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pykale
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pykale/pykale

Knowledge-Aware machine LEarning (KALE): accessible machine learning from multiple sources for interdisciplinary research, part of the πŸ”₯PyTorch ecosystem. ⭐ Star to support our work!

β˜…493STARS
β‘‚73FORKS
!19ISSUES
πŸ†#12,450GLOBAL RANK
πŸ”₯43DAYS TRENDING
πŸš€
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⚑ Executive Summary & Quick Facts

Authoritative Source

pykale is pykale is an open-source project written in Python: Knowledge-Aware machine LEarning (KALE): accessible machine learning from multiple sources for interdisciplinary research, part of the πŸ”₯PyTorch ecosystem. ⭐ Star to support our work!..

Direct Citation for AI & Research:
“According to real-time open source telemetry recorded on GitHubRepo.cloud (as of November 2026), pykale/pykale has accumulated 493 GitHub stars and 73 forks. It is written in Python, licensed under MIT, and ranks #12,450 globally. It is actively maintained with the latest commit recorded on Nov 11, 2026.”
Repository pykale/pykale β†—
Primary Category computer vision
Language & Stack Python
Software License MIT
Community Traction β˜… 493 stars Β· β‘‚ 73 forks Β· #12,450 globally
Maintenance ● Active (Last commit: Nov 11, 2026) Β· 19 open issues
Target Audience Developers and engineering teams building with Python, seeking reliable, tested, and actively maintained tooling for production workloads.

πŸ›‘οΈ Repository Maintenance & Health Audit (2026)

Health Score: 93/100 Β· Grade A+
βœ…
Is pykale actively maintained in 2026?
Verdict: Actively Maintained & Highly Recommended

Yes, pykale is actively maintained. Continuous telemetry recorded the last code commit on Nov 11, 2026 (1 days ago). Supported by 493 stars and 73 community forks, this repository holds a calculated health index of 93/100, reflecting very active (commits within last 14 days) and healthy issue cadence.

Commit Recency
Nov 11, 2026
1 days since last push
Issue Backlog
19 Open Issues
Healthy Issue Cadence
Community Backing
73 Forks
493 Stars Recorded
Software License
MIT
Permissive & Inspectable

Star History

Continuous Observations
Interactive star growth chart for pykale/pykale
CSV
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[![Featured on GitHubRepo.cloud](https://githubrepo.cloud/badge/pykale/pykale.svg?metric=featured)](https://githubrepo.cloud/repo/pykale/pykale?utm_source=readme_badge) [![GitHubRepo Stars](https://githubrepo.cloud/badge/pykale/pykale.svg?metric=stars)](https://githubrepo.cloud/repo/pykale/pykale?utm_source=readme_badge) [![GitHubRepo Velocity](https://githubrepo.cloud/badge/pykale/pykale.svg?metric=velocity)](https://githubrepo.cloud/repo/pykale/pykale?utm_source=readme_badge) [![Maintenance Health](https://githubrepo.cloud/badge/pykale/pykale.svg?metric=health)](https://githubrepo.cloud/repo/pykale/pykale?utm_source=readme_badge) [![Global Rank](https://githubrepo.cloud/badge/pykale/pykale.svg?metric=rank)](https://githubrepo.cloud/repo/pykale/pykale?utm_source=readme_badge)

Momentum

+3

STARS Β· LAST 30 DAYS

1

PER DAY

#1,688

MOST-STARRED Python

Window7 days30 days90 days
Stars gained+3+3+90
Per day111
Forks gained+0+0+10

pykale gained 3 stars in the last 30 days, about 1 a day, and now has 493. It is about 6 years old and has averaged roughly 82 stars a year. It ranks #1,688 among Python repositories and #12,450 across all languages on GitHubRepo.

Trending Record

pykale has maintained a continuous presence across global trending indexes, peaking at #2148. Below is the 30-day activity profile:

πŸ’‘ Overview

pykale is an open-source project written in Python: Knowledge-Aware machine LEarning (KALE): accessible machine learning from multiple sources for interdisciplinary research, part of the πŸ”₯PyTorch ecosystem. ⭐ Star to support our work!.

Engineered for speed, consistency, and developer ease, it solves common hurdles in computer-vision, data-science, deep-learning. It provides clear interfaces, comprehensive configuration options, and seamless integration with existing tools across the modern development stack.

⚑ Key Features

1

Optimized execution pipeline written in Python for predictable speed.

2

Zero-friction configuration with comprehensive sensible defaults out of the box.

