Processforge

processforge-logo

A lightweight Python framework for process simulation, coupling hydraulic, thermal, and reactor workflows.

Install

Install the pf command-line tool with uv:

uv tool install processforge

For CoolProp-backed units:

uv tool install "processforge[coolprop]"

Optional solver backends:

uv tool install "processforge[eo]"
uv tool install "processforge[eo-casadi]"
uv tool install "processforge[modelica]"

Quick start

  1. Install the tool

    uv tool install processforge

  2. Download an example flowsheet

    curl -O https://raw.githubusercontent.com/urjanova/processforge/master/flowsheets/hydraulic-chain.json

  3. Initialize, plan, and apply

    pf init flowsheets/hydraulic-chain.json
pf plan flowsheets/hydraulic-chain.json
pf apply flowsheets/hydraulic-chain.json

    plan validates the flowsheet (schema, DOF, units) without running the solver; apply solves it and stores a snapshot.

  4. Look at the output

    pf apply (and pf run) write a single unified archive under outputs/:

    • outputs/<base>.pfarchive/ — the unified store for a flowsheet's solved state and outputs:
      • snapshots/ — Zarr store of converged state vectors (one group per successful pf apply), each with x/x_delta arrays and config/var-name/metadata attributes, plus a latest pointer (powers warm-start, drift detection, and homotopy).
      • runs/<run_id>.json — the run manifest: every stream and unit engine output (values, units, dtypes, shapes) and run provenance (backend, version, flowsheet hash).
      • outputs/streams/<name>.json — per-stream timeseries from the solve.
      • artifacts.json — content-addressed registry of all output artifacts (local + remote URIs).
      • index.json — field_name → occurrences index for fast cross-run lookups.
      • latest_run — plain-text pointer to the most recent run.
    • outputs/<base>_divergence.json — written only when both direct and homotopy solves fail on pf apply, capturing drifted params, solver stats, and top residual violators.

    For dynamic flowsheets with Tank units, use pf run (not pf apply, which is steady-state EO only) to solve with the dynamic engine.

Python API

from processforge import EOFlowsheet, validate_flowsheet
config = validate_flowsheet("flowsheets/hydraulic-chain.json")
fs = EOFlowsheet(config, backend="scipy")
results = fs.run()

Usage

See the usage guide for CLI commands and workflows.

Individual providers (e.g. FESTIM, OpenMC) can be run via Docker images using the provider image contract.

Flowsheets

The core of Processforge is the flowsheet JSON format, which defines materials, units, and recycle rules. See below for more information on the formats and example flowsheets.

License

BSD 3-Clause License

Project links

Key dates

PyPI data
Data sourced directly from PyPI's database.
  • Released:
Newer release available (0.6.0)

1 maintainer

PyPI data
Data sourced directly from PyPI's database.
Avatar for hrishiballal from gravatar.com hrishiballal

Credits

Author: Processforge Team

License expression

BSD-3-Clause
View SPDX License List

Requires

Python >=3.12

Provides Extra

api eo eo-casadi fmu modelica pathsim cantera coolprop dev docs

Tags

process simulation chemical engineering flowsheet

Classifiers

Report project as malware

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