From f5e2b80d11faaad962faba2ee4ee00e6af7b82e4 Mon Sep 17 00:00:00 2001 From: yudi3ooo Date: Fri, 14 Nov 2025 16:15:19 +0800 Subject: [PATCH 001/189] Update README.md --- docs/01-getting-started/01-installation/README.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/docs/01-getting-started/01-installation/README.md b/docs/01-getting-started/01-installation/README.md index 0d8f771..bf5eef3 100644 --- a/docs/01-getting-started/01-installation/README.md +++ b/docs/01-getting-started/01-installation/README.md @@ -2,7 +2,7 @@ title: 安装 --- -[\*在线运行 vLLM 入门教程：零基础分步指南](https://openbayes.com/console/public/tutorials/rXxb5fZFr29?utm_source=vLLM-CNdoc&utm_medium=vLLM-CNdoc-V1&utm_campaign=vLLM-CNdoc-V1-25ap) +[\*在线运行 vLLM 入门教程：零基础分步指南](https://openbayes.com/console/public/tutorials/rXxb5fZFr29?utm_source=vLLM-CNdoc&utm_medium=vLLM-CNdoc-V1&utm_campaign=vLLM-CNdoc-V1-25ap ) vLLM 支持以下硬件平台： From dd646f0d68f4219a05c1c5974b278c098720498a Mon Sep 17 00:00:00 2001 From: yudi3ooo Date: Mon, 17 Nov 2025 18:51:51 +0800 Subject: [PATCH 002/189] Update 01-gpu.md --- docs/01-getting-started/01-installation/01-gpu.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/docs/01-getting-started/01-installation/01-gpu.md b/docs/01-getting-started/01-installation/01-gpu.md index d81d54f..5e9cd6a 100644 --- a/docs/01-getting-started/01-installation/01-gpu.md +++ b/docs/01-getting-started/01-installation/01-gpu.md @@ -2,7 +2,7 @@ title: GPU --- -[\*在线运行 vLLM 入门教程：零基础分步指南](https://openbayes.com/console/public/tutorials/rXxb5fZFr29?utm_source=vLLM-CNdoc&utm_medium=vLLM-CNdoc-V1&utm_campaign=vLLM-CNdoc-V1-25ap) +[\*在线运行 vLLM 入门教程：零基础分步指南](https://app.hyper.ai/console/public/tutorials/rUwYsyhAIt3?utm_source=vLLM-CNdoc&utm_medium=vLLM-CNdoc-V1&utm_campaign=vLLM-CNdoc-V1-25ap) vLLM 是一个支持如下 GPU 类型的 Python 库，根据您的 GPU 型号查看相应的说明。 From 631b2c478d778d2cf55f5228de4c2b8c893c12e2 Mon Sep 17 00:00:00 2001 From: yudi3ooo Date: Mon, 17 Nov 2025 18:56:08 +0800 Subject: [PATCH 003/189] Update 02-cpu.md --- .../01-installation/02-cpu.md | 25 ++++++++----------- 1 file changed, 11 insertions(+), 14 deletions(-) diff --git a/docs/01-getting-started/01-installation/02-cpu.md b/docs/01-getting-started/01-installation/02-cpu.md index 0ed885a..53bb7cf 100644 --- a/docs/01-getting-started/01-installation/02-cpu.md +++ b/docs/01-getting-started/01-installation/02-cpu.md @@ -2,7 +2,7 @@ title: CPU --- -[\*在线运行 vLLM 入门教程：零基础分步指南](https://openbayes.com/console/public/tutorials/rXxb5fZFr29?utm_source=vLLM-CNdoc&utm_medium=vLLM-CNdoc-V1&utm_campaign=vLLM-CNdoc-V1-25ap) +[\*在线运行 vLLM 入门教程：零基础分步指南](https://app.hyper.ai/console/public/tutorials/rUwYsyhAIt3?utm_source=vLLM-CNdoc&utm_medium=vLLM-CNdoc-V1&utm_campaign=vLLM-CNdoc-V1-25ap) vLLM 是一个支持以下 CPU 变体的 Python 库。根据您的 CPU 类型查看厂商特定的说明： @@ -11,7 +11,6 @@ vLLM 是一个支持以下 CPU 变体的 Python 库。根据您的 CPU 类型查 vLLM 初步支持在 x86 CPU 平台进行基础模型推理和服务，支持 FP32、FP16 和 BF16 数据类型。 > **注意** -> > 此设备没有预编译的 wheel 包或镜像，您必须从源码构建 vLLM。 #### ARM AArch64 @@ -21,7 +20,6 @@ vLLM 已适配支持具备 NEON 指令集的 ARM64 CPU，基于最初为 x86 平 ARM CPU 后端当前支持 Float32、FP16 和 BFloat16 数据类型。 > **注意** -> > 此设备没有预编译的 wheel 包或镜像，您必须从源码构建 vLLM。 #### Apple silicon @@ -31,7 +29,6 @@ vLLM 对 macOS 上的 Apple 芯片提供实验性支持。目前用户需从源 macOS 的 CPU 实现当前支持 FP32 和 FP16 数据类型。 > **注意** -> > 此设备没有预编译的 wheel 包或镜像，您必须从源码构建 vLLM。 #### IBM Z (S390X) @@ -41,7 +38,6 @@ vLLM 对 IBM Z 平台上的 s390x 架构提供实验性支持。目前用户需 s390x 架构的 CPU 实现当前仅支持 FP32 数据类型。 > **注意** -> > 此设备没有预编译的 wheel 包或镜像，您必须从源码构建 vLLM。 ## 系统要求 @@ -54,7 +50,8 @@ s390x 架构的 CPU 实现当前仅支持 FP32 数据类型。 - 编译器：`gcc/g++ >= 12.3.0`（可选，推荐） - 指令集架构 (ISA)：AVX512（可选，推荐） -> **提示** >[Intel Extension for PyTorch (IPEX)](https://github.com/intel/intel-extension-for-pytorch)  通过最新特性优化扩展 PyTorch，可在 Intel 硬件上获得额外性能提升。 +> **提示** +>[Intel Extension for PyTorch (IPEX)](https://github.com/intel/intel-extension-for-pytorch)  通过最新特性优化扩展 PyTorch，可在 Intel 硬件上获得额外性能提升。 #### ARM AArch64 @@ -270,10 +267,10 @@ $ docker run -it \ vLLM CPU 后端支持以下特性： -- 张量并行 (Tensor Parallel) -- 模型量化 (`INT8 W8A8`、`AWQ`、`GPTQ`) -- 分块预填充 (Chunked-prefill -- 前缀缓存 (Prefix-caching) +- 张量并行（Tensor Parallel） +- 模型量化（`INT8 W8A8`、`AWQ`、`GPTQ`） +- 分块预填充（Chunked-prefill） +- 前缀缓存（Prefix-caching） - FP8-E5M2 KV 缓存 ## 相关运行时环境变量 @@ -285,7 +282,7 @@ vLLM CPU 后端支持以下特性： `VLLM_CPU_OMP_THREADS_BIND=0-31|32-63`  表示启用 2 个张量并行进程，rank0 的 32 个 OpenMP 线程绑定到 0-31 号核心，rank1 的线程绑定到 32-63 号核心 -- `VLLM_CPU_MOE_PREPACK` : 是否为 MoE 层使用预打包功能。该参数会传递给  `ipex.llm.modules.GatedMLPMOE` 。默认值为  `1` （启用）。在不支持的 CPU 上可能需要设置为  `0` （禁用）。 +- `VLLM_CPU_MOE_PREPACK` : 是否为 MoE 层使用预打包功能。该参数会传递给 `ipex.llm.modules.GatedMLPMOE`。默认值为 `1`（启用）。在不支持的 CPU 上可能需要设置为 `0`（禁用）。 ## 性能优化建议 @@ -306,7 +303,7 @@ export VLLM_CPU_OMP_THREADS_BIND=0-29 vllm serve facebook/opt-125m ``` -- 在支持超线程的机器上使用 vLLM CPU 后端时，建议通过  `VLLM_CPU_OMP_THREADS_BIND`  将每个物理 CPU 核心只绑定一个 OpenMP 线程。在 16 逻辑核心 / 8 物理核心的超线程平台上： +- 在支持超线程的机器上使用 vLLM CPU 后端时，建议通过 `VLLM_CPU_OMP_THREADS_BIND` 将每个物理 CPU 核心只绑定一个 OpenMP 线程。在 16 逻辑核心/8 物理核心的超线程平台上： ```plain $ lscpu -e # check the mapping between logical CPU cores and physical CPU cores @@ -337,13 +334,13 @@ $ export VLLM_CPU_OMP_THREADS_BIND=0-7 $ python examples/offline_inference/basic/basic.py ``` -- 在多插槽 NUMA 机器上使用 vLLM CPU 后端时，应注意通过  `VLLM_CPU_OMP_THREADS_BIND`  设置 CPU 核心，避免跨 NUMA 节点的内存访问。 +- 在多插槽 NUMA 机器上使用 vLLM CPU 后端时，应注意通过 `VLLM_CPU_OMP_THREADS_BIND` 设置 CPU 核心，避免跨 NUMA 节点的内存访问。 ## 其他注意事项 - CPU 后端与 GPU 后端有显著差异，因为 vLLM 架构最初是为 GPU 优化的。需要多项优化来提升其性能。 - 建议将 HTTP 服务组件与推理组件解耦。在 GPU 后端配置中，HTTP 服务和分词任务运行在 CPU 上，而推理运行在 GPU 上，这通常不会造成问题。但在基于 CPU 的环境中，HTTP 服务和分词可能导致显著的上下文切换和缓存效率降低。因此强烈建议分离这两个组件以获得更好的性能。 -- 在启用 NUMA 的 CPU 环境中，内存访问性能可能受  [拓扑结构](https://github.com/intel/intel-extension-for-pytorch/blob/main/docs/tutorials/performance_tuning/tuning_guide.inc.md#non-uniform-memory-access-numa)  影响较大。对于 NUMA 架构，推荐两种优化方案：张量并行或数据并行。 +- 在启用 NUMA 的 CPU 环境中，内存访问性能可能受[拓扑结构](https://github.com/intel/intel-extension-for-pytorch/blob/main/docs/tutorials/performance_tuning/tuning_guide.inc.md#non-uniform-memory-access-numa)影响较大。对于 NUMA 架构，推荐两种优化方案：张量并行或数据并行。 - 延迟敏感场景使用张量并行：遵循 GPU 后端设计，基于 NUMA 节点数量（例如双 NUMA 节点系统 TP=2）使用 Megatron-LM 的并行算法切分模型。随着  [CPU 上的 TP 功能](https://github.com/vllm-project/vllm/pull/6125#)  合并，张量并行已支持服务和离线推理。通常每个 NUMA 节点被视为一个 GPU 卡。以下是启用张量并行度为 2 的服务示例： From 940f142d8ae55ec9f61d4e10d221038d8a40158b Mon Sep 17 00:00:00 2001 From: yudi3ooo Date: Mon, 17 Nov 2025 18:57:31 +0800 Subject: [PATCH 004/189] Update 03-ai-accelerator.md --- .../01-getting-started/01-installation/03-ai-accelerator.md | 6 +----- 1 file changed, 1 insertion(+), 5 deletions(-) diff --git a/docs/01-getting-started/01-installation/03-ai-accelerator.md b/docs/01-getting-started/01-installation/03-ai-accelerator.md index 0a125fe..331b960 100644 --- a/docs/01-getting-started/01-installation/03-ai-accelerator.md +++ b/docs/01-getting-started/01-installation/03-ai-accelerator.md @@ -2,7 +2,7 @@ title: 其他 AI 加速器 --- -[\*在线运行 vLLM 入门教程：零基础分步指南](https://openbayes.com/console/public/tutorials/rXxb5fZFr29?utm_source=vLLM-CNdoc&utm_medium=vLLM-CNdoc-V1&utm_campaign=vLLM-CNdoc-V1-25ap) +[\*在线运行 vLLM 入门教程：零基础分步指南](https://app.hyper.ai/console/public/tutorials/rUwYsyhAIt3?utm_source=vLLM-CNdoc&utm_medium=vLLM-CNdoc-V1&utm_campaign=vLLM-CNdoc-V1-25ap) vLLM 是一个 Python 库，支持以下 AI 加速器。根据您的 AI 加速器类型查看供应商特定说明： @@ -29,7 +29,6 @@ vLLM 是一个 Python 库，支持以下 AI 加速器。根据您的 AI 加速 您可能需要为 TPU 虚拟机提供额外的持久存储。更多信息请参阅 [Cloud TPU 数据存储选项](https://cloud.devsite.corp.google.com/tpu/docs/storage-options)。 > **注意** -> > 此设备没有预构建的 wheels，因此您必须使用预构建的 Docker 镜像或从源代码构建 vLLM。 #### Intel Gaudi @@ -37,7 +36,6 @@ vLLM 是一个 Python 库，支持以下 AI 加速器。根据您的 AI 加速 此节提供了在 Intel Gaudi 设备上运行 vLLM 的说明。 > **注意** -> > 此设备没有预构建的 wheels 或镜像，因此您必须从源代码构建 vLLM。 #### AWS Neuron @@ -45,7 +43,6 @@ vLLM 是一个 Python 库，支持以下 AI 加速器。根据您的 AI 加速 vLLM 0.3.3 及以上版本支持通过 Neuron SDK 在 AWS Trainium/Inferentia 上进行模型推理和服务，并支持连续批处理。分页注意力 (Paged Attention) 和分块预填充 (Chunked Prefill) 功能目前正在开发中，即将推出。Neuron SDK 当前支持的数据类型为 FP16 和 BF16。 > **注意** -> > 此设备没有预构建的 wheels 或镜像，因此您必须从源代码构建 vLLM。 ## 环境要求 @@ -61,7 +58,6 @@ vLLM 0.3.3 及以上版本支持通过 Neuron SDK 在 AWS Trainium/Inferentia 您可以使用 [Cloud TPU API](https://cloud.google.com/tpu/docs/reference/rest) 或 [队列资源](https://cloud.google.com/tpu/docs/queued-resources) API 配置 Cloud TPU。本节展示如何使用队列资源 API 创建 TPU。有关使用 Cloud TPU API 的更多信息，请参阅 [使用 Create Node API 创建 Cloud TPU](https://cloud.google.com/tpu/docs/managing-tpus-tpu-vm#create-node-api)。队列资源允许您以队列方式请求 Cloud TPU 资源。当您请求队列资源时，请求会被添加到 Cloud TPU 服务维护的队列中。当请求的资源可用时，它将分配给您的 Google Cloud 项目供您独占使用。 > **注意** -> > 在以下所有命令中，请将全大写的参数名称替换为适当的值。有关参数描述，请参阅参数描述表。 #### 使用 GKE 配置 Cloud TPU From 2bca5652e9e7a7c673bbc037aa94b790f44484d1 Mon Sep 17 00:00:00 2001 From: yudi3ooo Date: Mon, 17 Nov 2025 18:57:54 +0800 Subject: [PATCH 005/189] Update README.md --- docs/01-getting-started/01-installation/README.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/docs/01-getting-started/01-installation/README.md b/docs/01-getting-started/01-installation/README.md index bf5eef3..8da2a8d 100644 --- a/docs/01-getting-started/01-installation/README.md +++ b/docs/01-getting-started/01-installation/README.md @@ -2,7 +2,7 @@ title: 安装 --- -[\*在线运行 vLLM 入门教程：零基础分步指南](https://openbayes.com/console/public/tutorials/rXxb5fZFr29?utm_source=vLLM-CNdoc&utm_medium=vLLM-CNdoc-V1&utm_campaign=vLLM-CNdoc-V1-25ap ) +[\*在线运行 vLLM 入门教程：零基础分步指南](https://app.hyper.ai/console/public/tutorials/rUwYsyhAIt3?utm_source=vLLM-CNdoc&utm_medium=vLLM-CNdoc-V1&utm_campaign=vLLM-CNdoc-V1-25ap) vLLM 支持以下硬件平台： From 7af772fb14eab6daf67a3858d235d1a28854f406 Mon Sep 17 00:00:00 2001 From: yudi3ooo Date: Mon, 17 Nov 2025 18:58:41 +0800 Subject: [PATCH 006/189] Update 02-quickstart.md --- docs/01-getting-started/02-quickstart.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/docs/01-getting-started/02-quickstart.md b/docs/01-getting-started/02-quickstart.md index 0dd8ede..f61be6c 100644 --- a/docs/01-getting-started/02-quickstart.md +++ b/docs/01-getting-started/02-quickstart.md @@ -2,7 +2,7 @@ title: 快速开始 --- -[\*在线运行 vLLM 入门教程：零基础分步指南](https://openbayes.com/console/public/tutorials/rXxb5fZFr29?utm_source=vLLM-CNdoc&utm_medium=vLLM-CNdoc-V1&utm_campaign=vLLM-CNdoc-V1-25ap) +[\*在线运行 vLLM 入门教程：零基础分步指南](https://app.hyper.ai/console/public/tutorials/rUwYsyhAIt3?utm_source=vLLM-CNdoc&utm_medium=vLLM-CNdoc-V1&utm_campaign=vLLM-CNdoc-V1-25ap) 本指南将帮助您快速开始使用 vLLM 进行以下操作： From 4c74b206d658b5d68a11abf9daaf6967de4dae0d Mon Sep 17 00:00:00 2001 From: yudi3ooo Date: Mon, 17 Nov 2025 18:59:51 +0800 Subject: [PATCH 007/189] Update 04-troubleshooting.md --- docs/01-getting-started/04-troubleshooting.md | 4 +--- 1 file changed, 1 insertion(+), 3 deletions(-) diff --git a/docs/01-getting-started/04-troubleshooting.md b/docs/01-getting-started/04-troubleshooting.md index 9f1f46c..762a846 100644 --- a/docs/01-getting-started/04-troubleshooting.md +++ b/docs/01-getting-started/04-troubleshooting.md @@ -2,9 +2,7 @@ title: 故障排除 --- -[\*在线运行 vLLM 入门教程：零基础分步指南](https://openbayes.com/console/public/tutorials/rXxb5fZFr29?utm_source=vLLM-CNdoc&utm_medium=vLLM-CNdoc-V1&utm_campaign=vLLM-CNdoc-V1-25ap) - -# +[\*在线运行 vLLM 入门教程：零基础分步指南](https://app.hyper.ai/console/public/tutorials/rUwYsyhAIt3?utm_source=vLLM-CNdoc&utm_medium=vLLM-CNdoc-V1&utm_campaign=vLLM-CNdoc-V1-25ap) 本文档概述了一些可考虑的故障排除策略。如果您认为发现了一个错误，请先[搜索现有问题](https://github.com/vllm-project/vllm/issues?q=is%253Aissue)查看是否已报告。如果没有，请[提交新问题](https://github.com/vllm-project/vllm/issues/new/choose)，提供尽可能多的相关信息。 From 672d14a78fb5e492f8bbc438a442abf7caa03f13 Mon Sep 17 00:00:00 2001 From: yudi3ooo Date: Mon, 17 Nov 2025 19:00:23 +0800 Subject: [PATCH 008/189] Update 05-faq.md --- docs/01-getting-started/05-faq.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/docs/01-getting-started/05-faq.md b/docs/01-getting-started/05-faq.md index deeb4f5..7b3bd0d 100644 --- a/docs/01-getting-started/05-faq.md +++ b/docs/01-getting-started/05-faq.md @@ -2,7 +2,7 @@ title: Frequently Asked Questions --- -[\*在线运行 vLLM 入门教程：零基础分步指南](https://openbayes.com/console/public/tutorials/rXxb5fZFr29?utm_source=vLLM-CNdoc&utm_medium=vLLM-CNdoc-V1&utm_campaign=vLLM-CNdoc-V1-25ap) +[\*在线运行 vLLM 入门教程：零基础分步指南](https://app.hyper.ai/console/public/tutorials/rUwYsyhAIt3?utm_source=vLLM-CNdoc&utm_medium=vLLM-CNdoc-V1&utm_campaign=vLLM-CNdoc-V1-25ap) # 常见问题 From 370bd603ff08fb3c58a11754ffb87713dfc60a63 Mon Sep 17 00:00:00 2001 From: yudi3ooo Date: Mon, 17 Nov 2025 19:01:02 +0800 Subject: [PATCH 009/189] Update 06-v1-user-guide.md --- docs/01-getting-started/06-v1-user-guide.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/docs/01-getting-started/06-v1-user-guide.md b/docs/01-getting-started/06-v1-user-guide.md index 3ac2264..cb3cc7c 100644 --- a/docs/01-getting-started/06-v1-user-guide.md +++ b/docs/01-getting-started/06-v1-user-guide.md @@ -2,7 +2,7 @@ title: vLLM V1 用户指南 --- -[\*在线运行 vLLM 入门教程：零基础分步指南](https://openbayes.com/console/public/tutorials/rXxb5fZFr29?utm_source=vLLM-CNdoc&utm_medium=vLLM-CNdoc-V1&utm_campaign=vLLM-CNdoc-V1-25ap) +[\*在线运行 vLLM 入门教程：零基础分步指南](https://app.hyper.ai/console/public/tutorials/rUwYsyhAIt3?utm_source=vLLM-CNdoc&utm_medium=vLLM-CNdoc-V1&utm_campaign=vLLM-CNdoc-V1-25ap) V1 现已默认启用所有支持的使用场景，我们将逐步为计划支持的每个场景启用该版本。请在 [GitHub](https://github.com/vllm-project/vllm) 或 [vLLM Slack](https://inviter.co/vllm-slack) 分享反馈。 From 00f2f3cab61bc76b4ae1753a83bb4793f8fcb8bb Mon Sep 17 00:00:00 2001 From: kqyang-77 Date: Thu, 27 Nov 2025 16:23:09 +0800 Subject: [PATCH 010/189] Update tutorial link for audio language example MIME-Version: 1.0 Content-Type: text/plain; charset=UTF-8 Content-Transfer-Encoding: 8bit 修改链接 --- .../03-examples/01-offline-inference/01-audio_language.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/docs/01-getting-started/03-examples/01-offline-inference/01-audio_language.md b/docs/01-getting-started/03-examples/01-offline-inference/01-audio_language.md index 543b31a..12d9406 100644 --- a/docs/01-getting-started/03-examples/01-offline-inference/01-audio_language.md +++ b/docs/01-getting-started/03-examples/01-offline-inference/01-audio_language.md @@ -2,7 +2,7 @@ title: Audio Language --- -[\*在线运行 vLLM 入门教程：零基础分步指南](https://openbayes.com/console/public/tutorials/rXxb5fZFr29?utm_source=vLLM-CNdoc&utm_medium=vLLM-CNdoc-V1&utm_campaign=vLLM-CNdoc-V1-25ap) +[\*在线运行 vLLM 入门教程：零基础分步指南](https://app.hyper.ai/console/public/tutorials/rUwYsyhAIt3?utm_source=vLLM-CNdoc&utm_medium=vLLM-CNdoc-V1&utm_campaign=vLLM-CNdoc-V1-25ap) 源码 [examples/offline_inference/audio_language.py](https://github.com/vllm-project/vllm/blob/main/examples/offline_inference/audio_language.py) From 554aace72174c1483ecbb473a9832e9cddc1c606 Mon Sep 17 00:00:00 2001 From: kqyang-77 Date: Thu, 27 Nov 2025 16:23:47 +0800 Subject: [PATCH 011/189] Update 02-basic.md MIME-Version: 1.0 Content-Type: text/plain; charset=UTF-8 Content-Transfer-Encoding: 8bit 修改链接 --- .../03-examples/01-offline-inference/02-basic.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/docs/01-getting-started/03-examples/01-offline-inference/02-basic.md b/docs/01-getting-started/03-examples/01-offline-inference/02-basic.md index 29dec30..b28aa62 100644 --- a/docs/01-getting-started/03-examples/01-offline-inference/02-basic.md +++ b/docs/01-getting-started/03-examples/01-offline-inference/02-basic.md @@ -2,7 +2,7 @@ title: 基础指南 --- -[\*在线运行 vLLM 入门教程：零基础分步指南](https://openbayes.com/console/public/tutorials/rXxb5fZFr29?utm_source=vLLM-CNdoc&utm_medium=vLLM-CNdoc-V1&utm_campaign=vLLM-CNdoc-V1-25ap) +[\*在线运行 vLLM 入门教程：零基础分步指南](https://app.hyper.ai/console/public/tutorials/rUwYsyhAIt3?utm_source=vLLM-CNdoc&utm_medium=vLLM-CNdoc-V1&utm_campaign=vLLM-CNdoc-V1-25ap) 源码 [examples/offline_inference/basic](https://github.com/vllm-project/vllm/blob/main/examples/offline_inference/basic) From 216457df700e7eeaf8739096bc53acd6623a01bf Mon Sep 17 00:00:00 2001 From: kqyang-77 Date: Thu, 27 Nov 2025 16:24:07 +0800 Subject: [PATCH 012/189] Update 03-chat_with_tools.md MIME-Version: 1.0 Content-Type: text/plain; charset=UTF-8 Content-Transfer-Encoding: 8bit 修改链接 --- .../03-examples/01-offline-inference/03-chat_with_tools.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/docs/01-getting-started/03-examples/01-offline-inference/03-chat_with_tools.md b/docs/01-getting-started/03-examples/01-offline-inference/03-chat_with_tools.md index f934aa9..8835f18 100644 --- a/docs/01-getting-started/03-examples/01-offline-inference/03-chat_with_tools.md +++ b/docs/01-getting-started/03-examples/01-offline-inference/03-chat_with_tools.md @@ -2,7 +2,7 @@ title: Chat With Tools --- -[\*在线运行 vLLM 入门教程：零基础分步指南](https://openbayes.com/console/public/tutorials/rXxb5fZFr29?utm_source=vLLM-CNdoc&utm_medium=vLLM-CNdoc-V1&utm_campaign=vLLM-CNdoc-V1-25ap) +[\*在线运行 vLLM 入门教程：零基础分步指南](https://app.hyper.ai/console/public/tutorials/rUwYsyhAIt3?utm_source=vLLM-CNdoc&utm_medium=vLLM-CNdoc-V1&utm_campaign=vLLM-CNdoc-V1-25ap) 源码 [examples/offline_inference/chat_with_tools.py](https://github.com/vllm-project/vllm/blob/main/examples/offline_inference/chat_with_tools.py) From 9d1fd8d5464436243a9f61e47bb57e5c8e142c27 Mon Sep 17 00:00:00 2001 From: kqyang-77 Date: Thu, 27 Nov 2025 16:24:21 +0800 Subject: [PATCH 013/189] Update 04-cpu_offload_lmcache.md MIME-Version: 1.0 Content-Type: text/plain; charset=UTF-8 Content-Transfer-Encoding: 8bit 修改链接 --- .../03-examples/01-offline-inference/04-cpu_offload_lmcache.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/docs/01-getting-started/03-examples/01-offline-inference/04-cpu_offload_lmcache.md b/docs/01-getting-started/03-examples/01-offline-inference/04-cpu_offload_lmcache.md index 6f5883e..37bd30d 100644 --- a/docs/01-getting-started/03-examples/01-offline-inference/04-cpu_offload_lmcache.md +++ b/docs/01-getting-started/03-examples/01-offline-inference/04-cpu_offload_lmcache.md @@ -2,7 +2,7 @@ title: Cpu Offload Lmcache --- -[\*在线运行 vLLM 入门教程：零基础分步指南](https://openbayes.com/console/public/tutorials/rXxb5fZFr29?utm_source=vLLM-CNdoc&utm_medium=vLLM-CNdoc-V1&utm_campaign=vLLM-CNdoc-V1-25ap) +[\*在线运行 vLLM 入门教程：零基础分步指南](https://app.hyper.ai/console/public/tutorials/rUwYsyhAIt3?utm_source=vLLM-CNdoc&utm_medium=vLLM-CNdoc-V1&utm_campaign=vLLM-CNdoc-V1-25ap) 源码 [examples/offline_inference/cpu_offload_lmcache.py](https://github.com/vllm-project/vllm/blob/main/examples/offline_inference/cpu_offload_lmcache.py) From 5ad7efccad2efcf33a8fb64c2e282a8fd874d387 Mon Sep 17 00:00:00 2001 From: kqyang-77 Date: Thu, 27 Nov 2025 16:24:34 +0800 Subject: [PATCH 014/189] Update 05-data_parallel.md --- .../03-examples/01-offline-inference/05-data_parallel.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/docs/01-getting-started/03-examples/01-offline-inference/05-data_parallel.md b/docs/01-getting-started/03-examples/01-offline-inference/05-data_parallel.md index cc24d58..058c6ee 100644 --- a/docs/01-getting-started/03-examples/01-offline-inference/05-data_parallel.md +++ b/docs/01-getting-started/03-examples/01-offline-inference/05-data_parallel.md @@ -2,7 +2,7 @@ title: Data Parallel --- -[\*在线运行 vLLM 入门教程：零基础分步指南](https://openbayes.com/console/public/tutorials/rXxb5fZFr29?utm_source=vLLM-CNdoc&utm_medium=vLLM-CNdoc-V1&utm_campaign=vLLM-CNdoc-V1-25ap) +[\*在线运行 vLLM 入门教程：零基础分步指南](https://app.hyper.ai/console/public/tutorials/rUwYsyhAIt3?utm_source=vLLM-CNdoc&utm_medium=vLLM-CNdoc-V1&utm_campaign=vLLM-CNdoc-V1-25ap) 源码 [examples/offline_inference/data_parallel.py](https://github.com/vllm-project/vllm/blob/main/examples/offline_inference/data_parallel.py) From 9c694a7098941a0355bc10c1b9cef86e927c2a30 Mon Sep 17 00:00:00 2001 From: kqyang-77 Date: Thu, 27 Nov 2025 16:24:53 +0800 Subject: [PATCH 015/189] Update 06-disaggregated_prefill_lmcache.md --- .../01-offline-inference/06-disaggregated_prefill_lmcache.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/docs/01-getting-started/03-examples/01-offline-inference/06-disaggregated_prefill_lmcache.md b/docs/01-getting-started/03-examples/01-offline-inference/06-disaggregated_prefill_lmcache.md index a4f6aeb..3166cf4 100644 --- a/docs/01-getting-started/03-examples/01-offline-inference/06-disaggregated_prefill_lmcache.md +++ b/docs/01-getting-started/03-examples/01-offline-inference/06-disaggregated_prefill_lmcache.md @@ -2,7 +2,7 @@ title: Disaggregated Prefill Lmcache --- -[\*在线运行 vLLM 入门教程：零基础分步指南](https://openbayes.com/console/public/tutorials/rXxb5fZFr29?utm_source=vLLM-CNdoc&utm_medium=vLLM-CNdoc-V1&utm_campaign=vLLM-CNdoc-V1-25ap) +[\*在线运行 vLLM 入门教程：零基础分步指南](https://app.hyper.ai/console/public/tutorials/rUwYsyhAIt3?utm_source=vLLM-CNdoc&utm_medium=vLLM-CNdoc-V1&utm_campaign=vLLM-CNdoc-V1-25ap) 源码 [examples/offline_inference/disaggregated_prefill_lmcache.py](https://github.com/vllm-project/vllm/blob/main/examples/offline_inference/disaggregated_prefill_lmcache.py) From 82eedad30c771b97315f1327378c522b8babfc06 Mon Sep 17 00:00:00 2001 From: kqyang-77 Date: Thu, 27 Nov 2025 16:25:12 +0800 Subject: [PATCH 016/189] Update 07-disaggregated_prefill.md --- .../01-offline-inference/07-disaggregated_prefill.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/docs/01-getting-started/03-examples/01-offline-inference/07-disaggregated_prefill.md b/docs/01-getting-started/03-examples/01-offline-inference/07-disaggregated_prefill.md index bab78ac..b039a3f 100644 --- a/docs/01-getting-started/03-examples/01-offline-inference/07-disaggregated_prefill.md +++ b/docs/01-getting-started/03-examples/01-offline-inference/07-disaggregated_prefill.md @@ -2,7 +2,7 @@ title: Disaggregated Prefill --- -[\*在线运行 vLLM 入门教程：零基础分步指南](https://openbayes.com/console/public/tutorials/rXxb5fZFr29?utm_source=vLLM-CNdoc&utm_medium=vLLM-CNdoc-V1&utm_campaign=vLLM-CNdoc-V1-25ap) +[\*在线运行 vLLM 入门教程：零基础分步指南](https://app.hyper.ai/console/public/tutorials/rUwYsyhAIt3?utm_source=vLLM-CNdoc&utm_medium=vLLM-CNdoc-V1&utm_campaign=vLLM-CNdoc-V1-25ap) 源码 [examples/offline_inference/disaggregated_prefill.py](https://github.com/vllm-project/vllm/blob/main/examples/offline_inference/disaggregated_prefill.py) From 2efa086e26b99366224090e344db6bd9f2580249 Mon Sep 17 00:00:00 2001 From: kqyang-77 Date: Thu, 27 Nov 2025 16:25:25 +0800 Subject: [PATCH 017/189] Update 08-distributed.md --- .../03-examples/01-offline-inference/08-distributed.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/docs/01-getting-started/03-examples/01-offline-inference/08-distributed.md b/docs/01-getting-started/03-examples/01-offline-inference/08-distributed.md index d0a0e8b..e0fbc32 100644 --- a/docs/01-getting-started/03-examples/01-offline-inference/08-distributed.md +++ b/docs/01-getting-started/03-examples/01-offline-inference/08-distributed.md @@ -2,7 +2,7 @@ title: Distributed --- -[\*在线运行 vLLM 入门教程：零基础分步指南](https://openbayes.com/console/public/tutorials/rXxb5fZFr29?utm_source=vLLM-CNdoc&utm_medium=vLLM-CNdoc-V1&utm_campaign=vLLM-CNdoc-V1-25ap) +[\*在线运行 vLLM 入门教程：零基础分步指南](https://app.hyper.ai/console/public/tutorials/rUwYsyhAIt3?utm_source=vLLM-CNdoc&utm_medium=vLLM-CNdoc-V1&utm_campaign=vLLM-CNdoc-V1-25ap) 源码 [examples/offline_inference/distributed.py](https://github.com/vllm-project/vllm/blob/main/examples/offline_inference/distributed.py) From 1411d47690f2fbe38a566a8f363407e475811b4a Mon Sep 17 00:00:00 2001 From: kqyang-77 Date: Thu, 27 Nov 2025 16:25:36 +0800 Subject: [PATCH 018/189] Update 09-eagle.md --- .../03-examples/01-offline-inference/09-eagle.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/docs/01-getting-started/03-examples/01-offline-inference/09-eagle.md b/docs/01-getting-started/03-examples/01-offline-inference/09-eagle.md index af0442c..1d23757 100644 --- a/docs/01-getting-started/03-examples/01-offline-inference/09-eagle.md +++ b/docs/01-getting-started/03-examples/01-offline-inference/09-eagle.md @@ -2,7 +2,7 @@ title: Eagle --- -[\*在线运行 vLLM 入门教程：零基础分步指南](https://openbayes.com/console/public/tutorials/rXxb5fZFr29?utm_source=vLLM-CNdoc&utm_medium=vLLM-CNdoc-V1&utm_campaign=vLLM-CNdoc-V1-25ap) +[\*在线运行 vLLM 入门教程：零基础分步指南](https://app.hyper.ai/console/public/tutorials/rUwYsyhAIt3?utm_source=vLLM-CNdoc&utm_medium=vLLM-CNdoc-V1&utm_campaign=vLLM-CNdoc-V1-25ap) 源码 [examples/offline_inference/eagle.py](https://github.com/vllm-project/vllm/blob/main/examples/offline_inference/eagle.py) From 9759e5542caf3a9da32805e72f7a560ca6fe9691 Mon Sep 17 00:00:00 2001 From: kqyang-77 Date: Thu, 27 Nov 2025 16:25:45 +0800 Subject: [PATCH 019/189] Update tutorial link for Encoder Decoder Multimodal --- .../01-offline-inference/10-encoder_decoder_multimodal.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/docs/01-getting-started/03-examples/01-offline-inference/10-encoder_decoder_multimodal.md b/docs/01-getting-started/03-examples/01-offline-inference/10-encoder_decoder_multimodal.md index 8d8ae2c..62767ec 100644 --- a/docs/01-getting-started/03-examples/01-offline-inference/10-encoder_decoder_multimodal.md +++ b/docs/01-getting-started/03-examples/01-offline-inference/10-encoder_decoder_multimodal.md @@ -2,7 +2,7 @@ title: Encoder Decoder Multimodal --- -[\*在线运行 vLLM 入门教程：零基础分步指南](https://openbayes.com/console/public/tutorials/rXxb5fZFr29?utm_source=vLLM-CNdoc&utm_medium=vLLM-CNdoc-V1&utm_campaign=vLLM-CNdoc-V1-25ap) +[\*在线运行 vLLM 入门教程：零基础分步指南](https://app.hyper.ai/console/public/tutorials/rUwYsyhAIt3?utm_source=vLLM-CNdoc&utm_medium=vLLM-CNdoc-V1&utm_campaign=vLLM-CNdoc-V1-25ap) 源码 [examples/offline_inference/encoder_decoder_multimodal.py](https://github.com/vllm-project/vllm/blob/main/examples/offline_inference/encoder_decoder_multimodal.py) From 1afe7c78986ae30943540747dab023c46dd8c7a8 Mon Sep 17 00:00:00 2001 From: kqyang-77 Date: Thu, 27 Nov 2025 16:25:55 +0800 Subject: [PATCH 020/189] Update 11-encoder_decoder.md --- .../03-examples/01-offline-inference/11-encoder_decoder.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/docs/01-getting-started/03-examples/01-offline-inference/11-encoder_decoder.md b/docs/01-getting-started/03-examples/01-offline-inference/11-encoder_decoder.md index 2b2fb68..2811f30 100644 --- a/docs/01-getting-started/03-examples/01-offline-inference/11-encoder_decoder.md +++ b/docs/01-getting-started/03-examples/01-offline-inference/11-encoder_decoder.md @@ -2,7 +2,7 @@ title: Encoder Decoder --- -[\*在线运行 vLLM 入门教程：零基础分步指南](https://openbayes.com/console/public/tutorials/rXxb5fZFr29?utm_source=vLLM-CNdoc&utm_medium=vLLM-CNdoc-V1&utm_campaign=vLLM-CNdoc-V1-25ap) +[\*在线运行 vLLM 入门教程：零基础分步指南](https://app.hyper.ai/console/public/tutorials/rUwYsyhAIt3?utm_source=vLLM-CNdoc&utm_medium=vLLM-CNdoc-V1&utm_campaign=vLLM-CNdoc-V1-25ap) 源码 [examples/offline_inference/encoder_decoder.py](https://github.com/vllm-project/vllm/blob/main/examples/offline_inference/encoder_decoder.py) From da0c0108bbb530676a056ca9eb84ea58111bc9d7 Mon Sep 17 00:00:00 2001 From: kqyang-77 Date: Thu, 27 Nov 2025 16:26:05 +0800 Subject: [PATCH 021/189] Update 12-llm_engine_example.md --- .../03-examples/01-offline-inference/12-llm_engine_example.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/docs/01-getting-started/03-examples/01-offline-inference/12-llm_engine_example.md b/docs/01-getting-started/03-examples/01-offline-inference/12-llm_engine_example.md index 3d64193..37de44b 100644 --- a/docs/01-getting-started/03-examples/01-offline-inference/12-llm_engine_example.md +++ b/docs/01-getting-started/03-examples/01-offline-inference/12-llm_engine_example.md @@ -2,7 +2,7 @@ title: Llm Engine Example --- -[\*在线运行 vLLM 入门教程：零基础分步指南](https://openbayes.com/console/public/tutorials/rXxb5fZFr29?utm_source=vLLM-CNdoc&utm_medium=vLLM-CNdoc-V1&utm_campaign=vLLM-CNdoc-V1-25ap) +[\*在线运行 vLLM 入门教程：零基础分步指南](https://app.hyper.ai/console/public/tutorials/rUwYsyhAIt3?utm_source=vLLM-CNdoc&utm_medium=vLLM-CNdoc-V1&utm_campaign=vLLM-CNdoc-V1-25ap) 源码 [examples/offline_inference/llm_engine_example.py](https://github.com/vllm-project/vllm/blob/main/examples/offline_inference/llm_engine_example.py) From 91218c26682365b08c2d01d0f407061b71cd5aa1 Mon Sep 17 00:00:00 2001 From: kqyang-77 Date: Thu, 27 Nov 2025 16:26:14 +0800 Subject: [PATCH 022/189] Update 13-load_sharded_state.md --- .../03-examples/01-offline-inference/13-load_sharded_state.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/docs/01-getting-started/03-examples/01-offline-inference/13-load_sharded_state.md b/docs/01-getting-started/03-examples/01-offline-inference/13-load_sharded_state.md index e699fad..a3f3bb9 100644 --- a/docs/01-getting-started/03-examples/01-offline-inference/13-load_sharded_state.md +++ b/docs/01-getting-started/03-examples/01-offline-inference/13-load_sharded_state.md @@ -2,7 +2,7 @@ title: Load Sharded State --- -[\*在线运行 vLLM 入门教程：零基础分步指南](https://openbayes.com/console/public/tutorials/rXxb5fZFr29?utm_source=vLLM-CNdoc&utm_medium=vLLM-CNdoc-V1&utm_campaign=vLLM-CNdoc-V1-25ap) +[\*在线运行 vLLM 入门教程：零基础分步指南](https://app.hyper.ai/console/public/tutorials/rUwYsyhAIt3?utm_source=vLLM-CNdoc&utm_medium=vLLM-CNdoc-V1&utm_campaign=vLLM-CNdoc-V1-25ap) 源码 [examples/offline_inference/load_sharded_state.py.](https://github.com/vllm-project/vllm/blob/main/examples/offline_inference/load_sharded_state.py) From 7d36b59216394494ec1aa7f8b025a2a50dd0dc57 Mon Sep 17 00:00:00 2001 From: kqyang-77 Date: Thu, 27 Nov 2025 16:26:27 +0800 Subject: [PATCH 023/189] Update 14-lora_with_quantization_inference.md --- .../01-offline-inference/14-lora_with_quantization_inference.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/docs/01-getting-started/03-examples/01-offline-inference/14-lora_with_quantization_inference.md b/docs/01-getting-started/03-examples/01-offline-inference/14-lora_with_quantization_inference.md index 0c95742..4c19c1a 100644 --- a/docs/01-getting-started/03-examples/01-offline-inference/14-lora_with_quantization_inference.md +++ b/docs/01-getting-started/03-examples/01-offline-inference/14-lora_with_quantization_inference.md @@ -2,7 +2,7 @@ title: Lora With Quantization Inference --- -[\*在线运行 vLLM 入门教程：零基础分步指南](https://openbayes.com/console/public/tutorials/rXxb5fZFr29?utm_source=vLLM-CNdoc&utm_medium=vLLM-CNdoc-V1&utm_campaign=vLLM-CNdoc-V1-25ap) +[\*在线运行 vLLM 入门教程：零基础分步指南](https://app.hyper.ai/console/public/tutorials/rUwYsyhAIt3?utm_source=vLLM-CNdoc&utm_medium=vLLM-CNdoc-V1&utm_campaign=vLLM-CNdoc-V1-25ap) 源码 [examples/offline_inference/lora_with_quantization_inference.py](https://github.com/vllm-project/vllm/blob/main/examples/offline_inference/lora_with_quantization_inference.py) From e66f43cea43162a5dfba7d03d6a1014036d6d672 Mon Sep 17 00:00:00 2001 From: kqyang-77 Date: Thu, 27 Nov 2025 16:26:41 +0800 Subject: [PATCH 024/189] Update 15-mistral-small.md --- .../03-examples/01-offline-inference/15-mistral-small.