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GPT4All Node.js API
yarn add gpt4all@alpha
npm install gpt4all@alpha
pnpm install gpt4all@alpha
The original GPT4All typescript bindings are now out of date.
- New bindings created by jacoobes, limez and the nomic ai community, for all to use.
- Documentation
Chat Completion (alpha)
import { createCompletion, loadModel } from '../src/gpt4all.js'
const ll = await loadModel('ggml-vicuna-7b-1.1-q4_2', { verbose: true });
const response = await createCompletion(ll, [
{ role : 'system', content: 'You are meant to be annoying and unhelpful.' },
{ role : 'user', content: 'What is 1 + 1?' }
]);
Embedding (alpha)
import { createEmbedding, loadModel } from '../src/gpt4all.js'
const ll = await loadModel('ggml-all-MiniLM-L6-v2-f16', { verbose: true });
const fltArray = createEmbedding(ll, "Pain is inevitable, suffering optional");
API
- The nodejs api has made strides to mirror the python api. It is not 100% mirrored, but many pieces of the api resemble its python counterpart.
- Everything should work out the box.
- docs
Build Instructions
- binding.gyp is compile config
- Tested on Ubuntu. Everything seems to work fine
- Tested on Windows. Everything works fine.
- Sparse testing on mac os.
- MingW works as well to build the gpt4all-backend. HOWEVER, this package works only with MSVC built dlls.
Requirements
- git
- node.js >= 18.0.0
- yarn
- node-gyp
- all of its requirements.
- (unix) gcc version 12
- (win) msvc version 143
- Can be obtained with visual studio 2022 build tools
- python 3
Build (from source)
git clone https://github.com/nomic-ai/gpt4all.git
cd gpt4all-bindings/typescript
-
The below shell commands assume the current working directory is
typescript
. -
To Build and Rebuild:
yarn
- llama.cpp git submodule for gpt4all can be possibly absent. If this is the case, make sure to run in llama.cpp parent directory
git submodule update --init --depth 1 --recursive
AS OF NEW BACKEND to build the backend,
yarn build:backend
This will build platform-dependent dynamic libraries, and will be located in runtimes/(platform)/native The only current way to use them is to put them in the current working directory of your application. That is, WHEREVER YOU RUN YOUR NODE APPLICATION
- llama-xxxx.dll is required.
- According to whatever model you are using, you'll need to select the proper model loader.
- For example, if you running an Mosaic MPT model, you will need to select the mpt-(buildvariant).(dynamiclibrary)
Test
yarn test
Source Overview
src/
- Extra functions to help aid devex
- Typings for the native node addon
- the javascript interface
test/
- simple unit testings for some functions exported.
- more advanced ai testing is not handled
spec/
- Average look and feel of the api
- Should work assuming a model and libraries are installed locally in working directory
index.cc
- The bridge between nodejs and c. Where the bindings are.
prompt.cc
- Handling prompting and inference of models in a threadsafe, asynchronous way.
docs/
- Autogenerated documentation using the script
yarn docs:build
Known Issues
* why your model may be spewing bull 💩
- The downloaded model is broken (just reinstall or download from official site)
- That's it so far
Roadmap
This package is in active development, and breaking changes may happen until the api stabilizes. Here's what's the todo list:
-
x] prompt models via a threadsafe function in order to have proper non blocking behavior in nodejs
-
] ~~createTokenStream, an async iterator that streams each token emitted from the model. Planning on following this [example](https://github.com/nodejs/node-addon-examples/tree/main/threadsafe-async-iterator)~~ May not implement unless someone else can complete
-
x] proper unit testing (integrate with circle ci)
-
x] publish to npm under alpha tag `gpt4all@alpha`
-
x] have more people test on other platforms (mac tester needed)
-
x] switch to new pluggable backend
-
] NPM bundle size reduction via optionalDependencies strategy (need help) - Should include prebuilds to avoid painful node-gyp errors
-
] createChatSession ( the python equivalent to create\_chat\_session )