Power system Power Flow: pure-Python Newton-Raphson / Gauss-Seidel on numpy/scipy, input via a versioned data contract (npz).
Project description
gridpf
Power system Power Flow as a pure-Python library: Newton-Raphson /
Gauss-Seidel / DC on numpy + scipy, driven by a versioned data
contract.
┌──────────────────────── gridpf.PFInput (opaque, p.u.) ───────────────────────┐
│ topology injections setpoints load model (СХН) │
│ bus_type/idx P/Q per bus bus_v_set polynomial P(V) │
│ branch r/x/b gen − load bus_va_set Q(V) coefficients │
└───────────────────────────────────────────┬──────────────────────────────────┘
│
gridpf.solve(net, options, init_v=…)
│
┌───────────────────────────────────────────▼──────────────────────────────────┐
│ GS warm-start → Newton-Raphson (+ optional Q-lim outer loop) → DC fallback │
└───────────────────────────────────────────┬──────────────────────────────────┘
│
gridpf.PFResult: V (complex p.u.), S_from/S_to (MVA),
iterations, mismatch, convergence, failure reason
Status
Pre-alpha. The public API (PFInput / PFOptions / solve / PFResult) and
the data contract version are stable enough to build on; internals may still
move.
Installation
pip install gridpf
From source (development):
make setup # venv + editable install + pre-commit hooks
# or
pip install -e ".[dev,test]"
Quick start
import numpy as np
import gridpf
from gridpf import PFInput, PFOptions, solve
# A 2-bus example: slack(0) feeding a PQ load(1) of 0.5 + j0.2 p.u. over r+jx.
z = 0.02 + 0.06j
net = PFInput(
n_bus=2, n_branch=1,
bus_ids=np.array([10, 11]), bus_vn_kv=np.array([110.0, 110.0]),
bus_type=np.array([2, 0], dtype=np.int8), slack_idx=0,
branch_ids=np.array([100]),
from_idx=np.array([0]), to_idx=np.array([1]),
branch_r=np.array([z.real]), branch_x=np.array([z.imag]),
branch_g=np.zeros(1), branch_b=np.zeros(1),
branch_g_from=np.zeros(1), branch_b_from=np.zeros(1),
branch_g_to=np.zeros(1), branch_b_to=np.zeros(1),
tap_ratio=np.array([1.0]), phase_shift=np.zeros(1),
bus_g_shunt=np.zeros(2), bus_b_shunt=np.zeros(2),
bus_p_injection=np.array([0.0, -0.5]),
bus_q_injection=np.array([0.0, -0.2]),
)
res = solve(net, PFOptions(method="gs+nr"))
print(res.converged, np.abs(res.V)) # True [1. 0.96...]
Warm-start a re-solve from a previous result:
res2 = solve(net, PFOptions(), init_v=res.V) # fewer NR iterations
Data contract
The input boundary is a versioned .npz file — a flat set of per-unit numpy
arrays plus the contract version. Reconstruction needs only numpy, never the
original model, XML, or any vendor code:
from gridpf import save_pf_input, load_pf_input_npz
save_pf_input(net, "case.npz")
net2 = load_pf_input_npz("case.npz")
The schema and its SemVer are owned by gridpf.contract (PFInput,
CONTRACT_VERSION, validate_input).
Public API
| Symbol | Purpose |
|---|---|
solve(net, options=None, *, init_v=None, validate=True) |
run the power flow |
PFInput |
opaque per-unit network contract (input) |
PFOptions |
engine options (method, tolerances, Q-limits, fallbacks) |
PFResult |
result: V, S_from/S_to, iterations, convergence |
save_pf_input / load_pf_input_npz |
.npz contract boundary |
validate_input |
structural validation of a PFInput |
build_ybus(net) |
(Ybus, Yf, Yt) assembly (for adapters / branch flows) |
CONTRACT_VERSION |
data-contract SemVer |
Development
make check # ruff format + lint + mypy + pytest
make test # pytest
make type-check # mypy gridpf
make build # sdist + wheel
License
MIT — see LICENSE. The power-flow numerics are adapted from pandapower / PYPOWER (BSD 3-Clause); the full third-party notice and the list of adapted files are in the LICENSE file.
Project details
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