作为开发者,你是否希望随时随地都能使用 AI 辅助编程?今天我们来搭建一套完整的移动端 AI 编程环境:Termux + Neovim + chat.nvim + Nova。这套组合让你在手机上也能享受强大的 AI 编程助手,无缝衔接电脑端的开发体验。
本文目标:在 Android 手机上搭建完整的 AI 辅助编程环境,支持:
- 在 Termux 中使用 Neovim + chat.nvim 进行 AI 对话
- 通过 Nova Android 应用同步访问 chat.nvim 会话
- 实现电脑端和移动端的无缝切换
在开始之前,先了解这两个项目:
chat.nvim 是一个轻量级、可扩展的 Neovim AI 聊天插件,支持:
Nova 是 chat.nvim 的 Android 移动端客户端:
Termux 是 Android 平台上的终端模拟器和 Linux 环境。
方式一:F-Droid(推荐)
F-Droid 版本是官方维护版本,功能最完整:
方式二:GitHub Releases
直接下载 APK:
# 访问 GitHub Releases 页面
https://github.com/termux/termux-app/releases
⚠️ 注意:不要从 Google Play 安装,Play 版本已停止更新且存在兼容性问题。
安装完成后,打开 Termux 进行初始配置:
# 更新包管理器
pkg update && pkg upgrade
# 安装基础工具
pkg install git curl wget
# 获取存储权限(可选)
termux-setup-storage
chat.nvim 需要较新版本的 Neovim(建议 0.9+)。
pkg install neovim
验证安装:
nvim --version
# 创建 chat 目录
mkdir -p ~/chat && cd ~/chat
# 克隆 chat.nvim 及其依赖
git clone https://github.com/wsdjeg/chat.nvim
git clone https://github.com/wsdjeg/logger.nvim
git clone https://github.com/wsdjeg/job.nvim
git clone https://github.com/wsdjeg/notify.nvim
# 创建 init.lua 配置文件
cat > ~/chat/init.lua << 'EOF'
-- 添加插件到 runtimepath
vim.opt.runtimepath:append(vim.fn.expand("~/chat/logger.nvim"))
vim.opt.runtimepath:append(vim.fn.expand("~/chat/job.nvim"))
vim.opt.runtimepath:append(vim.fn.expand("~/chat/notify.nvim"))
vim.opt.runtimepath:append(vim.fn.expand("~/chat/chat.nvim"))
-- 配置 chat.nvim
require("chat").setup({
-- 基础设置
width = 0.8,
height = 0.8,
auto_scroll = true,
border = "rounded",
-- AI 提供商设置
provider = "deepseek", -- 默认提供商
model = "deepseek-chat", -- 默认模型
-- API Keys(统一配置)
api_key = {
deepseek = "your-deepseek-api-key-here", -- 替换为你的 DeepSeek API Key
-- github = "github_pat_xxxxxxxx", -- 可选:GitHub AI
-- openai = "sk-xxxxxxxxxxxx", -- 可选:OpenAI
},
-- HTTP Server 配置(用于 Nova 连接)
http = {
host = "127.0.0.1", -- 监听地址
port = 7777, -- 端口号
api_key = "your-secret-key-here", -- 设置 API Key 启用 HTTP Server
},
-- 文件访问控制
allowed_path = { "~/chat" }, -- 允许访问的目录(数组格式)
})
EOF
💡 提示:
-u init.lua参数指定使用当前目录的配置文件,不影响~/.config/nvim中的主配置。
每次使用时,从 ~/chat 目录启动 Neovim:
cd ~/chat
nvim -u init.lua
在 Neovim 中:
:Chat " 打开聊天窗口
:Chat new " 创建新会话
:Chat prev " 切换到上一个会话
:Chat next " 切换到下一个会话
:Chat delete " 删除当前会话
:Chat clear " 清空当前会话
:Chat cd ~/projects " 切换工作目录
:Chat save ~/chat.md " 保存会话到文件
:Chat load ~/chat.md " 加载会话
:Chat share " 分享会话
:Chat preview " 在浏览器预览
:Chat mcp start " 启动 MCP 服务器
:Chat mcp stop " 停止 MCP 服务器
在聊天窗口中:
Tab - 切换输入框和聊天窗口Enter - 发送消息Ctrl-C - 停止 AI 响应? - 查看帮助Nova 让你在手机上通过图形界面访问 chat.nvim。
