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KV

kvcache-ai/ktransformers

A Flexible Framework for Experiencing Heterogeneous LLM Inference/Fine-tune Optimizations

19k Stars1.5k Forks464 Open Issues19k WatchersPythonApache-2.0
LLM Tool
Source and compliance noteLast synced: Jul 21, 2026

Git-Stars is independent and not affiliated with GitHub or this project. Analysis may be AI-assisted and based on public repository metadata plus short README-derived summaries. We do not mirror full README files, docs, issues, or social comments.

Original GitHub sourceMethodologyEditorial Policy
Editorial Evaluation

kvcache-ai/ktransformers is tracked as a Python project in the LLM Tool area. This evaluation combines public GitHub metadata, category signals, short source summaries, and Git-Stars editorial rules rather than copying project documentation.

Momentum check: the repository has 19k total stars, with +458 today, +1.3k this week, and +0 this month. These growth windows help distinguish durable adoption from short-lived visibility spikes.

Maintenance check: current activity is Active; the latest push was 1 days ago, and the open issue queue is 464, about 2.48% of total stars. Treat this as an adoption signal, not a substitute for engineering due diligence.

Adoption check: 1.5k forks and 19k watchers suggest how often the project is reused or followed. License signal: Apache-2.0. Always verify license compatibility before commercial or internal use.

Practical fit: this project is most relevant when you need Python teams evaluating ecosystem-native tooling. Be cautious when you need a legal review, security audit, or production SLA.

Source check: Git-Stars currently has 2 explicit source reference(s) for this report and a recent growth signal of 1.3k. Follow the original GitHub repository for final install, security, and release information.

Best For
  • Python teams evaluating ecosystem-native tooling
  • teams that prefer mature projects with broad adoption signals
  • use cases where recent maintenance matters
Avoid When
  • you need a legal review, security audit, or production SLA
Adoption Signals

Momentum

19k Stars

Reuse

1.5k Forks

Attention

19k Watchers

Maintenance

active

License

Apache-2.0

Open issues

464

Overview

KTransformers is a research project focused on efficient inference and fine-tuning of large language models through CPU-GPU heterogeneous computing, exposing capabilities for inference and SFT fine-tuning.

Key Features

- CPU-optimized kernel operations for heterogeneous LLM inference with AMX/AVX acceleration - MoE optimization with NUMA-aware memory management and heterogeneous expert placement - Integration with LLaMA-Factory for fine-tuning ultra-large MoE models

Tool Positioning

LLM Tool

Libraries and tools for LLM apps, RAG, prompts, and evals

Quick Start
cd kt-kernel && pip install .
View on GitHub Project Homepage
Project Activity

90

Health Score

Active

Commit Activity

Jul 26, 2024

Created

Jul 20, 2026

Last push

Source Trail

GitHub repository metadata

metadata

GitHub README

readme_summary

Star History

+0

Today's growth

+0

7-day growth

+0

30-day growth

Jul 21, 2026Jul 21, 2026
Community Health
1.5k

Forks

464

Open

19k

Watchers

Owner
KV

kvcache-ai

GitHub profile
Topics & Language
Python
Ecosystem & Usage
GitHub Repository Project Website
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License
Apache-2.0
CreatedJul 26, 2024
Last pushJul 20, 2026
Last syncedJul 21, 2026
Community Standards

✓

License

✓

Forked

✓ Active

Maintained