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/docs/01-getting-started/03-examples/01-offline-inference/15-mistral-small.md b/docs/01-getting-started/03-examples/01-offline-inference/15-mistral-small.md index 242fbc2..c1176e8 100644 --- a/docs/01-getting-started/03-examples/01-offline-inference/15-mistral-small.md +++ b/docs/01-getting-started/03-examples/01-offline-inference/15-mistral-small.md @@ -2,7 +2,7 @@ title: Mistral-small --- -[\*在线运行 vLLM 入门教程：零基础分步指南](https://openbayes.com/console/public/tutorials/rXxb5fZFr29?utm_source=vLLM-CNdoc&utm_medium=vLLM-CNdoc-V1&utm_campaign=vLLM-CNdoc-V1-25ap) +[\*在线运行 vLLM 入门教程：零基础分步指南](https://app.hyper.ai/console/public/tutorials/rUwYsyhAIt3?utm_source=vLLM-CNdoc&utm_medium=vLLM-CNdoc-V1&utm_campaign=vLLM-CNdoc-V1-25ap) 源码 [examples/offline_inference/mistral-small.py](https://github.com/vllm-project/vllm/blob/main/examples/offline_inference/mistral-small.py) From eb91366ab7ded2a5fb2610c65ccd4e27be65a3b8 Mon Sep 17 00:00:00 2001 From: kqyang-77 Date: Thu, 27 Nov 2025 16:26:51 +0800 Subject: [PATCH 025/189] Update 16-mlpspeculator.md --- .../03-examples/01-offline-inference/16-mlpspeculator.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/docs/01-getting-started/03-examples/01-offline-inference/16-mlpspeculator.md b/docs/01-getting-started/03-examples/01-offline-inference/16-mlpspeculator.md index da0605d..6be8c86 100644 --- a/docs/01-getting-started/03-examples/01-offline-inference/16-mlpspeculator.md +++ b/docs/01-getting-started/03-examples/01-offline-inference/16-mlpspeculator.md @@ -2,7 +2,7 @@ title: Mlpspeculator --- -[\*在线运行 vLLM 入门教程：零基础分步指南](https://openbayes.com/console/public/tutorials/rXxb5fZFr29?utm_source=vLLM-CNdoc&utm_medium=vLLM-CNdoc-V1&utm_campaign=vLLM-CNdoc-V1-25ap) +[\*在线运行 vLLM 入门教程：零基础分步指南](https://app.hyper.ai/console/public/tutorials/rUwYsyhAIt3?utm_source=vLLM-CNdoc&utm_medium=vLLM-CNdoc-V1&utm_campaign=vLLM-CNdoc-V1-25ap) 源码 [examples/offline_inference/mlpspeculator.py](https://github.com/vllm-project/vllm/blob/main/examples/offline_inference/mlpspeculator.py) From 8f69061e596a9faef570a51d9f0c73ff63e2f0ec Mon Sep 17 00:00:00 2001 From: kqyang-77 Date: Thu, 27 Nov 2025 16:27:03 +0800 Subject: [PATCH 026/189] Update 17-multilora_inference.md --- .../03-examples/01-offline-inference/17-multilora_inference.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/docs/01-getting-started/03-examples/01-offline-inference/17-multilora_inference.md b/docs/01-getting-started/03-examples/01-offline-inference/17-multilora_inference.md index ce3e4d6..78bda72 100644 --- a/docs/01-getting-started/03-examples/01-offline-inference/17-multilora_inference.md +++ b/docs/01-getting-started/03-examples/01-offline-inference/17-multilora_inference.md @@ -2,7 +2,7 @@ title: Multilora Inference --- -[\*在线运行 vLLM 入门教程：零基础分步指南](https://openbayes.com/console/public/tutorials/rXxb5fZFr29?utm_source=vLLM-CNdoc&utm_medium=vLLM-CNdoc-V1&utm_campaign=vLLM-CNdoc-V1-25ap) +[\*在线运行 vLLM 入门教程：零基础分步指南](https://app.hyper.ai/console/public/tutorials/rUwYsyhAIt3?utm_source=vLLM-CNdoc&utm_medium=vLLM-CNdoc-V1&utm_campaign=vLLM-CNdoc-V1-25ap) 源码 [examples/offline_inference/multilora_inference.py](https://github.com/vllm-project/vllm/blob/main/examples/offline_inference/multilora_inference.py) From 816ccbc1be019583ca410cdc1a31444df32fdffc Mon Sep 17 00:00:00 2001 From: kqyang-77 Date: Thu, 27 Nov 2025 16:27:13 +0800 Subject: [PATCH 027/189] Update 18-neuron_int8_quantization.md --- .../01-offline-inference/18-neuron_int8_quantization.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/docs/01-getting-started/03-examples/01-offline-inference/18-neuron_int8_quantization.md b/docs/01-getting-started/03-examples/01-offline-inference/18-neuron_int8_quantization.md index ca186f7..27bd214 100644 --- a/docs/01-getting-started/03-examples/01-offline-inference/18-neuron_int8_quantization.md +++ b/docs/01-getting-started/03-examples/01-offline-inference/18-neuron_int8_quantization.md @@ -2,7 +2,7 @@ title: Neuron Int8 Quantization --- -[\*在线运行 vLLM 入门教程：零基础分步指南](https://openbayes.com/console/public/tutorials/rXxb5fZFr29?utm_source=vLLM-CNdoc&utm_medium=vLLM-CNdoc-V1&utm_campaign=vLLM-CNdoc-V1-25ap) +[\*在线运行 vLLM 入门教程：零基础分步指南](https://app.hyper.ai/console/public/tutorials/rUwYsyhAIt3?utm_source=vLLM-CNdoc&utm_medium=vLLM-CNdoc-V1&utm_campaign=vLLM-CNdoc-V1-25ap) 源码 [examples/offline_inference/neuron_int8_quantization.py](https://github.com/vllm-project/vllm/blob/main/examples/offline_inference/neuron_int8_quantization.py) From 305f508441ccbee6b631a087080f0c60b870221c Mon Sep 17 00:00:00 2001 From: kqyang-77 Date: Thu, 27 Nov 2025 16:27:23 +0800 Subject: [PATCH 028/189] Update 19-neuron.md --- .../03-examples/01-offline-inference/19-neuron.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/docs/01-getting-started/03-examples/01-offline-inference/19-neuron.md b/docs/01-getting-started/03-examples/01-offline-inference/19-neuron.md index fcaabcf..de99d92 100644 --- a/docs/01-getting-started/03-examples/01-offline-inference/19-neuron.md +++ b/docs/01-getting-started/03-examples/01-offline-inference/19-neuron.md @@ -2,7 +2,7 @@ title: Neuron --- -[\*在线运行 vLLM 入门教程：零基础分步指南](https://openbayes.com/console/public/tutorials/rXxb5fZFr29?utm_source=vLLM-CNdoc&utm_medium=vLLM-CNdoc-V1&utm_campaign=vLLM-CNdoc-V1-25ap) +[\*在线运行 vLLM 入门教程：零基础分步指南](https://app.hyper.ai/console/public/tutorials/rUwYsyhAIt3?utm_source=vLLM-CNdoc&utm_medium=vLLM-CNdoc-V1&utm_campaign=vLLM-CNdoc-V1-25ap) 源码 [examples/offline_inference/neuron.py](https://github.com/vllm-project/vllm/blob/main/examples/offline_inference/neuron.py) From bafb3f2d41b4b673b6ae451965931bdd289fd04c Mon Sep 17 00:00:00 2001 From: kqyang-77 Date: Thu, 27 Nov 2025 16:27:38 +0800 Subject: [PATCH 029/189] Update 20-openai_batch.md --- .../03-examples/01-offline-inference/20-openai_batch.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/docs/01-getting-started/03-examples/01-offline-inference/20-openai_batch.md b/docs/01-getting-started/03-examples/01-offline-inference/20-openai_batch.md index ef81fb9..7ce92e6 100644 --- a/docs/01-getting-started/03-examples/01-offline-inference/20-openai_batch.md +++ b/docs/01-getting-started/03-examples/01-offline-inference/20-openai_batch.md @@ -2,7 +2,7 @@ title: 使用 OpenAI 批处理文件格式进行离线推理 --- -[\*在线运行 vLLM 入门教程：零基础分步指南](https://openbayes.com/console/public/tutorials/rXxb5fZFr29?utm_source=vLLM-CNdoc&utm_medium=vLLM-CNdoc-V1&utm_campaign=vLLM-CNdoc-V1-25ap) +[\*在线运行 vLLM 入门教程：零基础分步指南](https://app.hyper.ai/console/public/tutorials/rUwYsyhAIt3?utm_source=vLLM-CNdoc&utm_medium=vLLM-CNdoc-V1&utm_campaign=vLLM-CNdoc-V1-25ap) 源码 [examples/offline_inference/openai](https://github.com/vllm-project/vllm/blob/main/examples/offline_inference/openai) From 2e5b05ff2b805587dcdc4e26a9f624063eabd370 Mon Sep 17 00:00:00 2001 From: kqyang-77 Date: Thu, 27 Nov 2025 16:27:47 +0800 Subject: [PATCH 030/189] Update 21-prefix_caching.md --- .../03-examples/01-offline-inference/21-prefix_caching.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/docs/01-getting-started/03-examples/01-offline-inference/21-prefix_caching.md b/docs/01-getting-started/03-examples/01-offline-inference/21-prefix_caching.md index f5f3cd3..a52f79f 100644 --- a/docs/01-getting-started/03-examples/01-offline-inference/21-prefix_caching.md +++ b/docs/01-getting-started/03-examples/01-offline-inference/21-prefix_caching.md @@ -2,7 +2,7 @@ title: Prefix Caching --- -[\*在线运行 vLLM 入门教程：零基础分步指南](https://openbayes.com/console/public/tutorials/rXxb5fZFr29?utm_source=vLLM-CNdoc&utm_medium=vLLM-CNdoc-V1&utm_campaign=vLLM-CNdoc-V1-25ap) +[\*在线运行 vLLM 入门教程：零基础分步指南](https://app.hyper.ai/console/public/tutorials/rUwYsyhAIt3?utm_source=vLLM-CNdoc&utm_medium=vLLM-CNdoc-V1&utm_campaign=vLLM-CNdoc-V1-25ap) 源码 [examples/offline_inference/prefix_caching.py](https://github.com/vllm-project/vllm/blob/main/examples/offline_inference/prefix_caching.py) From a3424e50b05e369bdff9f3b9864ce6f87f3c3fe2 Mon Sep 17 00:00:00 2001 From: kqyang-77 Date: Thu, 27 Nov 2025 16:27:56 +0800 Subject: [PATCH 031/189] Update 21-prefix_caching.md From 463c4fa8960bd6b31d88acb53954ba2965808ca0 Mon Sep 17 00:00:00 2001 From: kqyang-77 Date: Thu, 27 Nov 2025 16:28:12 +0800 Subject: [PATCH 032/189] Update 23-profiling_tpu.md --- .../03-examples/01-offline-inference/23-profiling_tpu.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/docs/01-getting-started/03-examples/01-offline-inference/23-profiling_tpu.md b/docs/01-getting-started/03-examples/01-offline-inference/23-profiling_tpu.md index 95d6c6d..19327af 100644 --- a/docs/01-getting-started/03-examples/01-offline-inference/23-profiling_tpu.md +++ b/docs/01-getting-started/03-examples/01-offline-inference/23-profiling_tpu.md @@ -2,7 +2,7 @@ title: vLLM TPU 分析 --- -[\*在线运行 vLLM 入门教程：零基础分步指南](https://openbayes.com/console/public/tutorials/rXxb5fZFr29?utm_source=vLLM-CNdoc&utm_medium=vLLM-CNdoc-V1&utm_campaign=vLLM-CNdoc-V1-25ap) +[\*在线运行 vLLM 入门教程：零基础分步指南](https://app.hyper.ai/console/public/tutorials/rUwYsyhAIt3?utm_source=vLLM-CNdoc&utm_medium=vLLM-CNdoc-V1&utm_campaign=vLLM-CNdoc-V1-25ap) 源码 [examples/offline_inference/profiling_tpu](https://github.com/vllm-project/vllm/blob/main/examples/offline_inference/profiling_tpu) From f051b70387e0840e504018e86123d12c310db3c0 Mon Sep 17 00:00:00 2001 From: kqyang-77 Date: Thu, 27 Nov 2025 16:28:22 +0800 Subject: [PATCH 033/189] Update 24-profiling.md --- .../03-examples/01-offline-inference/24-profiling.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/docs/01-getting-started/03-examples/01-offline-inference/24-profiling.md b/docs/01-getting-started/03-examples/01-offline-inference/24-profiling.md index 4d1997a..1e2bb1b 100644 --- a/docs/01-getting-started/03-examples/01-offline-inference/24-profiling.md +++ b/docs/01-getting-started/03-examples/01-offline-inference/24-profiling.md @@ -2,7 +2,7 @@ title: Profiling --- -[\*在线运行 vLLM 入门教程：零基础分步指南](https://openbayes.com/console/public/tutorials/rXxb5fZFr29?utm_source=vLLM-CNdoc&utm_medium=vLLM-CNdoc-V1&utm_campaign=vLLM-CNdoc-V1-25ap) +[\*在线运行 vLLM 入门教程：零基础分步指南](https://app.hyper.ai/console/public/tutorials/rUwYsyhAIt3?utm_source=vLLM-CNdoc&utm_medium=vLLM-CNdoc-V1&utm_campaign=vLLM-CNdoc-V1-25ap) 源码 [examples/offline_inference/profiling.py](https://github.com/vllm-project/vllm/blob/main/examples/offline_inference/profiling.py) From 350903cba24bc457c324a4d7c0586d67d1624a93 Mon Sep 17 00:00:00 2001 From: kqyang-77 Date: Thu, 27 Nov 2025 16:28:32 +0800 Subject: [PATCH 034/189] Update 25-reproduciblity.md --- .../03-examples/01-offline-inference/25-reproduciblity.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/docs/01-getting-started/03-examples/01-offline-inference/25-reproduciblity.md b/docs/01-getting-started/03-examples/01-offline-inference/25-reproduciblity.md index d9b3c52..c595e2a 100644 --- a/docs/01-getting-started/03-examples/01-offline-inference/25-reproduciblity.md +++ b/docs/01-getting-started/03-examples/01-offline-inference/25-reproduciblity.md @@ -2,7 +2,7 @@ title: Reproduciblity --- -[\*在线运行 vLLM 入门教程：零基础分步指南](https://openbayes.com/console/public/tutorials/rXxb5fZFr29?utm_source=vLLM-CNdoc&utm_medium=vLLM-CNdoc-V1&utm_campaign=vLLM-CNdoc-V1-25ap) +[\*在线运行 vLLM 入门教程：零基础分步指南](https://app.hyper.ai/console/public/tutorials/rUwYsyhAIt3?utm_source=vLLM-CNdoc&utm_medium=vLLM-CNdoc-V1&utm_campaign=vLLM-CNdoc-V1-25ap) 源码 [examples/offline_inference/reproduciblity.py](https://github.com/vllm-project/vllm/blob/main/examples/offline_inference/reproduciblity.py) From 6e5d140a0ad0b81647b616777df9654210a7f811 Mon Sep 17 00:00:00 2001 From: kqyang-77 Date: Thu, 27 Nov 2025 16:28:42 +0800 Subject: [PATCH 035/189] Update 26-rlhf.md --- .../03-examples/01-offline-inference/26-rlhf.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/docs/01-getting-started/03-examples/01-offline-inference/26-rlhf.md b/docs/01-getting-started/03-examples/01-offline-inference/26-rlhf.md index 35b7c50..5dd5b5e 100644 --- a/docs/01-getting-started/03-examples/01-offline-inference/26-rlhf.md +++ b/docs/01-getting-started/03-examples/01-offline-inference/26-rlhf.md @@ -2,7 +2,7 @@ title: Rlhf --- -[\*在线运行 vLLM 入门教程：零基础分步指南](https://openbayes.com/console/public/tutorials/rXxb5fZFr29?utm_source=vLLM-CNdoc&utm_medium=vLLM-CNdoc-V1&utm_campaign=vLLM-CNdoc-V1-25ap) +[\*在线运行 vLLM 入门教程：零基础分步指南](https://app.hyper.ai/console/public/tutorials/rUwYsyhAIt3?utm_source=vLLM-CNdoc&utm_medium=vLLM-CNdoc-V1&utm_campaign=vLLM-CNdoc-V1-25ap) 源码 [examples/offline_inference/rlhf.py](https://github.com/vllm-project/vllm/blob/main/examples/offline_inference/rlhf.py) From c40c125a76e34fb566d8f8da06b0d0d6a48e4a21 Mon Sep 17 00:00:00 2001 From: kqyang-77 Date: Thu, 27 Nov 2025 16:28:51 +0800 Subject: [PATCH 036/189] Update 27-rlhf_colocate.md --- .../03-examples/01-offline-inference/27-rlhf_colocate.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/docs/01-getting-started/03-examples/01-offline-inference/27-rlhf_colocate.md b/docs/01-getting-started/03-examples/01-offline-inference/27-rlhf_colocate.md index ca99fb5..4dd1494 100644 --- a/docs/01-getting-started/03-examples/01-offline-inference/27-rlhf_colocate.md +++ b/docs/01-getting-started/03-examples/01-offline-inference/27-rlhf_colocate.md @@ -2,7 +2,7 @@ title: Rlhf Colocate --- -[\*在线运行 vLLM 入门教程：零基础分步指南](https://openbayes.com/console/public/tutorials/rXxb5fZFr29?utm_source=vLLM-CNdoc&utm_medium=vLLM-CNdoc-V1&utm_campaign=vLLM-CNdoc-V1-25ap) +[\*在线运行 vLLM 入门教程：零基础分步指南](https://app.hyper.ai/console/public/tutorials/rUwYsyhAIt3?utm_source=vLLM-CNdoc&utm_medium=vLLM-CNdoc-V1&utm_campaign=vLLM-CNdoc-V1-25ap) 源码 [examples/offline_inference/rlhf_colocate.py](https://github.com/vllm-project/vllm/blob/main/examples/offline_inference/rlhf_colocate.py) From f8c6a53dc1ba1fcf06a9ff94d063b359917b52f8 Mon Sep 17 00:00:00 2001 From: kqyang-77 Date: Thu, 27 Nov 2025 16:29:03 +0800 Subject: [PATCH 037/189] Update tutorial link for Rlhf Utils --- .../03-examples/01-offline-inference/28-rlhf_utils.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/docs/01-getting-started/03-examples/01-offline-inference/28-rlhf_utils.md b/docs/01-getting-started/03-examples/01-offline-inference/28-rlhf_utils.md index fd16f8f..63e694b 100644 --- a/docs/01-getting-started/03-examples/01-offline-inference/28-rlhf_utils.md +++ b/docs/01-getting-started/03-examples/01-offline-inference/28-rlhf_utils.md @@ -2,7 +2,7 @@ title: Rlhf Utils --- -[\*在线运行 vLLM 入门教程：零基础分步指南](https://openbayes.com/console/public/tutorials/rXxb5fZFr29?utm_source=vLLM-CNdoc&utm_medium=vLLM-CNdoc-V1&utm_campaign=vLLM-CNdoc-V1-25ap) +[\*在线运行 vLLM 入门教程：零基础分步指南](https://app.hyper.ai/console/public/tutorials/rUwYsyhAIt3?utm_source=vLLM-CNdoc&utm_medium=vLLM-CNdoc-V1&utm_campaign=vLLM-CNdoc-V1-25ap) 源码 [examples/offline_inference/rlhf_utils.py](https://github.com/vllm-project/vllm/blob/main/examples/offline_inference/rlhf_utils.py) From fb6779cea3449975952b2d1428ce2e1e03be4e97 Mon Sep 17 00:00:00 2001 From: kqyang-77 Date: Thu, 27 Nov 2025 16:29:15 +0800 Subject: [PATCH 038/189] Update link for online vLLM tutorial --- .../03-examples/01-offline-inference/29-save_sharded_state.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/docs/01-getting-started/03-examples/01-offline-inference/29-save_sharded_state.md b/docs/01-getting-started/03-examples/01-offline-inference/29-save_sharded_state.md index 635a8fd..4e59ead 100644 --- a/docs/01-getting-started/03-examples/01-offline-inference/29-save_sharded_state.md +++ b/docs/01-getting-started/03-examples/01-offline-inference/29-save_sharded_state.md @@ -2,7 +2,7 @@ title: Save Sharded State --- -[\*在线运行 vLLM 入门教程：零基础分步指南](https://openbayes.com/console/public/tutorials/rXxb5fZFr29?utm_source=vLLM-CNdoc&utm_medium=vLLM-CNdoc-V1&utm_campaign=vLLM-CNdoc-V1-25ap) +[\*在线运行 vLLM 入门教程：零基础分步指南](https://app.hyper.ai/console/public/tutorials/rUwYsyhAIt3?utm_source=vLLM-CNdoc&utm_medium=vLLM-CNdoc-V1&utm_campaign=vLLM-CNdoc-V1-25ap) 源码 [examples/offline_inference/save_sharded_state.py](https://github.com/vllm-project/vllm/blob/main/examples/offline_inference/save_sharded_state.py) From 595953eb3837679cae978daff1269717ccdd4a32 Mon Sep 17 00:00:00 2001 From: kqyang-77 Date: Thu, 27 Nov 2025 16:29:26 +0800 Subject: [PATCH 039/189] Update tutorial link for Simple Profiling --- .../03-examples/01-offline-inference/30-simple_profiling.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/docs/01-getting-started/03-examples/01-offline-inference/30-simple_profiling.md b/docs/01-getting-started/03-examples/01-offline-inference/30-simple_profiling.md index 7ae65b4..81cf40f 100644 --- a/docs/01-getting-started/03-examples/01-offline-inference/30-simple_profiling.md +++ b/docs/01-getting-started/03-examples/01-offline-inference/30-simple_profiling.md @@ -2,7 +2,7 @@ title: Simple Profiling --- -[\*在线运行 vLLM 入门教程：零基础分步指南](https://openbayes.com/console/public/tutorials/rXxb5fZFr29?utm_source=vLLM-CNdoc&utm_medium=vLLM-CNdoc-V1&utm_campaign=vLLM-CNdoc-V1-25ap) +[\*在线运行 vLLM 入门教程：零基础分步指南](https://app.hyper.ai/console/public/tutorials/rUwYsyhAIt3?utm_source=vLLM-CNdoc&utm_medium=vLLM-CNdoc-V1&utm_campaign=vLLM-CNdoc-V1-25ap) 源码 [examples/offline_inference/simple_profiling.py](https://github.com/vllm-project/vllm/blob/main/examples/offline_inference/simple_profiling.py) From 52c7efcb71dcab3930dcc0a886fe7a9ca2ffd5ff Mon Sep 17 00:00:00 2001 From: kqyang-77 Date: Thu, 27 Nov 2025 16:29:40 +0800 Subject: [PATCH 040/189] Update 31-structured_outputs.md --- .../03-examples/01-offline-inference/31-structured_outputs.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/docs/01-getting-started/03-examples/01-offline-inference/31-structured_outputs.md b/docs/01-getting-started/03-examples/01-offline-inference/31-structured_outputs.md index 9a7459f..a694bc9 100644 --- a/docs/01-getting-started/03-examples/01-offline-inference/31-structured_outputs.md +++ b/docs/01-getting-started/03-examples/01-offline-inference/31-structured_outputs.md @@ -2,7 +2,7 @@ title: Structured Outputs --- -[\*在线运行 vLLM 入门教程：零基础分步指南](https://openbayes.com/console/public/tutorials/rXxb5fZFr29?utm_source=vLLM-CNdoc&utm_medium=vLLM-CNdoc-V1&utm_campaign=vLLM-CNdoc-V1-25ap) +[\*在线运行 vLLM 入门教程：零基础分步指南](https://app.hyper.ai/console/public/tutorials/rUwYsyhAIt3?utm_source=vLLM-CNdoc&utm_medium=vLLM-CNdoc-V1&utm_campaign=vLLM-CNdoc-V1-25ap) 源码 [examples/offline_inference/structured_outputs.py](https://github.com/vllm-project/vllm/blob/main/examples/offline_inference/structured_outputs.py) From 3c14191c4ff575bc8235149ebc28db187ce6d61c Mon Sep 17 00:00:00 2001 From: kqyang-77 Date: Thu, 27 Nov 2025 16:29:52 +0800 Subject: [PATCH 041/189] Update link for online vLLM tutorial --- .../03-examples/01-offline-inference/32-torchrun_example.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/docs/01-getting-started/03-examples/01-offline-inference/32-torchrun_example.md b/docs/01-getting-started/03-examples/01-offline-inference/32-torchrun_example.md index 158bc7b..fb1647d 100644 --- a/docs/01-getting-started/03-examples/01-offline-inference/32-torchrun_example.md +++ b/docs/01-getting-started/03-examples/01-offline-inference/32-torchrun_example.md @@ -2,7 +2,7 @@ title: Torchrun Example --- -[\*在线运行 vLLM 入门教程：零基础分步指南](https://openbayes.com/console/public/tutorials/rXxb5fZFr29?utm_source=vLLM-CNdoc&utm_medium=vLLM-CNdoc-V1&utm_campaign=vLLM-CNdoc-V1-25ap) +[\*在线运行 vLLM 入门教程：零基础分步指南](https://app.hyper.ai/console/public/tutorials/rUwYsyhAIt3?utm_source=vLLM-CNdoc&utm_medium=vLLM-CNdoc-V1&utm_campaign=vLLM-CNdoc-V1-25ap) 源码 [examples/offline_inference/torchrun_example.py](https://github.com/vllm-project/vllm/blob/main/examples/offline_inference/torchrun_example.py) From d5bbbcf6993dbff7ac95b826cb6095cc212b99ab Mon Sep 17 00:00:00 2001 From: kqyang-77 Date: Thu, 27 Nov 2025 16:30:03 +0800 Subject: [PATCH 042/189] Update tutorial link for TPU example --- .../03-examples/01-offline-inference/33-tpu.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/docs/01-getting-started/03-examples/01-offline-inference/33-tpu.md b/docs/01-getting-started/03-examples/01-offline-inference/33-tpu.md index 4088149..40b7121 100644 --- a/docs/01-getting-started/03-examples/01-offline-inference/33-tpu.md +++ b/docs/01-getting-started/03-examples/01-offline-inference/33-tpu.md @@ -2,7 +2,7 @@ title: Tpu --- -[\*在线运行 vLLM 入门教程：零基础分步指南](https://openbayes.com/console/public/tutorials/rXxb5fZFr29?utm_source=vLLM-CNdoc&utm_medium=vLLM-CNdoc-V1&utm_campaign=vLLM-CNdoc-V1-25ap) +[\*在线运行 vLLM 入门教程：零基础分步指南](https://app.hyper.ai/console/public/tutorials/rUwYsyhAIt3?utm_source=vLLM-CNdoc&utm_medium=vLLM-CNdoc-V1&utm_campaign=vLLM-CNdoc-V1-25ap) 源码 [examples/offline_inference/tpu.py](https://github.com/vllm-project/vllm/blob/main/examples/offline_inference/tpu.py) From 0da2581f39e2ff83a825e91496f052e360d84f05 Mon Sep 17 00:00:00 2001 From: kqyang-77 Date: Thu, 27 Nov 2025 16:30:15 +0800 Subject: [PATCH 043/189] Update 34-vision_language.md --- .../03-examples/01-offline-inference/34-vision_language.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/docs/01-getting-started/03-examples/01-offline-inference/34-vision_language.md b/docs/01-getting-started/03-examples/01-offline-inference/34-vision_language.md index 9dd7cd0..f82c105 100644 --- a/docs/01-getting-started/03-examples/01-offline-inference/34-vision_language.md +++ b/docs/01-getting-started/03-examples/01-offline-inference/34-vision_language.md @@ -2,7 +2,7 @@ title: Vision Language --- -[\*在线运行 vLLM 入门教程：零基础分步指南](https://openbayes.com/console/public/tutorials/rXxb5fZFr29?utm_source=vLLM-CNdoc&utm_medium=vLLM-CNdoc-V1&utm_campaign=vLLM-CNdoc-V1-25ap) +[\*在线运行 vLLM 入门教程：零基础分步指南](https://app.hyper.ai/console/public/tutorials/rUwYsyhAIt3?utm_source=vLLM-CNdoc&utm_medium=vLLM-CNdoc-V1&utm_campaign=vLLM-CNdoc-V1-25ap) 源码 [examples/offline_inference/vision_language.py](https://github.com/vllm-project/vllm/blob/main/examples/offline_inference/vision_language.py) From d5ad571293efe16e8303d6a82fa708d71229ded8 Mon Sep 17 00:00:00 2001 From: kqyang-77 Date: Thu, 27 Nov 2025 16:30:25 +0800 Subject: [PATCH 044/189] Update 35-vision_language_embedding.md --- .../01-offline-inference/35-vision_language_embedding.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/docs/01-getting-started/03-examples/01-offline-inference/35-vision_language_embedding.md b/docs/01-getting-started/03-examples/01-offline-inference/35-vision_language_embedding.md index 11f22f2..72cb8fb 100644 --- a/docs/01-getting-started/03-examples/01-offline-inference/35-vision_language_embedding.md +++ b/docs/01-getting-started/03-examples/01-offline-inference/35-vision_language_embedding.md @@ -2,7 +2,7 @@ title: Vision Language Embedding --- -[\*在线运行 vLLM 入门教程：零基础分步指南](https://openbayes.com/console/public/tutorials/rXxb5fZFr29?utm_source=vLLM-CNdoc&utm_medium=vLLM-CNdoc-V1&utm_campaign=vLLM-CNdoc-V1-25ap) +[\*在线运行 vLLM 入门教程：零基础分步指南](https://app.hyper.ai/console/public/tutorials/rUwYsyhAIt3?utm_source=vLLM-CNdoc&utm_medium=vLLM-CNdoc-V1&utm_campaign=vLLM-CNdoc-V1-25ap) 源码 [examples/offline_inference/vision_language_embedding.py](https://github.com/vllm-project/vllm/blob/main/examples/offline_inference/vision_language_embedding.py) From 52d96df59b285033ba3fa43c24db37ca20104e10 Mon Sep 17 00:00:00 2001 From: kqyang-77 Date: Thu, 27 Nov 2025 16:30:34 +0800 Subject: [PATCH 045/189] Update 36-vision_language_multi_image.md --- .../01-offline-inference/36-vision_language_multi_image.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/docs/01-getting-started/03-examples/01-offline-inference/36-vision_language_multi_image.md b/docs/01-getting-started/03-examples/01-offline-inference/36-vision_language_multi_image.md index 32aea85..54c6bb9 100644 --- a/docs/01-getting-started/03-examples/01-offline-inference/36-vision_language_multi_image.md +++ b/docs/01-getting-started/03-examples/01-offline-inference/36-vision_language_multi_image.md @@ -2,7 +2,7 @@ title: Vision Language Multi Image --- -[\*在线运行 vLLM 入门教程：零基础分步指南](https://openbayes.com/console/public/tutorials/rXxb5fZFr29?utm_source=vLLM-CNdoc&utm_medium=vLLM-CNdoc-V1&utm_campaign=vLLM-CNdoc-V1-25ap) +[\*在线运行 vLLM 入门教程：零基础分步指南](https://app.hyper.ai/console/public/tutorials/rUwYsyhAIt3?utm_source=vLLM-CNdoc&utm_medium=vLLM-CNdoc-V1&utm_campaign=vLLM-CNdoc-V1-25ap) 源码 [examples/offline_inference/vision_language_multi_image.py](https://github.com/vllm-project/vllm/blob/main/examples/offline_inference/vision_language_multi_image.py) From f0162a6d5b1b986d1df984c353083e3ac67c4524 Mon Sep 17 00:00:00 2001 From: kqyang-77 Date: Thu, 27 Nov 2025 16:30:45 +0800 Subject: [PATCH 046/189] Update README.md --- .../03-examples/01-offline-inference/README.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/docs/01-getting-started/03-examples/01-offline-inference/README.md b/docs/01-getting-started/03-examples/01-offline-inference/README.md index c35e3e9..ffa29b3 100644 --- a/docs/01-getting-started/03-examples/01-offline-inference/README.md +++ b/docs/01-getting-started/03-examples/01-offline-inference/README.md @@ -2,7 +2,7 @@ title: 离线推理 --- -[\*在线运行 vLLM 入门教程：零基础分步指南](https://openbayes.com/console/public/tutorials/rXxb5fZFr29?utm_source=vLLM-CNdoc&utm_medium=vLLM-CNdoc-V1&utm_campaign=vLLM-CNdoc-V1-25ap) +[\*在线运行 vLLM 入门教程：零基础分步指南](https://app.hyper.ai/console/public/tutorials/rUwYsyhAIt3?utm_source=vLLM-CNdoc&utm_medium=vLLM-CNdoc-V1&utm_campaign=vLLM-CNdoc-V1-25ap) 离线推理示例展示了如何在离线环境中使用 vLLM，以批量方式查询模型进行预测。我们建议从 [Basic](https://docs.vllm.ai/en/latest/getting_started/examples/basic.html) 开始。 From 9d063dd2da6eb79e4b775417a51fdf44d45ba2d2 Mon Sep 17 00:00:00 2001 From: kqyang-77 Date: Thu, 27 Nov 2025 16:31:16 +0800 Subject: [PATCH 047/189] Update 01-api_client.md --- .../03-examples/02-online-serving/01-api_client.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/docs/01-getting-started/03-examples/02-online-serving/01-api_client.md b/docs/01-getting-started/03-examples/02-online-serving/01-api_client.md index eec483e..c861224 100644 --- a/docs/01-getting-started/03-examples/02-online-serving/01-api_client.md +++ b/docs/01-getting-started/03-examples/02-online-serving/01-api_client.md @@ -2,7 +2,7 @@ title: Api Client --- -[\*在线运行 vLLM 入门教程：零基础分步指南](https://openbayes.com/console/public/tutorials/rXxb5fZFr29?utm_source=vLLM-CNdoc&utm_medium=vLLM-CNdoc-V1&utm_campaign=vLLM-CNdoc-V1-25ap) +[\*在线运行 vLLM 入门教程：零基础分步指南](https://app.hyper.ai/console/public/tutorials/rUwYsyhAIt3?utm_source=vLLM-CNdoc&utm_medium=vLLM-CNdoc-V1&utm_campaign=vLLM-CNdoc-V1-25ap) 源码 [examples/online_serving/api_client.py](https://github.com/vllm-project/vllm/blob/main/examples/online_serving/api_client.py) From 31ee94c1203ac58bdb158b8738f14b5a213ca6e9 Mon Sep 17 00:00:00 2001 From: kqyang-77 Date: Thu, 27 Nov 2025 16:31:28 +0800 Subject: [PATCH 048/189] Update 02-chart-helm.md --- .../03-examples/02-online-serving/02-chart-helm.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/docs/01-getting-started/03-examples/02-online-serving/02-chart-helm.md b/docs/01-getting-started/03-examples/02-online-serving/02-chart-helm.md index 479c9c8..20e2cc5 100644 --- a/docs/01-getting-started/03-examples/02-online-serving/02-chart-helm.md +++ b/docs/01-getting-started/03-examples/02-online-serving/02-chart-helm.md @@ -2,7 +2,7 @@ title: Helm 图表 --- -[\*在线运行 vLLM 入门教程：零基础分步指南](https://openbayes.com/console/public/tutorials/rXxb5fZFr29?utm_source=vLLM-CNdoc&utm_medium=vLLM-CNdoc-V1&utm_campaign=vLLM-CNdoc-V1-25ap) +[\*在线运行 vLLM 入门教程：零基础分步指南](https://app.hyper.ai/console/public/tutorials/rUwYsyhAIt3?utm_source=vLLM-CNdoc&utm_medium=vLLM-CNdoc-V1&utm_campaign=vLLM-CNdoc-V1-25ap) 源码 [examples/online_serving/chart-helm](https://github.com/vllm-project/vllm/blob/main/examples/online_serving/chart-helm) From ea5cba5521f6185609ee79955229f8231b24e760 Mon Sep 17 00:00:00 2001 From: kqyang-77 Date: Thu, 27 Nov 2025 16:31:43 +0800 Subject: [PATCH 049/189] Update 03-cohere_rerank_client.md --- .../03-examples/02-online-serving/03-cohere_rerank_client.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/docs/01-getting-started/03-examples/02-online-serving/03-cohere_rerank_client.md b/docs/01-getting-started/03-examples/02-online-serving/03-cohere_rerank_client.md index f3839c3..57d0771 100644 --- a/docs/01-getting-started/03-examples/02-online-serving/03-cohere_rerank_client.md +++ b/docs/01-getting-started/03-examples/02-online-serving/03-cohere_rerank_client.md @@ -2,7 +2,7 @@ title: Cohere Rerank Client --- -[\*在线运行 vLLM 入门教程：零基础分步指南](https://openbayes.com/console/public/tutorials/rXxb5fZFr29?utm_source=vLLM-CNdoc&utm_medium=vLLM-CNdoc-V1&utm_campaign=vLLM-CNdoc-V1-25ap) +[\*在线运行 vLLM 入门教程：零基础分步指南](https://app.hyper.ai/console/public/tutorials/rUwYsyhAIt3?utm_source=vLLM-CNdoc&utm_medium=vLLM-CNdoc-V1&utm_campaign=vLLM-CNdoc-V1-25ap) 源码 [examples/online_serving/cohere_rerank_client.py](https://github.com/vllm-project/vllm/blob/main/examples/online_serving/cohere_rerank_client.py) From b252e5cf1b40492031bf930a98604674087ae565 Mon Sep 17 00:00:00 2001 From: kqyang-77 Date: Thu, 27 Nov 2025 17:06:24 +0800 Subject: [PATCH 050/189] Update 04-disaggregated_prefill.md --- .../03-examples/02-online-serving/04-disaggregated_prefill.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/docs/01-getting-started/03-examples/02-online-serving/04-disaggregated_prefill.md b/docs/01-getting-started/03-examples/02-online-serving/04-disaggregated_prefill.md index 57a696f..cc8034e 100644 --- a/docs/01-getting-started/03-examples/02-online-serving/04-disaggregated_prefill.md +++ b/docs/01-getting-started/03-examples/02-online-serving/04-disaggregated_prefill.md @@ -2,7 +2,7 @@ title: Disaggregated Prefill --- -[\*在线运行 vLLM 入门教程：零基础分步指南](https://openbayes.com/console/public/tutorials/rXxb5fZFr29?utm_source=vLLM-CNdoc&utm_medium=vLLM-CNdoc-V1&utm_campaign=vLLM-CNdoc-V1-25ap) +[\*在线运行 vLLM 入门教程：零基础分步指南](https://app.hyper.ai/console/public/tutorials/rUwYsyhAIt3?utm_source=vLLM-CNdoc&utm_medium=vLLM-CNdoc-V1&utm_campaign=vLLM-CNdoc-V1-25ap) 源码 [examples/online_serving/disaggregated_prefill.sh](https://github.com/vllm-project/vllm/blob/main/examples/online_serving/disaggregated_prefill.sh) From 2362af811f4b33be5767d398ff24a0faf7b97dc9 Mon Sep 17 00:00:00 2001 From: kqyang-77 Date: Thu, 27 Nov 2025 17:06:37 +0800 Subject: [PATCH 051/189] Update tutorial link for Gradio OpenAI chatbot --- .../02-online-serving/05-gradio_openai_chatbot_webserver.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/docs/01-getting-started/03-examples/02-online-serving/05-gradio_openai_chatbot_webserver.md b/docs/01-getting-started/03-examples/02-online-serving/05-gradio_openai_chatbot_webserver.md index 91e0568..fced162 100644 --- a/docs/01-getting-started/03-examples/02-online-serving/05-gradio_openai_chatbot_webserver.md +++ b/docs/01-getting-started/03-examples/02-online-serving/05-gradio_openai_chatbot_webserver.md @@ -2,7 +2,7 @@ title: Gradio Openai Chatbot Webserver --- -[\*在线运行 vLLM 入门教程：零基础分步指南](https://openbayes.com/console/public/tutorials/rXxb5fZFr29?utm_source=vLLM-CNdoc&utm_medium=vLLM-CNdoc-V1&utm_campaign=vLLM-CNdoc-V1-25ap) +[\*在线运行 vLLM 入门教程：零基础分步指南](https://app.hyper.ai/console/public/tutorials/rUwYsyhAIt3?utm_source=vLLM-CNdoc&utm_medium=vLLM-CNdoc-V1&utm_campaign=vLLM-CNdoc-V1-25ap) 源码 [examples/online_serving/gradio_openai_chatbot_webserver.py](https://github.com/vllm-project/vllm/blob/main/examples/online_serving/gradio_openai_chatbot_webserver.py) From 9a13b4a8cc1b83d3c6cc78735d7a0f4b2ec8b383 Mon Sep 17 00:00:00 2001 From: kqyang-77 Date: Thu, 27 Nov 2025 17:06:49 +0800 Subject: [PATCH 052/189] Update 06-gradio_webserver.md --- .../03-examples/02-online-serving/06-gradio_webserver.