Nova-v{version}.apk在 Termux 中启动 chat.nvim 后,HTTP Server 会自动运行(因为配置了 http.api_key)。
检查服务器是否运行:
# 在 Termux 中测试(需要另开一个会话)
curl http://127.0.0.1:7777/sessions -H "X-API-Key: your-secret-key-here"
如果返回会话列表(可能是空的 []),说明服务器正常运行。
+ 添加账号127.0.0.1(本机)或局域网 IP7777init.lua 中 http.api_key 相同+ 按钮为了方便启动,创建一个脚本:
# 创建启动脚本
cat > ~/chat/start.sh << 'EOF'
#!/data/data/com.termux/files/usr/bin/bash
cd ~/chat
nvim -u init.lua
EOF
# 添加执行权限
chmod +x ~/chat/start.sh
以后只需运行:
~/chat/start.sh
在 ~/.bashrc 或 ~/.zshrc 中添加别名:
# 编辑配置文件
nano ~/.bashrc
添加:
alias chat='cd ~/chat && nvim -u init.lua'
然后:
source ~/.bashrc
现在只需输入 chat 就能快速启动!
为了安全,建议使用环境变量存储 API Key:
# 编辑 Termux 启动脚本
nano ~/.termux/shell
添加:
#!/data/data/com.termux/files/usr/bin/bash
export DEEPSEEK_API_KEY="sk-your-deepseek-key"
export OPENAI_API_KEY="sk-your-openai-key"
export CHAT_HTTP_KEY="your-http-secret-key"
然后修改 init.lua:
require("chat").setup({
provider = "deepseek",
model = "deepseek-chat",
api_key = {
deepseek = vim.env.DEEPSEEK_API_KEY,
openai = vim.env.OPENAI_API_KEY,
},
http = {
host = "127.0.0.1",
port = 7777,
api_key = vim.env.CHAT_HTTP_KEY,
},
allowed_path = { "~/chat" },
})
如果你想从电脑或其他设备访问 Termux 中的 chat.nvim:
修改 init.lua:
http = {
host = "0.0.0.0", -- 监听所有网络接口
port = 7777,
api_key = "your-secret-key-here",
},
查看 Termux 设备 IP:
ifconfig wlan0
# 或
ip addr show wlan0
然后在其他设备的 Nova 中连接:
http://192.168.1.xxx:7777
⚠️ 安全警告:局域网访问时,确保你的网络环境安全,并使用强 API Key。
Android 可能会在后台杀死 Termux 进程。解决方案:
# 获取 wake lock
termux-wake-lock
配置 Git 代理或使用镜像:
# 使用代理
git config --global http.proxy http://127.0.0.1:7890
# 或使用镜像(如 ghproxy)
git clone https://ghproxy.com/github.com/wsdjeg/chat.nvim
http.api_key)curl http://127.0.0.1:7777/sessions -H "X-API-Key: your-key"确保 runtimepath 配置正确,路径要使用绝对路径:
-- 检查路径是否正确
:lua print(vim.fn.expand("~/chat/chat.nvim"))
定期更新仓库获取新功能:
cd ~/chat
cd chat.nvim && git pull && cd ..
cd logger.nvim && git pull && cd ..
cd job.nvim && git pull && cd ..
cd notify.nvim && git pull && cd ..
完成后的目录结构:
~/chat/
├── init.lua # 配置文件
├── start.sh # 启动脚本(可选)
├── chat.nvim/ # chat.nvim 插件
│ ├── lua/
│ ├── plugin/
│ └── ...
├── logger.nvim/ # 日志依赖
├── job.nvim/ # 任务依赖
└── notify.nvim/ # 通知依赖
通过这套配置,你实现了:
✅ 移动端 AI 编程助手:在 Termux 中使用 Neovim + chat.nvim
✅ 图形化界面:通过 Nova 应用提供友好的聊天界面
✅ 无缝切换:Nova 直接连接 chat.nvim,会话数据实时同步
✅ 多提供商支持:自由选择 DeepSeek、OpenAI、Claude 等 AI 模型
✅ 轻量配置:无需插件管理器,直接使用 runtimepath
这套环境特别适合:
Happy Coding on Mobile! 📱✨
经过一段时间的开发和测试,Nova 终于迎来了第一个正式版本 v1.0.0!
