--- title: "peft alternatives" type: "alternatives" slug: "huggingface-peft" canonical_url: "https://www.graphcanon.com/tools/huggingface-peft/alternatives" of: "huggingface-peft" count: 24 --- # peft alternatives *GraphCanon updated Jul 12, 2026* Open-source alternatives to [peft](/tools/huggingface-peft.md) in LLM Frameworks, Model Training. ## In short Top alternatives to peft are AI-Infra-from-Zero-to-Hero and aikit, ranked by typed graph edges - model-training. [peft](https://huggingface.co/docs/peft) has 21k GitHub stars and 62 open issues, last pushed Jul 10, 2026 per [its repository](https://github.com/huggingface/peft). The top typed alternative, [AI-Infra-from-Zero-to-Hero](https://github.com/HuaizhengZhang/AI-Infra-from-Zero-to-Hero), shows 4.2k stars and 402 forks, last pushed Jul 25, 2025. ## Same categories - [AI-Infra-from-Zero-to-Hero](/tools/huaizhengzhang-ai-infra-from-zero-to-hero.md) - 🚀 Awesome System for Machine Learning ⚡️ AI System Papers and Industry Practice. ⚡️ System for Machine Learning, LLM (Large Language Model), GenAI (Generative AI). 🍻 OSDI, NSDI, SIGCOMM, SoCC, MLSys (★ 4,176) [Slowing] - [aikit](/tools/kaito-project-aikit.md) - Fine-tune, build, and deploy open-source LLMs easily! (★ 533) [Very active] - [Learn_Prompting](/tools/trigaten-learn-prompting.md) - Prompt Engineering, Generative AI, and LLM Guide by Learn Prompting | Join our discord for the largest Prompt Engineering learning community (★ 4,714) [Dormant] - [Liger-Kernel](/tools/linkedin-liger-kernel.md) - Efficient Triton Kernels for LLM Training (★ 6,494) [Very active] - [litgpt](/tools/lightning-ai-litgpt.md) - High-performance LLMs with recipes for pretraining, finetuning and deployment (★ 13,473) [Very active] _[Freemium]_ - [llmfit](/tools/alexsjones-llmfit.md) - Hundreds of models & providers. One command to find what runs on your hardware. (★ 29,280) [Very active] - [LLMForEverybody](/tools/luhengshiwo-llmforeverybody.md) - 每个人都能看懂的大模型知识分享，LLMs春/秋招大模型面试前必看，让你和面试官侃侃而谈 (★ 6,920) [Steady] - [Model-Fingerprint](/tools/cnut1648-model-fingerprint.md) - Fingerprint large language models (★ 52) [Dormant] - [modelz-llm](/tools/tensorchord-modelz-llm.md) - OpenAI compatible API for LLMs and embeddings (LLaMA, Vicuna, ChatGLM and many others) (★ 276) [Dormant] - [OneCompression](/tools/fujitsuresearch-onecompression.md) - Python package for LLM compression (★ 396) [Very active] - [OpenPipe](/tools/openpipe-openpipe.md) - Turn expensive prompts into cheap fine-tuned models (★ 2,812) [Dormant] - [oumi](/tools/oumi-ai-oumi.md) - Easily fine-tune, evaluate and deploy Gemma 4, Qwen3.5, Qwen3.6, gpt-oss, DeepSeek-R1, or any open source LLM / VLM! (★ 9,338) [Very active] - [recurrentgemma](/tools/google-deepmind-recurrentgemma.md) - Open weights language model from Google DeepMind, based on Griffin. (★ 682) [Slowing] - [SAM-Adapter-PyTorch](/tools/tianrun-chen-sam-adapter-pytorch.md) - Adapting Meta AI's Segment Anything to Downstream Tasks with Adapters and Prompts (★ 1,543) [Steady] - [torchtune](/tools/meta-pytorch-torchtune.md) - PyTorch native post-training library (★ 5,782) [Very active] - [train-llm-from-scratch](/tools/fareedkhan-dev-train-llm-from-scratch.md) - A straightforward method for training your LLM, from downloading data to generating text. (★ 8,241) [Active] _[Freemium]_ - [ai-engineering-hub](/tools/patchy631-ai-engineering-hub.md) - Tutorials on LLMs, RAGs, and real-world AI agent applications (★ 36,439) [Steady] - [awesome-generative-ai](/tools/steven2358-awesome-generative-ai.md) - A curated list of modern Generative Artificial Intelligence projects and services (★ 12,279) [Active] - [awesome-gpt](/tools/formulahendry-awesome-gpt.md) - Curated list of GPT and related resources (★ 1,044) [Dormant] - [Awesome-LLM-Compression](/tools/huangowen-awesome-llm-compression.md) - Awesome LLM compression research papers and tools to accelerate LLM training and inference. (★ 1,848) [Active] - [awesome-LLM-resources](/tools/wangrongsheng-awesome-llm-resources.md) - 🧑🚀 全世界最好的LLM资料总结（多模态生成、Agent、辅助编程、AI审稿、数据处理、模型训练、模型推理、o1 模型、MCP、小语言模型、视觉语言模型） | Summary of the world's best LLM resources. (★ 8,668) [Very active] - [exllama](/tools/turboderp-exllama.md) - More memory-efficient rewrite of HF transformers for Llama with quantized weights (★ 2,930) [Dormant] - [flash-linear-attention](/tools/fla-org-flash-linear-attention.md) - 🚀 Efficient implementations for emerging model