Awesome-LLMOps
LLMOps工具和资源的精选列表
Awesome-LLMOps列出了大语言模型运维(LLMOps)领域的优秀工具和资源。涵盖模型训练、部署、优化、服务、安全、搜索和代码AI等方面。该项目为开发者提供了构建和管理大规模语言模型应用的重要参考。
Awesome LLMOps
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An awesome & curated list of the best LLMOps tools for developers.
Contribute
Contributions are most welcome, please adhere to the contribution guidelines.
Table of Contents
- Table of Contents
- Model
- Serving
- Security
- LLMOps
- Search
- Code AI
- Training
- Data
- Large Scale Deployment
- Performance
- AutoML
- Optimizations
- Federated ML
- Awesome Lists
Model
Large Language Model
| Project | Details | Repository |
|---|---|---|
| Alpaca | Code and documentation to train Stanford's Alpaca models, and generate the data. |  |
| BELLE | A 7B Large Language Model fine-tune by 34B Chinese Character Corpus, based on LLaMA and Alpaca. |  |
| Bloom | BigScience Large Open-science Open-access Multilingual Language Model |  |
| dolly | Databricks’ Dolly, a large language model trained on the Databricks Machine Learning Platform |  |
| Falcon 40B | Falcon-40B-Instruct is a 40B parameters causal decoder-only model built by TII based on Falcon-40B and finetuned on a mixture of Baize. It is made available under the Apache 2.0 license. | |
| FastChat (Vicuna) | An open platform for training, serving, and evaluating large language models. Release repo for Vicuna and FastChat-T5. |  |
| Gemma | Gemma is a family of lightweight, open models built from the research and technology that Google used to create the Gemini models. | |
| GLM-6B (ChatGLM) | An Open Bilingual Pre-Trained Model, quantization of ChatGLM-130B, can run on consumer-level GPUs. |  |
| ChatGLM2-6B | ChatGLM2-6B is the second-generation version of the open-source bilingual (Chinese-English) chat model ChatGLM-6B. |  |
| GLM-130B (ChatGLM) | An Open Bilingual Pre-Trained Model (ICLR 2023) |  |
| GPT-NeoX | An implementation of model parallel autoregressive transformers on GPUs, based on the DeepSpeed library. |  |
| Luotuo | A Chinese LLM, Based on LLaMA and fine tune by Stanford Alpaca, Alpaca LoRA, Japanese-Alpaca-LoRA. |  |
| Mixtral-8x7B-v0.1 | The Mixtral-8x7B Large Language Model (LLM) is a pretrained generative Sparse Mixture of Experts. | |
| StableLM | StableLM: Stability AI Language Models |  |
CV Foundation Model
| Project | Details | Repository |
|---|---|---|
| disco-diffusion | A frankensteinian amalgamation of notebooks, models and techniques for the generation of AI Art and Animations. |  |
| midjourney | Midjourney is an independent research lab exploring new mediums of thought and expanding the imaginative powers of the human species. | |
| segment-anything (SAM) | produces high quality object masks from input prompts such as points or boxes, and it can be used to generate masks for all objects in an image. |  |
| stable-diffusion | A latent text-to-image diffusion model |  |
| stable-diffusion v2 | High-Resolution Image Synthesis with Latent Diffusion Models |  |
Audio Foundation Model
| Project | Details | Repository |
|---|---|---|
| bark | Bark is a transformer-based text-to-audio model created by Suno. Bark can generate highly realistic, multilingual speech as well as other audio - including music, background noise and simple sound effects. |  |
| whisper | Robust Speech Recognition via Large-Scale Weak Supervision |  |
Serving
Large Model Serving
| Project | Details | Repository |
|---|---|---|
| Alpaca-LoRA-Serve | Alpaca-LoRA as Chatbot service |  |
| CTranslate2 | fast inference engine for Transformer models in C++ |  |
| Clip-as-a-service | serving the OpenAI CLIP model |  |
| DeepSpeed-MII | MII makes low-latency and high-throughput inference possible, powered by DeepSpeed. |  |
| Faster Whisper | fast inference engine for whisper in C++ using CTranslate2. |  |
| FlexGen | Running large language models on a single GPU for throughput-oriented scenarios. |  |