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/docs/01-getting-started/03-examples/02-online-serving/06-gradio_webserver.md b/docs/01-getting-started/03-examples/02-online-serving/06-gradio_webserver.md index 2fca18a..706b7eb 100644 --- a/docs/01-getting-started/03-examples/02-online-serving/06-gradio_webserver.md +++ b/docs/01-getting-started/03-examples/02-online-serving/06-gradio_webserver.md @@ -2,7 +2,7 @@ title: Gradio Webserver --- -[\*在线运行 vLLM 入门教程：零基础分步指南](https://openbayes.com/console/public/tutorials/rXxb5fZFr29?utm_source=vLLM-CNdoc&utm_medium=vLLM-CNdoc-V1&utm_campaign=vLLM-CNdoc-V1-25ap) +[\*在线运行 vLLM 入门教程：零基础分步指南](https://app.hyper.ai/console/public/tutorials/rUwYsyhAIt3?utm_source=vLLM-CNdoc&utm_medium=vLLM-CNdoc-V1&utm_campaign=vLLM-CNdoc-V1-25ap) 源码 [examples/online_serving/gradio_webserver.py](https://github.com/vllm-project/vllm/blob/main/examples/online_serving/gradio_webserver.py) From 13911dfb52013e60ecc2b1d07bb2394cbe04d7bb Mon Sep 17 00:00:00 2001 From: kqyang-77 Date: Thu, 27 Nov 2025 17:06:59 +0800 Subject: [PATCH 053/189] Update 07-jinaai_rerank_client.md --- .../03-examples/02-online-serving/07-jinaai_rerank_client.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/docs/01-getting-started/03-examples/02-online-serving/07-jinaai_rerank_client.md b/docs/01-getting-started/03-examples/02-online-serving/07-jinaai_rerank_client.md index c95b148..a79a3ee 100644 --- a/docs/01-getting-started/03-examples/02-online-serving/07-jinaai_rerank_client.md +++ b/docs/01-getting-started/03-examples/02-online-serving/07-jinaai_rerank_client.md @@ -2,7 +2,7 @@ title: Jinaai Rerank Client --- -[\*在线运行 vLLM 入门教程：零基础分步指南](https://openbayes.com/console/public/tutorials/rXxb5fZFr29?utm_source=vLLM-CNdoc&utm_medium=vLLM-CNdoc-V1&utm_campaign=vLLM-CNdoc-V1-25ap) +[\*在线运行 vLLM 入门教程：零基础分步指南](https://app.hyper.ai/console/public/tutorials/rUwYsyhAIt3?utm_source=vLLM-CNdoc&utm_medium=vLLM-CNdoc-V1&utm_campaign=vLLM-CNdoc-V1-25ap) 源码 [examples/online_serving/jinaai_rerank_client.py](https://github.com/vllm-project/vllm/blob/main/examples/online_serving/jinaai_rerank_client.py) From 4aa0ce11ae28416ecf9af45c226a65f190b2af16 Mon Sep 17 00:00:00 2001 From: kqyang-77 Date: Thu, 27 Nov 2025 17:07:15 +0800 Subject: [PATCH 054/189] Update tutorial link for multi-node serving --- .../03-examples/02-online-serving/08-multi-node-serving.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/docs/01-getting-started/03-examples/02-online-serving/08-multi-node-serving.md b/docs/01-getting-started/03-examples/02-online-serving/08-multi-node-serving.md index f4fddbe..f56f651 100644 --- a/docs/01-getting-started/03-examples/02-online-serving/08-multi-node-serving.md +++ b/docs/01-getting-started/03-examples/02-online-serving/08-multi-node-serving.md @@ -2,7 +2,7 @@ title: Multi-node-serving --- -[\*在线运行 vLLM 入门教程：零基础分步指南](https://openbayes.com/console/public/tutorials/rXxb5fZFr29?utm_source=vLLM-CNdoc&utm_medium=vLLM-CNdoc-V1&utm_campaign=vLLM-CNdoc-V1-25ap) +[\*在线运行 vLLM 入门教程：零基础分步指南](https://app.hyper.ai/console/public/tutorials/rUwYsyhAIt3?utm_source=vLLM-CNdoc&utm_medium=vLLM-CNdoc-V1&utm_campaign=vLLM-CNdoc-V1-25ap) 源码 [examples/online_serving/multi-node-serving.sh](https://github.com/vllm-project/vllm/blob/main/examples/online_serving/multi-node-serving.sh) From f3e7a02be5ebc1bff3b21cd8cbaebb8e7084dc02 Mon Sep 17 00:00:00 2001 From: kqyang-77 Date: Thu, 27 Nov 2025 17:07:31 +0800 Subject: [PATCH 055/189] Update tutorial link for OpenAI Chat Completion Client --- .../02-online-serving/09-openai_chat_completion_client.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/docs/01-getting-started/03-examples/02-online-serving/09-openai_chat_completion_client.md b/docs/01-getting-started/03-examples/02-online-serving/09-openai_chat_completion_client.md index 7b5138b..fbc6fa6 100644 --- a/docs/01-getting-started/03-examples/02-online-serving/09-openai_chat_completion_client.md +++ b/docs/01-getting-started/03-examples/02-online-serving/09-openai_chat_completion_client.md @@ -2,7 +2,7 @@ title: Openai Chat Completion Client --- -[\*在线运行 vLLM 入门教程：零基础分步指南](https://openbayes.com/console/public/tutorials/rXxb5fZFr29?utm_source=vLLM-CNdoc&utm_medium=vLLM-CNdoc-V1&utm_campaign=vLLM-CNdoc-V1-25ap) +[\*在线运行 vLLM 入门教程：零基础分步指南](https://app.hyper.ai/console/public/tutorials/rUwYsyhAIt3?utm_source=vLLM-CNdoc&utm_medium=vLLM-CNdoc-V1&utm_campaign=vLLM-CNdoc-V1-25ap) 源码 [examples/online_serving/openai_chat_completion_client.py](https://github.com/vllm-project/vllm/blob/main/examples/online_serving/openai_chat_completion_client.py) From 1830189d6d2b7d20a463a7791b185bff2086c7e2 Mon Sep 17 00:00:00 2001 From: kqyang-77 Date: Thu, 27 Nov 2025 17:07:54 +0800 Subject: [PATCH 056/189] Update 10-openai_chat_completion_client_for_multimodal.md --- .../10-openai_chat_completion_client_for_multimodal.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/docs/01-getting-started/03-examples/02-online-serving/10-openai_chat_completion_client_for_multimodal.md b/docs/01-getting-started/03-examples/02-online-serving/10-openai_chat_completion_client_for_multimodal.md index 5a3c04d..255bfdc 100644 --- a/docs/01-getting-started/03-examples/02-online-serving/10-openai_chat_completion_client_for_multimodal.md +++ b/docs/01-getting-started/03-examples/02-online-serving/10-openai_chat_completion_client_for_multimodal.md @@ -2,7 +2,7 @@ title: Openai Chat Completion Client For Multimodal --- -[\*在线运行 vLLM 入门教程：零基础分步指南](https://openbayes.com/console/public/tutorials/rXxb5fZFr29?utm_source=vLLM-CNdoc&utm_medium=vLLM-CNdoc-V1&utm_campaign=vLLM-CNdoc-V1-25ap) +[\*在线运行 vLLM 入门教程：零基础分步指南](https://app.hyper.ai/console/public/tutorials/rUwYsyhAIt3?utm_source=vLLM-CNdoc&utm_medium=vLLM-CNdoc-V1&utm_campaign=vLLM-CNdoc-V1-25ap) 源码 [examples/online_serving/openai_chat_completion_client_for_multimodal.py](https://github.com/vllm-project/vllm/blob/main/examples/online_serving/openai_chat_completion_client_for_multimodal.py) From 647c40f21f78a5a05a08bcc3b29ddc96d7a40ab2 Mon Sep 17 00:00:00 2001 From: kqyang-77 Date: Thu, 27 Nov 2025 17:08:04 +0800 Subject: [PATCH 057/189] Update 11-openai_chat_completion_client_with_tools.md --- .../11-openai_chat_completion_client_with_tools.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/docs/01-getting-started/03-examples/02-online-serving/11-openai_chat_completion_client_with_tools.md b/docs/01-getting-started/03-examples/02-online-serving/11-openai_chat_completion_client_with_tools.md index a935511..90d7b53 100644 --- a/docs/01-getting-started/03-examples/02-online-serving/11-openai_chat_completion_client_with_tools.md +++ b/docs/01-getting-started/03-examples/02-online-serving/11-openai_chat_completion_client_with_tools.md @@ -2,7 +2,7 @@ title: Openai Chat Completion Client With Tools --- -[\*在线运行 vLLM 入门教程：零基础分步指南](https://openbayes.com/console/public/tutorials/rXxb5fZFr29?utm_source=vLLM-CNdoc&utm_medium=vLLM-CNdoc-V1&utm_campaign=vLLM-CNdoc-V1-25ap) +[\*在线运行 vLLM 入门教程：零基础分步指南](https://app.hyper.ai/console/public/tutorials/rUwYsyhAIt3?utm_source=vLLM-CNdoc&utm_medium=vLLM-CNdoc-V1&utm_campaign=vLLM-CNdoc-V1-25ap) 源码 [examples/online_serving/openai_chat_completion_client_with_tools.py](https://github.com/vllm-project/vllm/blob/main/examples/online_serving/openai_chat_completion_client_with_tools.py) From c544cf2661734869ac375d5e1be21da04c5c0ff2 Mon Sep 17 00:00:00 2001 From: kqyang-77 Date: Thu, 27 Nov 2025 17:08:20 +0800 Subject: [PATCH 058/189] Update tutorial link for OpenAI Chat Completion Client --- .../12-openai_chat_completion_client_with_tools_required.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/docs/01-getting-started/03-examples/02-online-serving/12-openai_chat_completion_client_with_tools_required.md b/docs/01-getting-started/03-examples/02-online-serving/12-openai_chat_completion_client_with_tools_required.md index d1525ae..7fefdba 100644 --- a/docs/01-getting-started/03-examples/02-online-serving/12-openai_chat_completion_client_with_tools_required.md +++ b/docs/01-getting-started/03-examples/02-online-serving/12-openai_chat_completion_client_with_tools_required.md @@ -2,7 +2,7 @@ title: OpenAI Chat Completion Client With Tools Required --- -[\*在线运行 vLLM 入门教程：零基础分步指南](https://openbayes.com/console/public/tutorials/rXxb5fZFr29?utm_source=vLLM-CNdoc&utm_medium=vLLM-CNdoc-V1&utm_campaign=vLLM-CNdoc-V1-25ap) +[\*在线运行 vLLM 入门教程：零基础分步指南](https://app.hyper.ai/console/public/tutorials/rUwYsyhAIt3?utm_source=vLLM-CNdoc&utm_medium=vLLM-CNdoc-V1&utm_campaign=vLLM-CNdoc-V1-25ap) 源码 [examples/online_serving/openai_chat_completion_client_with_tools_required.py](https://github.com/vllm-project/vllm/blob/main/examples/online_serving/openai_chat_completion_client_with_tools_required.py) From 4a7c752749c2e65367572d8d7c144c73521e2099 Mon Sep 17 00:00:00 2001 From: kqyang-77 Date: Thu, 27 Nov 2025 17:08:31 +0800 Subject: [PATCH 059/189] Update 13-openai_chat_completion_structured_outputs.md --- .../13-openai_chat_completion_structured_outputs.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/docs/01-getting-started/03-examples/02-online-serving/13-openai_chat_completion_structured_outputs.md b/docs/01-getting-started/03-examples/02-online-serving/13-openai_chat_completion_structured_outputs.md index ed70fe8..5f9c46e 100644 --- a/docs/01-getting-started/03-examples/02-online-serving/13-openai_chat_completion_structured_outputs.md +++ b/docs/01-getting-started/03-examples/02-online-serving/13-openai_chat_completion_structured_outputs.md @@ -2,7 +2,7 @@ title: Openai Chat Completion Structured Outputs --- -[\*在线运行 vLLM 入门教程：零基础分步指南](https://openbayes.com/console/public/tutorials/rXxb5fZFr29?utm_source=vLLM-CNdoc&utm_medium=vLLM-CNdoc-V1&utm_campaign=vLLM-CNdoc-V1-25ap) +[\*在线运行 vLLM 入门教程：零基础分步指南](https://app.hyper.ai/console/public/tutorials/rUwYsyhAIt3?utm_source=vLLM-CNdoc&utm_medium=vLLM-CNdoc-V1&utm_campaign=vLLM-CNdoc-V1-25ap) 源码 [examples/online_serving/openai_chat_completion_structured_outputs.py](https://github.com/vllm-project/vllm/blob/main/examples/online_serving/openai_chat_completion_structured_outputs.py) From 9db7a84dddcca7bdc149e23e9187041f57c9f7f3 Mon Sep 17 00:00:00 2001 From: kqyang-77 Date: Thu, 27 Nov 2025 17:08:44 +0800 Subject: [PATCH 060/189] Update 14-openai_chat_completion_structured_outputs_with_reasoning.md --- ...-openai_chat_completion_structured_outputs_with_reasoning.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/docs/01-getting-started/03-examples/02-online-serving/14-openai_chat_completion_structured_outputs_with_reasoning.md b/docs/01-getting-started/03-examples/02-online-serving/14-openai_chat_completion_structured_outputs_with_reasoning.md index fe82d14..cead708 100644 --- a/docs/01-getting-started/03-examples/02-online-serving/14-openai_chat_completion_structured_outputs_with_reasoning.md +++ b/docs/01-getting-started/03-examples/02-online-serving/14-openai_chat_completion_structured_outputs_with_reasoning.md @@ -2,7 +2,7 @@ title: OpenAI 聊天完成结构化输出与推理 --- -[\*在线运行 vLLM 入门教程：零基础分步指南](https://openbayes.com/console/public/tutorials/rXxb5fZFr29?utm_source=vLLM-CNdoc&utm_medium=vLLM-CNdoc-V1&utm_campaign=vLLM-CNdoc-V1-25ap) +[\*在线运行 vLLM 入门教程：零基础分步指南](https://app.hyper.ai/console/public/tutorials/rUwYsyhAIt3?utm_source=vLLM-CNdoc&utm_medium=vLLM-CNdoc-V1&utm_campaign=vLLM-CNdoc-V1-25ap) 源码 [examples/online_serving/openai_chat_completion_structured_outputs_with_reasoning.py](https://github.com/vllm-project/vllm/blob/main/examples/online_serving/openai_chat_completion_structured_outputs_with_reasoning.py) From 60310f3b6caeeb7653e4106837203557d9a64677 Mon Sep 17 00:00:00 2001 From: kqyang-77 Date: Thu, 27 Nov 2025 17:08:57 +0800 Subject: [PATCH 061/189] Update 15-openai_chat_completion_tool_calls_with_reasoning.md --- .../15-openai_chat_completion_tool_calls_with_reasoning.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/docs/01-getting-started/03-examples/02-online-serving/15-openai_chat_completion_tool_calls_with_reasoning.md b/docs/01-getting-started/03-examples/02-online-serving/15-openai_chat_completion_tool_calls_with_reasoning.md index e0e952d..5750b51 100644 --- a/docs/01-getting-started/03-examples/02-online-serving/15-openai_chat_completion_tool_calls_with_reasoning.md +++ b/docs/01-getting-started/03-examples/02-online-serving/15-openai_chat_completion_tool_calls_with_reasoning.md @@ -2,7 +2,7 @@ title: Openai Chat Completion Tool Calls With Reasoning --- -[\*在线运行 vLLM 入门教程：零基础分步指南](https://openbayes.com/console/public/tutorials/rXxb5fZFr29?utm_source=vLLM-CNdoc&utm_medium=vLLM-CNdoc-V1&utm_campaign=vLLM-CNdoc-V1-25ap) +[\*在线运行 vLLM 入门教程：零基础分步指南](https://app.hyper.ai/console/public/tutorials/rUwYsyhAIt3?utm_source=vLLM-CNdoc&utm_medium=vLLM-CNdoc-V1&utm_campaign=vLLM-CNdoc-V1-25ap) 源码 [examples/online_serving/openai_chat_completion_tool_calls_with_reasoning.py](https://github.com/vllm-project/vllm/blob/main/examples/online_serving/openai_chat_completion_tool_calls_with_reasoning.py) From 0a8d89c3d2e4f3128a1c68a2f5cd58a7ffafe8e1 Mon Sep 17 00:00:00 2001 From: kqyang-77 Date: Thu, 27 Nov 2025 17:09:07 +0800 Subject: [PATCH 062/189] Update 16-openai_chat_completion_with_reasoning.md --- .../16-openai_chat_completion_with_reasoning.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/docs/01-getting-started/03-examples/02-online-serving/16-openai_chat_completion_with_reasoning.md b/docs/01-getting-started/03-examples/02-online-serving/16-openai_chat_completion_with_reasoning.md index 7b250b0..cc12c49 100644 --- a/docs/01-getting-started/03-examples/02-online-serving/16-openai_chat_completion_with_reasoning.md +++ b/docs/01-getting-started/03-examples/02-online-serving/16-openai_chat_completion_with_reasoning.md @@ -2,7 +2,7 @@ title: Openai Chat Completion With Reasoning --- -[\*在线运行 vLLM 入门教程：零基础分步指南](https://openbayes.com/console/public/tutorials/rXxb5fZFr29?utm_source=vLLM-CNdoc&utm_medium=vLLM-CNdoc-V1&utm_campaign=vLLM-CNdoc-V1-25ap) +[\*在线运行 vLLM 入门教程：零基础分步指南](https://app.hyper.ai/console/public/tutorials/rUwYsyhAIt3?utm_source=vLLM-CNdoc&utm_medium=vLLM-CNdoc-V1&utm_campaign=vLLM-CNdoc-V1-25ap) 源码 [examples/online_serving/openai_chat_completion_with_reasoning.py](https://github.com/vllm-project/vllm/blob/main/examples/online_serving/openai_chat_completion_with_reasoning.py) From 318e2db1009d41820f855def961410797c8b0509 Mon Sep 17 00:00:00 2001 From: kqyang-77 Date: Thu, 27 Nov 2025 17:09:22 +0800 Subject: [PATCH 063/189] Update 17-openai_chat_completion_with_reasoning_streaming.md --- .../17-openai_chat_completion_with_reasoning_streaming.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/docs/01-getting-started/03-examples/02-online-serving/17-openai_chat_completion_with_reasoning_streaming.md b/docs/01-getting-started/03-examples/02-online-serving/17-openai_chat_completion_with_reasoning_streaming.md index 24165e4..19f4da8 100644 --- a/docs/01-getting-started/03-examples/02-online-serving/17-openai_chat_completion_with_reasoning_streaming.md +++ b/docs/01-getting-started/03-examples/02-online-serving/17-openai_chat_completion_with_reasoning_streaming.md @@ -2,7 +2,7 @@ title: 基于推理流的 OpenAI 聊天完成 --- -[\*在线运行 vLLM 入门教程：零基础分步指南](https://openbayes.com/console/public/tutorials/rXxb5fZFr29?utm_source=vLLM-CNdoc&utm_medium=vLLM-CNdoc-V1&utm_campaign=vLLM-CNdoc-V1-25ap) +[\*在线运行 vLLM 入门教程：零基础分步指南](https://app.hyper.ai/console/public/tutorials/rUwYsyhAIt3?utm_source=vLLM-CNdoc&utm_medium=vLLM-CNdoc-V1&utm_campaign=vLLM-CNdoc-V1-25ap) 源码 [examples/online_serving/openai_chat_completion_with_reasoning_streaming.py](https://github.com/vllm-project/vllm/blob/main/examples/online_serving/openai_chat_completion_with_reasoning_streaming.py) From 2cf93d6aeb4d8ae4b4506820e5784aace0cfeb0f Mon Sep 17 00:00:00 2001 From: kqyang-77 Date: Thu, 27 Nov 2025 17:09:35 +0800 Subject: [PATCH 064/189] Update 18-openai_chat_embedding_client_for_multimodal.md --- .../18-openai_chat_embedding_client_for_multimodal.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/docs/01-getting-started/03-examples/02-online-serving/18-openai_chat_embedding_client_for_multimodal.md b/docs/01-getting-started/03-examples/02-online-serving/18-openai_chat_embedding_client_for_multimodal.md index 740bc95..da837bd 100644 --- a/docs/01-getting-started/03-examples/02-online-serving/18-openai_chat_embedding_client_for_multimodal.md +++ b/docs/01-getting-started/03-examples/02-online-serving/18-openai_chat_embedding_client_for_multimodal.md @@ -2,7 +2,7 @@ title: 嵌入多通道客户端的 OpenAI 聊天工具 --- -[\*在线运行 vLLM 入门教程：零基础分步指南](https://openbayes.com/console/public/tutorials/rXxb5fZFr29?utm_source=vLLM-CNdoc&utm_medium=vLLM-CNdoc-V1&utm_campaign=vLLM-CNdoc-V1-25ap) +[\*在线运行 vLLM 入门教程：零基础分步指南](https://app.hyper.ai/console/public/tutorials/rUwYsyhAIt3?utm_source=vLLM-CNdoc&utm_medium=vLLM-CNdoc-V1&utm_campaign=vLLM-CNdoc-V1-25ap) 源码 [examples/online_serving/openai_chat_embedding_client_for_multimodal.py](https://github.com/vllm-project/vllm/blob/main/examples/online_serving/openai_chat_embedding_client_for_multimodal.py) From 89a3f114f0642735302377953ed9f311e9ff832b Mon Sep 17 00:00:00 2001 From: kqyang-77 Date: Thu, 27 Nov 2025 17:09:46 +0800 Subject: [PATCH 065/189] Update 19-openai_completion_client.md --- .../02-online-serving/19-openai_completion_client.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/docs/01-getting-started/03-examples/02-online-serving/19-openai_completion_client.md b/docs/01-getting-started/03-examples/02-online-serving/19-openai_completion_client.md index 0306d98..83c24ad 100644 --- a/docs/01-getting-started/03-examples/02-online-serving/19-openai_completion_client.md +++ b/docs/01-getting-started/03-examples/02-online-serving/19-openai_completion_client.md @@ -2,7 +2,7 @@ title: OpenAI 完成客户端 --- -[\*在线运行 vLLM 入门教程：零基础分步指南](https://openbayes.com/console/public/tutorials/rXxb5fZFr29?utm_source=vLLM-CNdoc&utm_medium=vLLM-CNdoc-V1&utm_campaign=vLLM-CNdoc-V1-25ap) +[\*在线运行 vLLM 入门教程：零基础分步指南](https://app.hyper.ai/console/public/tutorials/rUwYsyhAIt3?utm_source=vLLM-CNdoc&utm_medium=vLLM-CNdoc-V1&utm_campaign=vLLM-CNdoc-V1-25ap) 源码 [examples/online_serving/openai_completion_client.py](https://github.com/vllm-project/vllm/blob/main/examples/online_serving/openai_completion_client.py) From 075b6123ce9e1bb49e04baa72b42103879f651fb Mon Sep 17 00:00:00 2001 From: kqyang-77 Date: Thu, 27 Nov 2025 17:09:59 +0800 Subject: [PATCH 066/189] Update 20-openai_cross_encoder_score.md --- .../02-online-serving/20-openai_cross_encoder_score.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/docs/01-getting-started/03-examples/02-online-serving/20-openai_cross_encoder_score.md b/docs/01-getting-started/03-examples/02-online-serving/20-openai_cross_encoder_score.md index e4d2d8a..466d474 100644 --- a/docs/01-getting-started/03-examples/02-online-serving/20-openai_cross_encoder_score.md +++ b/docs/01-getting-started/03-examples/02-online-serving/20-openai_cross_encoder_score.md @@ -2,7 +2,7 @@ title: Openai 交叉编码器得分 --- -[\*在线运行 vLLM 入门教程：零基础分步指南](https://openbayes.com/console/public/tutorials/rXxb5fZFr29?utm_source=vLLM-CNdoc&utm_medium=vLLM-CNdoc-V1&utm_campaign=vLLM-CNdoc-V1-25ap) +[\*在线运行 vLLM 入门教程：零基础分步指南](https://app.hyper.ai/console/public/tutorials/rUwYsyhAIt3?utm_source=vLLM-CNdoc&utm_medium=vLLM-CNdoc-V1&utm_campaign=vLLM-CNdoc-V1-25ap) 源码 [examples/online_serving/openai_cross_encoder_score.py](https://github.com/vllm-project/vllm/blob/main/examples/online_serving/openai_cross_encoder_score.py) From 61d074ae7013f660673719ac1716bbe60cc65573 Mon Sep 17 00:00:00 2001 From: kqyang-77 Date: Thu, 27 Nov 2025 17:10:11 +0800 Subject: [PATCH 067/189] Update 21-openai_embedding_client.md --- .../03-examples/02-online-serving/21-openai_embedding_client.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/docs/01-getting-started/03-examples/02-online-serving/21-openai_embedding_client.md b/docs/01-getting-started/03-examples/02-online-serving/21-openai_embedding_client.md index 315485f..823e82e 100644 --- a/docs/01-getting-started/03-examples/02-online-serving/21-openai_embedding_client.md +++ b/docs/01-getting-started/03-examples/02-online-serving/21-openai_embedding_client.md @@ -2,7 +2,7 @@ title: Openai 嵌入式客户端 --- -[\*在线运行 vLLM 入门教程：零基础分步指南](https://openbayes.com/console/public/tutorials/rXxb5fZFr29?utm_source=vLLM-CNdoc&utm_medium=vLLM-CNdoc-V1&utm_campaign=vLLM-CNdoc-V1-25ap) +[\*在线运行 vLLM 入门教程：零基础分步指南](https://app.hyper.ai/console/public/tutorials/rUwYsyhAIt3?utm_source=vLLM-CNdoc&utm_medium=vLLM-CNdoc-V1&utm_campaign=vLLM-CNdoc-V1-25ap) 源码 [examples/online_serving/openai_embedding_client.py](https://github.com/vllm-project/vllm/blob/main/examples/online_serving/openai_embedding_client.py) From fa30c11dcbcb92469d5ec1e26f1525d3582acf31 Mon Sep 17 00:00:00 2001 From: kqyang-77 Date: Thu, 27 Nov 2025 17:10:25 +0800 Subject: [PATCH 068/189] Update 22-openai_pooling_client.md --- .../03-examples/02-online-serving/22-openai_pooling_client.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/docs/01-getting-started/03-examples/02-online-serving/22-openai_pooling_client.md b/docs/01-getting-started/03-examples/02-online-serving/22-openai_pooling_client.md index 7254da1..caccca5 100644 --- a/docs/01-getting-started/03-examples/02-online-serving/22-openai_pooling_client.md +++ b/docs/01-getting-started/03-examples/02-online-serving/22-openai_pooling_client.md @@ -2,7 +2,7 @@ title: Openai 池化客户端 --- -[\*在线运行 vLLM 入门教程：零基础分步指南](https://openbayes.com/console/public/tutorials/rXxb5fZFr29?utm_source=vLLM-CNdoc&utm_medium=vLLM-CNdoc-V1&utm_campaign=vLLM-CNdoc-V1-25ap) +[\*在线运行 vLLM 入门教程：零基础分步指南](https://app.hyper.ai/console/public/tutorials/rUwYsyhAIt3?utm_source=vLLM-CNdoc&utm_medium=vLLM-CNdoc-V1&utm_campaign=vLLM-CNdoc-V1-25ap) 源码 [examples/online_serving/openai_pooling_client.py](https://github.com/vllm-project/vllm/blob/main/examples/online_serving/openai_pooling_client.py) From 194bcb3670bfe1655c07e3c54ac59923e0401705 Mon Sep 17 00:00:00 2001 From: kqyang-77 Date: Thu, 27 Nov 2025 17:10:38 +0800 Subject: [PATCH 069/189] Update 23-openai_transcription_client.md --- .../02-online-serving/23-openai_transcription_client.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/docs/01-getting-started/03-examples/02-online-serving/23-openai_transcription_client.md b/docs/01-getting-started/03-examples/02-online-serving/23-openai_transcription_client.md index dfa07d9..fb13742 100644 --- a/docs/01-getting-started/03-examples/02-online-serving/23-openai_transcription_client.md +++ b/docs/01-getting-started/03-examples/02-online-serving/23-openai_transcription_client.md @@ -2,7 +2,7 @@ title: Openai Transcription 客户端 --- -[\*在线运行 vLLM 入门教程：零基础分步指南](https://openbayes.com/console/public/tutorials/rXxb5fZFr29?utm_source=vLLM-CNdoc&utm_medium=vLLM-CNdoc-V1&utm_campaign=vLLM-CNdoc-V1-25ap) +[\*在线运行 vLLM 入门教程：零基础分步指南](https://app.hyper.ai/console/public/tutorials/rUwYsyhAIt3?utm_source=vLLM-CNdoc&utm_medium=vLLM-CNdoc-V1&utm_campaign=vLLM-CNdoc-V1-25ap) 源码 [examples/online_serving/openai_transcription_client.py](https://github.com/vllm-project/vllm/blob/main/examples/online_serving/openai_transcription_client.py) From 8568f8bf0a9b33c375f10d5234840951ecf7524a Mon Sep 17 00:00:00 2001 From: kqyang-77 Date: Thu, 27 Nov 2025 17:10:50 +0800 Subject: [PATCH 070/189] Update 24-opentelemetry.md --- .../03-examples/02-online-serving/24-opentelemetry.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/docs/01-getting-started/03-examples/02-online-serving/24-opentelemetry.md b/docs/01-getting-started/03-examples/02-online-serving/24-opentelemetry.md index 8b74120..5ea9f3a 100644 --- a/docs/01-getting-started/03-examples/02-online-serving/24-opentelemetry.md +++ b/docs/01-getting-started/03-examples/02-online-serving/24-opentelemetry.md @@ -2,7 +2,7 @@ title: OpenTelemetry POC 设置 --- -[\*在线运行 vLLM 入门教程：零基础分步指南](https://openbayes.com/console/public/tutorials/rXxb5fZFr29?utm_source=vLLM-CNdoc&utm_medium=vLLM-CNdoc-V1&utm_campaign=vLLM-CNdoc-V1-25ap) +[\*在线运行 vLLM 入门教程：零基础分步指南](https://app.hyper.ai/console/public/tutorials/rUwYsyhAIt3?utm_source=vLLM-CNdoc&utm_medium=vLLM-CNdoc-V1&utm_campaign=vLLM-CNdoc-V1-25ap) 源码 [examples/online_serving/opentelemetry](https://github.com/vllm-project/vllm/blob/main/examples/online_serving/opentelemetry) From 3718f5b4b305a7466b120e5a6d9971ced9b0d268 Mon Sep 17 00:00:00 2001 From: kqyang-77 Date: Thu, 27 Nov 2025 17:11:02 +0800 Subject: [PATCH 071/189] Update 25-prometheus_grafana.md --- .../03-examples/02-online-serving/25-prometheus_grafana.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/docs/01-getting-started/03-examples/02-online-serving/25-prometheus_grafana.md b/docs/01-getting-started/03-examples/02-online-serving/25-prometheus_grafana.md index f6d19b5..932b998 100644 --- a/docs/01-getting-started/03-examples/02-online-serving/25-prometheus_grafana.md +++ b/docs/01-getting-started/03-examples/02-online-serving/25-prometheus_grafana.md @@ -2,7 +2,7 @@ title: Prometheus 与 Grafana 监控方案 --- -[\*在线运行 vLLM 入门教程：零基础分步指南](https://openbayes.com/console/public/tutorials/rXxb5fZFr29?utm_source=vLLM-CNdoc&utm_medium=vLLM-CNdoc-V1&utm_campaign=vLLM-CNdoc-V1-25ap) +[\*在线运行 vLLM 入门教程：零基础分步指南](https://app.hyper.ai/console/public/tutorials/rUwYsyhAIt3?utm_source=vLLM-CNdoc&utm_medium=vLLM-CNdoc-V1&utm_campaign=vLLM-CNdoc-V1-25ap) 源码 [examples/online_serving/prometheus_grafana](https://github.com/vllm-project/vllm/blob/main/examples/online_serving/prometheus_grafana) From 06e50adb9e00ede6d6013db5acf12baf15f7a8a9 Mon Sep 17 00:00:00 2001 From: kqyang-77 Date: Thu, 27 Nov 2025 17:11:12 +0800 Subject: [PATCH 072/189] Update 26-run_cluster.md --- .../03-examples/02-online-serving/26-run_cluster.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/docs/01-getting-started/03-examples/02-online-serving/26-run_cluster.md b/docs/01-getting-started/03-examples/02-online-serving/26-run_cluster.md index d7be3d5..d485a7d 100644 --- a/docs/01-getting-started/03-examples/02-online-serving/26-run_cluster.md +++ b/docs/01-getting-started/03-examples/02-online-serving/26-run_cluster.md @@ -2,7 +2,7 @@ title: Run Cluster --- -[\*在线运行 vLLM 入门教程：零基础分步指南](https://openbayes.com/console/public/tutorials/rXxb5fZFr29?utm_source=vLLM-CNdoc&utm_medium=vLLM-CNdoc-V1&utm_campaign=vLLM-CNdoc-V1-25ap) +[\*在线运行 vLLM 入门教程：零基础分步指南](https://app.hyper.ai/console/public/tutorials/rUwYsyhAIt3?utm_source=vLLM-CNdoc&utm_medium=vLLM-CNdoc-V1&utm_campaign=vLLM-CNdoc-V1-25ap) 源码 [examples/online_serving/run_cluster.sh](https://github.com/vllm-project/vllm/blob/main/examples/online_serving/run_cluster.sh) From e68b7444328bb05ade81e4ef047a3738601f8f36 Mon Sep 17 00:00:00 2001 From: kqyang-77 Date: Thu, 27 Nov 2025 17:11:23 +0800 Subject: [PATCH 073/189] Update 27-sagemaker-entrypoint.md --- .../03-examples/02-online-serving/27-sagemaker-entrypoint.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/docs/01-getting-started/03-examples/02-online-serving/27-sagemaker-entrypoint.md b/docs/01-getting-started/03-examples/02-online-serving/27-sagemaker-entrypoint.md index 62c3df3..8050e82 100644 --- a/docs/01-getting-started/03-examples/02-online-serving/27-sagemaker-entrypoint.md +++ b/docs/01-getting-started/03-examples/02-online-serving/27-sagemaker-entrypoint.md @@ -2,7 +2,7 @@ title: Sagemaker-entrypoint --- -[\*在线运行 vLLM 入门教程：零基础分步指南](https://openbayes.com/console/public/tutorials/rXxb5fZFr29?utm_source=vLLM-CNdoc&utm_medium=vLLM-CNdoc-V1&utm_campaign=vLLM-CNdoc-V1-25ap) +[\*在线运行 vLLM 入门教程：零基础分步指南](https://app.hyper.ai/console/public/tutorials/rUwYsyhAIt3?utm_source=vLLM-CNdoc&utm_medium=vLLM-CNdoc-V1&utm_campaign=vLLM-CNdoc-V1-25ap) 源码 [examples/online_serving/sagemaker-entrypoint.sh](https://github.com/vllm-project/vllm/blob/main/examples/online_serving/sagemaker-entrypoint.sh) From 6c35652911256058da522c03d1070a2b251b761b Mon Sep 17 00:00:00 2001 From: kqyang-77 Date: Thu, 27 Nov 2025 17:11:40 +0800 Subject: [PATCH 074/189] Update README.md --- docs/01-getting-started/03-examples/02-online-serving/README.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/docs/01-getting-started/03-examples/02-online-serving/README.md b/docs/01-getting-started/03-examples/02-online-serving/README.md index e48c349..c97b88d 100644 --- a/docs/01-getting-started/03-examples/02-online-serving/README.md +++ b/docs/01-getting-started/03-examples/02-online-serving/README.md @@ -2,7 +2,7 @@ title: 在线服务 --- -[\*在线运行 vLLM 入门教程：零基础分步指南](https://openbayes.com/console/public/tutorials/rXxb5fZFr29?utm_source=vLLM-CNdoc&utm_medium=vLLM-CNdoc-V1&utm_campaign=vLLM-CNdoc-V1-25ap) +[\*在线运行 vLLM 入门教程：零基础分步指南](https://app.hyper.ai/console/public/tutorials/rUwYsyhAIt3?utm_source=vLLM-CNdoc&utm_medium=vLLM-CNdoc-V1&utm_campaign=vLLM-CNdoc-V1-25ap) 在线示例展示了如何在在线环境中使用 vLLM，在线环境要求实时预测。 From 8a0bd07c496d59f9a93a4688010e7ff141120dec Mon Sep 17 00:00:00 2001 From: kqyang-77 Date: Thu, 27 Nov 2025 17:12:03 +0800 Subject: [PATCH 075/189] Update 01-logging_configuration.md --- .../03-examples/03-other/01-logging_configuration.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/docs/01-getting-started/03-examples/03-other/01-logging_configuration.md b/docs/01-getting-started/03-examples/03-other/01-logging_configuration.md index 73b84ee..d29ea15 100644 --- a/docs/01-getting-started/03-examples/03-other/01-logging_configuration.md +++ b/docs/01-getting-started/03-examples/03-other/01-logging_configuration.md @@ -2,7 +2,7 @@ title: 日志配置说明 --- -[\*在线运行 vLLM 入门教程：零基础分步指南](https://openbayes.com/console/public/tutorials/rXxb5fZFr29?utm_source=vLLM-CNdoc&utm_medium=vLLM-CNdoc-V1&utm_campaign=vLLM-CNdoc-V1-25ap) +[\*在线运行 vLLM 入门教程：零基础分步指南](https://app.hyper.ai/console/public/tutorials/rUwYsyhAIt3?utm_source=vLLM-CNdoc&utm_medium=vLLM-CNdoc-V1&utm_campaign=vLLM-CNdoc-V1-25ap) 源码 [examples/other/logging_configuration.md](https://github.com/vllm-project/vllm/blob/main/examples/other/logging_configuration.md). From e6ef38f71139ad170faf36de516a75a7b557aaa6 Mon Sep 17 00:00:00 2001 From: kqyang-77 Date: Thu, 27 Nov 2025 17:12:15 +0800 Subject: [PATCH 076/189] Update 02-tensorize_vllm_model.md --- .../03-examples/03-other/02-tensorize_vllm_model.