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ai-agent

sonar: Fast LLM Inference

Get fast large-scale LLM inference with sonar, a tool for founders and machine learning teams, backed by 1.8k+ GitHub stars.
1,798 stars205 forksC++Quality 9/10Updated 7/16/2026100% free ยท open source
What it does

Sonar is a large-scale LLM inference engine that allows founders and machine learning teams to run fast and efficient language model inference

Install / run
git clone https://github.com/dphnAI/sonar.git
When to use it
  • โ€ขWhen you need to deploy a language model for production use cases
  • โ€ขWhen you want to speed up your language model inference pipeline
  • โ€ขWhen you require a scalable solution for large-scale language model deployments
Quick start
  1. 1Build the sonar engine with the command 'mkdir build && cd build && cmake .. && make -j'
  2. 2Prepare your language model by converting it to the sonar format using the 'convert_model.py' script
  3. 3Configure the sonar engine by editing the 'config.json' file to specify your model and inference settings
  4. 4Run the sonar engine with the command './sonar -c config.json -m your_model.sonar'
  5. 5Test the sonar engine with a sample input using the 'test.py' script
Ready-to-paste prompt
./sonar -c config.json -m your_model.sonar -i 'What is the meaning of life?'
Heads up: Sonar requires a compatible C++ compiler (e.g. GCC 10 or later) and a CPU with AVX-512 support for optimal performance
Saves to your device

Topics

api-rest
cuda
inference-engine
inferentia
intel
lora
machine-learning
rocm
speculative-decoding
tpu
What's inside โ€” free to inspect
No purchase needed

Read the entire source before you build โ€” unlike paid marketplaces that hide it behind a buy button.

28
top-level files
17
folders
238.6M
repo size
AGPL-3.0
license
Key files
.pre-commit-config.yaml
config.yaml
README.md
File tree
.buildkite/
.gemini/
.github/
.sync/
aphrodite/
assets/
benchmarks/
cmake/
csrc/
docker/
docs/
examples/
patches/
requirements/
rust/
tests/
tools/
.clang-format
.dockerignore
.gitignore
.markdownlint.yaml
.pre-commit-config.yaml
amdpatch.sh
build_and_upload_docker.sh
Quick Actions
Details
Creator
dphnAI
Language
C++
Category
ai-agent
Published
6/23/2023

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