Cortex - CLI

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⚠️ Cortex is currently in Development: Expect breaking changes and bugs!

About

Cortex is an openAI-compatible local AI server that developers can use to build LLM apps. It is packaged with a Docker-inspired command-line interface and a Typescript client library. It can be used as a standalone server, or imported as a library.

Cortex currently supports two inference engines:

• Llama.cpp
• TensorRT-LLM

Read more about Cortex at https://jan.ai/cortex

Quicklinks

Cortex:

• Website
• GitHub
• User Guides
• API reference

Prerequisites

Dependencies

Before installation, ensure that you have installed the following:

• Node.js: Required for running the installation.
• NPM: Needed to manage packages.
• CPU Instruction Sets: Available for download from the Cortex GitHub Releases page.

💡 The CPU instruction sets are not required for the initial installation of Cortex. This dependency will be automatically installed during the Cortex initialization if they are not already on your system.

Hardware

Ensure that your system meets the following requirements to run Cortex:

• OS:

  • MacOSX 13.6 or higher.
  • Windows 10 or higher.
  • Ubuntu 12.04 and later.

• RAM (CPU Mode):

  • 8GB for running up to 3B models.
  • 16GB for running up to 7B models.
  • 32GB for running up to 13B models.

• VRAM (GPU Mode):

  • 6GB can load the 3B model (int4) with ngl at 120 ~ full speed on CPU/ GPU.
  • 8GB can load the 7B model (int4) with ngl at 120 ~ full speed on CPU/ GPU.
  • 12GB can load the 13B model (int4) with ngl at 120 ~ full speed on CPU/ GPU.

• Disk: At least 10GB for app and model download.

Quickstart

To install Cortex CLI, follow the steps below:

1. Install the Cortex NPM package globally:

npm i -g @janhq/cortex

2. Initialize a compatible engine:

cortex init

3. Download a GGUF model from Hugging Face:

# Pull a model most compatible with your hardware
cortex pull llama3

# Pull a specific variant with `repo_name:branch`
cortex pull llama3:7b

# Pull a model with the HuggingFace `model_id`
cortex pull microsoft/Phi-3-mini-4k-instruct-gguf

4. Load the model:

cortex models start llama3:7b

5. Start chatting with the model:

cortex chat tell me a joke

Run as an API server

To run Cortex as an API server:

cortex serve

Build from Source

To install Cortex from the source, follow the steps below:

1. Clone the Cortex repository here.
2. Navigate to the cortex-js folder.
3. Open the terminal and run the following command to build the Cortex project:

npx nest build

4. Make the command.js executable:

chmod +x '[path-to]/cortex/cortex-js/dist/src/command.js'

5. Link the package globally:

npm link

Cortex CLI Command

The following CLI commands are currently available:

⚠️ Cortex is currently in Development: More commands will be added soon!

  serve               Providing API endpoint for Cortex backend
  chat                Send a chat request to a model
  init|setup          Init settings and download cortex's dependencies
  ps                  Show running models and their status
  kill                Kill running cortex processes
  pull|download       Download a model. Working with HuggingFace model id.
  run [options]       EXPERIMENTAL: Shortcut to start a model and chat
  models              Subcommands for managing models
  models list         List all available models.
  models pull         Download a specified model.
  models remove       Delete a specified model.
  models get          Retrieve the configuration of a specified model.
  models start        Start a specified model.
  models stop         Stop a specified model.
  models update       Update the configuration of a specified model.

Uninstall Cortex

Run the following command to uninstall Cortex globally on your machine:

# Uninstall globally using NPM
npm uninstall -g @janhq/cortex

Contact Support

• For support, please file a GitHub ticket.
• For questions, join our Discord here.
• For long-form inquiries, please email hello@jan.ai.