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Open-FDD Python package (PyPI)

GitHub Pages: this README is excluded from the docs site (exclude: README.md). Published overview lives at docs/ecm/index.md / overview.md — section PyPI agent tools.

open-fdd (PyPI 4.1+) ships:

  1. ECM engineering (open_fdd.ecm_engineering) — agent-drivable HVAC spreadsheet workbooks + Python benchmarks.
  2. Pandas oracle (open_fdd.rules, open_fdd.analytics, open_fdd.reporting) — cookbook catalog, analytics helpers, Engineering Findings.

The ECM API fills the same workbook input cells a human engineer would fill. It does not replace the visible spreadsheet calculations.

Production FDD (DataFusion SQL fault detection) lives in the GHCR container stack, not this wheel.

Product freeze / upsell: Engineer upsell brief — open-fdd + PyPI (vibe freeze) — after 2026-07-30, customers see ECM via PyPI → open-fdd, not vibe19/vibe20 tip churn.

Build handoff / golden example: OPENFDD_AGENT_ECM_HANDOFF.md · packaged workbook examples/liberty_dual_ahu/ECM_FULL_PARITY.xlsx.

Install

pip install open-fdd                 # ECM only (openpyxl)
pip install "open-fdd[oracle]"       # + pandas rules
pip install "open-fdd[analytics]"    # + analytics helpers (same as oracle)
pip install "open-fdd[reporting]"    # + Engineering Findings extras

For the FastAPI ECM example:

pip install "open-fdd[ecm-web]"

Oracle rules (pandas)

from open_fdd.rules import RULES, run_rule

Generate a workbook in a few lines

from open_fdd.ecm_engineering import ECMJob

job = (
    ECMJob("Lincoln Middle School")
    .set_global(
        area_ft2=85000,
        electric_rate=0.145,
        gas_rate=0.92,
    )
    .add_ecm(
        "static_pressure_reset",
        fan_kw=55.9,
        hours=4100,
        baseline_speed=0.82,
        proposed_speed=0.67,
    )
    .add_ecm(
        "boiler_reset",
        base_therms=48000,
        base_eff=0.86,
        prop_eff=0.92,
    )
)

# set_many / add_ecm already persist; save() is idempotent on the same path
# (BUG-OFDD-ECM-002) and can also copy to another path.
job.save("Lincoln_Middle_School_ECMs.xlsx")

The resulting XLSX contains the engineering inputs and formulas for human review.

Module names vs calculators

from open_fdd.ecm_engineering import list_ecm_modules, list_calculators

list_ecm_modules()   # names accepted by add_ecm (aliases included)
list_calculators()   # independent Python benchmarks (job.calc), not sheet names

New in 4.2.0: chiller_lockout, load_shed, schedule_align / ahu_sched_align.

Honesty / twin compare export (4.2.0)

job.attach_twin_compare({
    "provenance": {"idf_path": "...", "g14_pass": True},
    "inputs": [{"name": "lockout_hours", "value": 612, "provenance": "FITTED_FROM_EPLUS"}],
    "measures": [{
        "measure_id": "ECM-CHILLER-LOCKOUT",
        "name": "Chiller OAT lockout",
        "eplus_source": "cascade",
        "fitted_sheet_kwh": 101580.56,
        "eplus_kwh": 101580.56,
        "hours_provenance": "FITTED_FROM_EPLUS",
    }],
    "demand": {"july_weekday_kw": 420, "july_weekend_kw": 280, "loadshed_kw": 365},
})
job.save("honesty.xlsx")  # Contents, Measures, … (FITTED ≠ independent validation)

IPMVP change-point / G14 (4.4.3)

from open_fdd.ecm_engineering import fit_changepoint, score_g14_monthly, option_c_savings

Docs: IPMVP change-point & G14. Requires numpy (pip install "open-fdd[oracle]").

Independent benchmark

from open_fdd.ecm_engineering import ECMJob

job = ECMJob("demo")
result = job.calc(
    "fan_affinity",
    design_kw=55.9,
    hours=4100,
    baseline_speed_fraction=0.82,
    proposed_speed_fraction=0.67,
)

CLI

open-fdd-ecm calculators
open-fdd-ecm demo --out Demo_ECMs.xlsx

Engineering posture

Prefer measured BAS, utility, TAB, nameplate and manufacturer data over defaults. Generic chiller %/°F methods are screening proxies; manufacturer performance maps or calibrated EnergyPlus should replace them when stronger estimates are needed.

Metadata

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