Nova 是 chat.nvim 的 Android 客户端,通过连接 chat.nvim 的 HTTP Server,让你可以在手机上继续 Neovim 内的 AI 对话。
下载地址: Nova v1.0.0 Release
Nova-v1.0.apk支持添加、编辑、删除、设置默认账号:
完整的会话生命周期管理:
Nova 是一个原生 Android 应用:
| 技术 | 版本/说明 |
|---|---|
| 语言 | Java |
| 最低 SDK | Android 7.0 (API 24) |
| 目标 SDK | Android 14 (API 34) |
| UI | AppCompat + Material Design + ConstraintLayout |
| 列表 | RecyclerView |
| 网络 | OkHttp 4.12.0 |
| Markdown | Markwon 4.6.2 (含代码高亮、表格、任务列表等扩展) |
| JSON | org.json |
在 chat.nvim 中启动 HTTP Server:
-- chat.nvim 配置
http = {
host = '0.0.0.0', -- 允许外部访问
port = 8000,
api_key = 'your-secret-key',
}
打开 Nova,进入账号管理:
Nova 的核心优势是无缝同步:
┌──────────────┐ ┌──────────────┐
│ Neovim │ ◄──── 同一会话 ────► │ Nova │
│ (电脑端) │ │ (手机端) │
└──────────────┘ └──────────────┘
│ │
│ ┌──────────────┐ │
└───────► │ chat.nvim │ ◄───────┘
│ HTTP Server │
└──────────────┘
| 会话列表 | 聊天界面 | 设置界面 |
|---|---|---|
v1.0.0 是一个里程碑,后续版本计划支持:
Nova 是 chat.nvim 生态的重要一环,让你的 AI 助手突破桌面环境的限制。无论是在通勤路上、咖啡馆里,还是任何远离电脑的地方,只要有网络连接,就能随时继续你的 AI 对话。
感谢所有测试用户的反馈!如果你在使用中遇到问题或有新功能建议,欢迎在 GitHub Issues 提交反馈。
如果你已经在电脑上使用了 chat.nvim 这个 Neovim AI 对话插件,那么你一定会想知道:能否在手机上继续这些对话?
答案是可以的,chat.nvim 支持链接多种 IM 工具,包括微信、飞书、Telegram、Discord 等等。
和 IM 不同的是,Nova 是通过 chat.nvim 的 REST API 来链接各个会话,是一个专门为 chat.nvim 设计的 Android 客户端。
Nova 是一个 Android 原生应用,它通过连接 chat.nvim 的 HTTP Server,让你可以在手机上继续你的 AI 对话。
简单来说:
在手机上继续你的 Neovim AI 对话,无需重新开始,历史记录完整同步。
设置信息和会话列表保存在本地,保护你的隐私。
在手机上使用 Nova 之前,你需要:
ChatApp.apk首次使用需要配置服务器信息:
配置完成后:
Nova 是一个原生 Android 应用,使用以下技术:
| 技术 | 说明 |
|---|---|
| 语言 | Java |
| 最低 SDK | Android 7.0 (API 24) |
| 目标 SDK | Android 14 (API 34) |
| UI 框架 | AppCompat + Material Design |
| 网络请求 | OkHttp 4.12.0 |
| Markdown | Markwon 4.6.2 |
| JSON 解析 | org.json |
┌────────────────────┐
│ Tools / MCP │
│ (Editor) │
└────────────────────┘
▲
│ Async Job
▼
┌──────────────┐ HTTP API ┌──────────────┐ AI API ┌────────────┐
│ Nova │ ◄──────────► │ chat.nvim │ ◄────────► │ AI Model │
│ (Android) │ │ HTTP Server │ │ │
└──────────────┘ └──────────────┘ └────────────┘
▲
│
│ user input / result
▼
┌──────────────┐
│ Neovim │
│ Floating UI │
└──────────────┘
数据流:
重要: Nova 不直接连接大模型 API,而是通过 chat.nvim HTTP Server 作为中间层。
在家里、办公室、咖啡馆,无论在哪,只要你的电脑开启了 chat.nvim HTTP Server,就能通过手机随时访问。
| 会话列表 | 聊天界面 | 设置界面 |
|---|---|---|
Nova 还在不断进化中,后续计划支持:
如果你是开发者,想要参与贡献:
Nova 是 chat.nvim 生态的重要补充,它打破了桌面环境的限制,让你可以在移动设备上继续使用 AI 辅助开发。无论你是在通勤路上、咖啡馆里,还是任何远离电脑的地方,只要有网络连接,就能随时访问你的 AI 助手。
相关项目:picker.nvim - Neovim fuzzy finder
如果你在使用过程中遇到问题,欢迎在 GitHub Issues 提交反馈!
