LLGo - A Go compiler based on LLVM

August 22, 2026 · View on GitHub

Build Status GitHub release Coverage Status GoDoc XGo

LLGo is a Go compiler based on LLVM in order to better integrate Go with the C ecosystem, including Python and JavaScript. It's a subproject of the XGo project.

LLGo aims to expand the boundaries of Go/XGo, providing limitless possibilities such as:

  • Game development
  • AI and data science
  • WebAssembly
  • Embedded development
  • ...

How can these be achieved?

LLGo := Go * C ecosystem

LLGo is compatible with the C ecosystem through the C Application Binary Interface (ABI), while LLGo is compatible with Go at the source-code level. The C ecosystem includes languages that expose C-compatible interfaces (e.g. C/C++, Python, JavaScript, Objective-C, and Swift).

Go support

LLGo is compatible with Go 1.20+ source code and supports the complete Go 1.26 language syntax, as well as cgo.

Compatibility is checked against applicable upstream GOROOT/test cases using pinned Go 1.25 and Go 1.26 toolchains. Remaining applicable differences are recorded in xfail.yaml; gc-specific mechanisms outside LLGo's compatibility goals are documented in notapplicable.yaml.

TargetCurrent coverage
NativeLinux amd64/arm64 and macOS amd64/arm64 release artifacts; primary CI on Linux amd64 and macOS arm64
WebAssemblyjs/wasm and wasip1/wasm builds; WASI and Emscripten CI coverage
Embedded-target configurations for supported boards and MCUs, with selected QEMU/emulator smoke tests

Runtime

LLGo uses a different runtime from the standard Go toolchain. Native goroutines map 1:1 to OS threads with fixed native stacks, so direct C calls require no Go-to-C stack or scheduler transition, avoiding the cgo overhead that makes frequent C calls costly in standard Go.

The default garbage collector is conservative BDWGC (also known as libgc). Bare-metal embedded targets instead use a TinyGo-derived conservative mark-and-sweep collector.

Garbage collection can be disabled with the nogc build tag. For example:

llgo run -tags nogc .

Standard libraries

LLGo fully supports the Go standard library on supported native platforms. CI requires compatibility coverage for every public package and exported symbol in the primary Go toolchain, and runs test/std with both supported toolchains.

Other targets may not provide every OS service or implementation-specific runtime behavior.

C/C++ standard library support

You can import a C/C++ standard library in LLGo!

Here is a simple example:

package main

import "github.com/goplus/lib/c"

func main() {
	c.Printf(c.Str("Hello world\n"))
}

This is a simple example of calling the C printf function to print Hello world. Here, c.Str is not a function for converting a Go string to a C string, but a built-in instruction supported by llgo for generating a C string constant.

The _demo directory contains C library demos (it starts with _ to prevent the go command from compiling it):

  • hello: call C printf to print Hello world
  • concat: call C fprintf with stderr
  • qsort: call C function with a callback (eg. qsort)

To run these demos (If you haven't installed llgo yet, please refer to How to install):

cd <demo-directory>  # eg. cd _demo/c/hello
llgo run .

How to support C/C++ and Python

LLGo uses go:linkname to link an external symbol through the C ABI:

import _ "unsafe" // for go:linkname

//go:linkname Sqrt C.sqrt
func Sqrt(x float64) float64

You can directly integrate it into your own code:

package main

import _ "unsafe" // for go:linkname

//go:linkname Sqrt C.sqrt
func Sqrt(x float64) float64

func main() {
	println("sqrt(2) =", Sqrt(2))
}

Or put it into a package (see c/math):

package main

import "github.com/goplus/lib/c/math"

func main() {
	println("sqrt(2) =", math.Sqrt(2))
}

Python support

You can import a Python library in LLGo!

You can import Python libraries into llgo through llpyg (see Development tools). Available bindings include:

Third-party libraries such as pandas and PyTorch must be installed separately.

Here is an example:

package main

import (
	"github.com/goplus/lib/py"
	"github.com/goplus/lib/py/math"
	"github.com/goplus/lib/py/std"
)

func main() {
	x := math.Sqrt(py.Float(2))       // x = sqrt(2)
	std.Print(py.Str("sqrt(2) ="), x) // print("sqrt(2) =", x)
}

It is equivalent to the following Python code:

import math

x = math.sqrt(2)
print("sqrt =", x)

Here, We call py.Float(2) to create a Python number 2, and pass it to Python’s math.sqrt to get x. Then we call std.Print to print the result.

Let's look at a slightly more complex example. For example, we use numpy to calculate:

package main

import (
	"github.com/goplus/lib/py"
	"github.com/goplus/lib/py/numpy"
	"github.com/goplus/lib/py/std"
)

func main() {
	a := py.List(
		py.List(1.0, 2.0, 3.0),
		py.List(4.0, 5.0, 6.0),
		py.List(7.0, 8.0, 9.0),
	)
	b := py.List(
		py.List(9.0, 8.0, 7.0),
		py.List(6.0, 5.0, 4.0),
		py.List(3.0, 2.0, 1.0),
	)
	x := numpy.Add(a, b)
	std.Print(py.Str("a+b ="), x)
}

Here we define two 3x3 matrices a and b, add them to get x, and then print the result.