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/docs/01-getting-started/03-examples/03-other/02-tensorize_vllm_model.md b/docs/01-getting-started/03-examples/03-other/02-tensorize_vllm_model.md index 6c02e69..16b30af 100644 --- a/docs/01-getting-started/03-examples/03-other/02-tensorize_vllm_model.md +++ b/docs/01-getting-started/03-examples/03-other/02-tensorize_vllm_model.md @@ -2,7 +2,7 @@ title: Tensorize Vllm Model --- -[\*在线运行 vLLM 入门教程：零基础分步指南](https://openbayes.com/console/public/tutorials/rXxb5fZFr29?utm_source=vLLM-CNdoc&utm_medium=vLLM-CNdoc-V1&utm_campaign=vLLM-CNdoc-V1-25ap) +[\*在线运行 vLLM 入门教程：零基础分步指南](https://app.hyper.ai/console/public/tutorials/rUwYsyhAIt3?utm_source=vLLM-CNdoc&utm_medium=vLLM-CNdoc-V1&utm_campaign=vLLM-CNdoc-V1-25ap) 源码 [examples/other/tensorize_vllm_model.py](https://github.com/vllm-project/vllm/blob/main/examples/other/tensorize_vllm_model.py) From 8940bf92ffc615624de02ab541de9b3f4447c6f1 Mon Sep 17 00:00:00 2001 From: kqyang-77 Date: Thu, 27 Nov 2025 17:12:26 +0800 Subject: [PATCH 077/189] Update README.md --- docs/01-getting-started/03-examples/03-other/README.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/docs/01-getting-started/03-examples/03-other/README.md b/docs/01-getting-started/03-examples/03-other/README.md index c321682..91c3a18 100644 --- a/docs/01-getting-started/03-examples/03-other/README.md +++ b/docs/01-getting-started/03-examples/03-other/README.md @@ -2,7 +2,7 @@ title: 其他 --- -[\*在线运行 vLLM 入门教程：零基础分步指南](https://openbayes.com/console/public/tutorials/rXxb5fZFr29?utm_source=vLLM-CNdoc&utm_medium=vLLM-CNdoc-V1&utm_campaign=vLLM-CNdoc-V1-25ap) +[\*在线运行 vLLM 入门教程：零基础分步指南](https://app.hyper.ai/console/public/tutorials/rUwYsyhAIt3?utm_source=vLLM-CNdoc&utm_medium=vLLM-CNdoc-V1&utm_campaign=vLLM-CNdoc-V1-25ap) 其他示例展示了不适合离线和在线分类的示例。 From 46d9bd5beefa883cae8be5cc7be7427072e96ccc Mon Sep 17 00:00:00 2001 From: kqyang-77 Date: Thu, 27 Nov 2025 17:13:11 +0800 Subject: [PATCH 078/189] Update 01-runai_model_streamer.md --- docs/02-models/04-extensions/01-runai_model_streamer.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/docs/02-models/04-extensions/01-runai_model_streamer.md b/docs/02-models/04-extensions/01-runai_model_streamer.md index fccd72e..1e24122 100644 --- a/docs/02-models/04-extensions/01-runai_model_streamer.md +++ b/docs/02-models/04-extensions/01-runai_model_streamer.md @@ -2,7 +2,7 @@ title: 使用 Run:ai Model Streamer 加载模型 --- -[\*在线运行 vLLM 入门教程：零基础分步指南](https://openbayes.com/console/public/tutorials/rXxb5fZFr29?utm_source=vLLM-CNdoc&utm_medium=vLLM-CNdoc-V1&utm_campaign=vLLM-CNdoc-V1-25ap) +[\*在线运行 vLLM 入门教程：零基础分步指南](https://app.hyper.ai/console/public/tutorials/rUwYsyhAIt3?utm_source=vLLM-CNdoc&utm_medium=vLLM-CNdoc-V1&utm_campaign=vLLM-CNdoc-V1-25ap) Run:ai Model Streamer 是一个用于并发读取张量并将其流式传输到 GPU 内存的库。更多信息可以在 [Run:ai Model Streamer 文档](https://github.com/run-ai/runai-model-streamer/blob/master/docs/README.md)中找到。 From b4ae0f74a6514909c074956036c6de3134d11f2d Mon Sep 17 00:00:00 2001 From: kqyang-77 Date: Thu, 27 Nov 2025 17:13:22 +0800 Subject: [PATCH 079/189] Update 02-tensorizer.md --- docs/02-models/04-extensions/02-tensorizer.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/docs/02-models/04-extensions/02-tensorizer.md b/docs/02-models/04-extensions/02-tensorizer.md index 1738c17..4828a51 100644 --- a/docs/02-models/04-extensions/02-tensorizer.md +++ b/docs/02-models/04-extensions/02-tensorizer.md @@ -2,7 +2,7 @@ title: 使用 CoreWeave 的 Tensorizer 加载模型 --- -[\*在线运行 vLLM 入门教程：零基础分步指南](https://openbayes.com/console/public/tutorials/rXxb5fZFr29?utm_source=vLLM-CNdoc&utm_medium=vLLM-CNdoc-V1&utm_campaign=vLLM-CNdoc-V1-25ap) +[\*在线运行 vLLM 入门教程：零基础分步指南](https://app.hyper.ai/console/public/tutorials/rUwYsyhAIt3?utm_source=vLLM-CNdoc&utm_medium=vLLM-CNdoc-V1&utm_campaign=vLLM-CNdoc-V1-25ap) vLLM 支持使用 [CoreWeave 的 Tensorizer](https://docs.coreweave.com/coreweave-machine-learning-and-ai/inference/tensorizer) 加载模型。vLLM 模型张量可以被序列化到磁盘、HTTP/HTTPS 端点或 S3 端点，并在运行时极快地直接反序列化到 GPU，从而显著缩短 Pod 启动时间并减少 CPU 内存使用。同时，Tensorizer 还支持张量加密。 From 4523895d681a7def2603cb43bbe6a4ea05b9736e Mon Sep 17 00:00:00 2001 From: kqyang-77 Date: Thu, 27 Nov 2025 17:13:32 +0800 Subject: [PATCH 080/189] Update 03-fastsafetensor.md --- docs/02-models/04-extensions/03-fastsafetensor.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/docs/02-models/04-extensions/03-fastsafetensor.md b/docs/02-models/04-extensions/03-fastsafetensor.md index bd29474..c2671f2 100644 --- a/docs/02-models/04-extensions/03-fastsafetensor.md +++ b/docs/02-models/04-extensions/03-fastsafetensor.md @@ -2,6 +2,6 @@ title: 使用 fastsafetensors 加载模型权重 --- -[\*在线运行 vLLM 入门教程：零基础分步指南](https://openbayes.com/console/public/tutorials/rXxb5fZFr29?utm_source=vLLM-CNdoc&utm_medium=vLLM-CNdoc-V1&utm_campaign=vLLM-CNdoc-V1-25ap) +[\*在线运行 vLLM 入门教程：零基础分步指南](https://app.hyper.ai/console/public/tutorials/rUwYsyhAIt3?utm_source=vLLM-CNdoc&utm_medium=vLLM-CNdoc-V1&utm_campaign=vLLM-CNdoc-V1-25ap) 使用 fastsafetensor 库可以通过利用 GPU 直接存储将模型权重加载到 GPU 内存。有关详细信息，请参阅 https://github.com/foundation-model-stack/fastsafetensors。要启用此功能，请将环境变量 USE_FASTSAFETENSOR 设置为 true。 From b2447dcb0cceb045c4eb30d0b9e4038161053785 Mon Sep 17 00:00:00 2001 From: kqyang-77 Date: Thu, 27 Nov 2025 17:13:42 +0800 Subject: [PATCH 081/189] Update README.md --- docs/02-models/04-extensions/README.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/docs/02-models/04-extensions/README.md b/docs/02-models/04-extensions/README.md index 7ebd0a0..a60abf3 100644 --- a/docs/02-models/04-extensions/README.md +++ b/docs/02-models/04-extensions/README.md @@ -2,7 +2,7 @@ title: 内置扩展 --- -[\*在线运行 vLLM 入门教程：零基础分步指南](https://openbayes.com/console/public/tutorials/rXxb5fZFr29?utm_source=vLLM-CNdoc&utm_medium=vLLM-CNdoc-V1&utm_campaign=vLLM-CNdoc-V1-25ap) +[\*在线运行 vLLM 入门教程：零基础分步指南](https://app.hyper.ai/console/public/tutorials/rUwYsyhAIt3?utm_source=vLLM-CNdoc&utm_medium=vLLM-CNdoc-V1&utm_campaign=vLLM-CNdoc-V1-25ap) 使用 Run:ai Model Streamer 加载模型 From 27448b85234ba0c448627378c3477beb927ba50b Mon Sep 17 00:00:00 2001 From: kqyang-77 Date: Thu, 27 Nov 2025 17:13:56 +0800 Subject: [PATCH 082/189] Update 01-supported_models.md --- docs/02-models/01-supported_models.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/docs/02-models/01-supported_models.md b/docs/02-models/01-supported_models.md index 10c3ea4..c4d1b84 100644 --- a/docs/02-models/01-supported_models.md +++ b/docs/02-models/01-supported_models.md @@ -2,7 +2,7 @@ title: 支持模型列表 --- -[\*在线运行 vLLM 入门教程：零基础分步指南](https://openbayes.com/console/public/tutorials/rXxb5fZFr29?utm_source=vLLM-CNdoc&utm_medium=vLLM-CNdoc-V1&utm_campaign=vLLM-CNdoc-V1-25ap) +[\*在线运行 vLLM 入门教程：零基础分步指南](https://app.hyper.ai/console/public/tutorials/rUwYsyhAIt3?utm_source=vLLM-CNdoc&utm_medium=vLLM-CNdoc-V1&utm_campaign=vLLM-CNdoc-V1-25ap) vLLM 支持跨多种任务的生成式和池化模型。若模型支持多个任务，可通过 `--task` 参数指定任务。 From 488c543317f64182f36e7b4bcadff5e1488bcb18 Mon Sep 17 00:00:00 2001 From: kqyang-77 Date: Thu, 27 Nov 2025 17:14:12 +0800 Subject: [PATCH 083/189] Update 02-generative_models.md --- docs/02-models/02-generative_models.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/docs/02-models/02-generative_models.md b/docs/02-models/02-generative_models.md index 4136a99..75ab393 100644 --- a/docs/02-models/02-generative_models.md +++ b/docs/02-models/02-generative_models.md @@ -2,7 +2,7 @@ title: 生成模型 --- -[\*在线运行 vLLM 入门教程：零基础分步指南](https://openbayes.com/console/public/tutorials/rXxb5fZFr29?utm_source=vLLM-CNdoc&utm_medium=vLLM-CNdoc-V1&utm_campaign=vLLM-CNdoc-V1-25ap) +[\*在线运行 vLLM 入门教程：零基础分步指南](https://app.hyper.ai/console/public/tutorials/rUwYsyhAIt3?utm_source=vLLM-CNdoc&utm_medium=vLLM-CNdoc-V1&utm_campaign=vLLM-CNdoc-V1-25ap) vLLM能够很好地支持生成模型，它兼容并能够有效运行大多数的大型语言模型 (LLMs)。 From 95af61a1ef31003913b60f8da5c83745f7002359 Mon Sep 17 00:00:00 2001 From: kqyang-77 Date: Thu, 27 Nov 2025 17:14:23 +0800 Subject: [PATCH 084/189] Update 03-Pooling Models.md --- docs/02-models/03-Pooling Models.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/docs/02-models/03-Pooling Models.md b/docs/02-models/03-Pooling Models.md index 8acd99b..e968a2f 100644 --- a/docs/02-models/03-Pooling Models.md +++ b/docs/02-models/03-Pooling Models.md @@ -2,7 +2,7 @@ title: 池化模型 --- -[\*在线运行 vLLM 入门教程：零基础分步指南](https://openbayes.com/console/public/tutorials/rXxb5fZFr29?utm_source=vLLM-CNdoc&utm_medium=vLLM-CNdoc-V1&utm_campaign=vLLM-CNdoc-V1-25ap) +[\*在线运行 vLLM 入门教程：零基础分步指南](https://app.hyper.ai/console/public/tutorials/rUwYsyhAIt3?utm_source=vLLM-CNdoc&utm_medium=vLLM-CNdoc-V1&utm_campaign=vLLM-CNdoc-V1-25ap) vLLM 还支持池化模型，包括嵌入模型、重排序模型和奖励模型。 From c5f376aa87536dbc57d28230abbcf46f585b28e9 Mon Sep 17 00:00:00 2001 From: kqyang-77 Date: Thu, 27 Nov 2025 17:14:52 +0800 Subject: [PATCH 085/189] Update 03-bnb.md --- docs/03-features/01-quantization/03-bnb.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/docs/03-features/01-quantization/03-bnb.md b/docs/03-features/01-quantization/03-bnb.md index d827cbf..1a2c077 100644 --- a/docs/03-features/01-quantization/03-bnb.md +++ b/docs/03-features/01-quantization/03-bnb.md @@ -2,7 +2,7 @@ title: BitsAndBytes --- -[\*在线运行 vLLM 入门教程：零基础分步指南](https://openbayes.com/console/public/tutorials/rXxb5fZFr29?utm_source=vLLM-CNdoc&utm_medium=vLLM-CNdoc-V1&utm_campaign=vLLM-CNdoc-V1-25ap) +[\*在线运行 vLLM 入门教程：零基础分步指南](https://app.hyper.ai/console/public/tutorials/rUwYsyhAIt3?utm_source=vLLM-CNdoc&utm_medium=vLLM-CNdoc-V1&utm_campaign=vLLM-CNdoc-V1-25ap) vLLM 现在支持 [BitsAndBytes](https://github.com/TimDettmers/bitsandbytes) 以实现更高效的模型推理。 BitsAndBytes 量化模型可以减少内存使用并增强性能，同时不会显著牺牲准确性。与其他量化方法相比，BitsAndBytes 无需使用输入数据来校准量化模型。 From 8cd290a7c38b0ef260877440719ab5ea86c84455 Mon Sep 17 00:00:00 2001 From: kqyang-77 Date: Thu, 27 Nov 2025 17:15:15 +0800 Subject: [PATCH 086/189] Update 04-gguf.md --- docs/03-features/01-quantization/04-gguf.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/docs/03-features/01-quantization/04-gguf.md b/docs/03-features/01-quantization/04-gguf.md index 5380a1f..37a32f5 100644 --- a/docs/03-features/01-quantization/04-gguf.md +++ b/docs/03-features/01-quantization/04-gguf.md @@ -2,7 +2,7 @@ title: GGUF --- -[\*在线运行 vLLM 入门教程：零基础分步指南](https://openbayes.com/console/public/tutorials/rXxb5fZFr29?utm_source=vLLM-CNdoc&utm_medium=vLLM-CNdoc-V1&utm_campaign=vLLM-CNdoc-V1-25ap) +[\*在线运行 vLLM 入门教程：零基础分步指南](https://app.hyper.ai/console/public/tutorials/rUwYsyhAIt3?utm_source=vLLM-CNdoc&utm_medium=vLLM-CNdoc-V1&utm_campaign=vLLM-CNdoc-V1-25ap) > **警告** > 请注意，vLLM 中的 GGUF 支持目前处于高度实验性阶段，且未进行充分优化，可能与其他功能不兼容。目前，您可以使用 GGUF 来减少内存占用。如果您遇到任何问题，请向 vLLM 团队报告。 From cdc753eaa8ce138a5250c38194da612487e953d0 Mon Sep 17 00:00:00 2001 From: kqyang-77 Date: Thu, 27 Nov 2025 17:15:28 +0800 Subject: [PATCH 087/189] Update 05-gptqmodel.md --- docs/03-features/01-quantization/05-gptqmodel.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/docs/03-features/01-quantization/05-gptqmodel.md b/docs/03-features/01-quantization/05-gptqmodel.md index 4f2a5c3..22d975b 100644 --- a/docs/03-features/01-quantization/05-gptqmodel.md +++ b/docs/03-features/01-quantization/05-gptqmodel.md @@ -2,7 +2,7 @@ title: GPTQModel --- -[\*在线运行 vLLM 入门教程：零基础分步指南](https://openbayes.com/console/public/tutorials/rXxb5fZFr29?utm_source=vLLM-CNdoc&utm_medium=vLLM-CNdoc-V1&utm_campaign=vLLM-CNdoc-V1-25ap) +[\*在线运行 vLLM 入门教程：零基础分步指南](https://app.hyper.ai/console/public/tutorials/rUwYsyhAIt3?utm_source=vLLM-CNdoc&utm_medium=vLLM-CNdoc-V1&utm_campaign=vLLM-CNdoc-V1-25ap) 要创建新的 4 位或 8 位 GPTQ 量化模型，您可以利用 ModelCloud.AI 的 [GPTQModel](https://github.com/ModelCloud/GPTQModel)。 From 6da2c285025a3d8645aa0dfdcfea220fe3298c20 Mon Sep 17 00:00:00 2001 From: kqyang-77 Date: Thu, 27 Nov 2025 17:15:42 +0800 Subject: [PATCH 088/189] Update 06-int4.md --- docs/03-features/01-quantization/06-int4.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/docs/03-features/01-quantization/06-int4.md b/docs/03-features/01-quantization/06-int4.md index 8340e35..d186114 100644 --- a/docs/03-features/01-quantization/06-int4.md +++ b/docs/03-features/01-quantization/06-int4.md @@ -2,7 +2,7 @@ title: INT4 W4A16 --- -[\*在线运行 vLLM 入门教程：零基础分步指南](https://openbayes.com/console/public/tutorials/rXxb5fZFr29?utm_source=vLLM-CNdoc&utm_medium=vLLM-CNdoc-V1&utm_campaign=vLLM-CNdoc-V1-25ap) +[\*在线运行 vLLM 入门教程：零基础分步指南](https://app.hyper.ai/console/public/tutorials/rUwYsyhAIt3?utm_source=vLLM-CNdoc&utm_medium=vLLM-CNdoc-V1&utm_campaign=vLLM-CNdoc-V1-25ap) vLLM 支持将权重量化为 INT4，以节省内存并加速推理。这种量化方法可以有效地在减小模型大小的同时，在每秒低查询的工作量中保持低延迟 (QPS)。 From 955233f10e321151a5c43e87535811ca1eb2f0f9 Mon Sep 17 00:00:00 2001 From: kqyang-77 Date: Thu, 27 Nov 2025 17:15:54 +0800 Subject: [PATCH 089/189] Update 07-int8.md --- docs/03-features/01-quantization/07-int8.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/docs/03-features/01-quantization/07-int8.md b/docs/03-features/01-quantization/07-int8.md index e2fc12e..33fbc5b 100644 --- a/docs/03-features/01-quantization/07-int8.md +++ b/docs/03-features/01-quantization/07-int8.md @@ -2,7 +2,7 @@ title: INT8 W8A8 --- -[\*在线运行 vLLM 入门教程：零基础分步指南](https://openbayes.com/console/public/tutorials/rXxb5fZFr29?utm_source=vLLM-CNdoc&utm_medium=vLLM-CNdoc-V1&utm_campaign=vLLM-CNdoc-V1-25ap) +[\*在线运行 vLLM 入门教程：零基础分步指南](https://app.hyper.ai/console/public/tutorials/rUwYsyhAIt3?utm_source=vLLM-CNdoc&utm_medium=vLLM-CNdoc-V1&utm_campaign=vLLM-CNdoc-V1-25ap) # INT8 W8A8 From b1a0442632c609dd16924d5eb83751211df05435 Mon Sep 17 00:00:00 2001 From: kqyang-77 Date: Thu, 27 Nov 2025 17:16:05 +0800 Subject: [PATCH 090/189] Update 08-fp8.md --- docs/03-features/01-quantization/08-fp8.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/docs/03-features/01-quantization/08-fp8.md b/docs/03-features/01-quantization/08-fp8.md index 01fc9e2..af937af 100644 --- a/docs/03-features/01-quantization/08-fp8.md +++ b/docs/03-features/01-quantization/08-fp8.md @@ -2,7 +2,7 @@ title: FP8 W8A8 --- -[\*在线运行 vLLM 入门教程：零基础分步指南](https://openbayes.com/console/public/tutorials/rXxb5fZFr29?utm_source=vLLM-CNdoc&utm_medium=vLLM-CNdoc-V1&utm_campaign=vLLM-CNdoc-V1-25ap) +[\*在线运行 vLLM 入门教程：零基础分步指南](https://app.hyper.ai/console/public/tutorials/rUwYsyhAIt3?utm_source=vLLM-CNdoc&utm_medium=vLLM-CNdoc-V1&utm_campaign=vLLM-CNdoc-V1-25ap) vLLM 使用 Nvidia H100 和 AMD MI300x 等 GPU 上的硬件加速时，支持 FP8（8 位浮点）权重和激活量化。目前，W8A8 仅正式支持 Hopper 和 Ada Lovelace GPU。使用 Marlin 内核的 W8A16（仅权重 FP8）支持 Ampere GPU。使用 FP8 进行模型量化可将模型内存需求减少 2 倍，并将吞吐量提高 1.6 倍，同时对准确性的影响最小。 From 89c72f140a33c3361c52370eeacae89250440b80 Mon Sep 17 00:00:00 2001 From: kqyang-77 Date: Thu, 27 Nov 2025 17:16:16 +0800 Subject: [PATCH 091/189] Update 09-quantized_kvcache.md --- docs/03-features/01-quantization/09-quantized_kvcache.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/docs/03-features/01-quantization/09-quantized_kvcache.md b/docs/03-features/01-quantization/09-quantized_kvcache.md index 2ad30e9..7816d59 100644 --- a/docs/03-features/01-quantization/09-quantized_kvcache.md +++ b/docs/03-features/01-quantization/09-quantized_kvcache.md @@ -2,7 +2,7 @@ title: FP8 KV 缓存 --- -[\*在线运行 vLLM 入门教程：零基础分步指南](https://openbayes.com/console/public/tutorials/rXxb5fZFr29?utm_source=vLLM-CNdoc&utm_medium=vLLM-CNdoc-V1&utm_campaign=vLLM-CNdoc-V1-25ap) +[\*在线运行 vLLM 入门教程：零基础分步指南](https://app.hyper.ai/console/public/tutorials/rUwYsyhAIt3?utm_source=vLLM-CNdoc&utm_medium=vLLM-CNdoc-V1&utm_campaign=vLLM-CNdoc-V1-25ap) 将 KV 缓存量化为 FP8 可减少其内存占用。这增加了存储在缓存中的 token 数量，从而提高了吞吐量。 From e9f1bcd05773d6e07b44fb5f90ad05e109477a1c Mon Sep 17 00:00:00 2001 From: kqyang-77 Date: Thu, 27 Nov 2025 17:16:27 +0800 Subject: [PATCH 092/189] Update 10-TorchAO.md --- docs/03-features/01-quantization/10-TorchAO.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/docs/03-features/01-quantization/10-TorchAO.md b/docs/03-features/01-quantization/10-TorchAO.md index 04e58a5..837e3f1 100644 --- a/docs/03-features/01-quantization/10-TorchAO.md +++ b/docs/03-features/01-quantization/10-TorchAO.md @@ -2,7 +2,7 @@ title: TorchAO --- -[\*在线运行 vLLM 入门教程：零基础分步指南](https://openbayes.com/console/public/tutorials/rXxb5fZFr29?utm_source=vLLM-CNdoc&utm_medium=vLLM-CNdoc-V1&utm_campaign=vLLM-CNdoc-V1-25ap) +[\*在线运行 vLLM 入门教程：零基础分步指南](https://app.hyper.ai/console/public/tutorials/rUwYsyhAIt3?utm_source=vLLM-CNdoc&utm_medium=vLLM-CNdoc-V1&utm_campaign=vLLM-CNdoc-V1-25ap) TorchAO 是 PyTorch 的架构优化库，它为推理和训练提供高性能的 dtype、优化技术和内核，具有与原生 PyTorch 功能（如 torch.compile、FSDP 等）的可组合性。可以[在此处](https://github.com/pytorch/ao/tree/main/torchao/quantization#benchmarks)找到一些基准数字。 From 2e21be9a75739f6659b523143bf24430e0644d04 Mon Sep 17 00:00:00 2001 From: kqyang-77 Date: Thu, 27 Nov 2025 17:16:43 +0800 Subject: [PATCH 093/189] Update README.md --- docs/03-features/01-quantization/README.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/docs/03-features/01-quantization/README.md b/docs/03-features/01-quantization/README.md index 6436b41..4df02bd 100644 --- a/docs/03-features/01-quantization/README.md +++ b/docs/03-features/01-quantization/README.md @@ -2,7 +2,7 @@ title: 量化 --- -[\*在线运行 vLLM 入门教程：零基础分步指南](https://openbayes.com/console/public/tutorials/rXxb5fZFr29?utm_source=vLLM-CNdoc&utm_medium=vLLM-CNdoc-V1&utm_campaign=vLLM-CNdoc-V1-25ap) +[\*在线运行 vLLM 入门教程：零基础分步指南](https://app.hyper.ai/console/public/tutorials/rUwYsyhAIt3?utm_source=vLLM-CNdoc&utm_medium=vLLM-CNdoc-V1&utm_campaign=vLLM-CNdoc-V1-25ap) 量化通过牺牲模型精度来换取更小的内存占用，从而使得大型模型能够在更广泛的设备上运行。 From aef48a4ef6f1f414b7252529ed7400db14da9642 Mon Sep 17 00:00:00 2001 From: kqyang-77 Date: Thu, 27 Nov 2025 17:17:00 +0800 Subject: [PATCH 094/189] Update 02-lora.md --- docs/03-features/02-lora.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/docs/03-features/02-lora.md b/docs/03-features/02-lora.md index d5f677e..d5e9abf 100644 --- a/docs/03-features/02-lora.md +++ b/docs/03-features/02-lora.md @@ -2,7 +2,7 @@ title: LoRA 适配器 --- -[\*在线运行 vLLM 入门教程：零基础分步指南](https://openbayes.com/console/public/tutorials/rXxb5fZFr29?utm_source=vLLM-CNdoc&utm_medium=vLLM-CNdoc-V1&utm_campaign=vLLM-CNdoc-V1-25ap) +[\*在线运行 vLLM 入门教程：零基础分步指南](https://app.hyper.ai/console/public/tutorials/rUwYsyhAIt3?utm_source=vLLM-CNdoc&utm_medium=vLLM-CNdoc-V1&utm_campaign=vLLM-CNdoc-V1-25ap) 本文档向您展示如何在基本模型上将 [LoRA 适配器](https://arxiv.org/abs/2106.09685)与 vLLM 结合使用。 From 693f49344a9ec469fdc1cfa48facdd7db205307b Mon Sep 17 00:00:00 2001 From: kqyang-77 Date: Thu, 27 Nov 2025 17:17:10 +0800 Subject: [PATCH 095/189] Update 03-tool_calling.md --- docs/03-features/03-tool_calling.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/docs/03-features/03-tool_calling.md b/docs/03-features/03-tool_calling.md index f7d78f2..5de2f55 100644 --- a/docs/03-features/03-tool_calling.md +++ b/docs/03-features/03-tool_calling.md @@ -2,7 +2,7 @@ title: 工具调用 --- -[\*在线运行 vLLM 入门教程：零基础分步指南](https://openbayes.com/console/public/tutorials/rXxb5fZFr29?utm_source=vLLM-CNdoc&utm_medium=vLLM-CNdoc-V1&utm_campaign=vLLM-CNdoc-V1-25ap) +[\*在线运行 vLLM 入门教程：零基础分步指南](https://app.hyper.ai/console/public/tutorials/rUwYsyhAIt3?utm_source=vLLM-CNdoc&utm_medium=vLLM-CNdoc-V1&utm_campaign=vLLM-CNdoc-V1-25ap) vLLM 目前支持命名函数调用，并在聊天补全 API 的 `tool_choice` 字段中支持 `auto` 和 `none` 选项。`required` 选项**尚未支持**，但已在[开发计划](https://github.com/vllm-project/vllm/issues/13002#)中。 From 2d7512945eb9bdd57d9111c5b5e26b8ecb00ebbf Mon Sep 17 00:00:00 2001 From: kqyang-77 Date: Thu, 27 Nov 2025 17:17:21 +0800 Subject: [PATCH 096/189] Update 04-reasoning_outputs.md --- docs/03-features/04-reasoning_outputs.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/docs/03-features/04-reasoning_outputs.md b/docs/03-features/04-reasoning_outputs.md index 3f55c1b..a614547 100644 --- a/docs/03-features/04-reasoning_outputs.md +++ b/docs/03-features/04-reasoning_outputs.md @@ -2,7 +2,7 @@ title: 推理输出 --- -[\*在线运行 vLLM 入门教程：零基础分步指南](https://openbayes.com/console/public/tutorials/rXxb5fZFr29?utm_source=vLLM-CNdoc&utm_medium=vLLM-CNdoc-V1&utm_campaign=vLLM-CNdoc-V1-25ap) +[\*在线运行 vLLM 入门教程：零基础分步指南](https://app.hyper.ai/console/public/tutorials/rUwYsyhAIt3?utm_source=vLLM-CNdoc&utm_medium=vLLM-CNdoc-V1&utm_campaign=vLLM-CNdoc-V1-25ap) vLLM 支持推理模型，例如 [DeepSeek R1](https://huggingface.co/deepseek-ai/DeepSeek-R1)，这些模型旨在生成包含推理步骤和最终结论的输出。 From 87e47f87a9296b9213881416e57035fc74c8b2ff Mon Sep 17 00:00:00 2001 From: kqyang-77 Date: Thu, 27 Nov 2025 17:17:32 +0800 Subject: [PATCH 097/189] Update 05-structured_outputs.md --- docs/03-features/05-structured_outputs.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/docs/03-features/05-structured_outputs.md b/docs/03-features/05-structured_outputs.md index 0cffada..6cec75e 100644 --- a/docs/03-features/05-structured_outputs.md +++ b/docs/03-features/05-structured_outputs.md @@ -2,7 +2,7 @@ title: 结构化输出 --- -[\*在线运行 vLLM 入门教程：零基础分步指南](https://openbayes.com/console/public/tutorials/rXxb5fZFr29?utm_source=vLLM-CNdoc&utm_medium=vLLM-CNdoc-V1&utm_campaign=vLLM-CNdoc-V1-25ap) +[\*在线运行 vLLM 入门教程：零基础分步指南](https://app.hyper.ai/console/public/tutorials/rUwYsyhAIt3?utm_source=vLLM-CNdoc&utm_medium=vLLM-CNdoc-V1&utm_campaign=vLLM-CNdoc-V1-25ap) vLLM 支持使用 [outlines](https://github.com/dottxt-ai/outlines)、[lm-format-enforcer](https://github.com/noamgat/lm-format-enforcer) 或 [xgrammar](https://github.com/mlc-ai/xgrammar) 作为引导解码的后端生成结构化输出。本文档展示了一些可用于生成结构化输出的不同选项的示例。 From 4e20f3b39e37a2177fd0174f0984e2c17fd39d1a Mon Sep 17 00:00:00 2001 From: kqyang-77 Date: Thu, 27 Nov 2025 17:17:43 +0800 Subject: [PATCH 098/189] Update 06-automatic_prefix_caching.md --- docs/03-features/06-automatic_prefix_caching.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/docs/03-features/06-automatic_prefix_caching.md b/docs/03-features/06-automatic_prefix_caching.md index 23154e8..0394557 100644 --- a/docs/03-features/06-automatic_prefix_caching.md +++ b/docs/03-features/06-automatic_prefix_caching.md @@ -2,7 +2,7 @@ title: 自动前缀缓存 --- -[\*在线运行 vLLM 入门教程：零基础分步指南](https://openbayes.com/console/public/tutorials/rXxb5fZFr29?utm_source=vLLM-CNdoc&utm_medium=vLLM-CNdoc-V1&utm_campaign=vLLM-CNdoc-V1-25ap) +[\*在线运行 vLLM 入门教程：零基础分步指南](https://app.hyper.ai/console/public/tutorials/rUwYsyhAIt3?utm_source=vLLM-CNdoc&utm_medium=vLLM-CNdoc-V1&utm_campaign=vLLM-CNdoc-V1-25ap) # 介绍 From 19bd6ff07a8aa2faca93e7c47a7e3f39ad98f3c2 Mon Sep 17 00:00:00 2001 From: kqyang-77 Date: Thu, 27 Nov 2025 17:17:53 +0800 Subject: [PATCH 099/189] Update 07-disagg_prefill.md --- docs/03-features/07-disagg_prefill.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/docs/03-features/07-disagg_prefill.md b/docs/03-features/07-disagg_prefill.md index edc6668..9c54916 100644 --- a/docs/03-features/07-disagg_prefill.md +++ b/docs/03-features/07-disagg_prefill.md @@ -2,7 +2,7 @@ title: 分离式预填充（实验性功能） --- -[\*在线运行 vLLM 入门教程：零基础分步指南](https://openbayes.com/console/public/tutorials/rXxb5fZFr29?utm_source=vLLM-CNdoc&utm_medium=vLLM-CNdoc-V1&utm_campaign=vLLM-CNdoc-V1-25ap) +[\*在线运行 vLLM 入门教程：零基础分步指南](https://app.hyper.ai/console/public/tutorials/rUwYsyhAIt3?utm_source=vLLM-CNdoc&utm_medium=vLLM-CNdoc-V1&utm_campaign=vLLM-CNdoc-V1-25ap) 本文介绍 vLLM 中的分离式预填充功能。 From d6b42fc68492a7123d88b2e567aa2486d6e4729c Mon Sep 17 00:00:00 2001 From: kqyang-77 Date: Thu, 27 Nov 2025 17:18:06 +0800 Subject: [PATCH 100/189] Update 08-spec_decode.md --- docs/03-features/08-spec_decode.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/docs/03-features/08-spec_decode.md b/docs/03-features/08-spec_decode.md index 804a307..8537330 100644 --- a/docs/03-features/08-spec_decode.md +++ b/docs/03-features/08-spec_decode.md @@ -2,7 +2,7 @@ title: 分离式预填充（实验性功能） --- -[\*在线运行 vLLM 入门教程：零基础分步指南](https://openbayes.com/console/public/tutorials/rXxb5fZFr29?utm_source=vLLM-CNdoc&utm_medium=vLLM-CNdoc-V1&utm_campaign=vLLM-CNdoc-V1-25ap) +[\*在线运行 vLLM 入门教程：零基础分步指南](https://app.hyper.ai/console/public/tutorials/rUwYsyhAIt3?utm_source=vLLM-CNdoc&utm_medium=vLLM-CNdoc-V1&utm_campaign=vLLM-CNdoc-V1-25ap) > **警告** > From 13d7ba998dfb9bcee655e35a2b0714c39adcd61a Mon Sep 17 00:00:00 2001 From: kqyang-77 Date: Thu, 27 Nov 2025 17:28:57 +0800 Subject: [PATCH 101/189] Update 09-compatibility_matrix.md --- docs/03-features/09-compatibility_matrix.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/docs/03-features/09-compatibility_matrix.md b/docs/03-features/09-compatibility_matrix.md index 3a0c07f..e494e85 100644 --- a/docs/03-features/09-compatibility_matrix.md +++ b/docs/03-features/09-compatibility_matrix.md @@ -2,7 +2,7 @@ title: 兼容矩阵 --- -[\*在线运行 vLLM 入门教程：零基础分步指南](https://openbayes.com/console/public/tutorials/rXxb5fZFr29?utm_source=vLLM-CNdoc&utm_medium=vLLM-CNdoc-V1&utm_campaign=vLLM-CNdoc-V1-25ap) +[\*在线运行 vLLM 入门教程：零基础分步指南](https://app.hyper.ai/console/public/tutorials/rUwYsyhAIt3?utm_source=vLLM-CNdoc&utm_medium=vLLM-CNdoc-V1&utm_campaign=vLLM-CNdoc-V1-25ap) 下表展示了互斥特性和对某些硬件的支持 From 6f05777d46497a2e629fc2ef6298a33a01f33734 Mon Sep 17 00:00:00 2001 From: kqyang-77 Date: Fri, 28 Nov 2025 09:35:47 +0800 Subject: [PATCH 102/189] Update 01-trl.md --- docs/04-training/01-trl.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/docs/04-training/01-trl.md b/docs/04-training/01-trl.md index e031456..7496b81 100644 --- a/docs/04-training/01-trl.md +++ b/docs/04-training/01-trl.md @@ -2,7 +2,7 @@ title: Transformers 强化学习 --- -[\*在线运行 vLLM 入门教程：零基础分步指南](https://openbayes.com/console/public/tutorials/rXxb5fZFr29?utm_source=vLLM-CNdoc&utm_medium=vLLM-CNdoc-V1&utm_campaign=vLLM-CNdoc-V1-25ap) +[\*在线运行 vLLM 入门教程：零基础分步指南](https://app.hyper.ai/console/public/tutorials/rUwYsyhAIt3?utm_source=vLLM-CNdoc&utm_medium=vLLM-CNdoc-V1&utm_campaign=vLLM-CNdoc-V1-25ap) Transformers 强化学习 (TRL) 是一个全栈库，提供了一套工具，用于通过监督微调 (SFT)、组相对策略优化 (GRPO)、直接偏好优化 (DPO)、奖励建模等方法训练 Transformer 语言模型。该库与 🤗 Transformers 集成。 From 7f1878e11fad52b1af4910546b01285630fcd04f Mon Sep 17 00:00:00 2001 From: kqyang-77 Date: Fri, 28 Nov 2025 09:38:07 +0800 Subject: [PATCH 103/189] Update 02-rlhf.md --- docs/04-training/02-rlhf.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/docs/04-training/02-rlhf.md b/docs/04-training/02-rlhf.md index c717f71..6c50a7c 100644 --- a/docs/04-training/02-rlhf.md +++ b/docs/04-training/02-rlhf.md @@ -2,7 +2,7 @@ title: RLHF 基于人类反馈的强化学习 --- -[\*在线运行 vLLM 入门教程：零基础分步指南](https://openbayes.com/console/public/tutorials/rXxb5fZFr29?utm_source=vLLM-CNdoc&utm_medium=vLLM-CNdoc-V1&utm_campaign=vLLM-CNdoc-V1-25ap) +[\*在线运行 vLLM 入门教程：零基础分步指南](https://app.hyper.ai/console/public/tutorials/rUwYsyhAIt3?utm_source=vLLM-CNdoc&utm_medium=vLLM-CNdoc-V1&utm_campaign=vLLM-CNdoc-V1-25ap) 基于人类反馈的强化学习 (Reinforcement Learning from Human Feedback, RLHF) 是一种利用人类生成的偏好数据微调语言模型的技术，以使模型输出与期望行为保持一致。 From 1d1c5e297562cc6d5c8a02ad70c0e14c5477b967 Mon Sep 17 00:00:00 2001 From: kqyang-77 Date: Fri, 28 Nov 2025 09:38:29 +0800 Subject: [PATCH 104/189] Update 01-offline_inference.md --- docs/05-inference-and-serving/01-offline_inference.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/docs/05-inference-and-serving/01-offline_inference.md b/docs/05-inference-and-serving/01-offline_inference.md index 2483c64..2efa4c3 100644 --- a/docs/05-inference-and-serving/01-offline_inference.md +++ b/docs/05-inference-and-serving/01-offline_inference.md @@ -2,7 +2,7 @@ title: 离线推理 --- -[\*在线运行 vLLM 入门教程：零基础分步指南](https://openbayes.com/console/public/tutorials/rXxb5fZFr29?utm_source=vLLM-CNdoc&utm_medium=vLLM-CNdoc-V1&utm_campaign=vLLM-CNdoc-V1-25ap) +[\*在线运行 vLLM 入门教程：零基础分步指南](https://app.hyper.ai/console/public/tutorials/rUwYsyhAIt3?utm_source=vLLM-CNdoc&utm_medium=vLLM-CNdoc-V1&utm_campaign=vLLM-CNdoc-V1-25ap) 您可以在自己的代码中运行 vLLM 来处理一组提示。 From b4b67d93c4a6b3756cbae4e16c3e9015649c9d08 Mon Sep 17 00:00:00 2001 From: kqyang-77 Date: Fri, 28 Nov 2025 09:38:39 +0800 Subject: [PATCH 105/189] Update 02-openai_compatible_server.md --- docs/05-inference-and-serving/02-openai_compatible_server.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/docs/05-inference-and-serving/02-openai_compatible_server.md b/docs/05-inference-and-serving/02-openai_compatible_server.md index 98ab844..8d92b01 100644 --- a/docs/05-inference-and-serving/02-openai_compatible_server.md +++ b/docs/05-inference-and-serving/02-openai_compatible_server.md @@ -2,7 +2,7 @@ title: OpenAI 兼容服务器 --- -[\*在线运行 vLLM 入门教程：零基础分步指南](https://openbayes.com/console/public/tutorials/rXxb5fZFr29?utm_source=vLLM-CNdoc&utm_medium=vLLM-CNdoc-V1&utm_campaign=vLLM-CNdoc-V1-25ap) +[\*在线运行 vLLM 入门教程：零基础分步指南](https://app.hyper.ai/console/public/tutorials/rUwYsyhAIt3?utm_source=vLLM-CNdoc&utm_medium=vLLM-CNdoc-V1&utm_campaign=vLLM-CNdoc-V1-25ap) vLLM 提供实现了 OpenAI  [Completions API](https://platform.openai.com/docs/api-reference/completions), [Chat API](https://platform.openai.com/docs/api-reference/chat) 等接口的 HTTP 服务器。 From 2649ed3d024d39fb2d1bd57c36609bc09cdde8df Mon Sep 17 00:00:00 2001 From: kqyang-77 Date: Fri, 28 Nov 2025 09:38:51 +0800 Subject: [PATCH 106/189] Update 03-multimodal_inputs.md --- docs/05-inference-and-serving/03-multimodal_inputs.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/docs/05-inference-and-serving/03-multimodal_inputs.md b/docs/05-inference-and-serving/03-multimodal_inputs.md index 3b90df5..a99ea47 100644 --- a/docs/05-inference-and-serving/03-multimodal_inputs.md +++ b/docs/05-inference-and-serving/03-multimodal_inputs.md @@ -2,7 +2,7 @@ title: 多模态输入 --- -[\*在线运行 vLLM 入门教程：零基础分步指南](https://openbayes.com/console/public/tutorials/rXxb5fZFr29?utm_source=vLLM-CNdoc&utm_medium=vLLM-CNdoc-V1&utm_campaign=vLLM-CNdoc-V1-25ap) +[\*在线运行 vLLM 入门教程：零基础分步指南](https://app.hyper.ai/console/public/tutorials/rUwYsyhAIt3?utm_source=vLLM-CNdoc&utm_medium=vLLM-CNdoc-V1&utm_campaign=vLLM-CNdoc-V1-25ap) 本页教你如何在 vLLM 中向[多模态模型](https://docs.vllm.ai/en/latest/models/supported_models.html#supported-mm-models)传递多模态输入。 From 319a451660ec8d47f12c6e329009c85a77a2b301 Mon Sep 17 00:00:00 2001 From: kqyang-77 Date: Fri, 28 Nov 2025 09:39:01 +0800 Subject: [PATCH 107/189] Update 04-distributed_serving_new.md --- docs/05-inference-and-serving/04-distributed_serving_new.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/docs/05-inference-and-serving/04-distributed_serving_new.md b/docs/05-inference-and-serving/04-distributed_serving_new.md index a306a1e..f7ea0cf 100644 --- a/docs/05-inference-and-serving/04-distributed_serving_new.md +++ b/docs/05-inference-and-serving/04-distributed_serving_new.md @@ -2,7 +2,7 @@ title: 分布式推理与服务 --- -[\*在线运行 vLLM 入门教程：零基础分步指南](https://openbayes.com/console/public/tutorials/rXxb5fZFr29?utm_source=vLLM-CNdoc&utm_medium=vLLM-CNdoc-V1&utm_campaign=vLLM-CNdoc-V1-25ap) +[\*在线运行 vLLM 入门教程：零基础分步指南](https://app.hyper.ai/console/public/tutorials/rUwYsyhAIt3?utm_source=vLLM-CNdoc&utm_medium=vLLM-CNdoc-V1&utm_campaign=vLLM-CNdoc-V1-25ap) ## 如何决定分布式推理策略？ From 385ddc1e6020baeb4fb05d950c0025d49e1ce51c Mon Sep 17 00:00:00 2001 From: kqyang-77 Date: Fri, 28 Nov 2025 09:39:12 +0800 Subject: [PATCH 108/189] Update tutorial link in metrics documentation --- docs/05-inference-and-serving/05-metrics.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/docs/05-inference-and-serving/05-metrics.md b/docs/05-inference-and-serving/05-metrics.md index 713bba5..932e9d9 100644 --- a/docs/05-inference-and-serving/05-metrics.md +++ b/docs/05-inference-and-serving/05-metrics.md @@ -2,7 +2,7 @@ title: 生产指标 --- -[\*在线运行 vLLM 入门教程：零基础分步指南](https://openbayes.com/console/public/tutorials/rXxb5fZFr29?utm_source=vLLM-CNdoc&utm_medium=vLLM-CNdoc-V1&utm_campaign=vLLM-CNdoc-V1-25ap) +[\*在线运行 vLLM 入门教程：零基础分步指南](https://app.hyper.ai/console/public/tutorials/rUwYsyhAIt3?utm_source=vLLM-CNdoc&utm_medium=vLLM-CNdoc-V1&utm_campaign=vLLM-CNdoc-V1-25ap) vLLM 公布了许多可用于监控系统运行状况的指标。