OneCompression vs lmdeploy

Common questions

What is the difference between OneCompression and lmdeploy?

OneCompression: Python package for LLM compression. lmdeploy: LMDeploy is a toolkit for compressing, deploying, and serving LLMs.. See the comparison table for live GitHub stats and shared categories.

When should I choose OneCompression over lmdeploy?

Choose OneCompression over lmdeploy when License: OneCompression is MIT, lmdeploy is Apache-2.0; Tags unique to OneCompression: llm, python, qep, quantization; Leaner open-issue backlog (6).

When should I choose lmdeploy over OneCompression?

Choose lmdeploy over OneCompression when License: lmdeploy is Apache-2.0, OneCompression is MIT; Tags unique to lmdeploy: codellama, cuda-kernels, deepspeed, fastertransformer; More GitHub stars (8.0k vs 396) - visibility, not fit.

When should I avoid OneCompression?

Inference & Serving: Self-hosting rarely beats a hosted API on cost until you have steady, high-volume traffic. LLM Frameworks: Avoid a framework for a single prompt-and-retrieve call; the abstraction can cost more than it saves. Model Training: Try prompting and RAG first; fine-tuning is the answer to style/format, not missing knowledge.

When should I avoid lmdeploy?

Inference & Serving: Self-hosting rarely beats a hosted API on cost until you have steady, high-volume traffic. LLM Frameworks: Avoid a framework for a single prompt-and-retrieve call; the abstraction can cost more than it saves. Model Training: Try prompting and RAG first; fine-tuning is the answer to style/format, not missing knowledge.

Is OneCompression or lmdeploy more popular on GitHub?

lmdeploy has more GitHub stars (7,952 vs 396). Stars measure visibility, not whether either tool fits your constraints.

Are OneCompression and lmdeploy open source?

Yes - both are open-source projects on GitHub (OneCompression: MIT, lmdeploy: Apache-2.0).

Where can I find alternatives to OneCompression or lmdeploy?

GraphCanon lists graph-backed alternatives at OneCompression alternatives and lmdeploy alternatives (OneCompression markdown twin, lmdeploy markdown twin), ranked by typed relationship edges rather than popularity votes.

Is there a machine-readable version of this comparison?

Yes. The markdown twin at this comparison mirrors this page for agents and LLM crawlers, with the same stats table and FAQ answers.

Which is better maintained, OneCompression or lmdeploy?

OneCompression: Very active. lmdeploy: Very active. Compare maintenance labels, days since push, and release cadence in the trust section below - stars alone do not measure maintenance.

Where are the full trust reports for OneCompression and lmdeploy?

GraphCanon publishes per-repo trust reports with dated maintenance, provenance, and scan summaries: OneCompression trust report; lmdeploy trust report.