在开发 chat.nvim 插件时,
遇到了一个奇怪的错误:当使用 curl 发送较大的 JSON 请求体时,
会报错 ENAMETOOLONG: name too long。这个错误提示虽然明确,但背后的原因和解决方案却值得记录一下。
chat.nvim 是一个 Neovim 插件,用于在 Neovim 内集成 AI 助手功能。 在调用 AI API 时,需要使用 job.nvim 异步调用 curl 发送 POST 请求, 请求体是一个 JSON 对象,包含了模型名称、对话历史、工具定义等信息。
原始的实现方式是这样的:
local cmd = {
'curl',
'-s',
url,
'-H',
'Content-Type: application/json',
'-H',
'Authorization: Bearer ' .. api_key,
'-X',
'POST',
'-d',
vim.json.encode({
model = requestObj.model,
messages = requestObj.messages,
stream = true,
stream_options = { include_usage = true },
tools = require('chat.tools').available_tools(),
}),
}
local jobid = job.start(cmd, {
on_stdout = requestObj.on_stdout,
on_stderr = requestObj.on_stderr,
on_exit = requestObj.on_exit,
})
这种方式将 JSON 数据直接作为 curl 的 -d 参数传递,看似没问题,但当对话历史较长或者工具定义较多时,JSON 数据会变得很大,导致命令行参数过长。
ENAMETOOLONG 错误表明命令行参数超过了系统限制。不同操作系统对命令行参数长度有不同的限制:
MAX_ARG_STRLEN)当 JSON 数据包含大量对话历史或工具定义时,很容易超过这些限制。比如,一个包含 50 条对话记录的请求,JSON 可能就有几十 KB,再加上 URL、Header 等参数,总长度很容易超标。
curl 提供了一个非常实用的特性:使用 -d @- 从 stdin 读取数据。这样就可以避免命令行参数长度限制,将请求体通过 stdin 传递给 curl。
修改后的代码:
local cmd = {
'curl',
'-s',
url,
'-H',
'Content-Type: application/json',
'-H',
'Authorization: Bearer ' .. api_key,
'-X',
'POST',
'-d',
'@-', -- 从 stdin 读取数据
}
local body = vim.json.encode({
model = requestObj.model,
messages = requestObj.messages,
thinking = {
type = 'enabled',
},
stream = true,
stream_options = { include_usage = true },
tools = require('chat.tools').available_tools(),
})
local jobid = job.start(cmd, {
on_stdout = requestObj.on_stdout,
on_stderr = requestObj.on_stderr,
on_exit = requestObj.on_exit,
})
-- 通过 stdin 发送请求体
job.send(jobid, body)
job.send(jobid, nil) -- 关闭 stdin,表示数据发送完毕
关键变化:
-d 参数从 JSON 字符串改为 @-,表示从 stdin 读取body 变量job.send() 通过 stdin 发送数据nil 关闭 stdin,告诉 curl 数据已发送完毕这个问题的修复记录在 commit @3f4277:
commit 3f427762779ff9ffe645fd6683195da0b234731d
Author: Eric Wong <[email protected]>
Date: Sun Feb 8 21:41:47 2026 +0800
fix: use stdin to send body
use body as curl command argument cause error:
`ENAMETOOLONG: name too long`
修复涉及了三个 provider 文件:deepseek.lua、github.lua、moonshot.lua,统一采用了 stdin 方式发送请求体。
在使用 stdin 发送数据时,有几个细节需要注意:
及时关闭 stdin:发送完数据后必须关闭 stdin,否则 curl 会一直等待更多数据,导致请求无法完成。使用 job.send(jobid, nil) 或 job.chanclose(jobid, 'stdin') 都可以实现。
数据完整性:确保发送的 JSON 数据是完整的,不要分多次发送部分数据,除非你知道如何处理分块传输。
编码问题:确保发送的数据是正确的 UTF-8 编码,curl 默认期望 UTF-8。
当使用 curl 发送大量数据时,不要将数据直接作为命令行参数传递,而应该使用 stdin(-d @-)方式。这样可以:
这个坑虽然看似简单,但在实际开发中却容易被忽视。记录下来,希望能帮助到遇到类似问题的开发者。
如果你也在开发类似的 HTTP 客户端功能,建议一开始就采用 stdin 方式,避免后续遇到这个问题。
本文记录在使用 阿里云百炼平台 Coding Plan(GLM-5 模型) 时遇到的另一个严重 bug:流式输出内容截断。
上一篇博文记录了 Tool Call arguments 输出协议异常的问题,这一次遇到了更基础的问题:普通文本回复的内容被截断,直接丢失了最后的几个字符。
阿里云售后人员的回复是:”这是工具问题”。好吧,那就用这篇博文来证明,这根本不是工具问题。
在 chat.nvim 中使用 GLM-5 模型,发送最简单的问候消息 “你好”。这次请求完全没有触发 Tool Call,就是一次最普通的聊天对话。
