LocalAI 部署(主要针对 mac m2 启动)

LocalAI 部署

介绍

LocalAI 是免费的开源 OpenAI 替代方案。 LocalAI 充当 REST API 的直接替代品，与本地推理的 OpenAI API 规范兼容。 它无需 GPU，还有多种用途集成，允许您使用消费级硬件在本地或本地运行 LLM、生成图像、音频等等，支持多个模型系列。

启动方式

1. Linux AMD64 docker 启动

helm repo add go-skynet https://go-skynet.github.io/helm-charts/
helm search repo go-skynet
helm pull go-skynet/local-ai
tar-xvf local-ai-3.1.0.tgz &&cd local-ai
vim value.yaml
# 取消下面截图的注释

helm install --create-namespace local-ai .-n local-ai -f values.yaml

2. Mac M2 手动启动

# install build dependencies
brew install abseil cmake go grpc protobuf wget# clone the repogit clone https://github.com/go-skynet/LocalAI.git

cd LocalAI

# build the binarymake build
# make BUILD_TYPE=metal build## Set `gpu_layers: 1` to your YAML model config file and `f16: true`## Note: only models quantized with q4_0 are supported!# Download gpt4all-j to models/wget https://gpt4all.io/models/ggml-gpt4all-j.bin -O models/ggml-gpt4all-j

# Use a template from the examplescp-rf prompt-templates/ggml-gpt4all-j.tmpl models/

# Run LocalAI
./local-ai --models-path=./models/ --debug=true

使用

# Now API is accessible at localhost:8080curl http://localhost:8080/v1/models
curl http://localhost:8080/v1/chat/completions -H"Content-Type: application/json"-d'{
     "model": "ggml-gpt4all-j",
     "messages": [{"role": "user", "content": "How are you?"}],
     "temperature": 0.9
   }'

官方编译启动文档

FQA

Q1: 编译报错日志 sources/go-llama/llama.go:372:13: undefined: min

binding.cpp:333:67: warning: format specifies type'size_t'(aka 'unsigned long') but the argument has type'int'[-Wformat]
binding.cpp:809:5: warning: deleting pointer to incomplete type'llama_model' may cause undefined behavior [-Wdelete-incomplete]
sources/go-llama/llama.cpp/llama.h:60:12: note: forward declaration of 'llama_model'# github.com/go-skynet/go-llama.cpp
sources/go-llama/llama.go:372:13: undefined: min
note: module requires Go 1.21
make: *** [backend-assets/grpc/llama] Error 1

需要使用 go 1.21 版本

brew install mercurial
# 安装 gvmbash<<(curl-s-S-L https://raw.githubusercontent.com/moovweb/gvm/master/binscripts/gvm-installer)# gvm直接生效source ~/.gvm/scripts/gvm
# 查看版本
gvm install go1.21.7
gvm use go1.21.7

Q2: The link interface of target “protobuf::libprotobuf” contains: absl::absl_check, but the target was not found

CMake Error at /opt/homebrew/lib/cmake/protobuf/protobuf-targets.cmake:71 (set_target_properties):
  The link interface of target "protobuf::libprotobuf" contains:

    absl::absl_check

  but the target was not found.  Possible reasons include:

    * There is a typo in the target name.
    * A find_package call is missing for an IMPORTED target.
    * An ALIAS target is missing.

Call Stack (most recent call first):
  /opt/homebrew/lib/cmake/protobuf/protobuf-config.cmake:16 (include)
  examples/grpc-server/CMakeLists.txt:34 (find_package)

需要更新一下 protobuf 和 abseil 版本

brew uninstall protobuf abseil
sudo port install re2 grpc abseil