AlpacaChat
A Swift library that runs Alpaca-LoRA prediction locally to implement ChatGPT like app on Apple platform devices.
It is basically a wrapper for alpaca.cpp that provides a simple Swift API for it.
import AlpacaChat
// Load model and instantiate a chat.
let model = try await Model.load(from: URL(fileURLWithPath: "model.bin"))
let chat = Chat(model: model)
// Ask users to get prompt.
let prompt = readLine()!
// Run prediction and print tokens.
for try await token in chat.predictTokens(for: prompt) {
print(token)
}
Model
Read alpaca.cpp,
alpaca-lora, and
llma.cpp,
then create 4-bits quantized ggml
model bin file.
Place it in /Applications/AlpacaChatApp/Resouces/model.bin
for example,
and build app and run it.
Usage
See actual command line and SwiftUI application for usages.
Applications
/Applications/AlpacaChatCLI
A command line chat app that can run on macOS.
To build, use Xcode or simply use swift
command.
$ cd Applications/AlpacaChatCLI
$ swift build -c release
$ .build/release/AlpacaChatCLI -m /path/to/model.bin
/Applications/AlpacaChatApp.xcodeproj
A SwiftUI chat app that can run on iOS devices.
To build app runs on actual device, you need to create your own AppID and provisioning profile that allows extended memory usage with an entitlement.
Place /Applications/AlpacaChatApp/Configurations/Local.xcconfig
to provide these your local development configurations for signing.
You may want to change scheme to use Release configuration for Run, or it may be seriously slow.