytes object irrespective of the type, and encode/decode on demand. Atomic values can be set with (.i(3), .j(12), .ss("hello")).

Arrays are implemented with subtypes that use Python's native arrays module for efficient array types. The MutableSequence arrays are returned using the usual array accessor functions kI, kB, kS etc.

Serialisation is handled by b9 which returns a python bytes, and d9 which takes a bytes and returns a K-object.

  • Atoms are created by ka, kb, ku, kg, kh, ki, kj, ke, kf, kc, ks, kt, kd, kz, ktj
  • Lists with ktn and knk
  • Dictionaries with xd and tables with xt.

Python manages garbage colleciton of our objects, so none of the refcounting primitives exist, ie. k.r and functions r1, r0 and m9, setm have no equivelent.

Tests

Run pytest in the root directory. Formatting with black . Check type annotations with mypy --strict .

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