Agent skill

Paddle Build

A skill your agent uses when needing to compile, rebuild, or install Paddle from source after code changes.

Apache-2.0Auto-check passedAI & LLM Engineering

Install Paddle Build

skills CLI

$ npx skills add PaddlePaddle/Paddle --skill paddle-build -a claude-code

Project install by default; add -g for ~/.claude/skills/.

GitHub CLI

$ gh skill install PaddlePaddle/Paddle paddle-build --agent claude-code

Project scope by default; add --scope user for a personal install. Needs GitHub CLI 2.90.0 or later (public preview).

Manual copy

$ git clone --depth 1 https://github.com/PaddlePaddle/Paddle.git skills-src && mkdir -p .claude/skills && cp -r skills-src/.agents/skills/paddle-build .claude/skills/paddle-build && rm -rf skills-src

Use ~/.claude/skills/ instead of .claude/skills for a personal install. The folder must contain SKILL.md.

Claude Code skills documentation · loads skills from .claude/skills/

Paste into Claude Code

Install the "paddle-build" agent skill from https://github.com/PaddlePaddle/Paddle/tree/develop/.agents/skills/paddle-build into .claude/skills/paddle-build/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "paddle-build", then confirm the skill loads.

Claude Code copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.

$skill-installer

$skill-installer install https://github.com/PaddlePaddle/Paddle/tree/develop/.agents/skills/paddle-build

Type this inside Codex. $skill-installer <name> installs a curated skill from openai/skills. The installer writes to $CODEX_HOME/skills (default ~/.codex/skills). Restart Codex if the skill does not show up.

skills CLI

$ npx skills add PaddlePaddle/Paddle --skill paddle-build -a codex

Project install goes to .agents/skills/; add -g for ~/.codex/skills/.

GitHub CLI

$ gh skill install PaddlePaddle/Paddle paddle-build --agent codex

Project scope by default (.agents/skills/); add --scope user for a personal install.

Manual copy

$ git clone --depth 1 https://github.com/PaddlePaddle/Paddle.git skills-src && mkdir -p .agents/skills && cp -r skills-src/.agents/skills/paddle-build .agents/skills/paddle-build && rm -rf skills-src

Use ~/.agents/skills/ instead of .agents/skills for a personal install.

Codex skills documentation · loads skills from .agents/skills/

Paste into Codex

Install the "paddle-build" agent skill from https://github.com/PaddlePaddle/Paddle/tree/develop/.agents/skills/paddle-build into .agents/skills/paddle-build/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "paddle-build", then confirm the skill loads.

Codex copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.

skills CLI

$ npx skills add PaddlePaddle/Paddle --skill paddle-build -a cursor

Project install goes to .agents/skills/; add -g for ~/.cursor/skills/.

GitHub CLI

$ gh skill install PaddlePaddle/Paddle paddle-build --agent cursor

Project scope by default (.agents/skills/); add --scope user for a personal install.

Manual copy

$ git clone --depth 1 https://github.com/PaddlePaddle/Paddle.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/.agents/skills/paddle-build .cursor/skills/paddle-build && rm -rf skills-src

Use ~/.cursor/skills/ instead of .cursor/skills for a personal install.

Cursor skills documentation · loads skills from .cursor/skills/, .agents/skills/, .claude/skills/, .codex/skills/

Paste into Cursor

Install the "paddle-build" agent skill from https://github.com/PaddlePaddle/Paddle/tree/develop/.agents/skills/paddle-build into .cursor/skills/paddle-build/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "paddle-build", then confirm the skill loads.

Cursor copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.

gemini skills install

$ gemini skills install https://github.com/PaddlePaddle/Paddle.git --path .agents/skills/paddle-build

--scope user (default) or --scope workspace; --path is the subfolder of the repo that holds the skill; --consent skips the security confirmation prompt.

skills CLI

$ npx skills add PaddlePaddle/Paddle --skill paddle-build -a gemini-cli

Project install goes to .agents/skills/; add -g for ~/.gemini/skills/.

GitHub CLI

$ gh skill install PaddlePaddle/Paddle paddle-build --agent gemini-cli

Project scope by default (.agents/skills/); add --scope user for a personal install.

