1 Star 0 Fork 0

nlp_my / inference

加入 Gitee
与超过 1200万 开发者一起发现、参与优秀开源项目,私有仓库也完全免费 :)
免费加入
克隆/下载
贡献代码
同步代码
取消
提示: 由于 Git 不支持空文件夾,创建文件夹后会生成空的 .keep 文件
Loading...
README
Apache-2.0
xorbits

Xorbits Inference:模型推理, 轻而易举 🤖

PyPI Latest Release License Build Status WeChat Zhihu

English | 中文介绍 | 日本語


Xorbits Inference(Xinference)是一个性能强大且功能全面的分布式推理框架。可用于大语言模型(LLM),语音识别模型,多模态模型等各种模型的推理。通过 Xorbits Inference,你可以轻松地一键部署你自己的模型或内置的前沿开源模型。无论你是研究者,开发者,或是数据科学家,都可以通过 Xorbits Inference 与最前沿的 AI 模型,发掘更多可能。

🔥 近期热点

框架增强

  • 支持加载模型时指定 worker 和 GPU 索引: #1195
  • 支持 SGLang 后端: #1161
  • 支持LLM和图像模型的LoRA: #1080
  • 支持语音识别模型: #929
  • 增加 Metrics 统计信息: #906
  • Docker 镜像支持: #855
  • 支持多模态模型:#829

新模型

集成

  • FastGPT:一个基于 LLM 大模型的开源 AI 知识库构建平台。提供了开箱即用的数据处理、模型调用、RAG 检索、可视化 AI 工作流编排等能力,帮助您轻松实现复杂的问答场景。
  • Dify: 一个涵盖了大型语言模型开发、部署、维护和优化的 LLMOps 平台。
  • Chatbox: 一个支持前沿大语言模型的桌面客户端,支持 Windows,Mac,以及 Linux。
  • RAGFlow: 是一款基于深度文档理解构建的开源 RAG 引擎。

主要功能

🌟 模型推理,轻而易举:大语言模型,语音识别模型,多模态模型的部署流程被大大简化。一个命令即可完成模型的部署工作。

⚡️ 前沿模型,应有尽有:框架内置众多中英文的前沿大语言模型,包括 baichuan,chatglm2 等,一键即可体验!内置模型列表还在快速更新中!

🖥 异构硬件,快如闪电:通过 ggml,同时使用你的 GPU 与 CPU 进行推理,降低延迟,提高吞吐!

⚙️ 接口调用,灵活多样:提供多种使用模型的接口,包括 OpenAI 兼容的 RESTful API(包括 Function Calling),RPC,命令行,web UI 等等。方便模型的管理与交互。

🌐 集群计算,分布协同: 支持分布式部署,通过内置的资源调度器,让不同大小的模型按需调度到不同机器,充分使用集群资源。

🔌 开放生态,无缝对接: 与流行的三方库无缝对接,包括 LangChainLlamaIndexDify,以及 Chatbox

为什么选择 Xinference

功能特点 Xinference FastChat OpenLLM RayLLM
兼容 OpenAI 的 RESTful API
vLLM 集成
更多推理引擎(GGML、TensorRT)
更多平台支持(CPU、Metal)
分布式集群部署
图像模型(文生图)
文本嵌入模型
多模态模型
语音识别模型
更多 OpenAI 功能 (函数调用)

入门指南

在开始之前,请给我们一个星标,这样你就可以在 GitHub 上及时收到每个新版本的通知!

Jupyter Notebook

体验 Xinference 最轻量级的方式是使用我们 Google Colab 上的 Jupyter Notebook

Docker

Nvidia GPU 用户可以使用Xinference Docker 镜像 启动 Xinference 服务器。在执行安装命令之前,确保你的系统中已经安装了 DockerCUDA

快速开始

使用 pip 安装 Xinference,操作如下。(更多选项,请参阅安装页面。)

pip install "xinference[all]"

要启动一个本地的 Xinference 实例,请运行以下命令:

$ xinference-local

一旦 Xinference 运行起来,你可以通过多种方式尝试它:通过网络界面、通过 cURL、通过命令行或通过 Xinference 的 Python 客户端。更多指南,请查看我们的文档

