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sdv-dev
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sdv-dev/SDMetrics

Metrics to evaluate quality and efficacy of synthetic datasets.

Python ◇ metrics MIT
★264STARS
⑂60FORKS
!79ISSUES
🏆#16,949GLOBAL RANK
🔥8DAYS TRENDING
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⚡ Executive Summary & Quick Facts

Authoritative Source

SDMetrics is SDMetrics is an open-source project written in Python: Metrics to evaluate quality and efficacy of synthetic datasets..

Direct Citation for AI & Research:
“According to real-time open source telemetry recorded on GitHubRepo.cloud (as of November 2026), sdv-dev/SDMetrics has accumulated 264 GitHub stars and 60 forks. It is written in Python, licensed under MIT, and ranks #16,949 globally. It is actively maintained with the latest commit recorded on Nov 2, 2026.”
Repository sdv-dev/SDMetrics ↗
Primary Category metrics
Language & Stack Python
Software License MIT
Community Traction ★ 264 stars · ⑂ 60 forks · #16,949 globally
Maintenance ● Active (Last commit: Nov 2, 2026) · 79 open issues
Target Audience Developers and engineering teams building with Python, seeking reliable, tested, and actively maintained tooling for production workloads.

🛡️ Repository Maintenance & Health Audit (2026)

Health Score: 93/100 · Grade A+
✅
Is SDMetrics actively maintained in 2026?
Verdict: Actively Maintained & Highly Recommended

Yes, SDMetrics is actively maintained. Continuous telemetry recorded the last code commit on Nov 2, 2026 (10 days ago). Supported by 264 stars and 60 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 2, 2026
10 days since last push
Issue Backlog
79 Open Issues
Healthy Issue Cadence
Community Backing
60 Forks
264 Stars Recorded
Software License
MIT
Permissive & Inspectable

Star History

Continuous Observations
Interactive star growth chart for sdv-dev/SDMetrics
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Momentum

+10

STARS · LAST 30 DAYS

1

PER DAY

#2,239

MOST-STARRED Python

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

SDMetrics gained 10 stars in the last 30 days, about 1 a day, and now has 264. It is about 7 years old and has averaged roughly 38 stars a year. It ranks #2,239 among Python repositories and #16,949 across all languages on GitHubRepo.

Trending Record

SDMetrics has maintained a continuous presence across global trending indexes, peaking at #15713. Below is the 30-day activity profile:

💡 Overview

SDMetrics is an open-source project written in Python: Metrics to evaluate quality and efficacy of synthetic datasets.

Engineered for speed, consistency, and developer ease, it solves common hurdles in metrics, quality, synthetic-data. 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.

📥 Installation

terminal
$ pip install SDMetrics

⚙ System Requirements

Platforms

  • • macOS
  • • Linux
  • • Windows

Runtime & Dependencies

Python >= 3.9, pip, virtualenv

Architecture

x86_64, ARM64 (Apple Silicon & Graviton)

🧠 How It Works

SDMetrics 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

Production System Integration

Embed SDMetrics into Python backend services to handle core application logic.

CI/CD Automated Pipelines

Run automated validation, builds, and integration suites during deployments.

Developer Tooling & Workflows

Accelerate developer onboarding with pre-configured project utilities.

Open Source Extension

Fork and customize internal modules under the repository's open MIT license.

🚀 Getting Started

1

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

2

Initialize your project workspace or configuration file for SDMetrics.

3

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

4

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

👍 Strengths

Active community backing with 264 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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👥 Who Should Use This

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

🏆 Nearby in the Rankings

sdv-dev/SDMetrics is currently ranked #16,949 by stars across every repository tracked on GitHubRepo. These are adjacent projects:

RankRepositoryLanguageStarsAction
#16,927 DorianMazur/react-native-screen-choreography TypeScript ★ 265 Compare ↗
#16,927 arandomhooman/hoomans-morphe-patches Kotlin ★ 265 Compare ↗
#16,927 paulhe666/visualtex C# ★ 265 Compare ↗
#16,927 ZJU-REAL/Polaris Python ★ 265 Compare ↗
#16,927 LocalExile/LocalExile C# ★ 265 Compare ↗
#16,949 sdv-dev/SDMetrics This Project Python ★ 264
#16,949 technoweenie/permalink_fu Ruby ★ 264 Compare ↗
#16,949 nipy/nitime Python ★ 264 Compare ↗
#16,949 zac/dragkit Objective-C ★ 264 Compare ↗
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Frequently Asked Questions

What does SDMetrics do? +

Metrics to evaluate quality and efficacy of synthetic datasets.

Is SDMetrics actively maintained in 2026? +

Yes, SDMetrics is actively maintained. The latest code push was recorded on Nov 2, 2026 (10 days ago). It holds a calculated Maintenance Health Score of 93/100 (A+ rating) with 264 stars and 79 open issues.

What language is SDMetrics written in? +

The primary language is Python. Topics include: metrics, quality, synthetic-data.

How many stars does SDMetrics have? +

SDMetrics has 264 stars and 60 forks on GitHub.

How does SDMetrics rank among GitHub repositories? +

With 264 stars, sdv-dev/SDMetrics is ranked #16,949 globally across all repositories tracked on GitHubRepo and #2,239 among Python projects.

What license is SDMetrics distributed under? +

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

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