Manual copy

$ git clone --depth 1 https://github.com/PaddlePaddle/Paddle.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/.agents/skills/paddle-build .gemini/skills/paddle-build && rm -rf skills-src

Use ~/.gemini/skills/ instead of .gemini/skills for a personal install, then run /skills reload.

Gemini CLI skills documentation · loads skills from .gemini/skills/, .agents/skills/

Paste into Gemini CLI

Install the "paddle-build" agent skill from https://github.com/PaddlePaddle/Paddle/tree/develop/.agents/skills/paddle-build into .gemini/skills/paddle-build/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "paddle-build", then confirm the skill loads.

Gemini CLI copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.

GitHub CLI

$ gh skill install PaddlePaddle/Paddle paddle-build

Installs for Copilot at project scope by default; add --scope user for a personal install. Preview a skill first with gh skill preview. Needs GitHub CLI 2.90.0 or later (public preview).

skills CLI

$ npx skills add PaddlePaddle/Paddle --skill paddle-build -a github-copilot

Project install goes to .agents/skills/; add -g for ~/.copilot/skills/.

Manual copy

$ git clone --depth 1 https://github.com/PaddlePaddle/Paddle.git skills-src && mkdir -p .github/skills && cp -r skills-src/.agents/skills/paddle-build .github/skills/paddle-build && rm -rf skills-src

Use ~/.copilot/skills/ instead of .github/skills for a personal install. Commit .github/skills so cloud agent and code review can use it.

GitHub Copilot skills documentation · loads skills from .github/skills/, .claude/skills/, .agents/skills/

Paste into GitHub Copilot

Install the "paddle-build" agent skill from https://github.com/PaddlePaddle/Paddle/tree/develop/.agents/skills/paddle-build into .github/skills/paddle-build/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "paddle-build", then confirm the skill loads.

GitHub Copilot copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.

skills CLI

$ npx skills add PaddlePaddle/Paddle --skill paddle-build -a opencode

OpenCode documents no install command of its own. Project install goes to .agents/skills/; add -g for ~/.config/opencode/skills/.

GitHub CLI

$ gh skill install PaddlePaddle/Paddle paddle-build --agent opencode

Project scope by default (.agents/skills/); add --scope user for a personal install.

Manual copy

$ git clone --depth 1 https://github.com/PaddlePaddle/Paddle.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/.agents/skills/paddle-build .opencode/skills/paddle-build && rm -rf skills-src

Use ~/.config/opencode/skills/ instead of .opencode/skills for a personal install.

OpenCode skills documentation · loads skills from .opencode/skills/, .claude/skills/, .agents/skills/

Paste into OpenCode

Install the "paddle-build" agent skill from https://github.com/PaddlePaddle/Paddle/tree/develop/.agents/skills/paddle-build into .opencode/skills/paddle-build/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "paddle-build", then confirm the skill loads.

OpenCode copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.

Facts

Skill name: paddle-build
GitHub stars: 24k
Token cost: ~1k tokens
SKILL.md length: 227 words
Files: 2 (incl. references)
Skills in repo: 11
Repo updated: Oct 10, 2026
First seen: Oct 7, 2026
Licence: Apache-2.0

At a glance

A skill your agent uses when needing to compile, rebuild, or install Paddle from source after code changes.

Works in 4 steps: 环境准备（venv） → CMake 配置 → 编译 → …
Needing to compile
SKILL.md covers 概览, 编译流程, 常用 CMake 选项 and 增量编译策略, plus 6 more sections
Calls uv and cmake

What it does

Paddle Build is an agent skill from PaddlePaddle/Paddle. Use when needing to compile, rebuild, or install Paddle from source after code changes. Covers cmake configuration, ninja incremental build, wheel packaging, and common build failure diagnosis.

Its SKILL.md is about 1k tokens, which your agent loads only when the skill is triggered. The skill folder holds 2 other files, including reference files (for example `references/mac-build.md`).

It sits in AI & LLM Engineering, covering Deep learning. It works with C++, Python and CUDA. The repository describes itself as: PArallel Distributed Deep LEarning: Machine Learning Framework from Industrial Practice （『飞桨』核心框架，深度学习&机器学习高性能单机、分布式训练和跨平台部署）. The licence is Apache-2.0.

When your agent uses it

Needing to compile
Install Paddle from source after code changes

Example prompts

“/paddle-build”

Requirements

Python 3

Workflow steps

4 steps, taken from the step headings in SKILL.md.