这些指标通过 vLLM OpenAI 兼容 API 服务器上的 `/metrics` 端点公开。 From e80730d44eb1ca133fca71814624b8c5ccf6cdff Mon Sep 17 00:00:00 2001 From: kqyang-77 Date: Fri, 28 Nov 2025 09:39:22 +0800 Subject: [PATCH 109/189] Update 06-engine_args.md --- docs/05-inference-and-serving/06-engine_args.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/docs/05-inference-and-serving/06-engine_args.md b/docs/05-inference-and-serving/06-engine_args.md index 1ea3c0f..469a662 100644 --- a/docs/05-inference-and-serving/06-engine_args.md +++ b/docs/05-inference-and-serving/06-engine_args.md @@ -2,7 +2,7 @@ title: 引擎参数 --- -[\*在线运行 vLLM 入门教程：零基础分步指南](https://openbayes.com/console/public/tutorials/rXxb5fZFr29?utm_source=vLLM-CNdoc&utm_medium=vLLM-CNdoc-V1&utm_campaign=vLLM-CNdoc-V1-25ap) +[\*在线运行 vLLM 入门教程：零基础分步指南](https://app.hyper.ai/console/public/tutorials/rUwYsyhAIt3?utm_source=vLLM-CNdoc&utm_medium=vLLM-CNdoc-V1&utm_campaign=vLLM-CNdoc-V1-25ap) 可以在下述找到对每一个 vLLM 引擎参数的说明： From 768c5316cf77caa8fbe604505125b754c057a992 Mon Sep 17 00:00:00 2001 From: kqyang-77 Date: Fri, 28 Nov 2025 09:39:34 +0800 Subject: [PATCH 110/189] Update tutorial link for vLLM introduction --- docs/05-inference-and-serving/07-env_vars.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/docs/05-inference-and-serving/07-env_vars.md b/docs/05-inference-and-serving/07-env_vars.md index 4ef5ba8..4eb10de 100644 --- a/docs/05-inference-and-serving/07-env_vars.md +++ b/docs/05-inference-and-serving/07-env_vars.md @@ -2,7 +2,7 @@ title: 环境 --- -[\*在线运行 vLLM 入门教程：零基础分步指南](https://openbayes.com/console/public/tutorials/rXxb5fZFr29?utm_source=vLLM-CNdoc&utm_medium=vLLM-CNdoc-V1&utm_campaign=vLLM-CNdoc-V1-25ap) +[\*在线运行 vLLM 入门教程：零基础分步指南](https://app.hyper.ai/console/public/tutorials/rUwYsyhAIt3?utm_source=vLLM-CNdoc&utm_medium=vLLM-CNdoc-V1&utm_campaign=vLLM-CNdoc-V1-25ap) vLLM 使用以下环境变量来配置系统： From 860e60fc5499be66997f4f607627c9df1055156b Mon Sep 17 00:00:00 2001 From: kqyang-77 Date: Fri, 28 Nov 2025 09:39:52 +0800 Subject: [PATCH 111/189] Update usage stats tutorial link --- docs/05-inference-and-serving/08-usage_stats.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/docs/05-inference-and-serving/08-usage_stats.md b/docs/05-inference-and-serving/08-usage_stats.md index e168e7e..df77bf2 100644 --- a/docs/05-inference-and-serving/08-usage_stats.md +++ b/docs/05-inference-and-serving/08-usage_stats.md @@ -2,7 +2,7 @@ title: 使用统计数据收集 --- -[\*在线运行 vLLM 入门教程：零基础分步指南](https://openbayes.com/console/public/tutorials/rXxb5fZFr29?utm_source=vLLM-CNdoc&utm_medium=vLLM-CNdoc-V1&utm_campaign=vLLM-CNdoc-V1-25ap) +[\*在线运行 vLLM 入门教程：零基础分步指南](https://app.hyper.ai/console/public/tutorials/rUwYsyhAIt3?utm_source=vLLM-CNdoc&utm_medium=vLLM-CNdoc-V1&utm_campaign=vLLM-CNdoc-V1-25ap) 默认情况下，vLLM 会收集匿名使用数据，以帮助工程团队更好地了解哪些硬件和模型配置被广泛使用。这些数据使他们能够优先考虑对最常见的工作负载的努力。收集的数据是透明的，不包含任何敏感信息，并将公开发布，以便社区受益。 From 0c2517c47db24639bdec514b80b478e3c85a092a Mon Sep 17 00:00:00 2001 From: kqyang-77 Date: Fri, 28 Nov 2025 09:40:06 +0800 Subject: [PATCH 112/189] Update tutorial link for LangChain integration --- docs/05-inference-and-serving/09-integrations/01-langchain.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/docs/05-inference-and-serving/09-integrations/01-langchain.md b/docs/05-inference-and-serving/09-integrations/01-langchain.md index c4ac2fb..2e391ee 100644 --- a/docs/05-inference-and-serving/09-integrations/01-langchain.md +++ b/docs/05-inference-and-serving/09-integrations/01-langchain.md @@ -2,7 +2,7 @@ title: LangChain --- -[\*在线运行 vLLM 入门教程：零基础分步指南](https://openbayes.com/console/public/tutorials/rXxb5fZFr29?utm_source=vLLM-CNdoc&utm_medium=vLLM-CNdoc-V1&utm_campaign=vLLM-CNdoc-V1-25ap) +[\*在线运行 vLLM 入门教程：零基础分步指南](https://app.hyper.ai/console/public/tutorials/rUwYsyhAIt3?utm_source=vLLM-CNdoc&utm_medium=vLLM-CNdoc-V1&utm_campaign=vLLM-CNdoc-V1-25ap) vLLM 也可通过 [LangChain](https://github.com/langchain-ai/langchain) 获取。 From 82b341e770a11f00e3ca2d0dacaabb51681db5a4 Mon Sep 17 00:00:00 2001 From: kqyang-77 Date: Fri, 28 Nov 2025 09:40:16 +0800 Subject: [PATCH 113/189] Update tutorial link for LlamaIndex --- docs/05-inference-and-serving/09-integrations/02-llamaindex.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/docs/05-inference-and-serving/09-integrations/02-llamaindex.md b/docs/05-inference-and-serving/09-integrations/02-llamaindex.md index cce454c..0678a38 100644 --- a/docs/05-inference-and-serving/09-integrations/02-llamaindex.md +++ b/docs/05-inference-and-serving/09-integrations/02-llamaindex.md @@ -2,7 +2,7 @@ title: LlamaIndex --- -[\*在线运行 vLLM 入门教程：零基础分步指南](https://openbayes.com/console/public/tutorials/rXxb5fZFr29?utm_source=vLLM-CNdoc&utm_medium=vLLM-CNdoc-V1&utm_campaign=vLLM-CNdoc-V1-25ap) +[\*在线运行 vLLM 入门教程：零基础分步指南](https://app.hyper.ai/console/public/tutorials/rUwYsyhAIt3?utm_source=vLLM-CNdoc&utm_medium=vLLM-CNdoc-V1&utm_campaign=vLLM-CNdoc-V1-25ap) vLLM 也可通过 [LlamaIndex](https://github.com/run-llama/llama_index) 获取。 From c1a01586bf241916e297cc36a8c71c2579d16b35 Mon Sep 17 00:00:00 2001 From: kqyang-77 Date: Fri, 28 Nov 2025 09:49:47 +0800 Subject: [PATCH 114/189] Update 01-docker.md --- docs/06-deployment/01-docker.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/docs/06-deployment/01-docker.md b/docs/06-deployment/01-docker.md index 729660a..f3be1a9 100644 --- a/docs/06-deployment/01-docker.md +++ b/docs/06-deployment/01-docker.md @@ -2,7 +2,7 @@ title: 使用 Docker 进行部署 --- -[*在线运行 vLLM 入门教程：零基础分步指南](https://openbayes.com/console/public/tutorials/rXxb5fZFr29?utm_source=vLLM-CNdoc&utm_medium=vLLM-CNdoc-V1&utm_campaign=vLLM-CNdoc-V1-25ap) +[*在线运行 vLLM 入门教程：零基础分步指南](https://app.hyper.ai/console/public/tutorials/rUwYsyhAIt3?utm_source=vLLM-CNdoc&utm_medium=vLLM-CNdoc-V1&utm_campaign=vLLM-CNdoc-V1-25ap) ## 使用 vLLM 官方 Docker 镜像 From 6b1f5673ac61dac19e9a85a919ebe8b1db393b27 Mon Sep 17 00:00:00 2001 From: kqyang-77 Date: Fri, 28 Nov 2025 09:50:10 +0800 Subject: [PATCH 115/189] Update tutorial link for vLLM deployment guide --- docs/06-deployment/02-k8s.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/docs/06-deployment/02-k8s.md b/docs/06-deployment/02-k8s.md index f2ff8b8..bd4ee34 100644 --- a/docs/06-deployment/02-k8s.md +++ b/docs/06-deployment/02-k8s.md @@ -2,7 +2,7 @@ title: 使用 Kubernetes --- -[\*在线运行 vLLM 入门教程：零基础分步指南](https://openbayes.com/console/public/tutorials/rXxb5fZFr29?utm_source=vLLM-CNdoc&utm_medium=vLLM-CNdoc-V1&utm_campaign=vLLM-CNdoc-V1-25ap) +[\*在线运行 vLLM 入门教程：零基础分步指南](https://app.hyper.ai/console/public/tutorials/rUwYsyhAIt3?utm_source=vLLM-CNdoc&utm_medium=vLLM-CNdoc-V1&utm_campaign=vLLM-CNdoc-V1-25ap) 在 Kubernetes 上部署 vLLM 是一种可扩展且高效的方式来提供机器学习模型服务。本指南将引导您使用原生 Kubernetes 部署 vLLM。 From 3abf4c42ca568f02ed64b36f093209f342a3e8e1 Mon Sep 17 00:00:00 2001 From: kqyang-77 Date: Fri, 28 Nov 2025 09:50:22 +0800 Subject: [PATCH 116/189] Update 03-nginx.md --- docs/06-deployment/03-nginx.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/docs/06-deployment/03-nginx.md b/docs/06-deployment/03-nginx.md index a2618e8..8b3b51b 100644 --- a/docs/06-deployment/03-nginx.md +++ b/docs/06-deployment/03-nginx.md @@ -2,7 +2,7 @@ title: 使用 Nginx --- -[\*在线运行 vLLM 入门教程：零基础分步指南](https://openbayes.com/console/public/tutorials/rXxb5fZFr29?utm_source=vLLM-CNdoc&utm_medium=vLLM-CNdoc-V1&utm_campaign=vLLM-CNdoc-V1-25ap) +[\*在线运行 vLLM 入门教程：零基础分步指南](https://app.hyper.ai/console/public/tutorials/rUwYsyhAIt3?utm_source=vLLM-CNdoc&utm_medium=vLLM-CNdoc-V1&utm_campaign=vLLM-CNdoc-V1-25ap) 本文档介绍如何启动多个 vLLM 服务器容器，并使用 Nginx 作为负载均衡器在这些服务器之间进行流量分配。 From 42c81973e3b7ed7349d2577b87de8045720b4e64 Mon Sep 17 00:00:00 2001 From: kqyang-77 Date: Fri, 28 Nov 2025 09:53:35 +0800 Subject: [PATCH 117/189] Update 01-bentoml.md --- docs/06-deployment/04-framworks/01-bentoml.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/docs/06-deployment/04-framworks/01-bentoml.md b/docs/06-deployment/04-framworks/01-bentoml.md index a6a46bb..39d2872 100644 --- a/docs/06-deployment/04-framworks/01-bentoml.md +++ b/docs/06-deployment/04-framworks/01-bentoml.md @@ -2,7 +2,7 @@ title: BentoML --- -[\*在线运行 vLLM 入门教程：零基础分步指南](https://openbayes.com/console/public/tutorials/rXxb5fZFr29?utm_source=vLLM-CNdoc&utm_medium=vLLM-CNdoc-V1&utm_campaign=vLLM-CNdoc-V1-25ap) +[\*在线运行 vLLM 入门教程：零基础分步指南](https://app.hyper.ai/console/public/tutorials/rUwYsyhAIt3?utm_source=vLLM-CNdoc&utm_medium=vLLM-CNdoc-V1&utm_campaign=vLLM-CNdoc-V1-25ap) # BentoML From 4271bb1ad3893f53411940b18b9c002d2bc7c741 Mon Sep 17 00:00:00 2001 From: kqyang-77 Date: Fri, 28 Nov 2025 09:53:46 +0800 Subject: [PATCH 118/189] Update 02-cerebrium.md --- docs/06-deployment/04-framworks/02-cerebrium.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/docs/06-deployment/04-framworks/02-cerebrium.md b/docs/06-deployment/04-framworks/02-cerebrium.md index 764c41b..a1c51b4 100644 --- a/docs/06-deployment/04-framworks/02-cerebrium.md +++ b/docs/06-deployment/04-framworks/02-cerebrium.md @@ -2,7 +2,7 @@ title: Cerebrium --- -[\*在线运行 vLLM 入门教程：零基础分步指南](https://openbayes.com/console/public/tutorials/rXxb5fZFr29?utm_source=vLLM-CNdoc&utm_medium=vLLM-CNdoc-V1&utm_campaign=vLLM-CNdoc-V1-25ap) +[\*在线运行 vLLM 入门教程：零基础分步指南](https://app.hyper.ai/console/public/tutorials/rUwYsyhAIt3?utm_source=vLLM-CNdoc&utm_medium=vLLM-CNdoc-V1&utm_campaign=vLLM-CNdoc-V1-25ap) ![图片](/img/docs/v1-deployment/02-cerebrium_1.png) From 077b034747c3c021f19323d6d087a19e7a964149 Mon Sep 17 00:00:00 2001 From: kqyang-77 Date: Fri, 28 Nov 2025 10:06:50 +0800 Subject: [PATCH 119/189] Update 03-dstack.md --- docs/06-deployment/04-framworks/03-dstack.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/docs/06-deployment/04-framworks/03-dstack.md b/docs/06-deployment/04-framworks/03-dstack.md index f9c8c5f..f309dde 100644 --- a/docs/06-deployment/04-framworks/03-dstack.md +++ b/docs/06-deployment/04-framworks/03-dstack.md @@ -2,7 +2,7 @@ title: dstack --- -[\*在线运行 vLLM 入门教程：零基础分步指南](https://openbayes.com/console/public/tutorials/rXxb5fZFr29?utm_source=vLLM-CNdoc&utm_medium=vLLM-CNdoc-V1&utm_campaign=vLLM-CNdoc-V1-25ap) +[\*在线运行 vLLM 入门教程：零基础分步指南](https://app.hyper.ai/console/public/tutorials/rUwYsyhAIt3?utm_source=vLLM-CNdoc&utm_medium=vLLM-CNdoc-V1&utm_campaign=vLLM-CNdoc-V1-25ap) ![图片](/img/docs/v1-deployment/03-dstack_1.png) From 4798d6fa744a2a83625f56ec6c9b94804fb40dc0 Mon Sep 17 00:00:00 2001 From: kqyang-77 Date: Fri, 28 Nov 2025 10:07:23 +0800 Subject: [PATCH 120/189] Update 04-helm.md --- docs/06-deployment/04-framworks/04-helm.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/docs/06-deployment/04-framworks/04-helm.md b/docs/06-deployment/04-framworks/04-helm.md index e1d950d..02f4ee4 100644 --- a/docs/06-deployment/04-framworks/04-helm.md +++ b/docs/06-deployment/04-framworks/04-helm.md @@ -2,7 +2,7 @@ title: Helm --- -[\*在线运行 vLLM 入门教程：零基础分步指南](https://openbayes.com/console/public/tutorials/rXxb5fZFr29?utm_source=vLLM-CNdoc&utm_medium=vLLM-CNdoc-V1&utm_campaign=vLLM-CNdoc-V1-25ap) +[\*在线运行 vLLM 入门教程：零基础分步指南](https://app.hyper.ai/console/public/tutorials/rUwYsyhAIt3?utm_source=vLLM-CNdoc&utm_medium=vLLM-CNdoc-V1&utm_campaign=vLLM-CNdoc-V1-25ap) 用于在 Kubernetes 上部署 vLLM 的 Helm Chart。 From 1d04e2e21ddd3a4346d096e58977ff24944f4b7d Mon Sep 17 00:00:00 2001 From: kqyang-77 Date: Fri, 28 Nov 2025 10:07:55 +0800 Subject: [PATCH 121/189] Update 05-lws.md --- docs/06-deployment/04-framworks/05-lws.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/docs/06-deployment/04-framworks/05-lws.md b/docs/06-deployment/04-framworks/05-lws.md index 3b81362..38a1e02 100644 --- a/docs/06-deployment/04-framworks/05-lws.md +++ b/docs/06-deployment/04-framworks/05-lws.md @@ -2,7 +2,7 @@ title: LWS --- -[\*在线运行 vLLM 入门教程：零基础分步指南](https://openbayes.com/console/public/tutorials/rXxb5fZFr29?utm_source=vLLM-CNdoc&utm_medium=vLLM-CNdoc-V1&utm_campaign=vLLM-CNdoc-V1-25ap) +[\*在线运行 vLLM 入门教程：零基础分步指南](https://app.hyper.ai/console/public/tutorials/rUwYsyhAIt3?utm_source=vLLM-CNdoc&utm_medium=vLLM-CNdoc-V1&utm_campaign=vLLM-CNdoc-V1-25ap) # LWS From 2a9247aeea991207771acabbe8eece9668940d75 Mon Sep 17 00:00:00 2001 From: kqyang-77 Date: Fri, 28 Nov 2025 10:08:06 +0800 Subject: [PATCH 122/189] Update 06-modal.md --- docs/06-deployment/04-framworks/06-modal.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/docs/06-deployment/04-framworks/06-modal.md b/docs/06-deployment/04-framworks/06-modal.md index ca9408c..5cf49de 100644 --- a/docs/06-deployment/04-framworks/06-modal.md +++ b/docs/06-deployment/04-framworks/06-modal.md @@ -2,7 +2,7 @@ title: Modal --- -[\*在线运行 vLLM 入门教程：零基础分步指南](https://openbayes.com/console/public/tutorials/rXxb5fZFr29?utm_source=vLLM-CNdoc&utm_medium=vLLM-CNdoc-V1&utm_campaign=vLLM-CNdoc-V1-25ap) +[\*在线运行 vLLM 入门教程：零基础分步指南](https://app.hyper.ai/console/public/tutorials/rUwYsyhAIt3?utm_source=vLLM-CNdoc&utm_medium=vLLM-CNdoc-V1&utm_campaign=vLLM-CNdoc-V1-25ap) # Modal From cb6d785b9c5cc9a6462f1c37a5938e9c1a880071 Mon Sep 17 00:00:00 2001 From: kqyang-77 Date: Fri, 28 Nov 2025 10:13:07 +0800 Subject: [PATCH 123/189] Update 07-skypilot.md --- docs/06-deployment/04-framworks/07-skypilot.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/docs/06-deployment/04-framworks/07-skypilot.md b/docs/06-deployment/04-framworks/07-skypilot.md index 13ea389..8a429c0 100644 --- a/docs/06-deployment/04-framworks/07-skypilot.md +++ b/docs/06-deployment/04-framworks/07-skypilot.md @@ -2,7 +2,7 @@ title: SkePilot --- -[\*在线运行 vLLM 入门教程：零基础分步指南](https://openbayes.com/console/public/tutorials/rXxb5fZFr29?utm_source=vLLM-CNdoc&utm_medium=vLLM-CNdoc-V1&utm_campaign=vLLM-CNdoc-V1-25ap) +[\*在线运行 vLLM 入门教程：零基础分步指南](https://app.hyper.ai/console/public/tutorials/rUwYsyhAIt3?utm_source=vLLM-CNdoc&utm_medium=vLLM-CNdoc-V1&utm_campaign=vLLM-CNdoc-V1-25ap) ![图片](/img/docs/v1-deployment/07-skypilot_1.png) From d44ea7c8d969052d9c5ca90a16f01f1bfa97088a Mon Sep 17 00:00:00 2001 From: kqyang-77 Date: Fri, 28 Nov 2025 10:13:23 +0800 Subject: [PATCH 124/189] Update 08-triton.md --- docs/06-deployment/04-framworks/08-triton.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/docs/06-deployment/04-framworks/08-triton.md b/docs/06-deployment/04-framworks/08-triton.md index 21b6520..69a8d92 100644 --- a/docs/06-deployment/04-framworks/08-triton.md +++ b/docs/06-deployment/04-framworks/08-triton.md @@ -2,7 +2,7 @@ title: NVIDIA Triton --- -[\*在线运行 vLLM 入门教程：零基础分步指南](https://openbayes.com/console/public/tutorials/rXxb5fZFr29?utm_source=vLLM-CNdoc&utm_medium=vLLM-CNdoc-V1&utm_campaign=vLLM-CNdoc-V1-25ap) +[\*在线运行 vLLM 入门教程：零基础分步指南](https://app.hyper.ai/console/public/tutorials/rUwYsyhAIt3?utm_source=vLLM-CNdoc&utm_medium=vLLM-CNdoc-V1&utm_campaign=vLLM-CNdoc-V1-25ap) # NVIDIA Triton From 87ec48f77079d66cf8f4777b15fc3b433c806a60 Mon Sep 17 00:00:00 2001 From: kqyang-77 Date: Fri, 28 Nov 2025 10:13:37 +0800 Subject: [PATCH 125/189] Update README.md --- docs/06-deployment/04-framworks/README.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/docs/06-deployment/04-framworks/README.md b/docs/06-deployment/04-framworks/README.md index 67f5de2..4aae729 100644 --- a/docs/06-deployment/04-framworks/README.md +++ b/docs/06-deployment/04-framworks/README.md @@ -2,7 +2,7 @@ title: 使用其他框架 --- -[\*在线运行 vLLM 入门教程：零基础分步指南](https://openbayes.com/console/public/tutorials/rXxb5fZFr29?utm_source=vLLM-CNdoc&utm_medium=vLLM-CNdoc-V1&utm_campaign=vLLM-CNdoc-V1-25ap) +[\*在线运行 vLLM 入门教程：零基础分步指南](https://app.hyper.ai/console/public/tutorials/rUwYsyhAIt3?utm_source=vLLM-CNdoc&utm_medium=vLLM-CNdoc-V1&utm_campaign=vLLM-CNdoc-V1-25ap) - [BentoML](https://docs.vllm.ai/en/latest/deployment/frameworks/bentoml.html) - [Cerebrium](https://docs.vllm.ai/en/latest/deployment/frameworks/cerebrium.html) From b20ceee5c205c8a4fe541cff92decedbe1daebf8 Mon Sep 17 00:00:00 2001 From: kqyang-77 Date: Fri, 28 Nov 2025 10:13:54 +0800 Subject: [PATCH 126/189] Update 01-kserve.md --- docs/06-deployment/05-integrations/01-kserve.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/docs/06-deployment/05-integrations/01-kserve.md b/docs/06-deployment/05-integrations/01-kserve.md index 8c8010d..88f14b0 100644 --- a/docs/06-deployment/05-integrations/01-kserve.md +++ b/docs/06-deployment/05-integrations/01-kserve.md @@ -2,7 +2,7 @@ title: KServe --- -[\*在线运行 vLLM 入门教程：零基础分步指南](https://openbayes.com/console/public/tutorials/rXxb5fZFr29?utm_source=vLLM-CNdoc&utm_medium=vLLM-CNdoc-V1&utm_campaign=vLLM-CNdoc-V1-25ap) +[\*在线运行 vLLM 入门教程：零基础分步指南](https://app.hyper.ai/console/public/tutorials/rUwYsyhAIt3?utm_source=vLLM-CNdoc&utm_medium=vLLM-CNdoc-V1&utm_campaign=vLLM-CNdoc-V1-25ap) vLLM 可以与 [KServe](https://github.com/kserve/kserve) 一起部署在 Kubernetes 上，实现高度可扩展的分布式模型服务。 From 5a82d9662f5059c4f960c09452b9f2b3f1a4aaee Mon Sep 17 00:00:00 2001 From: kqyang-77 Date: Fri, 28 Nov 2025 10:14:05 +0800 Subject: [PATCH 127/189] Update 02-kubeai.md --- docs/06-deployment/05-integrations/02-kubeai.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/docs/06-deployment/05-integrations/02-kubeai.md b/docs/06-deployment/05-integrations/02-kubeai.md index 42297a0..0c63096 100644 --- a/docs/06-deployment/05-integrations/02-kubeai.md +++ b/docs/06-deployment/05-integrations/02-kubeai.md @@ -2,7 +2,7 @@ title: KubeAI --- -[\*在线运行 vLLM 入门教程：零基础分步指南](https://openbayes.com/console/public/tutorials/rXxb5fZFr29?utm_source=vLLM-CNdoc&utm_medium=vLLM-CNdoc-V1&utm_campaign=vLLM-CNdoc-V1-25ap) +[\*在线运行 vLLM 入门教程：零基础分步指南](https://app.hyper.ai/console/public/tutorials/rUwYsyhAIt3?utm_source=vLLM-CNdoc&utm_medium=vLLM-CNdoc-V1&utm_campaign=vLLM-CNdoc-V1-25ap) [KubeAI](https://github.com/substratusai/kubeai) 是一个 Kubernetes 操作符，使您能够在 Kubernetes 上部署和管理 AI 模型。它提供了一种简单且可扩展的方式在生产环境中部署 vLLM。诸如从零扩展、基于负载的自动扩展、模型缓存等功能，开箱即用，无需外部依赖。 From f679f31d513359a52223c24969d1a8e94a4fb8a1 Mon Sep 17 00:00:00 2001 From: kqyang-77 Date: Fri, 28 Nov 2025 10:14:15 +0800 Subject: [PATCH 128/189] Update 03-llamastack.md --- docs/06-deployment/05-integrations/03-llamastack.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/docs/06-deployment/05-integrations/03-llamastack.md b/docs/06-deployment/05-integrations/03-llamastack.md index 676dadf..251091b 100644 --- a/docs/06-deployment/05-integrations/03-llamastack.md +++ b/docs/06-deployment/05-integrations/03-llamastack.md @@ -2,7 +2,7 @@ title: Llama Stack --- -[\*在线运行 vLLM 入门教程：零基础分步指南](https://openbayes.com/console/public/tutorials/rXxb5fZFr29?utm_source=vLLM-CNdoc&utm_medium=vLLM-CNdoc-V1&utm_campaign=vLLM-CNdoc-V1-25ap) +[\*在线运行 vLLM 入门教程：零基础分步指南](https://app.hyper.ai/console/public/tutorials/rUwYsyhAIt3?utm_source=vLLM-CNdoc&utm_medium=vLLM-CNdoc-V1&utm_campaign=vLLM-CNdoc-V1-25ap) vLLM 也可通过 [Llama Stack](https://github.com/meta-llama/llama-stack) 获取。 From e18f33fc75effff06d2e5fa69f910bd1a2529492 Mon Sep 17 00:00:00 2001 From: kqyang-77 Date: Fri, 28 Nov 2025 10:14:26 +0800 Subject: [PATCH 129/189] Update 04-llmaz.md --- docs/06-deployment/05-integrations/04-llmaz.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/docs/06-deployment/05-integrations/04-llmaz.md b/docs/06-deployment/05-integrations/04-llmaz.md index f691ef4..8acf7fa 100644 --- a/docs/06-deployment/05-integrations/04-llmaz.md +++ b/docs/06-deployment/05-integrations/04-llmaz.md @@ -2,7 +2,7 @@ title: llamz --- -[\*在线运行 vLLM 入门教程：零基础分步指南](https://openbayes.com/console/public/tutorials/rXxb5fZFr29?utm_source=vLLM-CNdoc&utm_medium=vLLM-CNdoc-V1&utm_campaign=vLLM-CNdoc-V1-25ap) +[\*在线运行 vLLM 入门教程：零基础分步指南](https://app.hyper.ai/console/public/tutorials/rUwYsyhAIt3?utm_source=vLLM-CNdoc&utm_medium=vLLM-CNdoc-V1&utm_campaign=vLLM-CNdoc-V1-25ap) [llmaz](https://github.com/InftyAI/llmaz) 是一个易于使用且先进的 Kubernetes 大语言模型推理平台，专为生产环境设计。它使用 vLLM 作为默认的模型服务后端。 From 3b7daaae50b81a01fdd9c11d36a6c220a94cc28f Mon Sep 17 00:00:00 2001 From: kqyang-77 Date: Fri, 28 Nov 2025 10:14:37 +0800 Subject: [PATCH 130/189] Update 05-production-stack.md --- docs/06-deployment/05-integrations/05-production-stack.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/docs/06-deployment/05-integrations/05-production-stack.md b/docs/06-deployment/05-integrations/05-production-stack.md index 70def37..d83001b 100644 --- a/docs/06-deployment/05-integrations/05-production-stack.md +++ b/docs/06-deployment/05-integrations/05-production-stack.md @@ -2,7 +2,7 @@ title: 生产环境技术栈 --- -[\*在线运行 vLLM 入门教程：零基础分步指南](https://openbayes.com/console/public/tutorials/rXxb5fZFr29?utm_source=vLLM-CNdoc&utm_medium=vLLM-CNdoc-V1&utm_campaign=vLLM-CNdoc-V1-25ap) +[\*在线运行 vLLM 入门教程：零基础分步指南](https://app.hyper.ai/console/public/tutorials/rUwYsyhAIt3?utm_source=vLLM-CNdoc&utm_medium=vLLM-CNdoc-V1&utm_campaign=vLLM-CNdoc-V1-25ap) 在 Kubernetes 上部署 vLLM 是一种可扩展且高效的服务机器学习模型的方式。本指南将引导您使用 [vLLM 生产环境技术栈](https://github.com/vllm-project/production-stack) 部署 vLLM。该技术栈源于伯克利-芝加哥大学的合作，是 [vLLM 项目](https://github.com/vllm-project)下正式发布的生产优化代码库，专为 LLM 部署设计，具有以下特点： From 8b689a668f3c47b994b9c1476bb70c96de24d2b0 Mon Sep 17 00:00:00 2001 From: kqyang-77 Date: Fri, 28 Nov 2025 10:14:49 +0800 Subject: [PATCH 131/189] Update README.md --- docs/06-deployment/05-integrations/README.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/docs/06-deployment/05-integrations/README.md b/docs/06-deployment/05-integrations/README.md index 8ad5079..00f9edf 100644 --- a/docs/06-deployment/05-integrations/README.md +++ b/docs/06-deployment/05-integrations/README.md @@ -2,7 +2,7 @@ title: 外部集成 --- -[\*在线运行 vLLM 入门教程：零基础分步指南](https://openbayes.com/console/public/tutorials/rXxb5fZFr29?utm_source=vLLM-CNdoc&utm_medium=vLLM-CNdoc-V1&utm_campaign=vLLM-CNdoc-V1-25ap) +[\*在线运行 vLLM 入门教程：零基础分步指南](https://app.hyper.ai/console/public/tutorials/rUwYsyhAIt3?utm_source=vLLM-CNdoc&utm_medium=vLLM-CNdoc-V1&utm_campaign=vLLM-CNdoc-V1-25ap) - KServe - KubeAI From 443a8fd083ce3bc0affb7570a76b34d6b2d15f39 Mon Sep 17 00:00:00 2001 From: kqyang-77 Date: Fri, 28 Nov 2025 10:21:04 +0800 Subject: [PATCH 132/189] Update 01-optimization.md --- docs/07-performance/01-optimization.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/docs/07-performance/01-optimization.md b/docs/07-performance/01-optimization.md index 2c5f780..37539c5 100644 --- a/docs/07-performance/01-optimization.md +++ b/docs/07-performance/01-optimization.md @@ -2,7 +2,7 @@ title: 优化与调优 --- -[\*在线运行 vLLM 入门教程：零基础分步指南](https://openbayes.com/console/public/tutorials/rXxb5fZFr29?utm_source=vLLM-CNdoc&utm_medium=vLLM-CNdoc-V1&utm_campaign=vLLM-CNdoc-V1-25ap) +[\*在线运行 vLLM 入门教程：零基础分步指南](https://app.hyper.ai/console/public/tutorials/rUwYsyhAIt3?utm_source=vLLM-CNdoc&utm_medium=vLLM-CNdoc-V1&utm_campaign=vLLM-CNdoc-V1-25ap) ## 抢占 (Preemption) From bc957b24d9884b3fc69b7096285b56a94785f5a4 Mon Sep 17 00:00:00 2001 From: kqyang-77 Date: Fri, 28 Nov 2025 10:21:18 +0800 Subject: [PATCH 133/189] Update tutorial link in benchmarks documentation --- docs/07-performance/02-benchmarks.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/docs/07-performance/02-benchmarks.md b/docs/07-performance/02-benchmarks.md index e95fbd6..4738577 100644 --- a/docs/07-performance/02-benchmarks.md +++ b/docs/07-performance/02-benchmarks.md @@ -2,7 +2,7 @@ title: 基准套件 --- -[\*在线运行 vLLM 入门教程：零基础分步指南](https://openbayes.com/console/public/tutorials/rXxb5fZFr29?utm_source=vLLM-CNdoc&utm_medium=vLLM-CNdoc-V1&utm_campaign=vLLM-CNdoc-V1-25ap) +[\*在线运行 vLLM 入门教程：零基础分步指南](https://app.hyper.ai/console/public/tutorials/rUwYsyhAIt3?utm_source=vLLM-CNdoc&utm_medium=vLLM-CNdoc-V1&utm_campaign=vLLM-CNdoc-V1-25ap) vLLM 包含两组基准： From c95f17e5ac10a5fca3fb16827a11a310762e8f5d Mon Sep 17 00:00:00 2001 From: kqyang-77 Date: Fri, 28 Nov 2025 10:21:32 +0800 Subject: [PATCH 134/189] Update 01-arch_overview.md --- docs/08-design/01-arch_overview.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/docs/08-design/01-arch_overview.md b/docs/08-design/01-arch_overview.md index d6d0032..280566a 100644 --- a/docs/08-design/01-arch_overview.md +++ b/docs/08-design/01-arch_overview.md @@ -2,7 +2,7 @@ title: 架构概述 --- -[\*在线运行 vLLM 入门教程：零基础分步指南](https://openbayes.com/console/public/tutorials/rXxb5fZFr29?utm_source=vLLM-CNdoc&utm_medium=vLLM-CNdoc-V1&utm_campaign=vLLM-CNdoc-V1-25ap) +[\*在线运行 vLLM 入门教程：零基础分步指南](https://app.hyper.ai/console/public/tutorials/rUwYsyhAIt3?utm_source=vLLM-CNdoc&utm_medium=vLLM-CNdoc-V1&utm_campaign=vLLM-CNdoc-V1-25ap) 本文档提供了 vLLM 架构的概述。 From 95ff1b0121dd2794c13de0c7e3b283e05c9760a4 Mon Sep 17 00:00:00 2001 From: kqyang-77 Date: Fri, 28 Nov 2025 10:21:45 +0800 Subject: [PATCH 135/189] Update 02-huggingface_integration.md --- docs/08-design/02-huggingface_integration.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/docs/08-design/02-huggingface_integration.md b/docs/08-design/02-huggingface_integration.md index f2a1094..543d65c 100644 --- a/docs/08-design/02-huggingface_integration.md +++ b/docs/08-design/02-huggingface_integration.md @@ -2,7 +2,7 @@ title: 与 HuggingFace 集成 --- -[\*在线运行 vLLM 入门教程：零基础分步指南](https://openbayes.com/console/public/tutorials/rXxb5fZFr29?utm_source=vLLM-CNdoc&utm_medium=vLLM-CNdoc-V1&utm_campaign=vLLM-CNdoc-V1-25ap) +[\*在线运行 vLLM 入门教程：零基础分步指南](https://app.hyper.ai/console/public/tutorials/rUwYsyhAIt3?utm_source=vLLM-CNdoc&utm_medium=vLLM-CNdoc-V1&utm_campaign=vLLM-CNdoc-V1-25ap) 本文档描述了 vLLM 如何与 HuggingFace 库集成。我们将逐步解释在运行 `vllm serve` 时，后台会发生什么。 From a6d6f769654ba9f0b87e9f50d6cc743f8b2015f3 Mon Sep 17 00:00:00 2001 From: kqyang-77 Date: Fri, 28 Nov 2025 10:21:56 +0800 Subject: [PATCH 136/189] Update 03-plugin_system.md --- docs/08-design/03-plugin_system.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/docs/08-design/03-plugin_system.md b/docs/08-design/03-plugin_system.md index 964a1b0..f4917fd 100644 --- a/docs/08-design/03-plugin_system.md +++ b/docs/08-design/03-plugin_system.md @@ -2,7 +2,7 @@ title: vLLM 的插件系统 --- -[\*在线运行 vLLM 入门教程：零基础分步指南](https://openbayes.com/console/public/tutorials/rXxb5fZFr29?utm_source=vLLM-CNdoc&utm_medium=vLLM-CNdoc-V1&utm_campaign=vLLM-CNdoc-V1-25ap) +[\*在线运行 vLLM 入门教程：零基础分步指南](https://app.hyper.ai/console/public/tutorials/rUwYsyhAIt3?utm_source=vLLM-CNdoc&utm_medium=vLLM-CNdoc-V1&utm_campaign=vLLM-CNdoc-V1-25ap) 社区经常请求能够通过自定义功能扩展 vLLM。为了便于实现这一点，vLLM 包含了一个插件系统，允许用户在不修改 vLLM 代码库的情况下添加自定义功能。本文档解释了 vLLM 中插件的工作原理以及如何为 vLLM 创建插件。 From 314ad3c21033660af9515653c9b5357c83987a34 Mon Sep 17 00:00:00 2001 From: kqyang-77 Date: Fri, 28 Nov 2025 10:22:07 +0800 Subject: [PATCH 137/189] Update 04-paged_attention.md --- docs/08-design/04-paged_attention.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/docs/08-design/04-paged_attention.md b/docs/08-design/04-paged_attention.md index d58a513..b3d50df 100644 --- a/docs/08-design/04-paged_attention.md +++ b/docs/08-design/04-paged_attention.md @@ -2,7 +2,7 @@ title: vLLM  分页注意力 --- -[\*在线运行 vLLM 入门教程：零基础分步指南](https://openbayes.com/console/public/tutorials/rXxb5fZFr29?utm_source=vLLM-CNdoc&utm_medium=vLLM-CNdoc-V1&utm_campaign=vLLM-CNdoc-V1-25ap) +[\*在线运行 vLLM 入门教程：零基础分步指南](https://app.hyper.ai/console/public/tutorials/rUwYsyhAIt3?utm_source=vLLM-CNdoc&utm_medium=vLLM-CNdoc-V1&utm_campaign=vLLM-CNdoc-V1-25ap) - 目前，vLLM 使用自己的多头查询注意力内核实现（`csrc/attention/attention_kernels.cu`）。该内核旨在兼容 vLLM 的分页键值缓存，其中键和值缓存存储在不同的块中（注意，这里的块概念与 GPU 线程块不同。因此，在后续文档中，将把 vLLM 分页注意力块称为「块」，而把 GPU 线程块称为「线程块」）。 From be25eb8da450ecf9a40a1488704cc54e8917ae4a Mon Sep 17 00:00:00 2001 From: kqyang-77 Date: Fri, 28 Nov 2025 10:22:19 +0800 Subject: [PATCH 138/189] Update 05-mm_processing.md --- docs/08-design/05-mm_processing.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/docs/08-design/05-mm_processing.md b/docs/08-design/05-mm_processing.md index e9e45bc..206da20 100644 --- a/docs/08-design/05-mm_processing.md +++ b/docs/08-design/05-mm_processing.md @@ -2,7 +2,7 @@ title: 多模态数据处理 --- -[\*在线运行 vLLM 入门教程：零基础分步指南](https://openbayes.com/console/public/tutorials/rXxb5fZFr29?utm_source=vLLM-CNdoc&utm_medium=vLLM-CNdoc-V1&utm_campaign=vLLM-CNdoc-V1-25ap) +[\*在线运行 vLLM 入门教程：零基础分步指南](https://app.hyper.ai/console/public/tutorials/rUwYsyhAIt3?utm_source=vLLM-CNdoc&utm_medium=vLLM-CNdoc-V1&utm_campaign=vLLM-CNdoc-V1-25ap) 为了实现 vLLM 中的各种优化，例如[分块预填充](https://docs.vllm.ai/en/latest/performance/optimization.html#chunked-prefill)和[前缀缓存](https://docs.vllm.ai/en/latest/features/automatic_prefix_caching.html#automatic-prefix-caching)，我们使用 `BaseMultiModalProcessor` 来提供占位符特征 token（例如 ``）与多模态输入（例如原始输入图像）之间的对应关系，基于 HF 处理器的输出。 From 04ca0580ead760191598b66ab01343a980286005 Mon Sep 17 00:00:00 2001 From: kqyang-77 Date: Fri, 28 Nov 2025 10:22:30 +0800 Subject: [PATCH 139/189] Update 06-automatic_prefix_caching.md --- docs/08-design/06-automatic_prefix_caching.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/docs/08-design/06-automatic_prefix_caching.md b/docs/08-design/06-automatic_prefix_caching.md index 38e6e12..1d3068a 100644 --- a/docs/08-design/06-automatic_prefix_caching.md +++ b/docs/08-design/06-automatic_prefix_caching.md @@ -2,7 +2,7 @@ title: 自动前缀缓存 --- -[\*在线运行 vLLM 入门教程：零基础分步指南](https://openbayes.com/console/public/tutorials/rXxb5fZFr29?utm_source=vLLM-CNdoc&utm_medium=vLLM-CNdoc-V1&utm_campaign=vLLM-CNdoc-V1-25ap) +[\*在线运行 vLLM 入门教程：零基础分步指南](https://app.hyper.ai/console/public/tutorials/rUwYsyhAIt3?utm_source=vLLM-CNdoc&utm_medium=vLLM-CNdoc-V1&utm_campaign=vLLM-CNdoc-V1-25ap) [PagedAttention](https://blog.vllm.ai/2023/06/20/vllm.html) 的核心思想是将每个请求的 KV 缓存划分为多个 KV 块。每个块包含固定数量的注意力键和值。PagedAttention 算法允许这些块存储在不连续的物理内存中，从而通过按需分配内存来消除内存碎片。 From dbf8dcc4831db18775e5b5b54dd2c2df68946c47 Mon Sep 17 00:00:00 2001 From: kqyang-77 Date: Fri, 28 Nov 2025 10:22:40 +0800 Subject: [PATCH 140/189] Update 07-multiprocessing.md --- docs/08-design/07-multiprocessing.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/docs/08-design/07-multiprocessing.md b/docs/08-design/07-multiprocessing.md index f8d98a8..6f6f630 100644 --- a/docs/08-design/07-multiprocessing.md +++ b/docs/08-design/07-multiprocessing.md @@ -2,7 +2,7 @@ title: Python 多进程 --- -[\*在线运行 vLLM 入门教程：零基础分步指南](https://openbayes.com/console/public/tutorials/rXxb5fZFr29?utm_source=vLLM-CNdoc&utm_medium=vLLM-CNdoc-V1&utm_campaign=vLLM-CNdoc-V1-25ap) +[\*在线运行 vLLM 入门教程：零基础分步指南](https://app.hyper.ai/console/public/tutorials/rUwYsyhAIt3?utm_source=vLLM-CNdoc&utm_medium=vLLM-CNdoc-V1&utm_campaign=vLLM-CNdoc-V1-25ap) ## 调试 From e57950179e0bc6b3da6bcca38c6d695e389b814e Mon Sep 17 00:00:00 2001 From: kqyang-77 Date: Fri, 28 Nov 2025 10:22:55 +0800 Subject: [PATCH 141/189] Update 01-torch_compile.md --- docs/09-design-v1/01-torch_compile.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/docs/09-design-v1/01-torch_compile.md b/docs/09-design-v1/01-torch_compile.md index 574b3e4..22d9cd8 100644 --- a/docs/09-design-v1/01-torch_compile.md +++ b/docs/09-design-v1/01-torch_compile.md @@ -2,7 +2,7 @@ title: vLLM 的 `torch.compile` 集成 --- -[\*在线运行 vLLM 入门教程：零基础分步指南](https://openbayes.com/console/public/tutorials/rXxb5fZFr29?utm_source=vLLM-CNdoc&utm_medium=vLLM-CNdoc-V1&utm_campaign=vLLM-CNdoc-V1-25ap) +[\*在线运行 vLLM 入门教程：零基础分步指南](https://app.hyper.ai/console/public/tutorials/rUwYsyhAIt3?utm_source=vLLM-CNdoc&utm_medium=vLLM-CNdoc-V1&utm_campaign=vLLM-CNdoc-V1-25ap) 在 vLLM 的 V1 架构中，`torch.compile` 默认启用且是框架的关键组成部分。