The _demo/py/ directory contains some python related demos:

  • callpy: call Python standard library function math.sqrt
  • pi: print python constants math.pi
  • statistics: define a python list and call statistics.mean to get the mean
  • matrix: a basic numpy demo

To run these demos (If you haven't installed llgo yet, please refer to How to install):

cd <demo-directory>  # eg. cd _demo/py/callpy
llgo run .

Other frequently used libraries

LLGo can easily import libraries from the C ecosystem. C/C++ bindings are maintained manually, but the import process will be automated in the future, as with Python library imports.

Available bindings include:

Here are some examples related to them:

  • llama2-c: inference Llama 2 (the first LLGo AI example)
  • mkjson: create a json object and print it
  • sqlitedemo: a basic sqlite demo
  • tetris: a tetris game based on raylib

Dependencies

How to install

Follow these steps to install the llgo command, whose usage is similar to the go command:

on macOS

brew update
brew install llvm@19 lld@19 bdw-gc openssl cjson libffi libuv pkg-config
brew install python@3.12 # optional
brew link --overwrite llvm@19 lld@19 libffi
# curl https://raw.githubusercontent.com/xgo-dev/llgo/refs/heads/main/install.sh | bash
./install.sh

on Linux

Debian/Ubuntu

echo "deb http://apt.llvm.org/$(lsb_release -cs)/ llvm-toolchain-$(lsb_release -cs)-19 main" | sudo tee /etc/apt/sources.list.d/llvm.list
wget -O - https://apt.llvm.org/llvm-snapshot.gpg.key | sudo apt-key add -
sudo apt-get update
sudo apt-get install -y llvm-19-dev clang-19 libclang-19-dev lld-19 libunwind-19-dev libc++-19-dev pkg-config libgc-dev libssl-dev zlib1g-dev libffi-dev libcjson-dev libsqlite3-dev libuv1-dev
sudo apt-get install -y python3.12-dev # optional
#curl https://raw.githubusercontent.com/xgo-dev/llgo/refs/heads/main/install.sh | bash
./install.sh

Alpine Linux

apk add go llvm19-dev clang19-dev lld19 pkgconf gc-dev libunwind-dev openssl-dev zlib-dev
apk add python3-dev # optional
apk add g++ # build only
export LLVM_CONFIG=/usr/lib/llvm19/bin/llvm-config
export CGO_CPPFLAGS="$($LLVM_CONFIG --cppflags)"
export CGO_CXXFLAGS=-std=c++17
export CGO_LDFLAGS="$($LLVM_CONFIG --ldflags) $($LLVM_CONFIG --libs all)"
curl https://raw.githubusercontent.com/xgo-dev/llgo/refs/heads/main/install.sh | bash

docker alpine 386 llgo environment

export GCC_ROOT_DIR=$(gcc -print-search-dirs | grep 'install:' | awk -F': ' '{print \$2}')
export LDFLAGS="-L$GCC_ROOT_DIR -B$GCC_ROOT_DIR -Wl,-dynamic-linker,/lib/ld-musl-i386.so.1"
llgo run .

on Windows

TODO

Install from source

git clone https://github.com/xgo-dev/llgo.git
cd llgo
./install.sh

Development tools

  • pydump: It is the first production program compiled with llgo rather than go. It outputs symbol information (functions, variables, and constants) from a Python library in JSON format, preparing for the generation of corresponding packages in llgo.
  • pysigfetch: It generates symbol information by extracting information from Python's documentation site. This tool is not part of the llgo project, but we depend on it.
  • llpyg: It is used to automatically convert Python libraries into Go packages that llgo can import. It depends on pydump and pysigfetch to accomplish the task.
  • llgen: It is used to compile Go packages into LLVM IR files (*.ll).
  • gentests: It refreshes runtime-output and package-metadata golden data under cl/_test*. LLVM IR checks live in Go sources as // LITTEST FileCheck directives.
  • litgen: It maintains explicitly opted-in, source-embedded FileCheck snapshots. It supports function/global selection, update-only operation, stale-check verification, and stable LLVM value abstractions. Small handwritten checks remain manual.
  • ssadump: It is a Go SSA builder and interpreter.

For local workflows and test-golden refresh commands, see dev/README.md.

How do I generate these tools?

git clone https://github.com/xgo-dev/llgo.git
cd llgo
go install -v ./cmd/...
go install -v ./chore/...  # compile all tools except pydump
export LLGO_ROOT=$PWD
cd _xtool
llgo install ./...   # compile pydump
go install github.com/goplus/hdq/chore/pysigfetch@v0.8.1  # compile pysigfetch

Key modules

Below are the key modules for understanding the implementation principles of llgo:

  • ssa: It generates LLVM IR files (LLVM SSA) using the semantics and interfaces of Go SSA. Although LLVM SSA and Go SSA are both IR languages, they work at completely different levels. LLVM SSA is closer to machine code and abstracts over different instruction sets, while Go SSA is closer to a high-level language. We can think of it as the instruction set of the Go computer. llgo/ssa is not limited to the llgo compiler. If we view it as providing the high-level expressive power of LLVM, it is very useful. Its advanced SSA form lets clients use LLVM without operating directly on machine-code semantics.
  • cl: It is the core of the llgo compiler. It converts a Go package into LLVM IR files. It depends on llgo/ssa.
  • internal/build: It strings together the entire compilation process of llgo. It depends on llgo/ssa and llgo/cl.