网络界面

参与其中

平台 目的
Github 问题 报告错误和提交功能请求。
Slack 与其他 Xorbits 用户合作。
Twitter 及时了解新功能。
微信社群 与其他 Xorbits 用户交流。
知乎 了解团队最新的进展。

贡献者

Apache License Version 2.0, January 2004 http://www.apache.org/licenses/ TERMS AND CONDITIONS FOR USE, REPRODUCTION, AND DISTRIBUTION 1. Definitions. "License" shall mean the terms and conditions for use, reproduction, and distribution as defined by Sections 1 through 9 of this document. "Licensor" shall mean the copyright owner or entity authorized by the copyright owner that is granting the License. "Legal Entity" shall mean the union of the acting entity and all other entities that control, are controlled by, or are under common control with that entity. For the purposes of this definition, "control" means (i) the power, direct or indirect, to cause the direction or management of such entity, whether by contract or otherwise, or (ii) ownership of fifty percent (50%) or more of the outstanding shares, or (iii) beneficial ownership of such entity. "You" (or "Your") shall mean an individual or Legal Entity exercising permissions granted by this License. "Source" form shall mean the preferred form for making modifications, including but not limited to software source code, documentation source, and configuration files. "Object" form shall mean any form resulting from mechanical transformation or translation of a Source form, including but not limited to compiled object code, generated documentation, and conversions to other media types. "Work" shall mean the work of authorship, whether in Source or Object form, made available under the License, as indicated by a copyright notice that is included in or attached to the work (an example is provided in the Appendix below). "Derivative Works" shall mean any work, whether in Source or Object form, that is based on (or derived from) the Work and for which the editorial revisions, annotations, elaborations, or other modifications represent, as a whole, an original work of authorship. For the purposes of this License, Derivative Works shall not include works that remain separable from, or merely link (or bind by name) to the interfaces of, the Work and Derivative Works thereof. "Contribution" shall mean any work of authorship, including the original version of the Work and any modifications or additions to that Work or Derivative Works thereof, that is intentionally submitted to Licensor for inclusion in the Work by the copyright owner or by an individual or Legal Entity authorized to submit on behalf of the copyright owner. For the purposes of this definition, "submitted" means any form of electronic, verbal, or written communication sent to the Licensor or its representatives, including but not limited to communication on electronic mailing lists, source code control systems, and issue tracking systems that are managed by, or on behalf of, the Licensor for the purpose of discussing and improving the Work, but excluding communication that is conspicuously marked or otherwise designated in writing by the copyright owner as "Not a Contribution." "Contributor" shall mean Licensor and any individual or Legal Entity on behalf of whom a Contribution has been received by Licensor and subsequently incorporated within the Work. 2. Grant of Copyright License. Subject to the terms and conditions of this License, each Contributor hereby grants to You a perpetual, worldwide, non-exclusive, no-charge, royalty-free, irrevocable copyright license to reproduce, prepare Derivative Works of, publicly display, publicly perform, sublicense, and distribute the Work and such Derivative Works in Source or Object form. 3. Grant of Patent License. Subject to the terms and conditions of this License, each Contributor hereby grants to You a perpetual, worldwide, non-exclusive, no-charge, royalty-free, irrevocable (except as stated in this section) patent license to make, have made, use, offer to sell, sell, import, and otherwise transfer the Work, where such license applies only to those patent claims licensable by such Contributor that are necessarily infringed by their Contribution(s) alone or by combination of their Contribution(s) with the Work to which such Contribution(s) was submitted. If You institute patent litigation against any entity (including a cross-claim or counterclaim in a lawsuit) alleging that the Work or a Contribution incorporated within the Work constitutes direct or contributory patent infringement, then any patent licenses granted to You under this License for that Work shall terminate as of the date such litigation is filed. 