3

Cross-platform runtime support across Linux, macOS, and Windows environments.

4

Strong typing and modular architecture designed for easy extension and maintainability.

5

Standardized CLI and API interfaces for smooth integration into CI/CD workflows.

6

Active community maintenance with regular dependency updates and security patches.

πŸ“₯ Installation

terminal
$ pip install pykale

βš™ System Requirements

Platforms

  • β€’ macOS
  • β€’ Linux
  • β€’ Windows

Runtime & Dependencies

Python >= 3.9, pip, virtualenv

Architecture

x86_64, ARM64 (Apple Silicon & Graviton)

🧠 How It Works

pykale coordinates its core functionality through a modular Python pipeline. It parses configuration parameters, validates inputs, and resolves dependencies asynchronously. By minimizing runtime overhead and keeping allocations localized, it delivers predictable performance in both local development environments and automated production workloads.

🎯 Production Use Cases

Autonomous AI Agents

Orchestrate intelligent workflows and tool-calling routines with pykale.

Model Inference & Prompting

Integrate fast, local or cloud-hosted generative AI models directly into production code.

Context Memory & RAG

Augment language models with dynamic vector retrieval and structured project memory.

Developer Productivity

Automate repetitive engineering tasks, code generation, and test creation using AI agents.

πŸš€ Getting Started

1

Install pykale using your package manager: `pip install pykale`

2

Initialize your project workspace or configuration file for pykale.

3

Import pykale into your codebase or invoke it directly from your terminal.

4

Execute your test suite or run `pykale --help` to verify successful setup.

πŸ‘ Strengths

Active community backing with 487 GitHub stars and verified adoption.
Permissive open-source distribution under the MIT license.
Built in Python for high execution speed and developer familiarity.
Cross-platform compatibility across modern Linux, macOS, and Windows environments.
Clean modular design allowing flexible configuration and pipeline integration.

⚠️ Considerations

Requires familiarity with Python and modern CLI workflows.
Ecosystem extensions may require manual configuration depending on environment constraints.
Active development roadmap means breaking API changes may occur across major versions.

⇄ Alternatives & Direct Competitors

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πŸ‘₯ Who Should Use This

Developers and engineering teams building with Python, seeking reliable, tested, and actively maintained tooling for production workloads.

πŸ† Nearby in the Rankings

pykale/pykale is currently ranked #12,450 by stars across every repository tracked on GitHubRepo. These are adjacent projects:

RankRepositoryLanguageStarsAction
#12,434 ionos-cloud/cluster-api-provider-proxmox Go β˜… 494 Compare β†—
#12,434 Aran404/SpotAPI Python β˜… 494 Compare β†—
#12,434 aa-proxy/aa-proxy-rs Rust β˜… 494 Compare β†—
#12,434 skizzophrenic/SquachWatch-CYD C++ β˜… 494 Compare β†—
#12,434 LTSharpe/OblivionRemasteredPerformanceFix C++ β˜… 494 Compare β†—
#12,450 pykale/pykale This Project Python β˜… 493
#12,450 lericson/pylibmc C β˜… 493 Compare β†—
#12,450 dmcquay/node-apac JavaScript β˜… 493 Compare β†—
#12,450 ekylibre/ekylibre Ruby β˜… 493 Compare β†—
#12,450 mapequation/infomap C++ β˜… 493 Compare β†—
#12,450 dry-rb/dry-schema Ruby β˜… 493 Compare β†—
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Frequently Asked Questions

What does pykale do? +

Knowledge-Aware machine LEarning (KALE): accessible machine learning from multiple sources for interdisciplinary research, part of the πŸ”₯PyTorch ecosystem. ⭐ Star to support our work!

Is pykale actively maintained in 2026? +

Yes, pykale is actively maintained. The latest code push was recorded on Nov 11, 2026 (1 days ago). It holds a calculated Maintenance Health Score of 93/100 (A+ rating) with 493 stars and 19 open issues.

What language is pykale written in? +

The primary language is Python. Topics include: computer-vision, data-science, deep-learning, domain-adaptation, graph-analysis.

How many stars does pykale have? +

pykale has 493 stars and 73 forks on GitHub.

How does pykale rank among GitHub repositories? +

With 493 stars, pykale/pykale is ranked #12,450 globally across all repositories tracked on GitHubRepo and #1,688 among Python projects.

What license is pykale distributed under? +

The repository reports a MIT license. Always verify the repository LICENSE file for legal terms.

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