| Flowise | Drag & drop UI to build your customized LLM flow using LangchainJS. |  |
| llama.cpp | Port of Facebook's LLaMA model in C/C++ |  |
| Infinity | Rest API server for serving text-embeddings |  |
| Modelz-LLM | OpenAI compatible API for LLMs and embeddings (LLaMA, Vicuna, ChatGLM and many others) |  |
| Ollama | Serve Llama 2 and other large language models locally from command line or through a browser interface. |  |
| TensorRT-LLM | Inference engine for TensorRT on Nvidia GPUs |  |
| text-generation-inference | Large Language Model Text Generation Inference |  |
| text-embeddings-inference | Inference for text-embedding models |  |
| vllm | A high-throughput and memory-efficient inference and serving engine for LLMs. |  |
| whisper.cpp | Port of OpenAI's Whisper model in C/C++ |  |
| x-stable-diffusion | Real-time inference for Stable Diffusion - 0.88s latency. Covers AITemplate, nvFuser, TensorRT, FlashAttention. |  |
Frameworks/Servers for Serving
| Project | Details | Repository |
|---|---|---|
| BentoML | The Unified Model Serving Framework |  |
| Jina | Build multimodal AI services via cloud native technologies · Model Serving · Generative AI · Neural Search · Cloud Native |  |
| Mosec | A machine learning model serving framework with dynamic batching and pipelined stages, provides an easy-to-use Python interface. |  |
| TFServing | A flexible, high-performance serving system for machine learning models. |  |
| Torchserve | Serve, optimize and scale PyTorch models in production |  |
| Triton Server (TRTIS) | The Triton Inference Server provides an optimized cloud and edge inferencing solution. |  |
| langchain-serve | Serverless LLM apps on Production with Jina AI Cloud |  |
| lanarky | FastAPI framework to build production-grade LLM applications |  |
| ray-llm | LLMs on Ray - RayLLM |  |
| Xinference | Replace OpenAI GPT with another LLM in your app by changing a single line of code. Xinference gives you the freedom to use any LLM you need. With Xinference, you're empowered to run inference with any open-source language models, speech recognition models, and multimodal models, whether in the cloud, on-premises, or even on your laptop. |  |
Security
Frameworks for LLM security
| Project | Details | Repository
编辑推荐精选
讯飞智文
一键生成PPT和Word，让学习生活更轻松
讯飞智文是一个利用 AI 技术的项目，能够帮助用户生成 PPT 以及各类文档。无论是商业领域的市场分析报告、年度目标制定，还是学生群体的职业生涯规划、实习避坑指南，亦或是活动策划、旅游攻略等内容，它都能提供支持，帮助用户精准表达，轻松呈现各种信息。
讯飞星火
深度推理能力全新升级，全面对标OpenAI o1
科大讯飞的星火大模型，支持语言理解、知识问答和文本创作等多功能，适用于多种文件和业务场景，提升办公和日常生活的效率。讯飞星火是一个提供丰富智能服务的平台，涵盖科技资讯、图像创作、写作辅助、编程解答、科研文献解读等功能，能为不同需求的用户提供便捷高效的帮助，助力用户轻松获取信息、解决问题，满足多样化使用场景。
Spark-TTS
一种基于大语言模型的高效单流解耦语音令牌文本到语音合成模型
Spark-TTS 是一个基于 PyTorch 的开源文本到语音合成项目，由多个知名机构联合参与。该项目提供了高效的 LLM（大语言模型）驱动的语音合成方案，支持语音克隆和语音创建功能，可通过命令行界面（CLI）和 Web UI 两种方式使用。用户可以根据需求调整语音的性别、音高、速度等参数，生成高质量的语音。该项目适用于多种场景，如有声读物制作、智能语音助手开发等。
Trae
字节跳动发布的AI编程神器IDE
Trae是一种自适应的集成开发环境（IDE），通过自动化和多元协作改变开发流程。利用Trae，团队能够更快速、精确地编写和部署代码，从而提高编程效率和项目交付速度。Trae具备上下文感知和代码自动完成功能，是提升开发效率的理想工具。
咔片PPT
AI助力，做PPT更简单！
咔片是一款轻量化在线演示设计工具，借助 AI 技术，实现从内容生成到智能设计的一站式 PPT 制作服务。支 持多种文档格式导入生成 PPT，提供海量模板、智能美化、素材替换等功能，适用于销售、教师、学生等各类人群，能高效制作出高品质 PPT，满足不同场景演示需求。
讯飞绘文
选题、配图、成文，一站式创作，让内容运营更高效
讯飞绘文，一个AI集成平台，支持写作、选题、配图、排版和发布。高效生成适用于各类媒体的定制内容，加速品牌传播，提升内容营销效果。
材料星
专业的AI公文写作平台，公文写作神器
AI 材料星，专业的 AI 公文写作辅助平台，为体制内工作人员提供高效的公文写作解决方案。拥有海量公文文库、9 大核心 AI 功能，支持 30 + 文稿类型生成，助力快速完成领导讲话、工作总结、述职报告等材料，提升办公效率，是体制打工人的得力写作神器。
openai-agents-python
OpenAI Agents SDK，助力开发者便捷使用 OpenAI 相关功能。
openai-agents-python 是 OpenAI 推出的一款强大 Python SDK，它为开发者提供了与 OpenAI 模型交互的高效工具，支持工具调用、结果处理、追踪等功能，涵盖多种应用场景，如研究助手、财务研究等，能显著提升开发效率，让开发者更轻松地利用 OpenAI 的技术优势。
Hunyuan3D-2
高分辨率纹理 3D 资产生成
Hunyuan3D-2 是腾讯开发的用于 3D 资产生成的强大工具，支持从文本描述、单张图片或多视角图片生成 3D 模型，具备快速形状生成能力，可生成带纹理的高质量 3D 模型，适用于多个领域，为 3D 创作提供了高效解决方案。
3FS
一个具备存储、管理和客户端操作等多种功能的分布式文件系统相关 项目。
3FS 是一个功能强大的分布式文件系统项目，涵盖了存储引擎、元数据管理、客户端工具等多个模块。它支持多种文件操作，如创建文件和目录、设置布局等，同时具备高效的事件循环、节点选择和协程池管理等特性。适用于需要大规模数据存储和管理的场景，能够提高系统的性能和可靠性，是分布式存储领域的优质解决方案。
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