ms-swift alternatives

The 12 products closest to ms-swift in what they do and who they're for, best match first.

LMDeploy — Accelerates inference with high-performance engines and quantization tools. (Code, Free)
AirLLM — Runs massive 70B+ parameter models on small 4GB consumer GPUs. (Code, Free)
XTuner — High-efficiency training for 200B+ scale MoE models without expert parallelism. (Code, Free)
MNN — It delivers high-performance inference and training with a lightweight footprint. (Code, Free)
Unsloth — Runs and trains models locally with lower memory usage. (Code, Free)
GLiNER — Enables zero-shot entity extraction without labeled training data on consumer CPUs. (Code, Free)
LMFlow — It offers memory-efficient training and full Accelerate support for large language models. (Code, Free)
MLflow — Complete observability and evaluation for production AI apps. (Code, Free)
FastMCP — The standard framework for building Model Context Protocol servers and clients. (Code, Free)
vLLM — Maximizes throughput with PagedAttention and continuous batching. (Code, Free)
MTPLX — It runs local models twice as fast via native MTP speculative decoding. (Code, Free)
FastMCP TS — Provides an open-source TypeScript framework for Model Context Protocol servers. (Code, Free)