环境准备（venv）
CMake 配置
编译
安装

What it can do on your machine

Read from SKILL.md and the folder at commit 92bd1d1. It shows what the files ask for, not the result of running them.

Tool permissions
Pre-approves nothing: there is no allowed-tools line, so your agent's usual permission prompts apply.
From allowed-tools in the SKILL.md frontmatter.
Runs code
Shell commands in SKILL.md call:
- uv
- cmake
From the folder's file list and the shell code blocks in SKILL.md.
Network
No URLs in SKILL.md. Its commands use uv, which can reach the network depending on how they are called.
From URLs in SKILL.md, links to its own repository left out.
Credentials
Names no API keys, tokens, secrets or passwords.
From names ending in _API_KEY, _TOKEN, _SECRET, _KEY or _PASSWORD in SKILL.md.

Context cost

Paddle Build loads about 1k tokens when it runs, and up to ~2.3k if it reads all its reference files. Until then it costs about 52 tokens; SKILL.md has 227 words of instructions outside code blocks.

Always · name and description, kept in context so the agent knows when to use it: ~52
When it runs · the whole SKILL.md, loaded when a task matches: ~1k
With references · SKILL.md plus every file in references/, read only if the agent opens them: ~2.3k

Estimates: characters ÷ 4, the usual rule of thumb; real counts depend on the model's tokenizer. Scripts and assets cost tokens only if the agent reads them.

Safety

Auto-check passed

The automated check found no risky patterns in SKILL.md.

Automated static check — not a guarantee. Review scripts before installing. It scans the text of SKILL.md for risky patterns (piping downloads into a shell, reading credential files, hidden Unicode, destructive commands); files beside SKILL.md are not scanned.

SKILL.md

The full file from PaddlePaddle/Paddle at commit 92bd1d1, republished under its Apache-2.0 licence (© PaddlePaddle). 227 words, ~1,009 tokens.

Download SKILL.mdSave it as .claude/skills/paddle-build/SKILL.md (or your agent's skills folder). This skill also uses 1 other file; get the full folder from GitHub.

name: paddle-build
description: Use when needing to compile, rebuild, or install Paddle from source after code changes. Covers cmake configuration, ninja incremental build, wheel packaging, and common build failure diagnosis.

Paddle 源码编译

概览

Paddle 使用 CMake + Ninja 构建。典型流程：cmake 配置 → ninja 编译 → whl 打包安装。修改 C++/CUDA 代码后需重新编译才能生效。

编译流程

1. 环境准备（venv）

bash

cd /workspace/Paddle
uv venv --relocatable --seed --python 3.10   # 首次创建
source .venv/bin/activate
uv pip install -r python/requirements.txt
uv pip install func_timeout pandas numpy "numpy<2.0"

若 .venv 已存在，直接 source .venv/bin/activate 即可。

2. CMake 配置

bash

mkdir -p build && cd build
cmake .. \
  -GNinja \
  -DCMAKE_BUILD_TYPE=Release \
  -DCMAKE_EXPORT_COMPILE_COMMANDS=ON \
  -DPY_VERSION=3.10 \
  -DPADDLE_VERSION=0.0.0 \
  -DCUDA_ARCH_NAME=Auto \
  -DWITH_GPU=ON \
  -DWITH_DISTRIBUTE=ON \
  -DWITH_CINN=ON \
  -DWITH_UNITY_BUILD=OFF \
  -DWITH_TESTING=OFF

配置只需首次执行或 CMake 选项变更时重新执行。

3. 编译

bash

ninja -j$(nproc)

Ninja 自动增量编译，仅重编变更文件及其依赖。

4. 安装

bash

cd /workspace/Paddle
uv pip install build/python/dist/*.whl --no-deps --force-reinstall

--no-deps 跳过依赖解析加速安装，--force-reinstall 确保覆盖旧版。

常用 CMake 选项

选项	默认	说明
`WITH_GPU`	ON(有CUDA时)	GPU 支持
`WITH_DISTRIBUTE`	OFF	分布式训练
`WITH_CINN`	OFF	CINN 编译器
`WITH_TESTING`	ON	C++ 单测（关闭可加速编译）
`WITH_UNITY_BUILD`	OFF	合并编译单元加速（可能掩盖头文件问题）
`CUDA_ARCH_NAME`	Auto	GPU 架构，Auto 自动检测当前卡
`CMAKE_BUILD_TYPE`	Release	Debug 可调试但更慢
`CMAKE_EXPORT_COMPILE_COMMANDS`	OFF	生成 `compile_commands.json` 供 clangd 使用
`WITH_TENSORRT`	OFF	TensorRT 推理加速
`WITH_ROCM`	OFF	AMD ROCm 支持
`WITH_XPU`	OFF	百度昆仑 XPU 支持

