Text Generation Inference（TGI）是 HuggingFace 推出的一个项目，作为支持 HuggingFace Inference API 和 Hugging Chat 上的LLM 推理的工具，旨在支持大型语言模型的优化推理。代码仓库 GitHub:https://github.com/huggingface/text-generation-inference 主
Text-Generation-Inference(又称 TGI)是 Hugging Face 今年早些时候启动的一个项目,作为支持 Hugging Face Inference API 和后来的 Hugging Chat 上的 LLM 推理的内部工具,旨在支持大型语言模型的优化推理。自推出后,该项目迅速流行,并被 Open-Assistant 和 nat.dev 等其他开源项目采用。 该项目支持多种模型和量化方...
原因是虽然vLLM版 Paged Attention的实现采用了Flash Attention的技巧,但缺少各样本query长度不等的Batch推理API(在Prefill环节需要此API)。出于此情况TGI同时使用了两者。 3. 模型加载 3.1. 整体流程 下图是TGI Server层加载一个Llama 2模型时的流程,其中标黑的是重要的类,可以对照上文的“2.1.Llama 2模型结构...
2Branches 0Tags Code This branch is723 commits behindhuggingface/text-generation-inference:main. README License Text Generation Inference A Rust, Python and gRPC server for text generation inference. Used in production atHuggingFaceto power LLMs api-inference widgets. ...
It's find in some machine. using hf_hub::api::sync::Api to download c… by@Narsilin#3030 Improve Transformers support by@Cyrilvallezin#2970 feat: add initial qwen2.5-vl model and test by@drbhin#2971 Using public external registry (to use external runners for CI). by@Narsilin#3031 ...
From version 1.4.0 onwards, TGI has introduced an API that is compatible with OpenAI's Chat Completion API. This new Messages API enables a smooth transition for customers and users from OpenAI models to open-source LLMs. The API is designed for direct integration with OpenAI's client librari...
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from flask_restful import Resource, Api from megatron.training import get_args from megatron.inference.text_generation import generate_and_post_process from megatron.inference.text_generation import beam_search_and_post_process GENERATE_NUM = 0 BEAM_NUM = 1 lock = threading.Lock() class...
大型语言模型正以其惊人的新能力推动人工智能的发展,扩大其应用范围。然而,由于这类模型具有庞大的参数规模,部署和推理的难度和成本极高,这一挑战一直困扰着 AI 领域。此外,当前存在大量支持模型部署和推理的框架和工具,如 ModelScope 的 Model Pipelines API,和 HuggingFace 的 Text Generation Inference 等,各自都有...
text-generation-inference 功能请求：为添加其他API端点添加文档和示例,你好，@michael-conrad 🙌 我们...