IBM Netezza python driver - extended fork
Project description
nzpy_extended: High-performance IBM Netezza driver for Python
nzpy_extended is a hard fork of IBM nzpy — enriched with new features, major performance improvements via a C extension, and expanded platform support.
Key differences from upstream nzpy
| Feature | nzpy (IBM) | nzpy_extended |
|---|---|---|
| Row parsing performance (mixed types) | ~4 800 rows/s | ~37 000 rows/s (no C ext) → ~51 000 rows/s (+ C ext, on par with ODBC ~50 k) |
| Supported Python | 3.5+ | 3.12, 3.13, 3.14 |
| Platform wheels | ❌ None | ✅ Linux x64, macOS ARM, Windows x64 (pre-built) |
| Async support | ❌ | ✅ Fully async API |
Performance gains vary by data type. For mixed-type workloads (most representative of real-world queries), nzpy_extended reaches ~51 000 rows/s with C extension (vs. ~4 800 rows/s for official nzpy — a ~10.7× improvement) and ~37 000 rows/s without C extension (~7.7× improvement). Per-type benchmarks with 100 k rows:
| Data type | official nzpy | nzpy_extended (no C ext) | nzpy_extended (+ C ext) | vs. ODBC |
|---|---|---|---|---|
| INTEGER | ~16 k rows/s | ~200 k rows/s | ~281 k rows/s | ≈ ODBC (~283 k) |
| NUMERIC | ~8 k rows/s | ~73 k rows/s | ~109 k rows/s | ≈ ODBC (~106 k) |
| STRING | ~18 k rows/s | ~94 k rows/s | ~96 k rows/s | ≈ ODBC (~96 k) |
| DATETIME | ~17 k rows/s | ~122 k rows/s | ~274 k rows/s | ≈ ODBC (~273 k) |
| BOOLEAN | ~22 k rows/s | ~235 k rows/s | ~433 k rows/s | ≈ ODBC (~435 k) |
| Mixed | ~4 800 rows/s | ~37 k rows/s | ~51 k rows/s | ≈ ODBC (~50 k) |
The C extension accelerates integer, decimal, datetime, and boolean parsing by avoiding Python object allocations per field and struct.unpack overhead. String parsing is primarily network-bound, so the C extension offers minimal benefit there.
If the compiled extension is not available (unsupported platform or Python version), the driver gracefully falls back to pure Python with identical semantics.
Installation
pip install nzpy_extended
Pre-built wheels are provided for:
| Platform | Architecture | Python |
|---|---|---|
| Linux | x86_64 (manylinux) | 3.12 / 3.13 / 3.14 |
| macOS | ARM64 (Apple Silicon) | 3.12 / 3.13 / 3.14 |
| Windows | x86_64 | 3.12 / 3.13 / 3.14 |
For other platforms or Python versions, pip install will compile the C extension from source (requires a C compiler: GCC, Clang, or MSVC). On systems without a compiler the install will fail — use a supported platform or version.
Quick Start
Sync — scripts, ETL, Jupyter, Django
import nzpy_extended.sync as nzpy
conn = nzpy.connect(
user="admin", password="secret",
host="netezza-host", database="mydb",
)
with conn.cursor() as cur:
cur.execute("SELECT id, name FROM users WHERE active = ?", (1,))
for row in cur:
print(row)
Async — FastAPI, asyncio
import asyncio
import nzpy_extended as nzpy
async def main():
async with await nzpy.connect(
user="admin", password="secret",
host="netezza-host", database="mydb",
) as conn:
async with conn.cursor() as cur:
await cur.execute("SELECT id, name FROM users WHERE active = ?", (1,))
return await cur.fetchall()
asyncio.run(main())
FastAPI with connection pool
from fastapi import FastAPI, Depends
import nzpy_extended as nzpy
import nzpy_extended.fastapi as nzpy_fastapi
pool = nzpy.NzPool(
min_size=2, max_size=10,
host="netezza-host", database="mydb",
user="admin", password="secret",
)
app = FastAPI(lifespan=nzpy_fastapi.lifespan(pool))
@app.get("/users")
async def get_users(conn=Depends(nzpy_fastapi.get_connection)):
async with conn.cursor() as cur:
await cur.execute("SELECT * FROM users LIMIT 100")
return await cur.fetchall()
Requirements
- Python ≥ 3.12
- CPython (PyPy not supported for C extension, pure-Python fallback only)
Documentation
Testing
Running the test suite
Tests require a running Netezza instance. Set the connection environment variables:
export NZ_DEV_HOST=your_netezza_host
export NZ_DEV_PORT=5480
export NZ_DEV_DB=JUST_DATA
export NZ_DEV_USER=admin
export NZ_DEV_PASSWORD=password
Run all tests:
pytest tests/ -v
C Extension / Pure Python parity
The C extension and pure-Python fallback must produce identical results for all data types. Parity tests verify this in two ways:
Unit tests (tests/test_c_python_parity_unit.py) — compare individual C parser functions against Python reference implementations byte-by-byte. No database required.
pytest tests/test_c_python_parity_unit.py -v
Integration tests (tests/test_c_python_parity_integration.py) — run real SQL queries through both code paths and verify results match. Requires a database.
pytest tests/test_c_python_parity_integration.py -v
Verification script — runs both test suites in C-extension and pure-Python modes side-by-side:
python tools/verify_c_python_parity.py
Disabling C extension at runtime:
Set the environment variable NZPY_EXTENDED_NO_CEXT=1 to force pure-Python mode even when the compiled extension is available. Useful for debugging or verifying fallback correctness.
NZPY_EXTENDED_NO_CEXT=1 pip install nzpy_extended
# or at runtime:
NZPY_EXTENDED_NO_CEXT=1 python -c "import nzpy_extended.core; print(nzpy_extended.core._HAVE_C_EXT)" # False
License
Apache License 2.0 — see LICENSE.
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File details
Details for the file nzpy_extended-0.0.2-cp312-cp312-macosx_10_13_universal2.whl.
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- Upload date:
- Size: 86.3 kB
- Tags: CPython 3.12, macOS 10.13+ universal2 (ARM64, x86-64)
- Uploaded using Trusted Publishing? Yes
- Uploaded via: twine/6.1.0 CPython/3.13.12
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Provenance
The following attestation bundles were made for nzpy_extended-0.0.2-cp312-cp312-macosx_10_13_universal2.whl:
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