增量编译策略

dot

digraph incremental {
  "修改了什么?" [shape=diamond];
  "Python 代码" [shape=box, label="无需编译\n同步源码到构建目录后测试"];
  "C++/CUDA kernel" [shape=box, label="ninja → 安装 whl"];
  "CMakeLists / cmake 选项" [shape=box, label="重新 cmake → ninja → 安装 whl"];
  "YAML (ops/backward)" [shape=box, label="ninja（触发代码生成）→ 安装 whl"];

  "修改了什么?" -> "Python 代码" [label="python/"];
  "修改了什么?" -> "C++/CUDA kernel" [label="paddle/phi/"];
  "修改了什么?" -> "CMakeLists / cmake 选项" [label="cmake/"];
  "修改了什么?" -> "YAML (ops/backward)" [label="ops.yaml 等"];
}

仅改 Python：无需编译。如果直接在 build/python 下编辑测试，改动即时生效。也可以在源码目录编辑后通过 cp python/<src> build/python/<src> 或者 cp test/<src> build/test/<src> 同步到构建目录。
改 C++/CUDA：cd build && ninja -j$(nproc) + 重新安装 whl。
改 CMake 配置：需重新 cmake .. 再 ninja。
改 YAML（ops.yaml / backward.yaml）：ninja 会自动触发代码生成脚本。

检查已有构建产物

复用已有 build 可大幅节约时间：

bash

# 检查是否已有 whl
ls build/python/dist/*.whl 2>/dev/null && echo "已有构建产物" || echo "需要编译"

# 检查 compile_commands.json（clangd 需要）
ls build/compile_commands.json 2>/dev/null

常见编译问题

症状	原因	解决
`ninja: error: loading 'build.ninja'`	未执行 cmake 配置	先执行 cmake 命令
CUDA arch 不匹配	`CUDA_ARCH_NAME` 与实际 GPU 不符	设为 `Auto` 或指定具体架构
链接时 OOM	并行链接占用过多内存	`ninja -j4` 减少并行度
protobuf 版本冲突	系统 protobuf 与编译版本不一致	在 venv 内编译，隔离系统包
`ccache` 缓存失效导致全量重编	头文件路径变更	清理 ccache: `ccache -C`
whl 安装后 import 报错	旧 .so 残留	`--force-reinstall` 或清理 `site-packages/paddle`

完整一键编译示例

bash

cd /workspace/Paddle
source .venv/bin/activate
cd build
ninja -j$(nproc) && cd .. && uv pip install build/python/dist/*.whl --no-deps --force-reinstall

调试编译（Debug 模式）

需要 gdb 调试 C++ 代码时，将 CMAKE_BUILD_TYPE 改为 Debug：

bash

cmake .. -GNinja -DCMAKE_BUILD_TYPE=Debug [其他选项...]
ninja -j$(nproc)

Debug 模式编译产物更大、运行更慢，仅在需要调试时使用。

关键目录

目录	说明
`build/`	构建产物根目录
`build/python/dist/`	生成的 whl 文件
`build/compile_commands.json`	clangd 索引文件
`paddle/phi/kernels/`	PHI kernel 源码
`paddle/phi/ops/yaml/`	算子 YAML 定义
`cmake/`	CMake 模块和工具链

平台特定指南

平台	参考文档
macOS (Apple Silicon) CPU 编译	references/mac-build.md

Files

SKILL.md and 1 other file (references) in .agents/skills/paddle-build of PaddlePaddle/Paddle.

SKILL.md
references/mac-build.md

Open the folder on GitHubat commit 92bd1d1

Compare with similar skills

Paddle Build next to the 5 skills that share the most tags, products or categories with it. Stars are the repository's; “used in” counts other GitHub owners with a copy.