本文档通过一个简单示例展示如何理解 `torch.compile` 的使用方式。 From 800322405db24d7ba1032ebdfbb8bd099ae9c516 Mon Sep 17 00:00:00 2001 From: kqyang-77 Date: Fri, 28 Nov 2025 10:23:06 +0800 Subject: [PATCH 142/189] Update 02-prefix_caching.md --- docs/09-design-v1/02-prefix_caching.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/docs/09-design-v1/02-prefix_caching.md b/docs/09-design-v1/02-prefix_caching.md index ebd923e..28ffe6c 100644 --- a/docs/09-design-v1/02-prefix_caching.md +++ b/docs/09-design-v1/02-prefix_caching.md @@ -2,7 +2,7 @@ title: 自动前缀缓存 --- -[\*在线运行 vLLM 入门教程：零基础分步指南](https://openbayes.com/console/public/tutorials/rXxb5fZFr29?utm_source=vLLM-CNdoc&utm_medium=vLLM-CNdoc-V1&utm_campaign=vLLM-CNdoc-V1-25ap) +[\*在线运行 vLLM 入门教程：零基础分步指南](https://app.hyper.ai/console/public/tutorials/rUwYsyhAIt3?utm_source=vLLM-CNdoc&utm_medium=vLLM-CNdoc-V1&utm_campaign=vLLM-CNdoc-V1-25ap) 前缀缓存 KV 缓存块是 LLM 推理中一种流行的优化技术，用于避免冗余的提示计算。核心思想很简单——我们缓存已处理请求的 KV 缓存块，当新请求到来时如果前缀与之前请求相同就重用这些块。由于前缀缓存几乎是无成本的且不会改变模型输出，它已被许多公共端点（如 OpenAI、Anthropic 等）和大多数开源 LLM 推理框架（如 SGLang）广泛采用。 From 9ce9e07186b403fe553d9fb3d4b8c51025455a02 Mon Sep 17 00:00:00 2001 From: kqyang-77 Date: Fri, 28 Nov 2025 10:23:18 +0800 Subject: [PATCH 143/189] Update 03-metrics.md --- docs/09-design-v1/03-metrics.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/docs/09-design-v1/03-metrics.md b/docs/09-design-v1/03-metrics.md index c5140a4..16f116a 100644 --- a/docs/09-design-v1/03-metrics.md +++ b/docs/09-design-v1/03-metrics.md @@ -2,7 +2,7 @@ title: 指标 --- -[\*在线运行 vLLM 入门教程：零基础分步指南](https://openbayes.com/console/public/tutorials/rXxb5fZFr29?utm_source=vLLM-CNdoc&utm_medium=vLLM-CNdoc-V1&utm_campaign=vLLM-CNdoc-V1-25ap) +[\*在线运行 vLLM 入门教程：零基础分步指南](https://app.hyper.ai/console/public/tutorials/rUwYsyhAIt3?utm_source=vLLM-CNdoc&utm_medium=vLLM-CNdoc-V1&utm_campaign=vLLM-CNdoc-V1-25ap) 确保 v1 LLM 引擎公开的指标是 v0 可用指标的超集。 From 39c75320b8c7967915e624480d99b886f6c19203 Mon Sep 17 00:00:00 2001 From: kqyang-77 Date: Fri, 28 Nov 2025 10:25:17 +0800 Subject: [PATCH 144/189] Update 01-overview.md --- docs/10-contributing/01-overview.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/docs/10-contributing/01-overview.md b/docs/10-contributing/01-overview.md index 48492b3..f1d77c0 100644 --- a/docs/10-contributing/01-overview.md +++ b/docs/10-contributing/01-overview.md @@ -2,7 +2,7 @@ title: 为 vLLM 做贡献 --- -[\*在线运行 vLLM 入门教程：零基础分步指南](https://openbayes.com/console/public/tutorials/rXxb5fZFr29?utm_source=vLLM-CNdoc&utm_medium=vLLM-CNdoc-V1&utm_campaign=vLLM-CNdoc-V1-25ap) +[\*在线运行 vLLM 入门教程：零基础分步指南](https://app.hyper.ai/console/public/tutorials/rUwYsyhAIt3?utm_source=vLLM-CNdoc&utm_medium=vLLM-CNdoc-V1&utm_campaign=vLLM-CNdoc-V1-25ap) 感谢您有兴趣为 vLLM 做贡献！我们的社区向所有人开放，欢迎各种规模的贡献，无论大小。您可以通过以下方式为项目做出贡献： From a1de1d530644cf7e0bc0ee67f2dd9d8f0aa41ca0 Mon Sep 17 00:00:00 2001 From: kqyang-77 Date: Fri, 28 Nov 2025 10:25:29 +0800 Subject: [PATCH 145/189] Update 02-profiling_index.md --- docs/10-contributing/02-profiling_index.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/docs/10-contributing/02-profiling_index.md b/docs/10-contributing/02-profiling_index.md index 45099df..b0e8563 100644 --- a/docs/10-contributing/02-profiling_index.md +++ b/docs/10-contributing/02-profiling_index.md @@ -2,7 +2,7 @@ title: vLLM 性能分析 --- -[\*在线运行 vLLM 入门教程：零基础分步指南](https://openbayes.com/console/public/tutorials/rXxb5fZFr29?utm_source=vLLM-CNdoc&utm_medium=vLLM-CNdoc-V1&utm_campaign=vLLM-CNdoc-V1-25ap) +[\*在线运行 vLLM 入门教程：零基础分步指南](https://app.hyper.ai/console/public/tutorials/rUwYsyhAIt3?utm_source=vLLM-CNdoc&utm_medium=vLLM-CNdoc-V1&utm_campaign=vLLM-CNdoc-V1-25ap) > **警告** > From 483bc46199a6139706e484ec10180aa8a0e1da41 Mon Sep 17 00:00:00 2001 From: kqyang-77 Date: Fri, 28 Nov 2025 10:25:39 +0800 Subject: [PATCH 146/189] Update 03-dockerfile.md --- docs/10-contributing/03-dockerfile.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/docs/10-contributing/03-dockerfile.md b/docs/10-contributing/03-dockerfile.md index 7edc92c..72edbcc 100644 --- a/docs/10-contributing/03-dockerfile.md +++ b/docs/10-contributing/03-dockerfile.md @@ -2,7 +2,7 @@ title: Dockerfile --- -[\*在线运行 vLLM 入门教程：零基础分步指南](https://openbayes.com/console/public/tutorials/rXxb5fZFr29?utm_source=vLLM-CNdoc&utm_medium=vLLM-CNdoc-V1&utm_campaign=vLLM-CNdoc-V1-25ap) +[\*在线运行 vLLM 入门教程：零基础分步指南](https://app.hyper.ai/console/public/tutorials/rUwYsyhAIt3?utm_source=vLLM-CNdoc&utm_medium=vLLM-CNdoc-V1&utm_campaign=vLLM-CNdoc-V1-25ap) 请参阅[此处](https://github.com/vllm-project/vllm/blob/main/Dockerfile)了解主要 Dockerfile，构建用于使用 vLLM 运行 OpenAI 兼容服务器的镜像。有关使用 Docker 进行部署的更多信息可以在[此处](https://docs.vllm.ai/en/stable/serving/deploying_with_docker.html)找到。 From e031e1f563cbb60c356e4da853098f7fd2df31b5 Mon Sep 17 00:00:00 2001 From: kqyang-77 Date: Fri, 28 Nov 2025 10:25:59 +0800 Subject: [PATCH 147/189] Update 01-basic.md --- docs/10-contributing/04-model/01-basic.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/docs/10-contributing/04-model/01-basic.md b/docs/10-contributing/04-model/01-basic.md index 1eef036..acf5685 100644 --- a/docs/10-contributing/04-model/01-basic.md +++ b/docs/10-contributing/04-model/01-basic.md @@ -2,7 +2,7 @@ title: 实现基础模型 --- -[\*在线运行 vLLM 入门教程：零基础分步指南](https://openbayes.com/console/public/tutorials/rXxb5fZFr29?utm_source=vLLM-CNdoc&utm_medium=vLLM-CNdoc-V1&utm_campaign=vLLM-CNdoc-V1-25ap) +[\*在线运行 vLLM 入门教程：零基础分步指南](https://app.hyper.ai/console/public/tutorials/rUwYsyhAIt3?utm_source=vLLM-CNdoc&utm_medium=vLLM-CNdoc-V1&utm_campaign=vLLM-CNdoc-V1-25ap) 本指南将带您逐步实现一个基础的 vLLM 模型。 From 6691311887f061b1fd604e35b4e55520d7050be9 Mon Sep 17 00:00:00 2001 From: kqyang-77 Date: Fri, 28 Nov 2025 10:26:09 +0800 Subject: [PATCH 148/189] Update 02-registration.md --- docs/10-contributing/04-model/02-registration.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/docs/10-contributing/04-model/02-registration.md b/docs/10-contributing/04-model/02-registration.md index c3c836f..0c259f5 100644 --- a/docs/10-contributing/04-model/02-registration.md +++ b/docs/10-contributing/04-model/02-registration.md @@ -2,7 +2,7 @@ title: 将模型注册到 vLLM --- -[\*在线运行 vLLM 入门教程：零基础分步指南](https://openbayes.com/console/public/tutorials/rXxb5fZFr29?utm_source=vLLM-CNdoc&utm_medium=vLLM-CNdoc-V1&utm_campaign=vLLM-CNdoc-V1-25ap) +[\*在线运行 vLLM 入门教程：零基础分步指南](https://app.hyper.ai/console/public/tutorials/rUwYsyhAIt3?utm_source=vLLM-CNdoc&utm_medium=vLLM-CNdoc-V1&utm_campaign=vLLM-CNdoc-V1-25ap) vLLM 依赖模型注册表来确定如何运行每个模型。预注册的架构列表可以在[此处](https://docs.vllm.ai/en/latest/models/supported_models.html#supported-models)找到。 From 208c5f8cb7c22ca9e6c19c02cda9bc0cbd5a2e87 Mon Sep 17 00:00:00 2001 From: kqyang-77 Date: Fri, 28 Nov 2025 10:26:20 +0800 Subject: [PATCH 149/189] Update 03-tests.md --- docs/10-contributing/04-model/03-tests.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/docs/10-contributing/04-model/03-tests.md b/docs/10-contributing/04-model/03-tests.md index 537abe8..7ef0b85 100644 --- a/docs/10-contributing/04-model/03-tests.md +++ b/docs/10-contributing/04-model/03-tests.md @@ -2,7 +2,7 @@ title: 编写单元测试 --- -[\*在线运行 vLLM 入门教程：零基础分步指南](https://openbayes.com/console/public/tutorials/rXxb5fZFr29?utm_source=vLLM-CNdoc&utm_medium=vLLM-CNdoc-V1&utm_campaign=vLLM-CNdoc-V1-25ap) +[\*在线运行 vLLM 入门教程：零基础分步指南](https://app.hyper.ai/console/public/tutorials/rUwYsyhAIt3?utm_source=vLLM-CNdoc&utm_medium=vLLM-CNdoc-V1&utm_campaign=vLLM-CNdoc-V1-25ap) 本页解释了如何编写单元测试以验证您的模型实现。 From a06adf12271ceea39bcb652ab7884b347cc3b16b Mon Sep 17 00:00:00 2001 From: kqyang-77 Date: Fri, 28 Nov 2025 10:26:41 +0800 Subject: [PATCH 150/189] Update tutorial link for vLLM introduction --- docs/10-contributing/04-model/04-multimodal.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/docs/10-contributing/04-model/04-multimodal.md b/docs/10-contributing/04-model/04-multimodal.md index 5b6a1a8..72db1f8 100644 --- a/docs/10-contributing/04-model/04-multimodal.md +++ b/docs/10-contributing/04-model/04-multimodal.md @@ -2,7 +2,7 @@ title: 多模态支持 --- -[\*在线运行 vLLM 入门教程：零基础分步指南](https://openbayes.com/console/public/tutorials/rXxb5fZFr29?utm_source=vLLM-CNdoc&utm_medium=vLLM-CNdoc-V1&utm_campaign=vLLM-CNdoc-V1-25ap) +[\*在线运行 vLLM 入门教程：零基础分步指南](https://app.hyper.ai/console/public/tutorials/rUwYsyhAIt3?utm_source=vLLM-CNdoc&utm_medium=vLLM-CNdoc-V1&utm_campaign=vLLM-CNdoc-V1-25ap) 本文档将引导您扩展基础模型，使其能够接受[多模态输入](https://docs.vllm.ai/en/latest/serving/multimodal_inputs.html#multimodal-inputs)。 From 31c78e3714f0c12882faad4fff49a57a7e6c7db6 Mon Sep 17 00:00:00 2001 From: kqyang-77 Date: Fri, 28 Nov 2025 10:27:55 +0800 Subject: [PATCH 151/189] Update README.md --- docs/10-contributing/04-model/README.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/docs/10-contributing/04-model/README.md b/docs/10-contributing/04-model/README.md index 5cad6de..5168463 100644 --- a/docs/10-contributing/04-model/README.md +++ b/docs/10-contributing/04-model/README.md @@ -2,7 +2,7 @@ title: 添加新模型 --- -[\*在线运行 vLLM 入门教程：零基础分步指南](https://openbayes.com/console/public/tutorials/rXxb5fZFr29?utm_source=vLLM-CNdoc&utm_medium=vLLM-CNdoc-V1&utm_campaign=vLLM-CNdoc-V1-25ap) +[\*在线运行 vLLM 入门教程：零基础分步指南](https://app.hyper.ai/console/public/tutorials/rUwYsyhAIt3?utm_source=vLLM-CNdoc&utm_medium=vLLM-CNdoc-V1&utm_campaign=vLLM-CNdoc-V1-25ap) 本节提供了更多关于如何将 [PyTorch](https://pytorch.org/) 模型集成到 vLLM 中的信息。 From 5601bafb793048834494d446f2ba2d2533f107df Mon Sep 17 00:00:00 2001 From: kqyang-77 Date: Fri, 28 Nov 2025 10:28:12 +0800 Subject: [PATCH 152/189] Update 03-inference_params.md --- docs/11-api/03-inference_params.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/docs/11-api/03-inference_params.md b/docs/11-api/03-inference_params.md index 2d4084a..595a788 100644 --- a/docs/11-api/03-inference_params.md +++ b/docs/11-api/03-inference_params.md @@ -2,7 +2,7 @@ title: 推理参数 --- -[\*在线运行 vLLM 入门教程：零基础分步指南](https://openbayes.com/console/public/tutorials/rXxb5fZFr29?utm_source=vLLM-CNdoc&utm_medium=vLLM-CNdoc-V1&utm_campaign=vLLM-CNdoc-V1-25ap) +[\*在线运行 vLLM 入门教程：零基础分步指南](https://app.hyper.ai/console/public/tutorials/rUwYsyhAIt3?utm_source=vLLM-CNdoc&utm_medium=vLLM-CNdoc-V1&utm_campaign=vLLM-CNdoc-V1-25ap) vLLM API 的推理参数。 From 46311aa5bb5802ef8d16f96e7771128b6d31dfc3 Mon Sep 17 00:00:00 2001 From: kqyang-77 Date: Fri, 28 Nov 2025 10:28:36 +0800 Subject: [PATCH 153/189] Update 01-llm.md --- docs/11-api/01-offline_interence/01-llm.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/docs/11-api/01-offline_interence/01-llm.md b/docs/11-api/01-offline_interence/01-llm.md index 121e629..6044732 100644 --- a/docs/11-api/01-offline_interence/01-llm.md +++ b/docs/11-api/01-offline_interence/01-llm.md @@ -2,7 +2,7 @@ title: LLM Class --- -[\*在线运行 vLLM 入门教程：零基础分步指南](https://openbayes.com/console/public/tutorials/rXxb5fZFr29?utm_source=vLLM-CNdoc&utm_medium=vLLM-CNdoc-V1&utm_campaign=vLLM-CNdoc-V1-25ap) +[\*在线运行 vLLM 入门教程：零基础分步指南](https://app.hyper.ai/console/public/tutorials/rUwYsyhAIt3?utm_source=vLLM-CNdoc&utm_medium=vLLM-CNdoc-V1&utm_campaign=vLLM-CNdoc-V1-25ap) **class vllm.LLM(model:[str](https://docs.python.org/3/library/stdtypes.html#str), tokenizer:[str](https://docs.python.org/3/library/stdtypes.html#str)_|_[None](https://docs.python.org/3/library/constants.html#None) _= None, tokenizer_mode:[str](https://docs.python.org/3/library/stdtypes.html#str) = 'auto', skip_tokenizer_init:[bool](https://docs.python.org/3/library/functions.html#bool) = False, trust_remote_code: [bool](https://docs.python.org/3/library/functions.html#bool) = False, allowed_local_media_path:[str](https://docs.python.org/3/library/stdtypes.html#str) ='', tensor_parallel_size: [int](https://docs.python.org/3/library/functions.html#int) = 1, dtype: [str](https://docs.python.org/3/library/stdtypes.html#str) = 'auto', quantization:[str](https://docs.python.org/3/library/stdtypes.html#str) \ [None](https://docs.python.org/3/library/constants.html#None) = None, revision: [str](https://docs.python.org/3/library/stdtypes.html#str) \ [None](https://docs.python.org/3/library/constants.html#None) = None, tokenizer_revision : [str](https://docs.python.org/3/library/stdtypes.html#str) \ [None](https://docs.python.org/3/library/constants.html#None) = None, seed:[int](https://docs.python.org/3/library/functions.html#int) \ [None](https://docs.python.org/3/library/constants.html#None) = None, gpu_memory_utilization: [float](https://docs.python.org/3/library/functions.html#float) = 0.9, swap_space: [float](https://docs.python.org/3/library/functions.html#float) = 4, cpu_offload_gb:[float](https://docs.python.org/3/library/functions.html#float) = 0, enforce_eager: [bool](https://docs.python.org/3/library/functions.html#bool) \ [None](https://docs.python.org/3/library/constants.html#None) = None, max_seq_len_to_capture: [int](https://docs.python.org/3/library/functions.html#int) = 8192, disable_custom_all_reduce : [bool](https://docs.python.org/3/library/functions.html#bool) = False,disable_async_output_proc: [bool](https://docs.python.org/3/library/functions.html#bool) = False, hf_overrides: [dict](https://docs.python.org/3/library/stdtypes.html#dict)[[str](https://docs.python.org/3/library/stdtypes.html#str), [Any](https://docs.python.org/3/library/typing.html#typing.Any)] | [Callable](https://docs.python.org/3/library/typing.html#typing.Callable)[[transformers.PretrainedConfig], transformers.PretrainedConfig] | None = None, mm_processor_kwargs: [dict](https://docs.python.org/3/library/stdtypes.html#dict)[[str](https://docs.python.org/3/library/stdtypes.html#str), [Any](https://docs.python.org/3/library/typing.html#typing.Any)] | [None](https://docs.python.org/3/library/constants.html#None) = None, task: [Literal](https://docs.python.org/3/library/typing.html#typing.Literal)['auto', 'generate', 'embedding', 'embed', 'classify', 'score', 'reward', 'transcription'] = 'auto', override_pooler_config: PoolerConfig | [None](https://docs.python.org/3/library/constants.html#None) = None, compilation_config: [int](https://docs.python.org/3/library/functions.html#int) | [dict](https://docs.python.org/3/library/stdtypes.html#dict)[[str](https://docs.python.org/3/library/stdtypes.html#str), [Any](https://docs.python.org/3/library/typing.html#typing.Any)] | [None](https://docs.python.org/3/library/constants.html#None) = None, ** kwargs)** From 1ad3d798b4e8c43397e701520507952087acbc25 Mon Sep 17 00:00:00 2001 From: kqyang-77 Date: Fri, 28 Nov 2025 10:28:49 +0800 Subject: [PATCH 154/189] Update 02-llm_inputs.md --- docs/11-api/01-offline_interence/02-llm_inputs.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/docs/11-api/01-offline_interence/02-llm_inputs.md b/docs/11-api/01-offline_interence/02-llm_inputs.md index 2ce85d1..1341808 100644 --- a/docs/11-api/01-offline_interence/02-llm_inputs.md +++ b/docs/11-api/01-offline_interence/02-llm_inputs.md @@ -2,7 +2,7 @@ title: LLM Inputs --- -[\*在线运行 vLLM 入门教程：零基础分步指南](https://openbayes.com/console/public/tutorials/rXxb5fZFr29?utm_source=vLLM-CNdoc&utm_medium=vLLM-CNdoc-V1&utm_campaign=vLLM-CNdoc-V1-25ap) +[\*在线运行 vLLM 入门教程：零基础分步指南](https://app.hyper.ai/console/public/tutorials/rUwYsyhAIt3?utm_source=vLLM-CNdoc&utm_medium=vLLM-CNdoc-V1&utm_campaign=vLLM-CNdoc-V1-25ap) **vllm.inputs.PromptType** From 7e1bf829279d20e5300231cb59f88a23a31ed14e Mon Sep 17 00:00:00 2001 From: kqyang-77 Date: Fri, 28 Nov 2025 10:29:02 +0800 Subject: [PATCH 155/189] Update README.md --- docs/11-api/01-offline_interence/README.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/docs/11-api/01-offline_interence/README.md b/docs/11-api/01-offline_interence/README.md index bdc3d18..d5c28f2 100644 --- a/docs/11-api/01-offline_interence/README.md +++ b/docs/11-api/01-offline_interence/README.md @@ -2,7 +2,7 @@ title: 离线推理 --- -[\*在线运行 vLLM 入门教程：零基础分步指南](https://openbayes.com/console/public/tutorials/rXxb5fZFr29?utm_source=vLLM-CNdoc&utm_medium=vLLM-CNdoc-V1&utm_campaign=vLLM-CNdoc-V1-25ap) +[\*在线运行 vLLM 入门教程：零基础分步指南](https://app.hyper.ai/console/public/tutorials/rUwYsyhAIt3?utm_source=vLLM-CNdoc&utm_medium=vLLM-CNdoc-V1&utm_campaign=vLLM-CNdoc-V1-25ap) 目录 From a2dc35778e10f498a24c31a1ee92918a8d1d04f9 Mon Sep 17 00:00:00 2001 From: kqyang-77 Date: Fri, 28 Nov 2025 10:29:42 +0800 Subject: [PATCH 156/189] Update 01-llm_engine.md --- docs/11-api/02-engine/01-llm_engine.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/docs/11-api/02-engine/01-llm_engine.md b/docs/11-api/02-engine/01-llm_engine.md index 2dd6c7f..5540b4a 100644 --- a/docs/11-api/02-engine/01-llm_engine.md +++ b/docs/11-api/02-engine/01-llm_engine.md @@ -2,7 +2,7 @@ title: LLMEngine --- -[\*在线运行 vLLM 入门教程：零基础分步指南](https://openbayes.com/console/public/tutorials/rXxb5fZFr29?utm_source=vLLM-CNdoc&utm_medium=vLLM-CNdoc-V1&utm_campaign=vLLM-CNdoc-V1-25ap) +[\*在线运行 vLLM 入门教程：零基础分步指南](https://app.hyper.ai/console/public/tutorials/rUwYsyhAIt3?utm_source=vLLM-CNdoc&utm_medium=vLLM-CNdoc-V1&utm_campaign=vLLM-CNdoc-V1-25ap) **class_ vllm.LLMEngine(_vllm\_config: VllmConfig_, _executor\_class: [Type](https://docs.python.org/3/library/typing.html#typing.Type "(in Python v3.13)")\[ExecutorBase\]_, _log\_stats: [bool](https://docs.python.org/3/library/functions.html#bool "(in Python v3.13)")_, _usage\_context: UsageContext \= UsageContext.ENGINE\_CONTEXT_, _stat\_loggers: [Dict](https://docs.python.org/3/library/typing.html#typing.Dict "(in Python v3.13)")\[[str](https://docs.python.org/3/library/stdtypes.html#str "(in Python v3.13)"), StatLoggerBase\] | [None](https://docs.python.org/3/library/constants.html#None "(in Python v3.13)") \= None_, _input\_registry: InputRegistry \= INPUT\_REGISTRY_, _mm\_registry: [MultiModalRegistry](https://docs.vllm.ai/en/v0.8.4_a/api/multimodal/registry.html#vllm.multimodal.registry.MultiModalRegistry "vllm.multimodal.registry.MultiModalRegistry") \= MULTIMODAL\_REGISTRY_, _use\_cached\_outputs: [bool](https://docs.python.org/3/library/functions.html#bool "(in Python v3.13)") \= False_)** From e431d8b43029ab0d8585efd4b37aff0bd81e3061 Mon Sep 17 00:00:00 2001 From: kqyang-77 Date: Fri, 28 Nov 2025 10:29:55 +0800 Subject: [PATCH 157/189] Update 02-async_llm_engine.md --- docs/11-api/02-engine/02-async_llm_engine.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/docs/11-api/02-engine/02-async_llm_engine.md b/docs/11-api/02-engine/02-async_llm_engine.md index e5e7174..2569a7a 100644 --- a/docs/11-api/02-engine/02-async_llm_engine.md +++ b/docs/11-api/02-engine/02-async_llm_engine.md @@ -2,7 +2,7 @@ title: AsyncLLMEngine --- -[\*在线运行 vLLM 入门教程：零基础分步指南](https://openbayes.com/console/public/tutorials/rXxb5fZFr29?utm_source=vLLM-CNdoc&utm_medium=vLLM-CNdoc-V1&utm_campaign=vLLM-CNdoc-V1-25ap) +[\*在线运行 vLLM 入门教程：零基础分步指南](https://app.hyper.ai/console/public/tutorials/rUwYsyhAIt3?utm_source=vLLM-CNdoc&utm_medium=vLLM-CNdoc-V1&utm_campaign=vLLM-CNdoc-V1-25ap) **class_ vllm.AsyncLLMEngine(_\*args_, _log\_requests: [bool](https://docs.python.org/3/library/functions.html#bool "(in Python v3.13)") \= True_, _start\_engine\_loop: [bool](https://docs.python.org/3/library/functions.html#bool "(in Python v3.13)") \= True_, _\*\*kwargs_)** From 076dc2df905a4fd3c7228f28243d3a023e187146 Mon Sep 17 00:00:00 2001 From: kqyang-77 Date: Fri, 28 Nov 2025 10:30:45 +0800 Subject: [PATCH 158/189] Update README.md --- docs/11-api/02-engine/README.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/docs/11-api/02-engine/README.md b/docs/11-api/02-engine/README.md index d4ef42b..b15c887 100644 --- a/docs/11-api/02-engine/README.md +++ b/docs/11-api/02-engine/README.md @@ -2,7 +2,7 @@ title: vLLM 引擎 --- -[\*在线运行 vLLM 入门教程：零基础分步指南](https://openbayes.com/console/public/tutorials/rXxb5fZFr29?utm_source=vLLM-CNdoc&utm_medium=vLLM-CNdoc-V1&utm_campaign=vLLM-CNdoc-V1-25ap) +[\*在线运行 vLLM 入门教程：零基础分步指南](https://app.hyper.ai/console/public/tutorials/rUwYsyhAIt3?utm_source=vLLM-CNdoc&utm_medium=vLLM-CNdoc-V1&utm_campaign=vLLM-CNdoc-V1-25ap) 引擎 From 5b82cc182d9a845dc91433b1571038eb4f508bd7 Mon Sep 17 00:00:00 2001 From: kqyang-77 Date: Fri, 28 Nov 2025 10:31:17 +0800 Subject: [PATCH 159/189] Update 01-inputs.md --- docs/11-api/04-multimodal/01-inputs.md | 3 ++- 1 file changed, 2 insertions(+), 1 deletion(-) diff --git a/docs/11-api/04-multimodal/01-inputs.md b/docs/11-api/04-multimodal/01-inputs.md index 2dd745b..f5e6541 100644 --- a/docs/11-api/04-multimodal/01-inputs.md +++ b/docs/11-api/04-multimodal/01-inputs.md @@ -2,7 +2,8 @@ title: 输入定义 --- -[\*在线运行 vLLM 入门教程：零基础分步指南](https://openbayes.com/console/public/tutorials/rXxb5fZFr29?utm_source=vLLM-CNdoc&utm_medium=vLLM-CNdoc-V1&utm_campaign=vLLM-CNdoc-V1-25ap) +[\*在线运行 vLLM 入门教程：零基础分步指南](https://app.hyper.ai/console/public/tutorials/rUwYsyhAIt3?utm_source=vLLM-CNdoc&utm_medium=vLLM-CNdoc-V1&utm_campaign=vLLM-CNdoc-V1-25ap +) ## 面向用户的输入 From f42adf64bb1a91b88865ca6ed18526a7c4355a4e Mon Sep 17 00:00:00 2001 From: kqyang-77 Date: Fri, 28 Nov 2025 10:31:37 +0800 Subject: [PATCH 160/189] Update 02-parse.md --- docs/11-api/04-multimodal/02-parse.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/docs/11-api/04-multimodal/02-parse.md b/docs/11-api/04-multimodal/02-parse.md index 835bb2b..119674e 100644 --- a/docs/11-api/04-multimodal/02-parse.md +++ b/docs/11-api/04-multimodal/02-parse.md @@ -2,7 +2,7 @@ title: 数据解析 --- -[\*在线运行 vLLM 入门教程：零基础分步指南](https://openbayes.com/console/public/tutorials/rXxb5fZFr29?utm_source=vLLM-CNdoc&utm_medium=vLLM-CNdoc-V1&utm_campaign=vLLM-CNdoc-V1-25ap) +[\*在线运行 vLLM 入门教程：零基础分步指南](https://app.hyper.ai/console/public/tutorials/rUwYsyhAIt3?utm_source=vLLM-CNdoc&utm_medium=vLLM-CNdoc-V1&utm_campaign=vLLM-CNdoc-V1-25ap) ## 模块内容 From df2896ab00bf898f774d3320e02713698be0a7d8 Mon Sep 17 00:00:00 2001 From: kqyang-77 Date: Fri, 28 Nov 2025 10:31:55 +0800 Subject: [PATCH 161/189] Update 01-inputs.md --- docs/11-api/04-multimodal/01-inputs.md | 3 +-- 1 file changed, 1 insertion(+), 2 deletions(-) diff --git a/docs/11-api/04-multimodal/01-inputs.md b/docs/11-api/04-multimodal/01-inputs.md index f5e6541..768c00b 100644 --- a/docs/11-api/04-multimodal/01-inputs.md +++ b/docs/11-api/04-multimodal/01-inputs.md @@ -2,8 +2,7 @@ title: 输入定义 --- -[\*在线运行 vLLM 入门教程：零基础分步指南](https://app.hyper.ai/console/public/tutorials/rUwYsyhAIt3?utm_source=vLLM-CNdoc&utm_medium=vLLM-CNdoc-V1&utm_campaign=vLLM-CNdoc-V1-25ap -) +[\*在线运行 vLLM 入门教程：零基础分步指南](https://app.hyper.ai/console/public/tutorials/rUwYsyhAIt3?utm_source=vLLM-CNdoc&utm_medium=vLLM-CNdoc-V1&utm_campaign=vLLM-CNdoc-V1-25ap) ## 面向用户的输入 From ddc0d3b33f754d04e476595d450bcaba48aa5ab4 Mon Sep 17 00:00:00 2001 From: kqyang-77 Date: Fri, 28 Nov 2025 10:32:32 +0800 Subject: [PATCH 162/189] Update 03-processing.md --- docs/11-api/04-multimodal/03-processing.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/docs/11-api/04-multimodal/03-processing.md b/docs/11-api/04-multimodal/03-processing.md index d20617d..3a1e5ab 100644 --- a/docs/11-api/04-multimodal/03-processing.md +++ b/docs/11-api/04-multimodal/03-processing.md @@ -2,7 +2,7 @@ title: 数据处理 --- -[\*在线运行 vLLM 入门教程：零基础分步指南](https://openbayes.com/console/public/tutorials/rXxb5fZFr29?utm_source=vLLM-CNdoc&utm_medium=vLLM-CNdoc-V1&utm_campaign=vLLM-CNdoc-V1-25ap) +[\*在线运行 vLLM 入门教程：零基础分步指南](https://app.hyper.ai/console/public/tutorials/rUwYsyhAIt3?utm_source=vLLM-CNdoc&utm_medium=vLLM-CNdoc-V1&utm_campaign=vLLM-CNdoc-V1-25ap) ## 模块内容 From fca9713d66066fc273f64ab8e2148219277e8539 Mon Sep 17 00:00:00 2001 From: kqyang-77 Date: Fri, 28 Nov 2025 10:32:43 +0800 Subject: [PATCH 163/189] Update 04-profiling.md --- docs/11-api/04-multimodal/04-profiling.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/docs/11-api/04-multimodal/04-profiling.md b/docs/11-api/04-multimodal/04-profiling.md index 1edadfe..55d9905 100644 --- a/docs/11-api/04-multimodal/04-profiling.md +++ b/docs/11-api/04-multimodal/04-profiling.md @@ -2,7 +2,7 @@ title: 内存分析 --- -[\*在线运行 vLLM 入门教程：零基础分步指南](https://openbayes.com/console/public/tutorials/rXxb5fZFr29?utm_source=vLLM-CNdoc&utm_medium=vLLM-CNdoc-V1&utm_campaign=vLLM-CNdoc-V1-25ap) +[\*在线运行 vLLM 入门教程：零基础分步指南](https://app.hyper.ai/console/public/tutorials/rUwYsyhAIt3?utm_source=vLLM-CNdoc&utm_medium=vLLM-CNdoc-V1&utm_campaign=vLLM-CNdoc-V1-25ap) ## 模块内容 From c278e978df60e2aa0744922628225b0fc3da0633 Mon Sep 17 00:00:00 2001 From: kqyang-77 Date: Fri, 28 Nov 2025 10:33:18 +0800 Subject: [PATCH 164/189] Update 05-registry.md --- docs/11-api/04-multimodal/05-registry.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/docs/11-api/04-multimodal/05-registry.md b/docs/11-api/04-multimodal/05-registry.md index 87a8a14..49c204c 100644 --- a/docs/11-api/04-multimodal/05-registry.md +++ b/docs/11-api/04-multimodal/05-registry.md @@ -2,7 +2,7 @@ title: 注册表 (Registry) --- -[\*在线运行 vLLM 入门教程：零基础分步指南](https://openbayes.com/console/public/tutorials/rXxb5fZFr29?utm_source=vLLM-CNdoc&utm_medium=vLLM-CNdoc-V1&utm_campaign=vLLM-CNdoc-V1-25ap) +[\*在线运行 vLLM 入门教程：零基础分步指南](https://app.hyper.ai/console/public/tutorials/rUwYsyhAIt3?utm_source=vLLM-CNdoc&utm_medium=vLLM-CNdoc-V1&utm_campaign=vLLM-CNdoc-V1-25ap) ## 模块内容 From ea40033c8266a0a43c586595d9c4e5e03513a796 Mon Sep 17 00:00:00 2001 From: kqyang-77 Date: Fri, 28 Nov 2025 10:33:29 +0800 Subject: [PATCH 165/189] Update README.md --- docs/11-api/04-multimodal/README.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/docs/11-api/04-multimodal/README.md b/docs/11-api/04-multimodal/README.md index 0b6b18e..bdaa320 100644 --- a/docs/11-api/04-multimodal/README.md +++ b/docs/11-api/04-multimodal/README.md @@ -2,7 +2,7 @@ title: 多模态支持 --- -[\*在线运行 vLLM 入门教程：零基础分步指南](https://openbayes.com/console/public/tutorials/rXxb5fZFr29?utm_source=vLLM-CNdoc&utm_medium=vLLM-CNdoc-V1&utm_campaign=vLLM-CNdoc-V1-25ap) +[\*在线运行 vLLM 入门教程：零基础分步指南](https://app.hyper.ai/console/public/tutorials/rUwYsyhAIt3?utm_source=vLLM-CNdoc&utm_medium=vLLM-CNdoc-V1&utm_campaign=vLLM-CNdoc-V1-25ap) vLLM 通过 `vllm.multimodal` 包提供对多模态模型的实验性支持。 From f429cd22758c2898d3a3764897b8be6f0079cb7d Mon Sep 17 00:00:00 2001 From: kqyang-77 Date: Fri, 28 Nov 2025 10:33:47 +0800 Subject: [PATCH 166/189] Update 01-interfaces_base.md --- docs/11-api/05-model/01-interfaces_base.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/docs/11-api/05-model/01-interfaces_base.md b/docs/11-api/05-model/01-interfaces_base.md index 47906f3..03abbb2 100644 --- a/docs/11-api/05-model/01-interfaces_base.md +++ b/docs/11-api/05-model/01-interfaces_base.md @@ -2,7 +2,7 @@ title: 基本模型接口 --- -[\*在线运行 vLLM 入门教程：零基础分步指南](https://openbayes.com/console/public/tutorials/rXxb5fZFr29?utm_source=vLLM-CNdoc&utm_medium=vLLM-CNdoc-V1&utm_campaign=vLLM-CNdoc-V1-25ap) +[\*在线运行 vLLM 入门教程：零基础分步指南](https://app.hyper.ai/console/public/tutorials/rUwYsyhAIt3?utm_source=vLLM-CNdoc&utm_medium=vLLM-CNdoc-V1&utm_campaign=vLLM-CNdoc-V1-25ap) ## 模块内容 From 80fbb6191c942f687a4ed977955aa3255c010991 Mon Sep 17 00:00:00 2001 From: kqyang-77 Date: Fri, 28 Nov 2025 10:33:58 +0800 Subject: [PATCH 167/189] Update 02-interfaces.md --- docs/11-api/05-model/02-interfaces.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/docs/11-api/05-model/02-interfaces.md b/docs/11-api/05-model/02-interfaces.md index 30ff725..36630b9 100644 --- a/docs/11-api/05-model/02-interfaces.md +++ b/docs/11-api/05-model/02-interfaces.md @@ -2,7 +2,7 @@ title: 可选接口 --- -[\*在线运行 vLLM 入门教程：零基础分步指南](https://openbayes.com/console/public/tutorials/rXxb5fZFr29?utm_source=vLLM-CNdoc&utm_medium=vLLM-CNdoc-V1&utm_campaign=vLLM-CNdoc-V1-25ap) +[\*在线运行 vLLM 入门教程：零基础分步指南](https://app.hyper.ai/console/public/tutorials/rUwYsyhAIt3?utm_source=vLLM-CNdoc&utm_medium=vLLM-CNdoc-V1&utm_campaign=vLLM-CNdoc-V1-25ap) ## 模块内容 From 056978258f35fab2915263d49c221dc64f867398 Mon Sep 17 00:00:00 2001 From: kqyang-77 Date: Fri, 28 Nov 2025 10:34:09 +0800 Subject: [PATCH 168/189] Update 03-adapters.md --- docs/11-api/05-model/03-adapters.