Skip to main content

POWL Miner: Process Mining with the Partially Ordered Workflow Language

Project description

🔍 POWL Miner

Process Mining with the Partially Ordered Workflow Language

The POWL Miner allows you to perform process discovery from event logs, leveraging the Partially Ordered Workflow Language (POWL) 2.0. The generated POWL 2.0 models can be viewed and exported as BPMNs or Petri nets (PNML). For more details on POWL 2.0, please refer to the paper: Unlocking Non-Block-Structured Decisions: Inductive Mining with Choice Graphs.

🚀 Launching as a Streamlit App

You have two options for running the POWL Miner as a Streamlit App:

☁️ On the Cloud

Access the hosted version directly: https://powl-miner.streamlit.app/

💻 Locally

To run the Streamlit application on your own machine:

  1. Clone this repository.
  2. Install the required dependencies ('requirements.txt') and packages ('packages.txt').
  3. Run:
    streamlit run app.py
    

Docker icon Docker:

Alternatively, you can install it using the provided Docker image:

  1. Pull the Docker image:
    docker pull ghcr.io/humam-kourani/powl:latest
    
  2. Run the app:
    docker run -p 8501:8501 powl
    

🐍 Installing as a Python Library

You can also install the POWL Miner as a Python library to integrate its functionalities into your own scripts.

  1. Install the required packages ('packages.txt').
  2. Install the library via pip:
    pip install powl
    

👉 Usage Example: Check the examples/ directory of this repository.

Third-Party Licenses

This project bundles bpmn-auto-layout, which is licensed under the MIT License. See THIRD_PARTY_LICENSES.txt for details.

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

powl-2.1.3.tar.gz (155.4 kB view details)

Uploaded Source

Built Distribution

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

powl-2.1.3-py3-none-any.whl (196.1 kB view details)

Uploaded Python 3

File details

Details for the file powl-2.1.3.tar.gz.

File metadata

  • Download URL: powl-2.1.3.tar.gz
  • Upload date:
  • Size: 155.4 kB
  • Tags: Source
  • Uploaded using Trusted Publishing? Yes
  • Uploaded via: twine/6.1.0 CPython/3.13.7

File hashes

Hashes for powl-2.1.3.tar.gz
Algorithm Hash digest
SHA256 57fcd040f4326d7387c51fc470ef61338ab70762dc50de6c3afeb5b1970885c5
MD5 5e3f0fe63483e35a4c329736b1de718a
BLAKE2b-256 9edbf789349b94a3f4fedac1c7802ea24e8cb4a6653b7cdd10954015f0d672a6

See more details on using hashes here.

Provenance

The following attestation bundles were made for powl-2.1.3.tar.gz:

Publisher: publish.yml on humam-kourani/POWL

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

File details

Details for the file powl-2.1.3-py3-none-any.whl.

File metadata

  • Download URL: powl-2.1.3-py3-none-any.whl
  • Upload date:
  • Size: 196.1 kB
  • Tags: Python 3
  • Uploaded using Trusted Publishing? Yes
  • Uploaded via: twine/6.1.0 CPython/3.13.7

File hashes

Hashes for powl-2.1.3-py3-none-any.whl
Algorithm Hash digest
SHA256 2d5e804a687df81cd53181992f650e891a49efce8d626fd55bb54c8d9d931e4a
MD5 defb3e586e4ef9880c75922b97aa77a6
BLAKE2b-256 ac1428d28c6f8b6fc81cbb8073148767ff754865300553cd122a3600be877512

See more details on using hashes here.

Provenance

The following attestation bundles were made for powl-2.1.3-py3-none-any.whl:

Publisher: publish.yml on humam-kourani/POWL

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