architectures (★ 5,325) [Very active] - [GPTRouter](/tools/writesonic-gptrouter.md) - Smoothly Manage Multiple LLMs (OpenAI, Anthropic, Azure) and Image Models (Dall-E, SDXL), Speed Up Responses, and Ensure Non-Stop Reliability. (★ 454) [Dormant] ## Head-to-head comparisons - [peft vs AI-Infra-from-Zero-to-Hero](/compare/huaizhengzhang-ai-infra-from-zero-to-hero-vs-huggingface-peft.md) - [peft vs aikit](/compare/huggingface-peft-vs-kaito-project-aikit.md) - [peft vs Learn_Prompting](/compare/huggingface-peft-vs-trigaten-learn-prompting.md) - [peft vs Liger-Kernel](/compare/huggingface-peft-vs-linkedin-liger-kernel.md) - [peft vs litgpt](/compare/huggingface-peft-vs-lightning-ai-litgpt.md) - [peft vs llmfit](/compare/alexsjones-llmfit-vs-huggingface-peft.md) - [peft vs LLMForEverybody](/compare/huggingface-peft-vs-luhengshiwo-llmforeverybody.md) - [peft vs Model-Fingerprint](/compare/cnut1648-model-fingerprint-vs-huggingface-peft.md) ## When NOT to use peft - If you require a tool that supports training from scratch, as PEFT is specifically designed for fine-tuning purposes only. - When working on models where the full fine-tuning of all parameters is feasible or preferred due to ample compute resources and no concern over overfitting. ## Related alternatives hubs - [LangChain alternatives](/tools/langchain-ai-langchain/alternatives.md) - [LlamaIndex alternatives](/tools/run-llama-llama-index/alternatives.md) - [Qdrant alternatives](/tools/qdrant-qdrant/alternatives.md) ## Common questions ### What are the best alternatives to peft? Graph-backed alternatives to peft include AI-Infra-from-Zero-to-Hero, aikit, Learn_Prompting, Liger-Kernel, litgpt. GraphCanon ranks them by typed relationship edges and constraint overlap from decision_facts - not marketing votes or raw star sort. ### How does GraphCanon rank peft alternatives? Direct alternative and successor edges from the knowledge graph come first, ordered by edge type and shared constraint facets (persona, runtime, hosting). Category neighbours fill the list only after curated edges. Stars are shown for context, not as the primary sort. ### When should I avoid peft? If you require a tool that supports training from scratch, as PEFT is specifically designed for fine-tuning purposes only. When working on models where the full fine-tuning of all parameters is feasible or preferred due to ample compute resources and no concern over overfitting. ### Is peft open source? Yes. peft is an open-source project on GitHub under the Apache-2.0 license, with 21,385 stars. ### What is peft used for? 🤗 PEFT provides state-of-the-art methods for efficient parameter fine-tuning in large models. ### What category is peft in? peft is categorized under LLM Frameworks, Model Training in the GraphCanon knowledge graph. ### How do peft alternatives compare head-to-head? Each alternative has a neutral compare page against peft, for example [AI-Infra-from-Zero-to-Hero vs peft](/compare/huaizhengzhang-ai-infra-from-zero-to-hero-vs-huggingface-peft), [aikit vs peft](/compare/huggingface-peft-vs-kaito-project-aikit), [Learn_Prompting vs peft](/compare/huggingface-peft-vs-trigaten-learn-prompting). Stats come from live GitHub metadata. ### Is there a machine-readable alternatives list? Yes. The markdown twin at [peft alternatives](/tools/huggingface-peft/alternatives.md) lists direct alternatives and same-category tools with internal links to each tool markdown page. ### Where are other high-intent alternatives hubs? Related P0 OSS-vs-OSS hubs: [LangChain alternatives](/tools/langchain-ai-langchain/alternatives), [LlamaIndex alternatives](/tools/run-llama-llama-index/alternatives), [Qdrant alternatives](/tools/qdrant-qdrant/alternatives). Vector-database intent (including Pinecone-style queries) is covered at [Qdrant alternatives](/tools/qdrant-qdrant/alternatives). ### Where can I see maintenance and security signals for peft? GraphCanon publishes a sourced trust report for peft at [peft trust report](/tools/huggingface-peft/trust) - maintenance posture, fork provenance, and dependency/MCP scan status with methodology tags. Not a safety grade. --- **Machine-readable endpoints** - JSON: [`/api/graphcanon/graph?tool=huggingface-peft`](/api/graphcanon/graph?tool=huggingface-peft) - LLM index: [/llms.txt](/llms.txt) - Full corpus: [/llms-full.txt](/llms-full.txt) _GraphCanon - The knowledge graph for AI development. https://www.graphcanon.com/_