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/docs/11-api/05-model/03-adapters.md b/docs/11-api/05-model/03-adapters.md index 75aa5f4..904c811 100644 --- a/docs/11-api/05-model/03-adapters.md +++ b/docs/11-api/05-model/03-adapters.md @@ -2,7 +2,7 @@ title: 模型适配器 --- -[\*在线运行 vLLM 入门教程：零基础分步指南](https://openbayes.com/console/public/tutorials/rXxb5fZFr29?utm_source=vLLM-CNdoc&utm_medium=vLLM-CNdoc-V1&utm_campaign=vLLM-CNdoc-V1-25ap) +[\*在线运行 vLLM 入门教程：零基础分步指南](https://app.hyper.ai/console/public/tutorials/rUwYsyhAIt3?utm_source=vLLM-CNdoc&utm_medium=vLLM-CNdoc-V1&utm_campaign=vLLM-CNdoc-V1-25ap) ## 模块内容 From eebbc2046602a908bd8480b5d2badb98f2202d27 Mon Sep 17 00:00:00 2001 From: kqyang-77 Date: Mon, 1 Dec 2025 13:45:22 +0800 Subject: [PATCH 169/189] Update README.md MIME-Version: 1.0 Content-Type: text/plain; charset=UTF-8 Content-Transfer-Encoding: 8bit 修改链接 --- .../01-offline-inference/README.md | 72 +++++++++---------- 1 file changed, 36 insertions(+), 36 deletions(-) diff --git a/docs/01-getting-started/03-examples/01-offline-inference/README.md b/docs/01-getting-started/03-examples/01-offline-inference/README.md index ffa29b3..191e034 100644 --- a/docs/01-getting-started/03-examples/01-offline-inference/README.md +++ b/docs/01-getting-started/03-examples/01-offline-inference/README.md @@ -8,39 +8,39 @@ title: 离线推理 示例 -- [Audio Language](https://vllm.hyper.ai/docs/getting-started/examples/offline-inference/audio_language) -- [Basic](https://vllm.hyper.ai/docs/getting-started/examples/offline-inference/basic) -- [Chat With Tools](https://vllm.hyper.ai/docs/getting-started/examples/offline-inference/chat_with_tools) -- [CPU Offload Lmcache](https://vllm.hyper.ai/docs/getting-started/examples/offline-inference/cpu_offload_lmcache) -- [Data Parallel](https://vllm.hyper.ai/docs/getting-started/examples/offline-inference/data_parallel) -- [分解预填充](https://vllm.hyper.ai/docs/getting-started/examples/offline-inference/disaggregated_prefill) -- [Lmcache 分解预填充](https://vllm.hyper.ai/docs/getting-started/examples/offline-inference/disaggregated_prefill_lmcache) -- [Distributed](https://vllm.hyper.ai/docs/getting-started/examples/offline-inference/distributed) -- [Eagle](https://vllm.hyper.ai/docs/getting-started/examples/offline-inference/eagle) -- [Encoder Decoder](https://vllm.hyper.ai/docs/getting-started/examples/offline-inference/encoder_decoder) -- [Encoder Decoder Multimodal](https://vllm.hyper.ai/docs/getting-started/examples/offline-inference/encoder_decoder_multimodal) -- [LLM Engine Example](https://vllm.hyper.ai/docs/getting-started/examples/offline-inference/llm_engine_example) -- [Load Sharded State](https://vllm.hyper.ai/docs/getting-started/examples/offline-inference/load_sharded_state) -- [LoRA With Quantization Inference](https://vllm.hyper.ai/docs/getting-started/examples/offline-inference/lora_with_quantization_inference) -- [Mistral-Small](https://vllm.hyper.ai/docs/getting-started/examples/offline-inference/mistral-small) -- [MLPSpeculator](https://vllm.hyper.ai/docs/getting-started/examples/offline-inference/mlpspeculator) -- [MultiLoRA Inference](https://vllm.hyper.ai/docs/getting-started/examples/offline-inference/multilora_inference) -- [Neuron](https://vllm.hyper.ai/docs/getting-started/examples/offline-inference/neuron) -- [Neuron INT8 Quantization](https://vllm.hyper.ai/docs/getting-started/examples/offline-inference/neuron_int8_quantization) -- [使用 OpenAI 批处理文件格式进行离线推理](https://vllm.hyper.ai/docs/getting-started/examples/offline-inference/openai_batch) -- [Prefix Caching](https://vllm.hyper.ai/docs/getting-started/examples/offline-inference/prefix_caching) -- [Prithvi Geospatial Mae](https://vllm.hyper.ai/docs/getting-started/examples/offline-inference/prithvi_geospatial_mae) -- [Profiling](https://vllm.hyper.ai/docs/getting-started/examples/offline-inference/profiling) -- [vLLM TPU Profiling](https://vllm.hyper.ai/docs/getting-started/examples/offline-inference/profiling_tpu) -- [Reproduciblity](https://vllm.hyper.ai/docs/getting-started/examples/offline-inference/reproduciblity) -- [RLHF](https://vllm.hyper.ai/docs/getting-started/examples/offline-inference/rlhf) -- [RLHF Colocate](https://vllm.hyper.ai/docs/getting-started/examples/offline-inference/rlhf_colocate) -- [RLHF Utils](https://vllm.hyper.ai/docs/getting-started/examples/offline-inference/rlhf_utils) -- [Save Sharded State](https://vllm.hyper.ai/docs/getting-started/examples/offline-inference/save_sharded_state) -- [Simple Profiling](https://vllm.hyper.ai/docs/getting-started/examples/offline-inference/simple_profiling) -- [Structured Outputs](https://vllm.hyper.ai/docs/getting-started/examples/offline-inference/structured_outputs) -- [Torchrun Example](https://vllm.hyper.ai/docs/getting-started/examples/offline-inference/torchrun_example) -- [TPU](https://vllm.hyper.ai/docs/getting-started/examples/offline-inference/tpu) -- [Vision Language](https://vllm.hyper.ai/docs/getting-started/examples/offline-inference/vision_language) -- [Vision Language Embedding](https://vllm.hyper.ai/docs/getting-started/examples/offline-inference/vision_language_embedding) -- [Vision Language Multi Image](https://vllm.hyper.ai/docs/getting-started/examples/offline-inference/vision_language_multi_image) +- [Audio Language](/docs/getting-started/examples/offline-inference/audio_language) +- [Basic](/docs/getting-started/examples/offline-inference/basic) +- [Chat With Tools](/docs/getting-started/examples/offline-inference/chat_with_tools) +- [CPU Offload Lmcache](/docs/getting-started/examples/offline-inference/cpu_offload_lmcache) +- [Data Parallel](/docs/getting-started/examples/offline-inference/data_parallel) +- [分解预填充](/docs/getting-started/examples/offline-inference/disaggregated_prefill) +- [Lmcache 分解预填充](/docs/getting-started/examples/offline-inference/disaggregated_prefill_lmcache) +- [Distributed](/docs/getting-started/examples/offline-inference/distributed) +- [Eagle](/docs/getting-started/examples/offline-inference/eagle) +- [Encoder Decoder](/docs/getting-started/examples/offline-inference/encoder_decoder) +- [Encoder Decoder Multimodal](/docs/getting-started/examples/offline-inference/encoder_decoder_multimodal) +- [LLM Engine Example](/docs/getting-started/examples/offline-inference/llm_engine_example) +- [Load Sharded State](/docs/getting-started/examples/offline-inference/load_sharded_state) +- [LoRA With Quantization Inference](/docs/getting-started/examples/offline-inference/lora_with_quantization_inference) +- [Mistral-Small](/docs/getting-started/examples/offline-inference/mistral-small) +- [MLPSpeculator](/docs/getting-started/examples/offline-inference/mlpspeculator) +- [MultiLoRA Inference](/docs/getting-started/examples/offline-inference/multilora_inference) +- [Neuron](/docs/getting-started/examples/offline-inference/neuron) +- [Neuron INT8 Quantization](/docs/getting-started/examples/offline-inference/neuron_int8_quantization) +- [使用 OpenAI 批处理文件格式进行离线推理](/docs/getting-started/examples/offline-inference/openai_batch) +- [Prefix Caching](/docs/getting-started/examples/offline-inference/prefix_caching) +- [Prithvi Geospatial Mae](/docs/getting-started/examples/offline-inference/prithvi_geospatial_mae) +- [Profiling](/docs/getting-started/examples/offline-inference/profiling) +- [vLLM TPU Profiling](/docs/getting-started/examples/offline-inference/profiling_tpu) +- [Reproduciblity](/docs/getting-started/examples/offline-inference/reproduciblity) +- [RLHF](/docs/getting-started/examples/offline-inference/rlhf) +- [RLHF Colocate](/docs/getting-started/examples/offline-inference/rlhf_colocate) +- [RLHF Utils](/docs/getting-started/examples/offline-inference/rlhf_utils) +- [Save Sharded State](/docs/getting-started/examples/offline-inference/save_sharded_state) +- [Simple Profiling](/docs/getting-started/examples/offline-inference/simple_profiling) +- [Structured Outputs](/docs/getting-started/examples/offline-inference/structured_outputs) +- [Torchrun Example](/docs/getting-started/examples/offline-inference/torchrun_example) +- [TPU](/docs/getting-started/examples/offline-inference/tpu) +- [Vision Language](/docs/getting-started/examples/offline-inference/vision_language) +- [Vision Language Embedding](/docs/getting-started/examples/offline-inference/vision_language_embedding) +- [Vision Language Multi Image](/docs/getting-started/examples/offline-inference/vision_language_multi_image) From 4def7ee43e8c05b2ac3e14f799740f697947214a Mon Sep 17 00:00:00 2001 From: kqyang-77 Date: Fri, 5 Dec 2025 14:23:59 +0800 Subject: [PATCH 170/189] =?UTF-8?q?=E4=BF=AE=E6=94=B9=E9=93=BE=E6=8E=A5?= MIME-Version: 1.0 Content-Type: text/plain; charset=UTF-8 Content-Transfer-Encoding: 8bit --- .../01-installation/README.md | 26 +++++++++---------- 1 file changed, 13 insertions(+), 13 deletions(-) diff --git a/docs/01-getting-started/01-installation/README.md b/docs/01-getting-started/01-installation/README.md index 8da2a8d..51aee89 100644 --- a/docs/01-getting-started/01-installation/README.md +++ b/docs/01-getting-started/01-installation/README.md @@ -6,21 +6,21 @@ title: 安装 vLLM 支持以下硬件平台： -## GPU +## [GPU](/docs/getting-started/installation/gpu) -- NVIDIA CUDA -- AMD ROCm -- Intel XPU +- [NVIDIA CUDA](/docs/getting-started/installation/gpu#nvidia-cuda) +- [AMD ROCm](/docs/getting-started/installation/gpu#amd-rocm) +- [Intel XPU](/docs/getting-started/installation/gpu#inter-xpu-1) -## CPU +## [CPU](/docs/getting-started/installation/cpu) -- Intel/AMD x86 -- ARM AArch64 -- Apple silicon +- [Intel/AMD x86](/docs/getting-started/installation/cpu#intelamd-x86) +- [ARM AArch64](/docs/getting-started/installation/cpu#arm-aarch64) +- [Apple silicon](/docs/getting-started/installation/cpu#apple-silicon) -## 其他 AI 加速器 +## [其他 AI 加速器](/docs/getting-started/installation/ai-accelerator) -- Google TPU -- Intel Gaudi -- AWS Neuron -- OpenVINO +- [Google TPU](/docs/getting-started/installation/ai-accelerator#google-tpu-1) +- [Intel Gaudi](/docs/getting-started/installation/ai-accelerator#intel-gaudi-1) +- [AWS Neuron](/docs/getting-started/installation/ai-accelerator#aws-neuron-1) +- [OpenVINO] From 065de0a365a4e5e960b1c531cd919dda40a62d02 Mon Sep 17 00:00:00 2001 From: kqyang-77 Date: Fri, 5 Dec 2025 14:44:05 +0800 Subject: [PATCH 171/189] Update README.md --- .../03-examples/02-online-serving/README.md | 52 +++++++++---------- 1 file changed, 26 insertions(+), 26 deletions(-) diff --git a/docs/01-getting-started/03-examples/02-online-serving/README.md b/docs/01-getting-started/03-examples/02-online-serving/README.md index c97b88d..9b30a30 100644 --- a/docs/01-getting-started/03-examples/02-online-serving/README.md +++ b/docs/01-getting-started/03-examples/02-online-serving/README.md @@ -8,29 +8,29 @@ title: 在线服务 示例 -- [API Client](https://docs.vllm.ai/en/latest/getting_started/examples/api_client.html) -- [Helm Charts](https://docs.vllm.ai/en/latest/getting_started/examples/chart-helm.html) -- [Cohere Rerank Client](https://docs.vllm.ai/en/latest/getting_started/examples/cohere_rerank_client.html) -- [Disaggregated Prefill](https://docs.vllm.ai/en/latest/getting_started/examples/disaggregated_prefill.html) -- [Gradio OpenAI Chatbot Webserver](https://docs.vllm.ai/en/latest/getting_started/examples/gradio_openai_chatbot_webserver.html) -- [Gradio Webserver](https://docs.vllm.ai/en/latest/getting_started/examples/gradio_webserver.html) -- [Jinaai Rerank Client](https://docs.vllm.ai/en/latest/getting_started/examples/jinaai_rerank_client.html) -- [Multi-Node-Serving](https://docs.vllm.ai/en/latest/getting_started/examples/multi-node-serving.html) -- [OpenAI Chat Completion Client](https://docs.vllm.ai/en/latest/getting_started/examples/openai_chat_completion_client.html) -- [OpenAI Chat Completion Client For Multimodal](https://docs.vllm.ai/en/latest/getting_started/examples/openai_chat_completion_client_for_multimodal.html) -- [OpenAI Chat Completion Client With Tools](https://docs.vllm.ai/en/latest/getting_started/examples/openai_chat_completion_client_with_tools.html) -- [OpenAI Chat Completion Structured Outputs](https://docs.vllm.ai/en/latest/getting_started/examples/openai_chat_completion_structured_outputs.html) -- [OpenAI Chat Completion Structured Outputs With Reasoning](https://docs.vllm.ai/en/latest/getting_started/examples/openai_chat_completion_structured_outputs_with_reasoning.html) -- [OpenAI Chat Completion Tool Calls With Reasoning](https://docs.vllm.ai/en/latest/getting_started/examples/openai_chat_completion_tool_calls_with_reasoning.html) -- [OpenAI Chat Completion With Reasoning](https://docs.vllm.ai/en/latest/getting_started/examples/openai_chat_completion_with_reasoning.html) -- [OpenAI Chat Completion With Reasoning Streaming](https://docs.vllm.ai/en/latest/getting_started/examples/openai_chat_completion_with_reasoning_streaming.html) -- [OpenAI Chat Embedding Client For Multimodal](https://docs.vllm.ai/en/latest/getting_started/examples/openai_chat_embedding_client_for_multimodal.html) -- [OpenAI Completion Client](https://docs.vllm.ai/en/latest/getting_started/examples/openai_completion_client.html) -- [OpenAI Cross Encoder Score](https://docs.vllm.ai/en/latest/getting_started/examples/openai_cross_encoder_score.html) -- [OpenAI Embedding Client](https://docs.vllm.ai/en/latest/getting_started/examples/openai_embedding_client.html) -- [OpenAI Pooling Client](https://docs.vllm.ai/en/latest/getting_started/examples/openai_pooling_client.html) -- [OpenAI Transcription Client](https://docs.vllm.ai/en/latest/getting_started/examples/openai_transcription_client.html) -- [Setup OpenTelemetry POC](https://docs.vllm.ai/en/latest/getting_started/examples/opentelemetry.html) -- [Prometheus and Grafana](https://docs.vllm.ai/en/latest/getting_started/examples/prometheus_grafana.html) -- [Run Cluster](https://docs.vllm.ai/en/latest/getting_started/examples/run_cluster.html) -- [Sagemaker-Entrypoint](https://docs.vllm.ai/en/latest/getting_started/examples/sagemaker-entrypoint.html) +- [API Client](/docs/getting-started/examples/online-serving/api_client) +- [Helm Charts](/docs/getting-started/examples/online-serving/chart-helm) +- [Cohere Rerank Client](/docs/getting-started/examples/online-serving/cohere_rerank_client) +- [Disaggregated Prefill](/docs/getting-started/examples/online-serving/disaggregated_prefill) +- [Gradio OpenAI Chatbot Webserver](/docs/getting-started/examples/online-serving/gradio_openai_chatbot_webserver) +- [Gradio Webserver](/docs/getting-started/examples/online-serving/gradio_webserver) +- [Jinaai Rerank Client](/docs/getting-started/examples/online-serving/jinaai_rerank_client) +- [Multi-Node-Serving](/docs/getting-started/examples/online-serving/multi-node-serving) +- [OpenAI Chat Completion Client](/docs/getting-started/examples/online-serving/openai_chat_completion_client) +- [OpenAI Chat Completion Client For Multimodal](/docs/getting-started/examples/online-serving/openai_chat_completion_client_for_multimodal) +- [OpenAI Chat Completion Client With Tools](/docs/getting-started/examples/online-serving/openai_chat_completion_client_with_tools) +- [OpenAI Chat Completion Structured Outputs](/docs/getting-started/examples/online-serving/openai_chat_completion_structured_outputs) +- [OpenAI Chat Completion Structured Outputs With Reasoning](/docs/getting-started/examples/online-serving/openai_chat_completion_structured_outputs_with_reasoning) +- [OpenAI Chat Completion Tool Calls With Reasoning](/docs/getting-started/examples/online-serving/openai_chat_completion_tool_calls_with_reasoning) +- [OpenAI Chat Completion With Reasoning](/docs/getting-started/examples/online-serving/openai_chat_completion_with_reasoning) +- [OpenAI Chat Completion With Reasoning Streaming](/docs/getting-started/examples/online-serving/openai_chat_completion_with_reasoning_streaming) +- [OpenAI Chat Embedding Client For Multimodal](/docs/getting-started/examples/online-serving/openai_chat_embedding_client_for_multimodal) +- [OpenAI Completion Client](/docs/getting-started/examples/online-serving/openai_completion_client) +- [OpenAI Cross Encoder Score](/docs/getting-started/examples/online-serving/openai_cross_encoder_score) +- [OpenAI Embedding Client](/docs/getting-started/examples/online-serving/openai_embedding_client) +- [OpenAI Pooling Client](/docs/getting-started/examples/online-serving/openai_pooling_client) +- [OpenAI Transcription Client](/docs/getting-started/examples/online-serving/openai_transcription_client) +- [Setup OpenTelemetry POC](/docs/getting-started/examples/online-serving/opentelemetry) +- [Prometheus and Grafana](/docs/getting-started/examples/online-serving/prometheus_grafana) +- [Run Cluster](/docs/getting-started/examples/online-serving/run_cluster) +- [Sagemaker-Entrypoint](/docs/getting-started/examples/online-serving/sagemaker-entrypoint) From f64f5b0ba3d36a8598fc25587404226a19263b1a Mon Sep 17 00:00:00 2001 From: kqyang-77 Date: Fri, 5 Dec 2025 14:45:07 +0800 Subject: [PATCH 172/189] Update README.md --- docs/01-getting-started/03-examples/03-other/README.md | 4 ++-- 1 file changed, 2 insertions(+), 2 deletions(-) diff --git a/docs/01-getting-started/03-examples/03-other/README.md b/docs/01-getting-started/03-examples/03-other/README.md index 91c3a18..080b11d 100644 --- a/docs/01-getting-started/03-examples/03-other/README.md +++ b/docs/01-getting-started/03-examples/03-other/README.md @@ -8,5 +8,5 @@ title: 其他 ## 示例 -- [Logging Configuration](https://docs.vllm.ai/en/latest/getting_started/examples/logging_configuration.html) -- [Tensorize vLLM Model](https://docs.vllm.ai/en/latest/getting_started/examples/tensorize_vllm_model.html) +- [Logging Configuration](/docs/getting-started/examples/other/logging_configuration) +- [Tensorize vLLM Model](/docs/getting-started/examples/other/tensorize_vllm_model) From e34864b0315ebf6beaf1f88ccf533ed900f747fe Mon Sep 17 00:00:00 2001 From: kqyang-77 Date: Fri, 5 Dec 2025 14:55:31 +0800 Subject: [PATCH 173/189] Update README.md --- docs/02-models/04-extensions/README.md | 6 +++--- 1 file changed, 3 insertions(+), 3 deletions(-) diff --git a/docs/02-models/04-extensions/README.md b/docs/02-models/04-extensions/README.md index a60abf3..9d9af76 100644 --- a/docs/02-models/04-extensions/README.md +++ b/docs/02-models/04-extensions/README.md @@ -4,8 +4,8 @@ title: 内置扩展 [\*在线运行 vLLM 入门教程：零基础分步指南](https://app.hyper.ai/console/public/tutorials/rUwYsyhAIt3?utm_source=vLLM-CNdoc&utm_medium=vLLM-CNdoc-V1&utm_campaign=vLLM-CNdoc-V1-25ap) -使用 Run:ai Model Streamer 加载模型 +[使用 Run:ai Model Streamer 加载模型](/docs/models/extensions/runai_model_streamer) -使用 CoreWeave 的 Tensorizer 加载模型 +[使用 CoreWeave 的 Tensorizer 加载模型](/docs/models/extensions/tensorizer) -使用 fastsafetensors 加载模型权重 +[使用 fastsafetensors 加载模型权重](docs/models/extensions/fastsafetensor) From 74204175094acf9ec161a1c2ab95da363e946f45 Mon Sep 17 00:00:00 2001 From: kqyang-77 Date: Fri, 5 Dec 2025 15:20:04 +0800 Subject: [PATCH 174/189] Update README.md --- docs/03-features/01-quantization/README.md | 16 ++++++++-------- 1 file changed, 8 insertions(+), 8 deletions(-) diff --git a/docs/03-features/01-quantization/README.md b/docs/03-features/01-quantization/README.md index 4df02bd..55edf61 100644 --- a/docs/03-features/01-quantization/README.md +++ b/docs/03-features/01-quantization/README.md @@ -8,11 +8,11 @@ title: 量化 ## 目录 -- 支持硬件 -- AutoAWQ -- BitsAndBytes -- GGUF -- INT4 W4A16 -- INT8 W8A8 -- FP8 W8A8 -- 量化 KV 缓存 +- [支持硬件](/docs/features/quantization/supported_hardware) +- [AutoAWQ](/docs/features/quantization/auto_awq) +- [BitsAndBytes](/docs/features/quantization/bnb) +- [GGUF](/docs/features/quantization/gguf) +- [INT4 W4A16](/docs/features/quantization/int4) +- [INT8 W8A8](/docs/features/quantization/int8) +- [FP8 W8A8](/docs/features/quantization/fp8) +- [量化 KV 缓存](/docs/features/quantization/quantized_kvcache) From 253c930b25349e2995109ac8cea45ed68ceed791 Mon Sep 17 00:00:00 2001 From: kqyang-77 Date: Fri, 5 Dec 2025 15:22:38 +0800 Subject: [PATCH 175/189] Update README.md --- docs/05-inference-and-serving/09-integrations/README.md | 4 ++-- 1 file changed, 2 insertions(+), 2 deletions(-) diff --git a/docs/05-inference-and-serving/09-integrations/README.md b/docs/05-inference-and-serving/09-integrations/README.md index e4f7a0d..604156f 100644 --- a/docs/05-inference-and-serving/09-integrations/README.md +++ b/docs/05-inference-and-serving/09-integrations/README.md @@ -4,5 +4,5 @@ title: 外部集成 [\*在线运行 vLLM 入门教程：零基础分步指南](https://openbayes.com/console/public/tutorials/rXxb5fZFr29?utm_source=vLLM-CNdoc&utm_medium=vLLM-CNdoc-V1&utm_campaign=vLLM-CNdoc-V1-25ap) -- [LangChain](https://docs.vllm.ai/en/latest/serving/integrations/langchain.html) -- [LlamaIndex](https://docs.vllm.ai/en/latest/serving/integrations/llamaindex.html) +- [LangChain](/docs/inference-and-serving/integrations/langchain) +- [LlamaIndex](/docs/inference-and-serving/integrations/llamaindex) From c92ad88fcbfceb984eb1646977cbed4f2cf24d54 Mon Sep 17 00:00:00 2001 From: kqyang-77 Date: Fri, 5 Dec 2025 15:24:29 +0800 Subject: [PATCH 176/189] Update README.md --- docs/06-deployment/04-framworks/README.md | 16 ++++++++-------- 1 file changed, 8 insertions(+), 8 deletions(-) diff --git a/docs/06-deployment/04-framworks/README.md b/docs/06-deployment/04-framworks/README.md index 4aae729..144a66f 100644 --- a/docs/06-deployment/04-framworks/README.md +++ b/docs/06-deployment/04-framworks/README.md @@ -4,11 +4,11 @@ title: 使用其他框架 [\*在线运行 vLLM 入门教程：零基础分步指南](https://app.hyper.ai/console/public/tutorials/rUwYsyhAIt3?utm_source=vLLM-CNdoc&utm_medium=vLLM-CNdoc-V1&utm_campaign=vLLM-CNdoc-V1-25ap) -- [BentoML](https://docs.vllm.ai/en/latest/deployment/frameworks/bentoml.html) -- [Cerebrium](https://docs.vllm.ai/en/latest/deployment/frameworks/cerebrium.html) -- [dstack](https://docs.vllm.ai/en/latest/deployment/frameworks/dstack.html) -- [Helm](https://docs.vllm.ai/en/latest/deployment/frameworks/helm.html) -- [LWS](https://docs.vllm.ai/en/latest/deployment/frameworks/lws.html) -- [Modal](https://docs.vllm.ai/en/latest/deployment/frameworks/modal.html) -- [SkyPilot](https://docs.vllm.ai/en/latest/deployment/frameworks/skypilot.html) -- [NVIDIA Triton](https://docs.vllm.ai/en/latest/deployment/frameworks/triton.html) +- [BentoML](/docs/deployment/frameworks/bentoml) +- [Cerebrium](/docs/deployment/frameworks/cerebrium) +- [dstack](/docs/deployment/frameworks/dstack) +- [Helm](/docs/deployment/frameworks/helm) +- [LWS](/docs/deployment/frameworks/lws) +- [Modal](/docs/deployment/frameworks/modal) +- [SkyPilot](/docs/deployment/frameworks/skypilot) +- [NVIDIA Triton](/docs/deployment/frameworks/triton) From bb33a55538e807d7ad7c771ed5e734b09550e051 Mon Sep 17 00:00:00 2001 From: kqyang-77 Date: Fri, 5 Dec 2025 15:26:49 +0800 Subject: [PATCH 177/189] Update README.md --- docs/06-deployment/05-integrations/README.md | 10 +++++----- 1 file changed, 5 insertions(+), 5 deletions(-) diff --git a/docs/06-deployment/05-integrations/README.md b/docs/06-deployment/05-integrations/README.md index 00f9edf..be8264e 100644 --- a/docs/06-deployment/05-integrations/README.md +++ b/docs/06-deployment/05-integrations/README.md @@ -4,8 +4,8 @@ title: 外部集成 [\*在线运行 vLLM 入门教程：零基础分步指南](https://app.hyper.ai/console/public/tutorials/rUwYsyhAIt3?utm_source=vLLM-CNdoc&utm_medium=vLLM-CNdoc-V1&utm_campaign=vLLM-CNdoc-V1-25ap) -- KServe -- KubeAI -- Llama Stack -- llmaz -- 生产环境技术栈 (Production stack) +- [KServe](/docs/deployment/integrations/kserve) +- [KubeAI](/docs/deployment/integrations/kubeai) +- [Llama Stack](/docs/deployment/integrations/llamastack) +- [llmaz](/docs/deployment/integrations/llmaz) +- [生产环境技术栈 (Production stack)](/docs/deployment/integrations/production-stack) From 5e49482e4640bb45ff190df34809c2e8a7909749 Mon Sep 17 00:00:00 2001 From: kqyang-77 Date: Fri, 5 Dec 2025 15:28:50 +0800 Subject: [PATCH 178/189] Update 03-nginx.md --- docs/06-deployment/03-nginx.md | 14 +++++++------- 1 file changed, 7 insertions(+), 7 deletions(-) diff --git a/docs/06-deployment/03-nginx.md b/docs/06-deployment/03-nginx.md index 8b3b51b..2e407ea 100644 --- a/docs/06-deployment/03-nginx.md +++ b/docs/06-deployment/03-nginx.md @@ -8,19 +8,19 @@ title: 使用 Nginx 目录 -1. [构建 Nginx 容器](https://docs.vllm.ai/en/latest/deployment/nginx.html#nginxloadbalancer-nginx-build) +1. [构建 Nginx 容器](/docs/deployment/nginx#构建-nginx-容器) -2. [创建简单的 Nginx 配置文件](https://docs.vllm.ai/en/latest/deployment/nginx.html#nginxloadbalancer-nginx-conf) +2. [创建简单的 Nginx 配置文件](/docs/deployment/nginx#创建简单的-nginx-配置文件) -3. [构建 vLLM 容器](https://docs.vllm.ai/en/latest/deployment/nginx.html#nginxloadbalancer-nginx-vllm-container) +3. [构建 vLLM 容器](/docs/deployment/nginx#构建-vllm-容器) -4. [创建 Docker 网络](https://docs.vllm.ai/en/latest/deployment/nginx.html#nginxloadbalancer-nginx-docker-network) +4. [创建 Docker 网络](/docs/deployment/nginx#创建-docker-网络) -5. [启动 vLLM 容器](https://docs.vllm.ai/en/latest/deployment/nginx.html#nginxloadbalancer-nginx-launch-container) +5. [启动 vLLM 容器](/docs/deployment/nginx#启动-vllm-容器) -6. [启动 Nginx](https://docs.vllm.ai/en/latest/deployment/nginx.html#nginxloadbalancer-nginx-launch-nginx) +6. [启动 Nginx](/docs/deployment/nginx#启动-nginx) -7. [验证 vLLM 服务器是否准备就绪](https://docs.vllm.ai/en/latest/deployment/nginx.html#nginxloadbalancer-nginx-verify-nginx) +7. [验证 vLLM 服务器是否准备就绪](/docs/deployment/nginx#验证-vllm-服务器是否准备就绪) ## 构建 Nginx 容器 From e445b47ba76e6eba130f5a65933e2e3eda49519c Mon Sep 17 00:00:00 2001 From: kqyang-77 Date: Fri, 5 Dec 2025 15:32:42 +0800 Subject: [PATCH 179/189] Update README.md --- docs/10-contributing/04-model/README.md | 8 ++++---- 1 file changed, 4 insertions(+), 4 deletions(-) diff --git a/docs/10-contributing/04-model/README.md b/docs/10-contributing/04-model/README.md index 5168463..6d3bfa3 100644 --- a/docs/10-contributing/04-model/README.md +++ b/docs/10-contributing/04-model/README.md @@ -8,10 +8,10 @@ title: 添加新模型 #### 目录 -- [实现基础模型](https://docs.vllm.ai/en/latest/contributing/model/basic.html) -- [将模型注册到 vLLM](https://docs.vllm.ai/en/latest/contributing/model/registration.html) -- [编写单元测试](https://docs.vllm.ai/en/latest/contributing/model/tests.html) -- [多模态支持](https://docs.vllm.ai/en/latest/contributing/model/multimodal.html) +- [实现基础模型](/docs/contributing/model/basic) +- [将模型注册到 vLLM](/docs/contributing/model/registration) +- [编写单元测试](/docs/contributing/model/tests) +- [多模态支持](/docs/contributing/model/multimodal) > **注意** > From ebd338c06ce70b0b800040e47953227d70286157 Mon Sep 17 00:00:00 2001 From: kqyang-77 Date: Fri, 5 Dec 2025 15:33:51 +0800 Subject: [PATCH 180/189] Update README.md --- docs/11-api/01-offline_interence/README.md | 4 ++-- 1 file changed, 2 insertions(+), 2 deletions(-) diff --git a/docs/11-api/01-offline_interence/README.md b/docs/11-api/01-offline_interence/README.md index d5c28f2..60ad438 100644 --- a/docs/11-api/01-offline_interence/README.md +++ b/docs/11-api/01-offline_interence/README.md @@ -6,5 +6,5 @@ title: 离线推理 目录 -- [LLM Class](https://docs.vllm.ai/en/latest/api/offline_inference/llm.html) -- [LLM Inputs](https://docs.vllm.ai/en/latest/api/offline_inference/llm_inputs.html) +- [LLM Class](/docs/api/offline_inference/llm) +- [LLM Inputs](/docs/api/offline_inference/llm_inputs) From f5db294997b0dd76bdc061b42fb1042008be4865 Mon Sep 17 00:00:00 2001 From: kqyang-77 Date: Fri, 5 Dec 2025 15:35:02 +0800 Subject: [PATCH 181/189] Update README.md --- docs/11-api/02-engine/README.md | 4 ++-- 1 file changed, 2 insertions(+), 2 deletions(-) diff --git a/docs/11-api/02-engine/README.md b/docs/11-api/02-engine/README.md index b15c887..25959bf 100644 --- a/docs/11-api/02-engine/README.md +++ b/docs/11-api/02-engine/README.md @@ -6,10 +6,10 @@ title: vLLM 引擎 引擎 -- [LLMEngine](https://docs.vllm.ai/en/latest/api/engine/llm_engine.html) +- [LLMEngine](/docs/api/engine/llm_engine) - `LLMEngine` -- [AsyncLLMEngine](https://docs.vllm.ai/en/latest/api/engine/async_llm_engine.html) +- [AsyncLLMEngine](/docs/api/engine/async_llm_engine) - `AsyncLLMEngine` From bce2d1679e5e2c4a7b961330046bfe3bfeabb1d6 Mon Sep 17 00:00:00 2001 From: kqyang-77 Date: Fri, 5 Dec 2025 15:36:06 +0800 Subject: [PATCH 182/189] Update README.md --- docs/11-api/04-multimodal/README.md | 16 ++++++++-------- 1 file changed, 8 insertions(+), 8 deletions(-) diff --git a/docs/11-api/04-multimodal/README.md b/docs/11-api/04-multimodal/README.md index bdaa320..7845d33 100644 --- a/docs/11-api/04-multimodal/README.md +++ b/docs/11-api/04-multimodal/README.md @@ -6,9 +6,9 @@ title: 多模态支持 vLLM 通过 `vllm.multimodal` 包提供对多模态模型的实验性支持。 -多模态输入可以与文本和 token 提示一起传递给[支持的模型](https://vllm.hyper.ai/docs/models/supported_models)，通过 `vllm.inputs.PromptType` 中的 `multi_modal_data` 字段传递。 +多模态输入可以与文本和 token 提示一起传递给[支持的模型](/docs/models/supported_models)，通过 `vllm.inputs.PromptType` 中的 `multi_modal_data` 字段传递。 -想要添加自己的多模态模型？请按照[此处](https://vllm.hyper.ai/docs/contributing/model/multimodal)列出的说明操作。 +想要添加自己的多模态模型？请按照[此处](/docs/contributing/model/multimodal)列出的说明操作。 ## 模块内容 @@ -18,12 +18,12 @@ vLLM 通过 `vllm.multimodal` 包提供对多模态模型的实验性支持。 全局的 `MultiModalRegistry` 被模型运行器用于根据目标模型分派数据处理。 -> **另请参阅** >[多模态数据处理](https://vllm.hyper.ai/docs/design/mm_processing) +> **另请参阅** >[多模态数据处理](/docs/design/mm_processing) ## 子模块 -- [输入定义](https://vllm.hyper.ai/docs/api/multimodal/inputs) -- [数据解析](https://vllm.hyper.ai/docs/api/multimodal/parse) -- [数据处理](https://vllm.hyper.ai/docs/api/multimodal/processing) -- [内存分析](https://vllm.hyper.ai/docs/api/multimodal/profiling) -- [注册表](https://vllm.hyper.ai/docs/api/multimodal/registry) +- [输入定义](/docs/api/multimodal/inputs) +- [数据解析](/docs/api/multimodal/parse) +- [数据处理](/docs/api/multimodal/processing) +- [内存分析](/docs/api/multimodal/profiling) +- [注册表](/docs/api/multimodal/registry) From 1b5eb0131ce337e5c3a3300b153101d57b00d2eb Mon Sep 17 00:00:00 2001 From: kqyang-77 Date: Fri, 5 Dec 2025 15:39:28 +0800 Subject: [PATCH 183/189] Update README.md --- docs/01-getting-started/01-installation/README.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/docs/01-getting-started/01-installation/README.md b/docs/01-getting-started/01-installation/README.md index 51aee89..e1dbdc7 100644 --- a/docs/01-getting-started/01-installation/README.md +++ b/docs/01-getting-started/01-installation/README.md @@ -23,4 +23,4 @@ vLLM 支持以下硬件平台： - [Google TPU](/docs/getting-started/installation/ai-accelerator#google-tpu-1) - [Intel Gaudi](/docs/getting-started/installation/ai-accelerator#intel-gaudi-1) - [AWS Neuron](/docs/getting-started/installation/ai-accelerator#aws-neuron-1) -- [OpenVINO] +- OpenVINO From e2664ae760416c72c0fc2f341c68ac6168dc2a0d Mon Sep 17 00:00:00 2001 From: kqyang-77 Date: Fri, 5 Dec 2025 15:43:36 +0800 Subject: [PATCH 184/189] Update README.md --- docs/03-features/01-quantization/README.md | 2 ++ 1 file changed, 2 insertions(+) diff --git a/docs/03-features/01-quantization/README.md b/docs/03-features/01-quantization/README.md index 55edf61..2d142ab 100644 --- a/docs/03-features/01-quantization/README.md +++ b/docs/03-features/01-quantization/README.md @@ -12,7 +12,9 @@ title: 量化 - [AutoAWQ](/docs/features/quantization/auto_awq) - [BitsAndBytes](/docs/features/quantization/bnb) - [GGUF](/docs/features/quantization/gguf) +- [GPTQModel](/docs/features/quantization/gptqmodel) - [INT4 W4A16](/docs/features/quantization/int4) - [INT8 W8A8](/docs/features/quantization/int8) - [FP8 W8A8](/docs/features/quantization/fp8) - [量化 KV 缓存](/docs/features/quantization/quantized_kvcache) +- [TorchAO](/docs/features/quantization/TorchAO) From 11aa481b07119ace47bfdd6f28447506420a0075 Mon Sep 17 00:00:00 2001 From: yudi3ooo Date: Wed, 10 Dec 2025 14:08:35 +0800 Subject: [PATCH 185/189] Update 01-vLLM-stepbysteb.md --- docs/13-vllm-tutorials/01-vLLM-stepbysteb.md | 133 ++++++++++--------- 1 file changed, 68 insertions(+), 65 deletions(-) diff --git a/docs/13-vllm-tutorials/01-vLLM-stepbysteb.md b/docs/13-vllm-tutorials/01-vLLM-stepbysteb.md index eab52a6..144b08b 100644 --- a/docs/13-vllm-tutorials/01-vLLM-stepbysteb.md +++ b/docs/13-vllm-tutorials/01-vLLM-stepbysteb.md @@ -4,24 +4,33 @@ title: vLLM 入门教程：零基础分步指南 在本教程中，将逐步展示如何配置和运行 vLLM，提供从安装到启动的完整入门指南。 -## [在线运行此教程](https://openbayes.com/console/public/tutorials/rXxb5fZFr29) +## [在线运行此教程](https://app.hyper.ai/console/public/tutorials/rUwYsyhAIt3?utm_source=vLLM-CNdoc&utm_medium=vLLM-CNdoc-V1&utm_campaign=vLLM-CNdoc-V1-25ap) ## 目录 -- [一、安装 vLLM](#一、安装vLLM) -- [二、开始使用](#二、开始使用) - - [2.1 模型准备](#2.1模型准备) - - [2.2 离线推理](#2.2离线推理) -- [三、启动 vLLM 服务器](#三、启动vLLM服务器) - - [3.1 主要参数设置](#3.1主要参数设置) - - [3.2 启动命令行](#3.2启动命令行) -- [四、发出请求](#四、发出请求) - - [4.1 使用 OpenAI 客户端](#4.1使用OpenAI客户端) - - [4.2 使用 Curl 命令请求](#4.2使用Curl命令请求) +- [一、教程简介](#一、教程简介) +- [二、安装 vLLM](#二、安装vLLM) +- [三、开始使用](#三、开始使用) + - [3.1 模型准备](#3.1模型准备) + - [3.2 离线推理](#3.2离线推理) +- [四、启动 vLLM 服务器](#四、启动vLLM服务器) + - [4.1 主要参数设置](#4.1主要参数设置) + - [4.2 启动命令行](#4.2启动命令行) +- [五、发出请求](#五、发出请求) + - [5.1 使用 OpenAI 客户端](#5.1使用OpenAI客户端) + - [5.2 使用 Curl 命令请求](#5.2使用Curl命令请求) -## 一、安装 vLLM +## 一、教程简介 -该教程基于 OpenBayes 云平台操作，该平台已完成 vllm==0.5.4 的安装。如果您在平台上操作，请跳过此步骤。如果您在本地部署，请按照以下步骤进行安装。 +vLLM (Virtual Large Language Model) 是一款专为大语言模型推理加速而设计的框架，其依靠卓越的推理效率和资源优化能力在全球范围内引发广泛关注。来自加州大学伯克利分校 (UC Berkeley) 的研究团队于 2023 年提出了开创性注意力算法 PagedAttention，其可以有效地管理注意力键和值。在此基础上，研究人员构建了高吞吐量的分布式 LLM 服务引擎 vLLM，实现了 KV 缓存内存几乎零浪费，解决了大语言模型推理中的内存管理瓶颈问题。与 Hugging Face Transformers 相比，其吞吐量提升了 24 倍，而且这一性能提升不需要对模型架构进行任何更改。相关论文成果为「[Efficient Memory Management for Large Language Model Serving with PagedAttention](https://dl.acm.org/doi/10.1145/3600006.3613165)」 + +在本教程中，将逐步展示如何配置和运行 vLLM，提供从安装到启动的完整入门指南。 + +本教程将使用 `Qwen3-0.6B` 进行演示,同时提供了其他参数量的模型。 + +## 二、安装 vLLM + +HyperAI 平台已完成 **vllm==0.11.0** 的安装。如果您在平台上操作，请跳过此步骤。如果您在本地部署，请按照以下步骤进行安装。 