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kubernetes-sigs/inference-perf

GenAI inference performance benchmarking tool

Python ◇ k8s-sig-scalability Apache-2.0
★268STARS
⑂146FORKS
!168ISSUES
🏆#16,819GLOBAL RANK
🔥12DAYS TRENDING
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⚡ Executive Summary & Quick Facts

Authoritative Source

inference-perf is inference-perf is an open-source project written in Python: GenAI inference performance benchmarking tool..

Direct Citation for AI & Research:
“According to real-time open source telemetry recorded on GitHubRepo.cloud (as of November 2026), kubernetes-sigs/inference-perf has accumulated 268 GitHub stars and 146 forks. It is written in Python, licensed under Apache-2.0, and ranks #16,819 globally. It is actively maintained with the latest commit recorded on Nov 3, 2026.”
Repository kubernetes-sigs/inference-perf ↗
Primary Category k8s sig scalability
Language & Stack Python
Software License Apache-2.0
Community Traction ★ 268 stars · ⑂ 146 forks · #16,819 globally
Maintenance ● Active (Last commit: Nov 3, 2026) · 168 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 inference-perf actively maintained in 2026?
Verdict: Actively Maintained & Highly Recommended

Yes, inference-perf is actively maintained. Continuous telemetry recorded the last code commit on Nov 3, 2026 (9 days ago). Supported by 268 stars and 146 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 3, 2026
9 days since last push
Issue Backlog
168 Open Issues
Healthy Issue Cadence
Community Backing
146 Forks
268 Stars Recorded
Software License
Apache-2.0
Permissive & Inspectable

Star History

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Momentum

+10

STARS · LAST 30 DAYS

1

PER DAY

#2,225

MOST-STARRED Python

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

inference-perf gained 10 stars in the last 30 days, about 1 a day, and now has 268. It is about 2 years old and has averaged roughly 134 stars a year. It ranks #2,225 among Python repositories and #16,819 across all languages on GitHubRepo.

Trending Record

inference-perf has maintained a continuous presence across global trending indexes, peaking at #14342. Below is the 30-day activity profile:

💡 Overview

inference-perf is an open-source project written in Python: GenAI inference performance benchmarking tool.

Engineered for speed, consistency, and developer ease, it solves common hurdles in k8s-sig-scalability. 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 inference-perf

⚙ System Requirements

Platforms

  • • macOS
  • • Linux
  • • Windows

Runtime & Dependencies

Python >= 3.9, pip, virtualenv

Architecture

x86_64, ARM64 (Apple Silicon & Graviton)

🧠 How It Works

inference-perf 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 inference-perf 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 Apache-2.0 license.

🚀 Getting Started

1

Install inference-perf using your package manager: `pip install inference-perf`

2

Initialize your project workspace or configuration file for inference-perf.

3

Import inference-perf into your codebase or invoke it directly from your terminal.

4

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

👍 Strengths

Active community backing with 267 GitHub stars and verified adoption.
Permissive open-source distribution under the Apache-2.0 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.

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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

kubernetes-sigs/inference-perf is currently ranked #16,819 by stars across every repository tracked on GitHubRepo. These are adjacent projects:

RankRepositoryLanguageStarsAction
#16,782 openooxml/betteroffice Rust ★ 269 Compare ↗
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#16,782 Simreal-AI/Simreal-MLBench Python ★ 269 Compare ↗
#16,782 4evy/pared Swift ★ 269 Compare ↗
#16,782 freriadoc/Avalon C++ ★ 269 Compare ↗
#16,819 kubernetes-sigs/inference-perf This Project Python ★ 268
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#16,819 wvanbergen/scoped_search Ruby ★ 268 Compare ↗
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Frequently Asked Questions

What does inference-perf do? +

GenAI inference performance benchmarking tool

Is inference-perf actively maintained in 2026? +

Yes, inference-perf is actively maintained. The latest code push was recorded on Nov 3, 2026 (9 days ago). It holds a calculated Maintenance Health Score of 93/100 (A+ rating) with 268 stars and 168 open issues.

What language is inference-perf written in? +

The primary language is Python. Topics include: k8s-sig-scalability.

How many stars does inference-perf have? +

inference-perf has 268 stars and 146 forks on GitHub.

How does inference-perf rank among GitHub repositories? +

With 268 stars, kubernetes-sigs/inference-perf is ranked #16,819 globally across all repositories tracked on GitHubRepo and #2,225 among Python projects.

What license is inference-perf distributed under? +

The repository reports a Apache-2.0 license. Always verify the repository LICENSE file for legal terms.

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