Skip to main content

Public Fault Tree Analyser (PFTA)

Project description

Public Fault Tree Analyser (PFTA)

Free and open-source fault tree analysis.

  • For rudimentary documentation, see DOCS.md.
  • For an overview of the mathematics, see MATHS.md.
  • For example fault trees, see examples/.

Features

  • Enforces declaration of at least one value of time t.
  • Supports the general fault tree analysis framework where objects can have both a failure probability q(t) and a failure intensity ω(t) (with failure rate λ(t) = ω(t) / (1 − q(t))).
  • Supports Monte Carlo (sampling of distributions) for failure parameters out of the box.

Limitations

  • Does not support negative logic (NOT gates). Only supports coherent fault trees (i.e. those whose logic is reducible to AND gates and OR gates).
  • Does not support common cause failure groups.

Textual input

PFTA reads a textual representation of a fault tree. For example:

- times: 1, 2, 3, 5, 10, 100, 1000
- time_unit: h
- seed: candle
- sample_size: 1000

Gate: CAN
- label: Candlelight fails
- type: OR
- inputs: IGN, EXP, EXT

Gate: IGN
- label: Candle fails to ignite
- type: AND
- inputs: MAT, LTR

Event: MAT
- label: Single match fails to ignite candle
- model_type: Fixed
- probability: triangular(lower=0.1, upper=0.3, mode=0.2)
- intensity: 0

Event: LTR
- label: Lighter fails to ignite candle
- model_type: Fixed
- probability: loguniform(lower=0.001, upper=0.01)
- intensity: 0

Event: EXP
- label: Candle explodes on ignition
- appearance: Undeveloped
- model_type: Fixed
- probability: 0
- intensity: 0

Event: EXT
- label: Candle extinguishes
- model_type: ConstantRate
- mean_failure_time: 3
- mean_repair_time: inf

This allows for text-based version control of a fault tree.

Output

Output files consist of:

  • a table (TSV) of events,
  • a table (TSV) of gates,
  • a table (TSV) of cut sets under each gate, and
  • vector graphics (SVG) for each top gate and paged gate at each value of time.

Nice looking SVG output for the example above.

Installation

$ pip3 install pfta
  • If simply using as a command line tool, do pipx instead of pip3 to avoid having to set up a virtual environment.
  • If using Windows, do pip instead of pip3.

Usage (command line)

$ pfta [-h] [-v] ft.txt

Perform a fault tree analysis.

positional arguments:
  ft.txt         fault tree text file; output is written to `{ft.txt}.out/`

options:
  -h, --help     show this help message and exit
  -v, --version  show program's version number and exit

Usage (scripting example)

from pfta.core import FaultTree

fault_tree = FaultTree('''
- times: nan

Event: A
- model_type: Fixed
- probability: 0
- intensity: 0.9

Event: B
- model_type: Fixed
- probability: 0.7
- intensity: 0

Event: C
- model_type: Fixed
- probability: 0
- intensity: 1e-4

Gate: AB
- type: AND
- inputs: A, B

Gate: AB_OR_C
- type: OR
- inputs: AB, C
''')

fault_tree.gates[0]
# Gate(id_='AB', label=None, is_paged=False, type_=<GateType.AND: 2>, vote_threshold=None, input_ids=['A', 'B'], input_ids_line_number=21, comment=None, is_top_gate=False, flattened_indexer=FlattenedIndexer(time_count=1, sample_size=1, flattened_size=1), computed_expression=Expression(Term(0b11)), computed_probabilities=[0.0], computed_intensities=[0.63], computed_rates=[0.63], computed_expected_probabilities=[0.0], computed_expected_intensities=[0.63], computed_expected_rates=[0.63])

fault_tree.gates[0].computed_rates
# [0.63]

fault_tree.gates[1]
# Gate(id_='AB_OR_C', label=None, is_paged=False, type_=<GateType.OR: 1>, vote_threshold=None, input_ids=['AB', 'C'], input_ids_line_number=25, comment=None, is_top_gate=True, flattened_indexer=FlattenedIndexer(time_count=1, sample_size=1, flattened_size=1), computed_expression=Expression(Term(0b11), Term(0b100)), computed_probabilities=[0.0], computed_intensities=[0.6301], computed_rates=[0.6301], computed_expected_probabilities=[0.0], computed_expected_intensities=[0.6301], computed_expected_rates=[0.6301])

fault_tree.gates[1].computed_rates
# [0.6301]

Licence

Copyright 2025 Conway.
Licensed under the GNU General Public License v3.0 (GPL-3.0-only).
This is free software with NO WARRANTY etc. etc., see LICENSE.

Project details


Download files

Download the file for your platform. If you're not sure which to choose, learn more about installing packages.

Source Distribution

pfta-0.3.1.tar.gz (43.6 kB view details)

Uploaded Source

Built Distribution

If you're not sure about the file name format, learn more about wheel file names.

pfta-0.3.1-py3-none-any.whl (48.2 kB view details)

Uploaded Python 3

File details

Details for the file pfta-0.3.1.tar.gz.

File metadata

  • Download URL: pfta-0.3.1.tar.gz
  • Upload date:
  • Size: 43.6 kB
  • Tags: Source
  • Uploaded using Trusted Publishing? Yes
  • Uploaded via: twine/6.1.0 CPython/3.12.9

File hashes

Hashes for pfta-0.3.1.tar.gz
Algorithm Hash digest
SHA256 71c3163046a694fdc304fe5c4a0db17b472a7e2152aaadb84f03a41eda1e3fc3
MD5 81c36f1956506dd6b44fe6442657e0eb
BLAKE2b-256 55e86545f900640602d227841282c434aeb60a5560f143e14641b465de60a400

See more details on using hashes here.

Provenance

The following attestation bundles were made for pfta-0.3.1.tar.gz:

Publisher: publish.yml on public-fta/pfta

Attestations: Values shown here reflect the state when the release was signed and may no longer be current.

File details

Details for the file pfta-0.3.1-py3-none-any.whl.

File metadata

  • Download URL: pfta-0.3.1-py3-none-any.whl
  • Upload date:
  • Size: 48.2 kB
  • Tags: Python 3
  • Uploaded using Trusted Publishing? Yes
  • Uploaded via: twine/6.1.0 CPython/3.12.9

File hashes

Hashes for pfta-0.3.1-py3-none-any.whl
Algorithm Hash digest
SHA256 d5cef81abfeb3a5e5c390463d4be71b33fd536399ace124e3d81334f6aca9c35
MD5 c35b8231dece3d517c256fafb587d38d
BLAKE2b-256 50cda44ceb5301970eef82b735bbe7d292b0aee573780c5889e74c09f40328e7

See more details on using hashes here.

Provenance

The following attestation bundles were made for pfta-0.3.1-py3-none-any.whl:

Publisher: publish.yml on public-fta/pfta

Attestations: Values shown here reflect the state when the release was signed and may no longer be current.

Supported by

AWS Cloud computing and Security Sponsor Datadog Monitoring Depot Continuous Integration Fastly CDN Google Download Analytics Pingdom Monitoring Sentry Error logging StatusPage Status page