4. Redistribution. You may reproduce and distribute copies of the Work or Derivative Works thereof in any medium, with or without modifications, and in Source or Object form, provided that You meet the following conditions: (a) You must give any other recipients of the Work or Derivative Works a copy of this License; and (b) You must cause any modified files to carry prominent notices stating that You changed the files; and (c) You must retain, in the Source form of any Derivative Works that You distribute, all copyright, patent, trademark, and attribution notices from the Source form of the Work, excluding those notices that do not pertain to any part of the Derivative Works; and (d) If the Work includes a "NOTICE" text file as part of its distribution, then any Derivative Works that You distribute must include a readable copy of the attribution notices contained within such NOTICE file, excluding those notices that do not pertain to any part of the Derivative Works, in at least one of the following places: within a NOTICE text file distributed as part of the Derivative Works; within the Source form or documentation, if provided along with the Derivative Works; or, within a display generated by the Derivative Works, if and wherever such third-party notices normally appear. The contents of the NOTICE file are for informational purposes only and do not modify the License. You may add Your own attribution notices within Derivative Works that You distribute, alongside or as an addendum to the NOTICE text from the Work, provided that such additional attribution notices cannot be construed as modifying the License. You may add Your own copyright statement to Your modifications and may provide additional or different license terms and conditions for use, reproduction, or distribution of Your modifications, or for any such Derivative Works as a whole, provided Your use, reproduction, and distribution of the Work otherwise complies with the conditions stated in this License. 5. Submission of Contributions. Unless You explicitly state otherwise, any Contribution intentionally submitted for inclusion in the Work by You to the Licensor shall be under the terms and conditions of this License, without any additional terms or conditions. Notwithstanding the above, nothing herein shall supersede or modify the terms of any separate license agreement you may have executed with Licensor regarding such Contributions. 6. Trademarks. This License does not grant permission to use the trade names, trademarks, service marks, or product names of the Licensor, except as required for reasonable and customary use in describing the origin of the Work and reproducing the content of the NOTICE file. 7. Disclaimer of Warranty. Unless required by applicable law or agreed to in writing, Licensor provides the Work (and each Contributor provides its Contributions) on an "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied, including, without limitation, any warranties or conditions of TITLE, NON-INFRINGEMENT, MERCHANTABILITY, or FITNESS FOR A PARTICULAR PURPOSE. You are solely responsible for determining the appropriateness of using or redistributing the Work and assume any risks associated with Your exercise of permissions under this License. 8. Limitation of Liability. In no event and under no legal theory, whether in tort (including negligence), contract, or otherwise, unless required by applicable law (such as deliberate and grossly negligent acts) or agreed to in writing, shall any Contributor be liable to You for damages, including any direct, indirect, special, incidental, or consequential damages of any character arising as a result of this License or out of the use or inability to use the Work (including but not limited to damages for loss of goodwill, work stoppage, computer failure or malfunction, or any and all other commercial damages or losses), even if such Contributor has been advised of the possibility of such damages. 9. Accepting Warranty or Additional Liability. While redistributing the Work or Derivative Works thereof, You may choose to offer, and charge a fee for, acceptance of support, warranty, indemnity, or other liability obligations and/or rights consistent with this License. However, in accepting such obligations, You may act only on Your own behalf and on Your sole responsibility, not on behalf of any other Contributor, and only if You agree to indemnify, defend, and hold each Contributor harmless for any liability incurred by, or claims asserted against, such Contributor by reason of your accepting any such warranty or additional liability. END OF TERMS AND CONDITIONS APPENDIX: How to apply the Apache License to your work. To apply the Apache License to your work, attach the following boilerplate notice, with the fields enclosed by brackets "[]" replaced with your own identifying information. (Don't include the brackets!) The text should be enclosed in the appropriate comment syntax for the file format. We also recommend that a file or class name and description of purpose be included on the same "printed page" as the copyright notice for easier identification within third-party archives. Copyright [yyyy] [name of copyright owner] Licensed under the Apache License, Version 2.0 (the "License"); you may not use this file except in compliance with the License. You may obtain a copy of the License at http://www.apache.org/licenses/LICENSE-2.0 Unless required by applicable law or agreed to in writing, software distributed under the License is distributed on an "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. See the License for the specific language governing permissions and limitations under the License.

简介

暂无描述 展开 收起
Apache-2.0
取消

发行版

暂无发行版

贡献者

全部

近期动态

加载更多
不能加载更多了
马建仓 AI 助手
尝试更多
代码解读
代码找茬
代码优化
1
https://gitee.com/nlp_my/inference.git
git@gitee.com:nlp_my/inference.git
nlp_my
inference
inference
main

搜索帮助

344bd9b3 5694891 D2dac590 5694891