以下是 curl stdout 的完整原始日志,逐行打印,未做任何删减:
data: {"choices":[{"delta":{"content":null,"reasoning_content":"用户","role":"assistant"},"finish_reason":null,"index":0,"logprobs":null}],"object":"chat.completion.chunk","usage":null,"created":1776597535,"system_fingerprint":null,"model":"glm-5","id":"chatcmpl-f87aa751-9260-9884-8cb6-f33c540cab94"}
data: {"choices":[{"delta":{"content":null,"reasoning_content":"说"},"finish_reason":null,"index":0,"logprobs":null}],"object":"chat.completion.chunk","usage":null,"created":1776597535,"system_fingerprint":null,"model":"glm-5","id":"chatcmpl-f87aa751-9260-9884-8cb6-f33c540cab94"}
data: {"choices":[{"delta":{"content":null,"reasoning_content":"\"你好"},"finish_reason":null,"index":0,"logprobs":null}],"object":"chat.completion.chunk","usage":null,"created":1776597535,"system_fingerprint":null,"model":"glm-5","id":"chatcmpl-f87aa751-9260-9884-8cb6-f33c540cab94"}
data: {"choices":[{"delta":{"content":null,"reasoning_content":"\","},"finish_reason":null,"index":0,"logprobs":null}],"object":"chat.completion.chunk","usage":null,"created":1776597535,"system_fingerprint":null,"model":"glm-5","id":"chatcmpl-f87aa751-9260-9884-8cb6-f33c540cab94"}
data: {"choices":[{"delta":{"content":null,"reasoning_content":"这是一个简单的"},"finish_reason":null,"index":0,"logprobs":null}],"object":"chat.completion.chunk","usage":null,"created":1776597535,"system_fingerprint":null,"model":"glm-5","id":"chatcmpl-f87aa751-9260-9884-8cb6-f33c540cab94"}
data: {"choices":[{"delta":{"content":null,"reasoning_content":"问候。"},"finish_reason":null,"index":0,"logprobs":null}],"object":"chat.completion.chunk","usage":null,"created":1776597535,"system_fingerprint":null,"model":"glm-5","id":"chatcmpl-f87aa751-9260-9884-8cb6-f33c540cab94"}
data: {"choices":[{"delta":{"content":null,"reasoning_content":"根据我的"},"finish_reason":null,"index":0,"logprobs":null}],"object":"chat.completion.chunk","usage":null,"created":1776597535,"system_fingerprint":null,"model":"glm-5","id":"chatcmpl-f87aa751-9260-9884-8cb6-f33c540cab94"}
data: {"choices":[{"delta":{"content":null,"reasoning_content":"性格设定"},"finish_reason":null,"index":0,"logprobs":null}],"object":"chat.completion.chunk","usage":null,"created":1776597535,"system_fingerprint":null,"model":"glm-5","id":"chatcmpl-f87aa751-9260-9884-8cb6-f33c540cab94"}
data: {"choices":[{"delta":{"content":null,"reasoning_content":",我应该"},"finish_reason":null,"index":0,"logprobs":null}],"object":"chat.completion.chunk","usage":null,"created":1776597535,"system_fingerprint":null,"model":"glm-5","id":"chatcmpl-f87aa751-9260-9884-8cb6-f33c540cab94"}
