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-2.2.3.tar.gz (161.0 kB view details)

Uploaded Source

Built Distribution

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

powl-2.2.3-py3-none-any.whl (205.6 kB view details)

Uploaded Python 3

File details

Details for the file powl-2.2.3.tar.gz.

File metadata

  • Download URL: powl-2.2.3.tar.gz
  • Upload date:
  • Size: 161.0 kB
  • Tags: Source
  • Uploaded using Trusted Publishing? Yes
  • Uploaded via: twine/6.1.0 CPython/3.13.7

File hashes

Hashes for powl-2.2.3.tar.gz
Algorithm Hash digest
SHA256 fc4211b3c822c77d2f3cf048786f2996ced688ad4a97274f9c8fe193a8a587ee
MD5 295c2370706fd435daf6150fe81f6e44
BLAKE2b-256 320e284667e61e5aad428c4386d605e94911e06ea80b5ba52137a782d1d03055

See more details on using hashes here.

Provenance

The following attestation bundles were made for powl-2.2.3.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-2.2.3-py3-none-any.whl.

File metadata

  • Download URL: powl-2.2.3-py3-none-any.whl
  • Upload date:
  • Size: 205.6 kB
  • Tags: Python 3
  • Uploaded using Trusted Publishing? Yes
  • Uploaded via: twine/6.1.0 CPython/3.13.7

File hashes

Hashes for powl-2.2.3-py3-none-any.whl
Algorithm Hash digest
SHA256 176d0248639ef41a8e2c8323967f4a7a9dad42ce8f9bf04103ee5135b92eb26a
MD5 4bb4ced0de78d4d5f2c2a8e6f2e89463
BLAKE2b-256 261a14cd5467d06444de365cb48551e30d69a02385059c5edb10a1220cb76205

See more details on using hashes here.

Provenance

The following attestation bundles were made for powl-2.2.3-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