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-2.2.9.tar.gz (167.0 kB view details)

Uploaded Source

Built Distribution

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

powl-2.2.9-py3-none-any.whl (214.1 kB view details)

Uploaded Python 3

File details

Details for the file powl-2.2.9.tar.gz.

File metadata

  • Download URL: powl-2.2.9.tar.gz
  • Upload date:
  • Size: 167.0 kB
  • Tags: Source
  • Uploaded using Trusted Publishing? Yes
  • Uploaded via: twine/6.1.0 CPython/3.13.7

File hashes

Hashes for powl-2.2.9.tar.gz
Algorithm Hash digest
SHA256 134aa2217beeb033a15a87c5acf5bb2df4fcb22d6dfddfb999a0440ec0d994f5
MD5 7861b38a29b78e2d0bc79ff5ace867ca
BLAKE2b-256 ef912db6b19d9dde5e420164c440022a394fb3ee0eff57ee1a4d8d9d917aa17d

See more details on using hashes here.

Provenance

The following attestation bundles were made for powl-2.2.9.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-2.2.9-py3-none-any.whl.

File metadata

  • Download URL: powl-2.2.9-py3-none-any.whl
  • Upload date:
  • Size: 214.1 kB
  • Tags: Python 3
  • Uploaded using Trusted Publishing? Yes
  • Uploaded via: twine/6.1.0 CPython/3.13.7

File hashes

Hashes for powl-2.2.9-py3-none-any.whl
Algorithm Hash digest
SHA256 ddc80c8a6263ade07f85cc2a350702945b1fa66d1114aab6bc861b48519b392d
MD5 ca31fe82b8ad6304b0b6711eb0bffd2c
BLAKE2b-256 e89aeda052f641feef0321cc951edc213980ba8e9f73a928ef96c8a66a3e7c4f

See more details on using hashes here.

Provenance

The following attestation bundles were made for powl-2.2.9-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