data: {"choices":[{"delta":{"content":null,"reasoning_content":":\n1"},"finish_reason":null,"index":0,"logprobs":null}],"object":"chat.completion.chunk","usage":null,"created":1776597535,"system_fingerprint":null,"model":"glm-5","id":"chatcmpl-f87aa751-9260-9884-8cb6-f33c540cab94"}
data: {"choices":[{"delta":{"content":null,"reasoning_content":"."},"finish_reason":null,"index":0,"logprobs":null}],"object":"chat.completion.chunk","usage":null,"created":1776597535,"system_fingerprint":null,"model":"glm-5","id":"chatcmpl-f87aa751-9260-9884-8cb6-f33c540cab94"}
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data: {"choices":[{"delta":{"content":"的偏好和习","reasoning_content":null},"finish_reason":null,"index":0,"logprobs":null}],"object":"chat.completion.chunk","usage":null,"created":1776597535,"system_fingerprint":null,"model":"glm-5","id":"chatcmpl-f87aa751-9260-9884-8cb6-f33c540cab94"}
data: {"choices":[{"delta":{"content":"惯","reasoning_content":null},"finish_reason":null,"index":0,"logprobs":null}],"object":"chat.completion.chunk","usage":null,"created":1776597535,"system_fingerprint":null,"model":"glm-5","id":"chatcmpl-f87aa751-9260-9884-8cb6-f33c540cab94"}
data: {"choices":[{"delta":{"content":"\n- 🌐","reasoning_content":null},"finish_reason":null,"index":0,"logprobs":null}],"object":"chat.completion.chunk","usage":null,"created":1776597535,"system_fingerprint":null,"model":"glm-5","id":"chatcmpl-f87aa751-9260-9884-8cb6-f33c540cab94"}
data: {"choices":[{"delta":{"content":" 搜索网","reasoning_content":null},"finish_reason":null,"index":0,"logprobs":null}],"object":"chat.completion.chunk","usage":null,"created":1776597535,"system_fingerprint":null,"model":"glm-5","id":"chatcmpl-f87aa751-9260-9884-8cb6-f33c540cab94"}
data: {"choices":[{"delta":{"content":"络、获","reasoning_content":null},"finish_reason":null,"index":0,"logprobs":null}],"object":"chat.completion.chunk","usage":null,"created":1776597535,"system_fingerprint":null,"model":"glm-5","id":"chatcmpl-f87aa751-9260-9884-8cb6-f33c540cab94"}
data: {"choices":[{"delta":{"content":"取网页内","reasoning_content":null},"finish_reason":null,"index":0,"logprobs":null}],"object":"chat.completion.chunk","usage":null,"created":1776597535,"system_fingerprint":null,"model":"glm-5","id":"chatcmpl-f87aa751-9260-9884-8cb6-f33c540cab94"}
data: {"choices":[{"delta":{"content":"容\n\n","reasoning_content":null},"finish_reason":null,"index":0,"logprobs":null}],"object":"chat.completion.chunk","usage":null,"created":1776597535,"system_fingerprint":null,"model":"glm-5","id":"chatcmpl-f87aa751-9260-9884-8cb6-f33c540cab94"}
data: {"choices":[{"delta":{"content":"有什么","reasoning_content":null},"finish_reason":null,"index":0,"logprobs":null}],"object":"chat.completion.chunk","usage":null,"created":1776597535,"system_fingerprint":null,"model":"glm-5","id":"chatcmpl-f87aa751-9260-9884-8cb6-f33c540cab94"}