安装 vLLM 非常简单： @@ -29,7 +38,7 @@ title: vLLM 入门教程：零基础分步指南 pip install vllm ``` -请注意，vLLM 是使用 CUDA 12.1 编译的，因此您需要确保机器运行的是该版本的 CUDA。 +请注意，vLLM 0.11.0 是使用 CUDA 12.8 编译的，因此您需要确保机器运行的是该版本的 CUDA。 检查 CUDA 版本，运行： @@ -37,61 +46,55 @@ pip install vllm nvcc --version ``` -如果您的 CUDA 版本不是 12.1，您可以安装与您当前 CUDA 版本兼容的 vLLM 版本（更多信息请参考安装说明），或者安装 CUDA 12.1。 +如果您的 CUDA 版本不是 12.8，您可以安装与您当前 CUDA 版本兼容的 vLLM 版本（更多信息请参考安装说明），或者安装 CUDA 12.8。 -## 二、开始使用 +## 三、开始使用 -### 2.1 模型准备 +### 3.1 模型准备 #### 方法一：使用平台公共模型 首先，我们可以检查平台的公共模型是否已经存在。如果模型已上传到公共资源库，您可以直接使用。如果没有找到，则请参考方法二进行下载。 -例如，平台已存放了 `Qwen-1_8B-Chat` 模型。以下是绑定模型的步骤（本教程已将此模型捆绑）。 - -![图片](/img/docs/02-tutorials/model.png) +例如，平台已存放了 `Qwen3` 系列模型。以下是绑定模型的步骤（本教程已将此模型捆绑）。 -![图片](/img/docs/02-tutorials/id.png) +![图片](/img/docs/02-tutorials/model_cn.png) +![图片](/img/docs/02-tutorials/id_cn.png) +![图片](/img/docs/02-tutorials/bangding_cn.png) -![图片](/img/docs/02-tutorials/bangding.png) +#### 方法二：从 HuggingFace下载 或者 联系客服帮忙上传平台 -#### 方法二：从 HuggingFace 下载 或者 联系客服帮忙上传平台 +大多数主流模型都可以在 HuggingFace 上找到，vLLM 支持的模型列表请参见官方文档： [vllm-supported-models](https://docs.vllm.ai/en/latest/models/supported_models.html)。 -大多数主流模型都可以在 HuggingFace 上找到，vLLM 支持的模型列表请参见官方文档： [vllm-supported-models](https://vllm.io/docs/supported_models)。 - -本教程将使用 `Qwen-1_8B-Chat` 进行测试。请按照以下步骤使用 Git LFS 下载模型： +请按照以下步骤使用 huggingface-cli 下载模型： ```bash -apt install git-lfs -y -git lfs install -# 下载模型，将模型文件下载到当前文件夹 -cd /input0/ -git clone https://huggingface.co/Qwen/Qwen-1_8B-Chat +huggingface-cli download --resume-download Qwen/Qwen3-0.6B --local-dir ./input0 ``` -### 2.2 离线推理 +### 3.2 离线推理 vLLM 作为一个开源项目，可以通过其 Python API 执行 LLM 推理。以下是一个简单的示例，请将代码保存为 `offline_infer.py` 文件： ```python from vllm import LLM, SamplingParams -# 输入几个问题 +#输入几个问题 prompts = [ "你好，你是谁？", "法国的首都在哪里？", ] -# 设置初始化采样参数 +#设置初始化采样参数 sampling_params = SamplingParams(temperature=0.8, top_p=0.95, max_tokens=100) -# 加载模型，确保路径正确 -llm = LLM(model="/input0/Qwen-1_8B-Chat/", trust_remote_code=True, max_model_len=4096) +#加载模型，确保路径正确 +llm = LLM(model="/input1/Qwen3-0.6B/", trust_remote_code=True, max_model_len=4096) -# 展示输出结果 +#展示输出结果 outputs = llm.generate(prompts, sampling_params) -# 打印输出结果 +#打印输出结果 for output in outputs: prompt = output.prompt generated_text = output.outputs[0].text @@ -101,22 +104,18 @@ for output in outputs: 然后运行脚本： ```bash -python offline_infer.py +python offline_infer_cn.py ``` 模型加载后，您将看到以下输出： -```python -Processed prompts: 100%|██████████| 2/2 [00:00<00:00, 10.23it/s, est. speed input: 56.29 toks/s, output: 225.14 toks/s] -Prompt: '你好，你是谁？', Generated text: '我是来自阿里云的大规模语言模型，我叫通义千问。' -Prompt: '法国的首都在哪里？', Generated text: '法国的首都是巴黎。' -``` +![图片](/img/docs/02-tutorials/res_cn.png) -## 三、启动 vLLM 服务器 +## 四、启动 vLLM 服务器 要使用 vLLM 提供在线服务，您可以启动与 OpenAI API 兼容的服务器。成功启动后，您可以像使用 GPT 一样使用部署的模型。 -### 3.1 主要参数设置 +### 4.1 主要参数设置 以下是启动 vLLM 服务器时常用的一些参数： @@ -129,12 +128,12 @@ Prompt: '法国的首都在哪里？', Generated text: '法国的首都是巴黎 - `--tensor-parallel-size`、`-tp`：张量并行副本数量（对于 GPU）。默认值：`1`。 - `--distributed-executor-backend=ray`：指定分布式服务的后端，可能的值：`ray`、`mp`。默认值：`ray`（当使用超过一个 GPU 时，自动设置为 `ray`）。 -### 3.2 启动命令行 +### 4.2 启动命令行 创建兼容 OpenAI API 接口的服务器。运行以下命令启动服务器： ```bash -python3 -m vllm.entrypoints.openai.api_server --model /input0/Qwen-1_8B-Chat/ --host 0.0.0.0 --port 8080 --dtype auto --max-num-seqs 32 --max-model-len 4096 --tensor-parallel-size 1 --trust-remote-code +python3 -m vllm.entrypoints.openai.api_server --model /input1/Qwen3-0.6B/ --host 0.0.0.0 --port 8080 --dtype auto --max-num-seqs 32 --max-model-len 4096 --tensor-parallel-size 1 --trust-remote-code ``` 成功启动后，您将看到类似以下的输出： @@ -143,24 +142,24 @@ python3 -m vllm.entrypoints.openai.api_server --model /input0/Qwen-1_8B-Chat/ -- vLLM 现在可以作为实现 OpenAI API 协议的服务器进行部署，默认情况下它将在 `http://localhost:8080` 启动服务器。您可以通过 `--host` 和 `--port` 参数指定其他地址。 -## 四、发出请求 +## 五、发出请求 在本教程中启动的 API 地址是 `http://localhost:8080`，您可以通过访问该地址来使用 API。`localhost` 指平台本机，`8080` 是 API 服务监听的端口号。 在工作空间右侧，API 地址将转发到本地 8080 服务，可以通过真实主机进行请求，如下图所示： -![图片](/img/docs/02-tutorials/api_path.png) +![图片](/img/docs/02-tutorials/api_path_cn.png) -### 4.1 使用 OpenAI 客户端 +### 5.1 使用 OpenAI 客户端 在第四步中启动 vLLM 服务后，您可以通过 OpenAI 客户端调用 API。以下是一个简单的示例： ```python -# 注意：请先安装 openai -# pip install openai +#注意：请先安装 openai +#pip install openai from openai import OpenAI -# 设置 OpenAI API 密钥和 API 基础地址 +#设置 OpenAI API 密钥和 API 基础地址 openai_api_key = "EMPTY" # 请替换为您的 API 密钥 openai_api_base = "http://localhost:8080/v1" # 本地服务地址 @@ -170,7 +169,7 @@ models = client.models.list() model = models.data[0].id prompt = "描述一下北京的秋天" -# Completion API 调用 +#Completion API 调用 completion = client.completions.create(model=model, prompt=prompt) @@ -181,14 +180,14 @@ print(f"Prompt: {prompt}\nResponse: {res}") 执行命令： ```bash -python api_infer.py +python api_infer_cn.py ``` 您将看到如下输出结果： -![图片](/img/docs/02-tutorials/res_api.png) +![图片](/img/docs/02-tutorials/res_api_cn.png) -### 4.2 使用 Curl 命令请求 +### 5.2 使用 Curl 命令请求 您也可以使用以下命令直接发送请求。在平台上访问时，输入以下命令： @@ -196,7 +195,7 @@ python api_infer.py curl http://localhost:8080/v1/completions \ -H "Content-Type: application/json" \ -d '{ - "model": "/input0/Qwen-1_8B-Chat/", + "model": "/input1/Qwen3-0.6B/", "prompt": "描述一下北京的秋天", "max_tokens": 512 }' @@ -204,20 +203,24 @@ curl http://localhost:8080/v1/completions \ 您将得到如下响应： -![图片](/img/docs/02-tutorials/curl_res.png) +![图片](/img/docs/02-tutorials/curl_res_cn.png) -如果您使用的是 OpenBayes 平台，输入以下命令： +如果您使用的是 HyperAI 平台，输入以下命令： ```bash -curl https://hyperai-tutorials-****.gear-c1.openbayes.net/v1/completions \ +curl https://open-resources-pavntw13rh4k.gear.hyperai.host/v1/completions \ -H "Content-Type: application/json" \ -d '{ - "model": "/input0/Qwen-1_8B-Chat/", + "model": "/input1/Qwen3-0.6B/", "prompt": "描述一下北京的秋天", - "max_tokens": 512 + "max_tokens": 128 }' ``` 响应结果如下： -![图片](/img/docs/02-tutorials/curl_res_local.png) +![图片](/img/docs/02-tutorials/curl_res_api_cn.png) + +

+ +

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insertions(+), 40 deletions(-) diff --git a/docs/13-vllm-tutorials/02-infer-34b-with-vllm.md b/docs/13-vllm-tutorials/02-infer-34b-with-vllm.md index ea8b1d9..61b799d 100644 --- a/docs/13-vllm-tutorials/02-infer-34b-with-vllm.md +++ b/docs/13-vllm-tutorials/02-infer-34b-with-vllm.md @@ -2,7 +2,7 @@ title: 使用 vLLM 对 Qwen2.5 推理 --- -[在线运行此教程](https://openbayes.com/console/hyperai-tutorials/containers/wmGLO8o5IiV) +[在线运行此教程](https://app.hyper.ai/console/public/tutorials/IDcCqWcOKRD?utm_source=vLLM-CNdoc&utm_medium=vLLM-CNdoc-V1&utm_campaign=vLLM-CNdoc-V1-25ap) 本教程演示了如何在短短 5 小时内推理 LLM 3B 模型。 @@ -19,25 +19,100 @@ title: 使用 vLLM 对 Qwen2.5 推理 ## 1. 安装 vLLM -该教程基于 OpenBayes 云平台操作，该平台已完成 vllm==0.5.4 的安装。如果您在平台上操作，请跳过此步骤。如果您在本地部署，请按照以下步骤进行安装。 - -安装 vLLM 非常简单： +该教程基于 app.hyper.ai 云平台操作，该平台已完成 vllm==0.11.0 的安装。如果您在平台上操作，请跳过此步骤。如果您在本地部署，请按照以下步骤进行安装。 ``` -pip install vllm +!pip install -U vllm -i https://pypi.org/simple ``` -本教程已经安装 vllm==0.5.4，如需更新 vllm 请取消下行注释 +## 2. 使用 vLLM 加载 Qwen 量化模型 ``` -!pip install -U vllm +import os, math, numpy as np +# os.environ["CUDA_VISIBLE_DEVICES"]="0" +# os.environ["VLLM_USE_V1"]="0" ``` -## 2. 使用 vLLM 加载 Qwen 量化模型 - ``` -import os, math, numpy as np -os.environ["CUDA_VISIBLE_DEVICES"]="0" +# 自定义逻辑处理器 +from typing import Optional, List +import torch +from vllm.config import VllmConfig +from vllm.sampling_params import SamplingParams +from vllm.v1.sample.logits_processor import ( + BatchUpdate, + LogitsProcessor, + MoveDirectionality +) +class ForceTokenLogitsProcessor(LogitsProcessor): + """ + vLLM 风格 logits processor: + - 可以在批处理中针对每个请求指定 target_token 或 allowed_ids + - 在 apply() 中屏蔽其他 token 或提升 allowed token 权重 + """ + + def __init__(self, vllm_config: "VllmConfig", device: torch.device, is_pin_memory: bool, + allowed_ids: Optional[List[int]] = None): + """ + allowed_ids: 全局允许 token id 列表 + """ + self.req_info: dict[int, int] = {} # 每个请求 target token + self.allowed_ids = allowed_ids if allowed_ids is not None else [] + + def is_argmax_invariant(self) -> bool: + return False + + def update_state(self, batch_update: Optional[BatchUpdate]): + if not batch_update: + return + + # 处理新增请求 + for index, params, _, _ in batch_update.added: + assert params is not None + # 优先使用 SamplingParams.extra_args 中的 target_token + if params.extra_args and (target_token := params.extra_args.get("target_token")): + self.req_info[index] = target_token + else: + self.req_info.pop(index, None) + + if self.req_info: + # 处理移除请求 + for index in batch_update.removed: + self.req_info.pop(index, None) + + # 处理移动请求 + for adx, bdx, direct in batch_update.moved: + a_val = self.req_info.pop(adx, None) + b_val = self.req_info.pop(bdx, None) + if a_val is not None: + self.req_info[bdx] = a_val + if direct == MoveDirectionality.SWAP and b_val is not None: + self.req_info[adx] = b_val + + def apply(self, logits: torch.Tensor) -> torch.Tensor: + """ + logits: shape (batch_size, vocab_size) + 逻辑: + 1. 如果 req_info 有 target_token，则只保留该 token + 2. 对 allowed_ids 全局 token，增加权重 +100 + """ + if not self.req_info and not self.allowed_ids: + return logits + + # 1️⃣ 针对每个请求保留 target_token + if self.req_info: + rows = torch.tensor(list(self.req_info.keys()), dtype=torch.long, device=logits.device) + cols = torch.tensor(list(self.req_info.values()), dtype=torch.long, device=logits.device) + values_to_keep = logits[rows, cols].clone() + logits[rows] = float('-inf') + logits[rows, cols] = values_to_keep + + # 2️⃣ 对全局 allowed_ids token 提升权重 + if self.allowed_ids: + idx = torch.tensor(self.allowed_ids, dtype=torch.long, device=logits.device) + logits[:, idx] += 100 + + return logits ``` ``` @@ -48,17 +123,26 @@ import vllm llm = vllm.LLM( "/input0/Qwen2.5-3B-Instruct-AWQ", quantization="awq", - tensor_parallel_size=1, - gpu_memory_utilization=0.95, + tensor_parallel_size=1, + gpu_memory_utilization=0.95, trust_remote_code=True, - dtype="half", + dtype="half", enforce_eager=True, - max_model_len=512, + max_model_len=8192, + # 新增自定义的逻辑处理器 + logits_processors = [ForceTokenLogitsProcessor] + # num_scheduler_steps=1, #distributed_executor_backend="ray", ) tokenizer = llm.get_tokenizer() ``` +``` +import vllm +print(f"当前加载的 vLLM 版本: {vllm.__version__}") +``` + + ## 3. 加载测试数据 在提交期间，我们加载 128 行 train 来计算 CV 分数，加载测试数据。 @@ -67,7 +151,7 @@ tokenizer = llm.get_tokenizer() import pandas as pd VALIDATE = 128 -test = pd.read_csv("./lmsys-chatbot-arena/test.csv") +test = pd.read_csv("./lmsys-chatbot-arena/test.csv") if len(test)==3: test = pd.read_csv("./lmsys-chatbot-arena/train.csv") test = test.iloc[:VALIDATE] @@ -85,7 +169,7 @@ test.head(1) from typing import Any, Dict, List from transformers import LogitsProcessor import torch - +from abc import ABC, abstractmethod choices = ["A","B","tie"] KEEP = [] @@ -94,15 +178,24 @@ for x in choices: KEEP.append(c) print(f"Force predictions to be tokens {KEEP} which are {choices}.") + + class DigitLogitsProcessor(LogitsProcessor): def __init__(self, tokenizer): self.allowed_ids = KEEP - + def __call__(self, input_ids: List[int], scores: torch.Tensor) -> torch.Tensor: scores[self.allowed_ids] += 100 return scores ``` +``` +choices = ["A", "B", "tie"] +KEEP = [tokenizer.encode(x, add_special_tokens=False)[0] for x in choices] +print("Allowed token ids:", KEEP) +print(type(KEEP)) +``` + ``` sys_prompt = """Please read the following prompt and two responses. Determine which response is better. If the responses are relatively the same, respond with 'tie'. Otherwise respond with 'A' or 'B' to indicate which is better.""" @@ -115,31 +208,26 @@ SS = "#"*25 + "\n" ``` all_prompts = [] for index,row in test.iterrows(): + a = str(row.prompt) if row.prompt is not None else "" + b = str(row.response_a) if row.response_a is not None else "" + c = str(row.response_b) if row.response_b is not None else "" - a = " ".join(eval(row.prompt, {"null": ""})) - b = " ".join(eval(row.response_a, {"null": ""})) - c = " ".join(eval(row.response_b, {"null": ""})) - - prompt = f"{SS}PROMPT: "+a+f"\n\n{SS}RESPONSE A: "+b+f"\n\n{SS}RESPONSE B: "+c+"\n\n" - + prompt = f"{SS}PROMPT: {a}\n\n{SS}RESPONSE A: {b}\n\n{SS}RESPONSE B: {c}\n\n" formatted_sample = sys_prompt + "\n\n" + prompt - - all_prompts.append( formatted_sample ) + all_prompts.append(formatted_sample) ``` -## 5. Infer 测试 - -现在使用 vLLM 推断测试。我们要求 vLLM 输出第一个 Token 中被认为预测的前 5 个 Token 的概率。并将预测限制为 1 个 token，以提高推理速度。 - -根据推断 128 个训练样本所需的速度，可以推断出 25000 个测试样本需要多长时间。 +``` +print(type(all_prompts)) +``` ``` -from time import time -start = time() +all_prompts[0] +``` -logits_processors = [DigitLogitsProcessor(tokenizer)] -responses = llm.generate( - all_prompts, +``` +response = llm.generate( + ["aaa","vvvv","aaaa"], vllm.SamplingParams( n=1, # Number of output sequences to return for each prompt. top_p=0.9, # Float that controls the cumulative probability of the top tokens to consider. @@ -147,12 +235,50 @@ responses = llm.generate( seed=777, # Seed for reprodicibility skip_special_tokens=True, # Whether to skip special tokens in the output. max_tokens=1, # Maximum number of tokens to generate per output sequence. - logits_processors=logits_processors, - logprobs = 5 + # 删除原来的，不支持了为单独的每个req设置logits_processors,需要在启动模型时自行设置中设置，然后使用SamplingParams单独设置 + #logits_processors=logits_processors, + # logprobs = 5, ), use_tqdm = True ) +response +``` + + +## 5. Infer 测试 +现在使用 vLLM 推断测试。我们要求 vLLM 输出第一个 Token 中被认为预测的前 5 个 Token 的概率。并将预测限制为 1 个 token，以提高推理速度。 + +根据推断 128 个训练样本所需的速度，可以推断出 25000 个测试样本需要多长时间。 + +``` +from time import time +start = time() + +logits_processors = [DigitLogitsProcessor(tokenizer)] + +results = [] +batch_size = 4 +for i in range(0, len(all_prompts), batch_size): + batch_prompts = all_prompts[i:i+batch_size] + response = llm.generate( + batch_prompts, + vllm.SamplingParams( + n=1, # Number of output sequences to return for each prompt. + top_p=0.9, # Float that controls the cumulative probability of the top tokens to consider. + temperature=0, # randomness of the sampling + seed=777, # Seed for reprodicibility + # skip_special_tokens=True, # Whether to skip special tokens in the output. + max_tokens=1, # Maximum number of tokens to generate per output sequence. + # 删除原来的，不支持了为单独的每个req设置logits_processors,需要在启动模型时自行设置中设置，然后使用SamplingParams单独设置 + #logits_processors=logits_processors, + # logprobs = 5, + extra_args = {"target_token": KEEP} + ), + use_tqdm = True + ) + results.append(response) +responses = [item for batch in results for item in batch] end = time() elapsed = (end-start)/60. #minutes print(f"Inference of {VALIDATE} samples took {elapsed} minutes!") @@ -186,7 +312,7 @@ for i,response in enumerate(responses): #print(f"error {i}") results.append( np.array([1/3., 1/3., 1/3.]) ) errors += 1 - + print(f"There were {errors} inference errors out of {i+1} inferences") results = np.vstack(results) ``` @@ -198,7 +324,7 @@ sub = pd.read_csv("./lmsys-chatbot-arena/sample_submission.csv") if len(test)!=VALIDATE: sub[["winner_model_a","winner_model_b","winner_tie"]] = results - + sub.to_csv("submission.csv",index=False) sub.head() ``` From 6646f19ac90c11dc61eed62c123e6be427570975 Mon Sep 17 00:00:00 2001 From: yudi3ooo Date: Wed, 10 Dec 2025 15:44:10 +0800 Subject: [PATCH 188/189] Update 03-few-shot-w-qwen2-5.md --- .../03-few-shot-w-qwen2-5.md | 98 +++++++++---------- 1 file changed, 47 insertions(+), 51 deletions(-) diff --git a/docs/13-vllm-tutorials/03-few-shot-w-qwen2-5.md b/docs/13-vllm-tutorials/03-few-shot-w-qwen2-5.md index 4b5416d..6d2a8aa 100644 --- a/docs/13-vllm-tutorials/03-few-shot-w-qwen2-5.md +++ b/docs/13-vllm-tutorials/03-few-shot-w-qwen2-5.md @@ -2,9 +2,9 @@ title: 使用 vLLM 加载 AWQ 量化 Qwen2.5-3B-Instruct 进行少样本学习 (Few shot) --- -[在线运行此教程](https://openbayes.com/console/hyperai-tutorials/containers/1HFARLMLJXL) +[在线运行此教程](https://app.hyper.ai/console/public/tutorials/5Met4pFuwtL?utm_source=vLLM-CNdoc&utm_medium=vLLM-CNdoc-V1&utm_campaign=vLLM-CNdoc-V1-25ap) -该教程为在 RTX4090 上使用 vLLM 加载 AWQ 量化 Qwen2.5-3B-Instruct。 +该教程为在 RTX3090 上使用 vLLM 加载 AWQ 量化 Qwen2.5-3B-Instruct。 - 对于每个测试问题，我们使用训练数据检索一组「支持」它的类似问题。 - 考虑「construct」和「subject」等内容 @@ -66,11 +66,11 @@ k = 3 train_eval = True n_train_eval_rows = 100 -comp_dir = './eedi-mining-misconceptions-in-mathematics' +comp_dir = '/openbayes/home/eedi-mining-misconceptions-in-mathematics' -llm_model_pth = '/input0/Qwen2.5-3B-Instruct-AWQ' +llm_model_pth = '/openbayes/input/input0/Qwen2.5-3B-Instruct-AWQ' -embed_model_pth = '/input0/nomic-embed-text-v1.5' +embed_model_pth = '/openbayes/input/input0/nomic-embed-text-v1.5' if os.getenv("KAGGLE_IS_COMPETITION_RERUN"): @@ -100,7 +100,7 @@ llm = LLM( llm_model_pth, trust_remote_code=True, dtype="half", max_model_len=4096, - tensor_parallel_size=1, gpu_memory_utilization=0.95, + tensor_parallel_size=1, gpu_memory_utilization=0.95, ) tokenizer = llm.get_tokenizer() @@ -115,17 +115,17 @@ misconception_cols = ["MisconceptionAId", "MisconceptionBId", "MisconceptionCId keep_cols = ["QuestionId", "CorrectAnswer", "ConstructName", "SubjectName", "QuestionText" ] def wide_to_long(df: pd.DataFrame) -> pd.DataFrame: + - # Melt the answer columns answers_df = pd.melt( id_vars=keep_cols, frame=df[keep_cols + answer_cols], var_name='Answer', value_name='Value' ).sort_values(["QuestionId", "Answer"]).reset_index(drop=True) - if misconception_cols[0] not in df.columns: # If test set + if misconception_cols[0] not in df.columns: return answers_df + - # Melt the misconception columns misconceptions_df = pd.melt( id_vars=keep_cols, frame=df[keep_cols + misconception_cols], @@ -133,7 +133,7 @@ def wide_to_long(df: pd.DataFrame) -> pd.DataFrame: ).sort_values(["QuestionId", "Misconception"]).reset_index(drop=True) answers_df[['Misconception', 'MisconceptionId']] = misconceptions_df[['Misconception', 'MisconceptionId']] - + return answers_df test = wide_to_long(test) train = wide_to_long(train) @@ -165,35 +165,35 @@ test.head(3) ``` def get_topk_similar_rows(question_id: int, construct: str, subject: str, top_k: int) -> list[int]: """ Gets the top n ids of questions that most similar to the given construct and subject """ - - # Rows with similar construct and subject + + # 具有相似结构和主题的行 similar_cs_rows = train[(train.ConstructName == construct) & (train.SubjectName == subject)] similar_cs_qids = list(set(similar_cs_rows.QuestionId.values.tolist())) - + if train_eval and question_id in similar_cs_qids: similar_cs_qids.remove(question_id) - + if len(similar_cs_qids) >= top_k: k_similar_cs_qids = sample(similar_cs_qids, top_k) return k_similar_cs_qids - # Rows with similar construct or subject for remainder of top_k + # 对于 top_k 的余数，具有类似结构或主题的行 similar_s_rows = train[(train.ConstructName != construct) & (train.SubjectName == subject)] similar_c_rows = train[(train.ConstructName == construct) & (train.SubjectName != subject)] similar_c_or_s_qids = list(set(similar_s_rows.QuestionId.values.tolist() + similar_c_rows.QuestionId.values.tolist())) - + if train_eval and question_id in similar_c_or_s_qids: similar_c_or_s_qids.remove(question_id) - + if len(similar_c_or_s_qids) >= top_k - len(similar_cs_qids): n_similar_c_or_s_qids = sample(similar_c_or_s_qids, top_k - len(similar_cs_qids)) return similar_cs_qids + n_similar_c_or_s_qids - # Random rows for remainder of top_k + # top_k 的余数的随机行 not_so_similar_rows = train[(train.ConstructName != construct) & (train.SubjectName != subject)] not_so_similar_rows_qids = list(set(not_so_similar_rows.QuestionId.values.tolist())) - + if train_eval and question_id in not_so_similar_rows_qids: not_so_similar_rows_qids.remove(question_id) - + n_not_so_similar_rows_qids = sample(not_so_similar_rows_qids, top_k - len(similar_c_or_s_qids)) return similar_c_or_s_qids + n_not_so_similar_rows_qids ``` @@ -209,10 +209,10 @@ def get_conversation_msgs(question, correct_ans, incorrect_ans, misconception): {'role': 'assistant', 'content': 'Now provide the incorrect answer and I will anaylze the difference to infer the misconception.'}, {'role': 'user', 'content': 'Incorrect Answer: ' + incorrect_ans.strip()}, ] - + if misconception is not None: msgs += [{'role': 'assistant', 'content': 'Misconception for incorrect answer: ' + misconception}] - + return msgs ``` @@ -224,65 +224,65 @@ def get_conversation_msgs(question, correct_ans, incorrect_ans, misconception): ``` sampling_params = SamplingParams( - n=10, # 对于每个提示，返回的输出序列数量。Number of output sequences to return for each prompt. - # top_p=0.5, # 控制考虑的顶部标记的累积概率的浮点数。Float that controls the cumulative probability of the top tokens to consider. - temperature=0.7, # 采样的随机性。randomness of the sampling - seed=1, # -用于可重复性的种子。Seed for reprodicibility - skip_special_tokens=True, # 是否在输出中跳过特殊标记。Whether to skip special tokens in the output. - max_tokens=64, # 每个输出序列生成的最大标记数。Maximum number of tokens to generate per output sequence. - stop=['\n\n', '. '], # 当生成的文本中包含这些字符串时，将停止生成过程的字符串列表。List of strings that stop the generation when they are generated. + n=10, # 对于每个提示，返回的输出序列数量。 + # top_p=0.5, # 控制考虑的顶部标记的累积概率的浮点数。 + temperature=0.7, # 采样的随机性。 + seed=1, # 用于可重复性的种子。 + skip_special_tokens=True, # 是否在输出中跳过特殊标记。 + max_tokens=64, # 每个输出序列生成的最大标记数。 + stop=['\n\n', '. '], # 当生成的文本中包含这些字符串时，将停止生成过程的字符串列表。 ) + ``` ``` submission = [] for idx, row in tqdm(test.iterrows(), total=len(test)): - + if idx % 50: clean_memory() clean_memory() - + if row['CorrectAnswer'] == row['AnswerId']: continue if train_eval and not row['MisconceptionId'] >= 0: continue - + context_qids = get_topk_similar_rows(row['QuestionId'], row['ConstructName'], row['SubjectName'], k) correct_answer = test[(test.QuestionId == row['QuestionId']) & (test.CorrectAnswer == test.AnswerId)].Value.tolist()[0] - + messages = [] for qid in context_qids: correct_option = train[(train.QuestionId == qid) & (train.CorrectAnswer == train.AnswerId)] incorrect_options = train[(train.QuestionId == qid) & (train.CorrectAnswer != train.AnswerId)] for idx, incorrect_option in incorrect_options.iterrows(): - if type(incorrect_option['MisconceptionName']) == str: # Filter out NaNs + if type(incorrect_option['MisconceptionName']) == str: messages += get_conversation_msgs( question = correct_option.QuestionText.tolist()[0], correct_ans = correct_option.Value.tolist()[0], incorrect_ans = incorrect_option['Value'], misconception = incorrect_option['MisconceptionName'], ) - - # 对话对于错误答案以获取误解的原因。Coversation for Incorrect answer to get misconception for + + # 对话对于错误答案以获取误解的原因。 messages += get_conversation_msgs( question = row['QuestionText'], correct_ans = correct_answer, incorrect_ans = row['Value'], misconception = None, ) - + output = llm.chat(messages, sampling_params, use_tqdm=False) inferred_misconceptions = [imc.text.split(':')[-1].strip() for imc in output[0].outputs] if not train_eval: submission.append([f"{row['QuestionId']}_{row['AnswerId']}", inferred_misconceptions]) else: submission.append([ - f"{row['QuestionId']}_{row['AnswerId']}", - inferred_misconceptions, + f"{row['QuestionId']}_{row['AnswerId']}", + inferred_misconceptions, context_qids, [int(row['MisconceptionId'])], row['MisconceptionName'] ]) -submission = pd.DataFrame(submission, columns=['QuestionId_Answer', 'InferredMisconception', 'TopKQuestionIDs', +submission = pd.DataFrame(submission, columns=['QuestionId_Answer', 'InferredMisconception', 'TopKQuestionIDs', 'MisconceptionIdGT', 'MisconceptionNameGT'][:len(submission[0])]) len(submission) @@ -304,6 +304,7 @@ clean_memory(deep=True) ``` ``` +embed_model_pth="/openbayes/input/input0/nomic-bert-2048" tokenizer = AutoTokenizer.from_pretrained(embed_model_pth, trust_remote_code=True) embed_model = AutoModel.from_pretrained(embed_model_pth, trust_remote_code=True).to("cuda:0") ``` @@ -319,7 +320,7 @@ def generate_embeddings(texts, batch_size=8): embeddings = outputs.last_hidden_state[:, 0, :] # CLS token embeddings = torch.nn.functional.normalize(embeddings, p=2, dim=1) all_embeddings.append(embeddings.cpu().numpy()) - + return np.concatenate(all_embeddings, axis=0) ``` @@ -355,21 +356,16 @@ Borda count 是一种非常简单的排名机制 def borda_count(rankings): scores = {} num_elements = len(next(iter(rankings))) - + for model_ranking in rankings: for idx, item in enumerate(model_ranking): points = num_elements - idx scores[item] = scores.get(item, 0) + points - - # 根据总分排序误解。Sort the misconceptions based on total points + + # 根据总分排序误解。 final_ranking = sorted(scores.items(), key=lambda x: x[1], reverse=True) ranked_results = [r for r, score in final_ranking] return ranked_results - -# 计算最终排名。Compute the final ranking -final_rankings = np.array([borda_count(result) for result in n_results]) - -final_rankings.shape ``` ``` @@ -382,7 +378,7 @@ submission['MisconceptionId'] = final_rankings[:, :25].tolist() if train_eval: submission['apk@25'] = submission.apply(lambda row: apk(row['MisconceptionIdGT'], row['MisconceptionId']), axis=1) submission.to_csv('submission_debug.csv', index=False) - + print(submission['apk@25'].mean()) ``` From 3b2097fa1e1f69ac1a88e81972ca0ddd23d89838 Mon Sep 17 00:00:00 2001 From: yudi3ooo Date: Wed, 10 Dec 2025 15:56:16 +0800 Subject: [PATCH 189/189] Update 04-vllm-langchain-tutorial.md --- .../04-vllm-langchain-tutorial.md | 96 ++++++++----------- 1 file changed, 40 insertions(+), 56 deletions(-) diff --git a/docs/13-vllm-tutorials/04-vllm-langchain-tutorial.md b/docs/13-vllm-tutorials/04-vllm-langchain-tutorial.md index a57c12d..29dc3b2 100644 --- a/docs/13-vllm-tutorials/04-vllm-langchain-tutorial.md +++ b/docs/13-vllm-tutorials/04-vllm-langchain-tutorial.md @@ -2,7 +2,7 @@ title: 将 LangChain 与 vLLM 结合使用：完整教程 --- -[在线运行此教程](https://openbayes.com/console/hyperai-tutorials/containers/ODfeIHjjXbW) +[在线运行此教程](https://app.hyper.ai/console/public/tutorials/msGnL0wPdFe?utm_source=vLLM-CNdoc&utm_medium=vLLM-CNdoc-V1&utm_campaign=vLLM-CNdoc-V1-25ap) LangChain 是提供构建复杂操作链的工具，而 vLLM 专注于高效的模型推理。两者结合应用可以简化并加速智能 LLM 应用程序的开发。 @@ -23,13 +23,13 @@ vLLM 配置要求： 操作系统： Linux -Python 版本： Python >= 3.8 +Python 版本： Python >= 3.10 GPU 要求：计算能力 >= 7.0 的 GPU（例如 V100、T4、RTX20xx、A100、L4、H100）。 -CUDA 版本： vLLM 使用 CUDA 12.1 编译。请确保您的系统正在运行此版本。 +CUDA 版本：vLLM 的二进制文件默认使用 CUDA 12.9 和公开发布的 PyTorch 版本编译。 -如果您没有运行 CUDA 12.1，您可以安装为您的 CUDA 版本编译的 vLLM 版本或将您的 CUDA 升级到版本 12.1。 +如果您没有运行 CUDA 12.9，您可以安装为您的 CUDA 版本编译的 vLLM 版本或将您的 CUDA 升级到版本 12.9。 在继续之前，建议执行一些基本检查以确保一切都安装正确。您可以通过运行以下命令来验证 PyTorch 是否与 CUDA 一起使用： @@ -38,13 +38,13 @@ CUDA 版本： vLLM 使用 CUDA 12.1 编译。请确保您的系统正在运行 python -c 'import torch; print(torch.cuda.is_available())' ``` -vLLM 是一个 Python 库，还包含预编译的 C++ 和 CUDA (12.1) 二进制文件。但是，如果您需要 CUDA 11.8，则可以使用以下命令安装兼容版本： +vLLM 是一个 Python 库，还包含预编译的 C++ 和 CUDA (12.9) 二进制文件。但是，如果您需要 CUDA 12.8，则可以使用以下命令安装兼容版本： ```python -# Install vLLM with CUDA 11.8 -export VLLM_VERSION=0.6.1.post1 +# Install vLLM with CUDA 12.8 +export VLLM_VERSION=0.11.0 export PYTHON_VERSION=310 -pip install https://github.com/vllm-project/vllm/releases/download/v${VLLM_VERSION}/vllm-${VLLM_VERSION}+cu118-cp${PYTHON_VERSION}-cp${PYTHON_VERSION}-manylinux1_x86_64.whl --extra-index-url https://download.pytorch.org/whl/cu118 +pip install https://github.com/vllm-project/vllm/releases/download/vVLLMVERSION/vllm−{VLLM_VERSION}/vllm-{VLLM_VERSION}+cu128-cpPYTHONVERSION−cp{PYTHON_VERSION}-cp{PYTHON_VERSION}-manylinux1_x86_64.whl --extra-index-url https://download.pytorch.org/whl/cu128 ``` ### Docker 安装 @@ -63,46 +63,42 @@ pip install --upgrade --quiet vllm -q pip install langchain langchain_community -q ``` -本教程已经安装 vllm==0.6.4，只需将 langchain 相关包安装完毕。 +本教程已经安装 vllm==0.11.0，只需将 langchain 相关包安装完毕。 -```` -!pip install -U langchain langchain_community -q``` +``` +!pip install -U langchain langchain_community -q +``` ## 2. 配置 vLLM 以与 LangChain 配合使用 -现在依赖项已安装完毕，我们可以设置 vLLM 并将其连接到 LangChain。为此，我们将从 LangChain 社区集成中导入 VLLM。下面的示例演示了如何使用 vLLM 库初始化模型并将其与 LangChain 集成。 - -```` +现在依赖项已安装完毕，我们可以设置 vLLM 并将其连接到 LangChain。为此，我们将从 LangChain 社区集成中导入 VLLM。下面的示例演示了如何使用 vLLM 库初始化模型并将其与 LangChain 集成。 +``` import gc import ctypes import torch def clean_memory(deep=False): -gc.collect() -if deep: -ctypes.CDLL("libc.so.6").malloc_trim(0) -torch.cuda.empty_cache() - + gc.collect() + if deep: + ctypes.CDLL("libc.so.6").malloc_trim(0) + torch.cuda.empty_cache() ``` ``` - from langchain_community.llms import VLLM # Initializing the vLLM model - llm = VLLM( -model="/input0/Qwen2.5-1.5B-Instruct", -trust_remote_code=True, # mandatory for Hugging Face models -max_new_tokens=128, -top_k=10, -top_p=0.95, -temperature=0.8, + model="/input0/Qwen2.5-1.5B-Instruct", + trust_remote_code=True, # mandatory for Hugging Face models + max_new_tokens=128, + top_k=10, + top_p=0.95, + temperature=0.8, ) # Running a simple query - print(llm.invoke("What are the most popular Halloween Costumes?")) ``` @@ -123,34 +119,27 @@ print(llm.invoke("What are the most popular Halloween Costumes?")) | 使用光束搜索 | 是否使用集束搜索而不是采样来生成更优化的序列。默认值为 False。 | | 复制代码 | 保存对 vLLM LLM 调用有效的未明确指定的附加参数。 | -在此示例中，我们加载 `Qwen2.5-1.5B-Instruct` 模型并配置`max_new_tokens`、`top_k`和 等参数`temperature`。这些设置会影响模型生成文本的方式。 +在此示例中，我们加载 `Qwen2.5-1.5B-Instruct` 模型并配置 `max_new_tokens`、`top_k` 和等参数 `temperature`。这些设置会影响模型生成文本的方式。 ## 3. 使用 LangChain 和 vLLM 创建链 LangChain 的核心功能之一是能够创建操作链，从而实现更复杂的交互。我们可以轻松地将 vLLM 模型集成到 LLMChain 中，从而提供更大的灵活性。 - ``` - -from langchain.chains import LLMChain from langchain_core.prompts import PromptTemplate # Defining a prompt template for our LLMChain - template = """Question: {question} Answer: Let's think step by step.""" prompt = PromptTemplate.from_template(template) # Creating an LLMChain with vLLM - -llm_chain = LLMChain(prompt=prompt, llm=llm) +llm_chain =prompt|llm # Testing the LLMChain - question = "Who was the US president in the year the first Pokemon game was released?" print(llm_chain.invoke(question)) - ``` ## 4. 利用多 GPU 推理进行扩展 @@ -159,57 +148,52 @@ print(llm_chain.invoke(question)) 要运行多 GPU 推理，请 tensor_parallel_size 在初始化 VLLM 类时使用该参数。 ``` - -del llm +del llm,llm_chain clean_memory(deep=True) - ``` ``` - from langchain_community.llms import VLLM # Running inference on multiple GPUs - llm = VLLM( -model="/input0/Qwen2.5-1.5B-Instruct", -tensor_parallel_size=1, # using 1 GPUs -trust_remote_code=True, + model="/input0/Qwen2.5-1.5B-Instruct", + tensor_parallel_size=1, # using 1 GPUs + trust_remote_code=True, + max_new_tokens=128, + top_k=10, + top_p=0.95, + temperature=0.8, + gpu_memory_utilization=0.7, ) print(llm.invoke("What is the future of AI?")) - ``` 对于较大的模型，强烈建议使用此方法，因为它的计算量很大，而且在单个 GPU 上运行速度太慢。 ## 5. 利用量化提高效率 + 量化是一种通过减少内存使用和加快计算来提高语言模型性能的有效技术。 vLLM 支持 AWQ 量化格式。要启用它，请通过参数传递量化选项 vllm_kwargs。量化允许在资源受限的环境（例如边缘设备或较旧的 GPU）中部署 LLM，而不会牺牲太多准确性。 ``` - del llm clean_memory(deep=True) - ``` ``` - llm_q = VLLM( -model="/input0/Qwen2.5-3B-Instruct-AWQ", -trust_remote_code=True, -max_new_tokens=512, -vllm_kwargs={"quantization": "awq"}, + model="/input0/Qwen2.5-3B-Instruct-AWQ", + trust_remote_code=True, + max_new_tokens=512, + vllm_kwargs={"quantization": "awq"}, ) - # Running a simple query - print(llm_q.invoke("What are the most popular Halloween Costumes?")) - ``` 在此示例中，Qwen2.5-3B-Instruct-AWQ模型已量化以实现最佳性能。在将应用程序部署到生产环境（成本和资源效率至关重要）时，此功能尤其有用。

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