Paddle Build compared with similar skills
Skill	Stars	Used in	Tokens	Auto-check	Licence	Repo updated
Paddle Build this skillPaddlePaddle/Paddle	24k	—	~1k	Automated safety check: Pass	Apache-2.0	today
Ako4allTongmingLAIC/AKO4ALL	369	—	~4k	Automated safety check: Pass	MIT	25 days ago
ExecuTorch Build Guidepytorch/executorch	5.1k	—	~2.3k	Automated safety check: Notes	Custom licence	today
Onnxtxtonnx/onnx	22k	—	~1.3k	Automated safety check: Pass	Apache-2.0	today
Cuda Cpp Kernelvipshop/cache-dit	1.3k	—	~2.3k	Automated safety check: Pass	Apache-2.0	today
Fix Envevo-design/proto-tools	135	—	~2.5k	Automated safety check: Notes	MIT	today

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Works with

Questions about Paddle Build

What does Paddle Build do?

A skill your agent uses when needing to compile, rebuild, or install Paddle from source after code changes. Paddle Build is an agent skill from PaddlePaddle/Paddle. Use when needing to compile, rebuild, or install Paddle from source after code changes.

When should I use Paddle Build?

Paddle Build fits situations like: needing to compile; install Paddle from source after code changes.

How do I install Paddle Build in Claude Code?

Run `npx skills add PaddlePaddle/Paddle --skill paddle-build -a claude-code`. Or copy the skill folder (.agents/skills/paddle-build in PaddlePaddle/Paddle) into .claude/skills/paddle-build in your project. Claude Code loads it when a task matches its description.

How do I install Paddle Build in Codex?

Run `npx skills add PaddlePaddle/Paddle --skill paddle-build -a codex`. Or copy the skill folder (.agents/skills/paddle-build in PaddlePaddle/Paddle) into .agents/skills/paddle-build in your project. Codex loads it when a task matches its description.

Can I use Paddle Build in Cursor, Gemini CLI or GitHub Copilot?

Cursor, Gemini CLI, GitHub Copilot and OpenCode also load SKILL.md folders. With the skills CLI, run `npx skills add PaddlePaddle/Paddle --skill paddle-build -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/paddle-build, .gemini/skills/paddle-build, .github/skills/paddle-build and .opencode/skills/paddle-build in your project.

What does Paddle Build need to run?

Going by SKILL.md and its folder, Paddle Build needs the command-line tools its instructions call (uv and cmake). Our summary lists: Python 3.

Does Paddle Build access the network?

SKILL.md contains no URLs. Its commands use uv, which can reach the network depending on how they are called. This is read from the text; nothing was executed.

Is Paddle Build safe to install?

Our automated static check of SKILL.md found no risky patterns, such as piping downloads into a shell, reading credential files or hidden Unicode. It is not a guarantee. Review the folder before installing.

What licence does Paddle Build use?

Paddle Build is published under the Apache-2.0 licence (the repository's licence). It allows redistribution, so the full SKILL.md is shown on this page.

How many tokens does Paddle Build use?

About 1k tokens (SKILL.md is roughly 4k characters). Agents keep only the skill's name and description in context until a task matches; then they load SKILL.md in full. Its references folder adds about 1.3k tokens, read only when the agent opens those files.

What are the alternatives to Paddle Build?

Skills that share tags, products or a category with Paddle Build: Ako4all (TongmingLAIC/AKO4ALL, 369 stars), ExecuTorch Build Guide (pytorch/executorch, 5.1k stars), Onnxtxt (onnx/onnx, 22k stars) and Cuda Cpp Kernel (vipshop/cache-dit, 1.3k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.

Who maintains Paddle Build?

PaddlePaddle (a GitHub organization) maintains it in PaddlePaddle/Paddle, which has 24,120 GitHub stars. The repository holds 11 skills in this directory. The repository was last updated on October 10, 2026.

Source: PaddlePaddle/Paddle on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.

Install Paddle Build

Facts

At a glance

What it does

When your agent uses it

Example prompts

Requirements

Workflow steps

What it can do on your machine

Tool permissions

Runs code

Network

Credentials

Context cost

Safety

SKILL.md

Paddle 源码编译

概览

编译流程

1. 环境准备（venv）

2. CMake 配置

3. 编译

4. 安装

常用 CMake 选项

增量编译策略

检查已有构建产物

常见编译问题

完整一键编译示例

调试编译（Debug 模式）

关键目录

平台特定指南

Files

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