data: {"choices":[{"delta":{"content":"我","reasoning_content":null},"finish_reason":null,"index":0,"logprobs":null}],"object":"chat.completion.chunk","usage":null,"created":1776597535,"system_fingerprint":null,"model":"glm-5","id":"chatcmpl-f87aa751-9260-9884-8cb6-f33c540cab94"}
data: {"choices":[{"finish_reason":"stop","delta":{"content":"","reasoning_content":null},"index":0,"logprobs":null}],"object":"chat.completion.chunk","usage":null,"created":1776597535,"system_fingerprint":null,"model":"glm-5","id":"chatcmpl-f87aa751-9260-9884-8cb6-f33c540cab94"}
data: {"choices":[],"object":"chat.completion.chunk","usage":{"prompt_tokens":16418,"completion_tokens":191,"total_tokens":16609,"completion_tokens_details":{"reasoning_tokens":106},"prompt_tokens_details":{"cached_tokens":16414}},"created":1776597535,"system_fingerprint":null,"model":"glm-5","id":"chatcmpl-f87aa751-9260-9884-8cb6-f33c540cab94"}
data: [DONE]
从完整日志中可以清楚看到:
reasoning_content(思考过程)输出正常,从 “用户” 到 “问候。” 共 55 行content(正式回复)开始输出,从 “你好!” 到功能介绍{"content":"我"}finish_reason: "stop" 的 chunk,content 是空字符串[DONE]按照正常的回复逻辑,AI 应该说 “有什么我可以帮你的吗?”,但实际只输出了 “有什么我”,后面的 7 个字符”可以帮你的吗?”直接丢失了。
chat.nvim 的请求逻辑非常简单:
function M.request(opt)
local cmd = {
'curl',
'-s',
'https://coding.dashscope.aliyuncs.com/v1/chat/completions',
'-H', 'Content-Type: application/json',
'-H', 'Authorization: Bearer ' .. api_key,
'-X', 'POST',
'-d', '@-', -- 从 stdin 读取请求体
}
-- 启动 job,通过 stdin 发送请求体
local jobid = job.start(cmd, {
on_stdout = opt.on_stdout, -- 处理 stdout 输出
on_stderr = opt.on_stderr,
on_exit = opt.on_exit,
})
job.send(jobid, body)
end
SSE 解析逻辑也只是简单地:
data: 前缀content 字段if choice.delta.content and #choice.delta.content > 0 then
sessions.on_progress(id, choice.delta.content)
end
| 论点 | 证据 |
|---|---|
| curl 只是传输层 | curl 不做任何内容处理,只是把 stdout 原样输出 |
| 日志是完整原始输出 | 日志是逐行打印的,不存在截断或遗漏 |
| SSE 格式正常 | 每个 chunk 都是合法的 data: {...} 格式 |
| finish_reason 正确返回 | 服务端明确返回了 finish_reason: "stop" |
| usage 统计显示完成 | completion_tokens: 191 表明模型认为已完成 |
结论:服务端已经认为回复完成了(finish_reason: "stop"),但实际输出不完整。这是服务端生成逻辑的 bug,客户端无法检测或修复。
根据输出特征,推测可能的原因:
finish_reason: stop 的时机不同步有趣的是,usage 显示 completion_tokens: 191,其中 reasoning_tokens: 106。这意味着:
但实际输出的 content 远少于 85 tokens(只有几个短句),说明:
上一篇博文记录的 Tool Call bug 是 arguments 输出协议异常。这次遇到的是更基础的 content 截断问题。
两个问题的共同特征:
| 特征 | Tool Call Bug | Content 截断 Bug |
|---|---|---|
| 问题层级 | 协议层 | 内容生成层 |
| 表现形式 | 数据格式异常 | 数据丢失 |
| 影响范围 | Tool Call 功能 | 所有回复 |
| 客户端可检测 | ✅ 可以检测并容错 | ❌ 无法检测 |
Content 截断 bug 更加隐蔽,因为:
stop,客户端会认为正常完成| 影响项 | 严重程度 |
|---|---|
| 回复不完整 | 高 |
| 功能介绍缺失 | 中 |
| 用户体验下降 | 高 |
| 无法自动检测 | 高 |
用户发送消息后,收到的是不完整的回复。例如:
用户可能会:
客户端无法修复这个问题,因为:
finish_reason: "stop" 表示正常结束唯一的”修复”方式是:用户自己发现回复不完整,手动再次询问。
这是一个 服务端内容生成层 bug,具体表现为:
finish_reason: "stop"finish_reason: "stop" 之前,确保所有 content 已完整输出建议阿里云增加以下测试:
# 简单测试:检查输出是否完整
curl -N https://coding.dashscope.aliyuncs.com/v1/chat/completions \
-H "Content-Type: application/json" \
-H "Authorization: Bearer YOUR_KEY" \
-d '{"model":"glm-5","messages":[{"role":"user","content":"你好"}],"stream":true}' \
> output.txt
# 分析:最后一个 content chunk 后是否直接出现 finish_reason: stop
grep "content" output.txt | tail -5
grep "finish_reason" output.txt
又一次踩坑阿里云 Coding Plan。上一篇是 Tool Call 协议异常,这次是 Content 截断。
阿里云售后说”这是工具问题”,但本文已经清楚证明:
finish_reason: "stop"这是服务端 bug,不是工具问题。
建议使用阿里云 Coding Plan 的开发者:
在使用 Neovim 的过程中,配置管理是一个非常重要的话题。一个好的配置结构不仅能让你的配置更易于维护,还能让你在不同机器之间轻松同步配置。
Neovim 的配置文件通常包含:
随着配置的增长,如果没有良好的组织结构,维护会变得非常困难。
~/.config/nvim/
├── init.lua # 入口文件
├── lua/
│ ├── config/
│ │ ├── options.lua # 选项设置
│ │ ├── keymaps.lua # 快捷键映射
│ │ └── lazy.lua # 插件管理器配置
│ ├── plugins/
│ │ ├── editor.lua # 编辑器插件
│ │ ├── ui.lua # UI 插件
│ │ └── lsp.lua # LSP 插件
│ └── utils/
│ └── functions.lua # 工具函数
└── README.md
-- 加载配置模块
require("config.options")
require("config.keymaps")
require("config.lazy")
local opt = vim.opt
-- 基本设置
opt.number = true
opt.relativenumber = true
opt.tabstop = 4
opt.shiftwidth = 4
opt.expandtab = true
opt.autoindent = true
opt.smartindent = true
-- 搜索设置
opt.ignorecase = true
opt.smartcase = true
opt.hlsearch = true
opt.incsearch = true
-- 界面设置
opt.termguicolors = true
opt.signcolumn = "yes"
opt.cursorline = true
opt.scrolloff = 8
opt.sidescrolloff = 8
lazy.nvim 是目前最流行的 Neovim 插件管理器。
-- lua/config/lazy.lua
local lazypath = vim.fn.stdpath("data") .. "/lazy/lazy.nvim"
if not vim.loop.fs_stat(lazypath) then
vim.fn.system({
"git",
"clone",
"--filter=blob:none",
"https://github.com/folke/lazy.nvim.git",
"--branch=stable",
lazypath,
})
end
vim.opt.rtp:prepend(lazypath)
require("lazy").setup({
spec = {
{ import = "plugins" },
},
defaults = {
lazy = false,
version = false,
},
checker = { enabled = true },
performance = {
rtp = {
disabled_plugins = {
"gzip",
"tarPlugin",
"tohtml",
"tutor",
"zipPlugin",
},
},
},
})
-- lua/config/keymaps.lua
local map = vim.keymap.set
-- 基础快捷键
map("n", "<leader>w", "<cmd>w<cr>", { desc = "保存文件" })
map("n", "<leader>q", "<cmd>q<cr>", { desc = "退出" })
map("n", "<Esc>", "<cmd>noh<cr>", { desc = "清除搜索高亮" })
-- 窗口导航
map("n", "<C-h>", "<C-w>h", { desc = "左窗口" })
map("n", "<C-j>", "<C-w>j", { desc = "下窗口" })
map("n", "<C-k>", "<C-w>k", { desc = "上窗口" })
map("n", "<C-l>", "<C-w>l", { desc = "右窗口" })
-- 缓冲区操作
map("n", "<S-h>", "<cmd>bprevious<cr>", { desc = "上一个缓冲区" })
map("n", "<S-l>", "<cmd>bnext<cr>", { desc = "下一个缓冲区" })
良好的配置管理是 Neovim 使用体验的关键。通过:
可以让你的配置更容易维护和扩展。
希望这篇文章对你有帮助!如果有任何问题,欢迎在评论区讨论。