Features
========

AGI framework offers 2 user interfaces:

 - `agi-core` an API interface to interface directly in your python program on a `dask cluster <https://openai.com>`_
 - `agilab` a WEB interface that generate the agi-core API call in a snippet and offer `openai <https://openai.com>`_ code assitant.

There is share components `agi-env` a share component to set the environment and `agi-gui` the Graphic User Interface engine

agi-core
--------

- **Automated Virtual Environment Setup:**

  - Automatically installs virtual environments for cluster nodes which are computers with multi-cores CPU, GPU and NPU.

- **Flexible Application Run Modes:**

  - **Process Management:**

    - Single Process
    - Multiple Processes

  - **Language Support:**

    - Pure Python (From python 3.12)
    - Cython (Ahead of execution compilation)

  - **Deployment Modes:**

    - Single Node with MacOS, Windows (from W11) or Linux (Ubuntu from ubuntu 24.04)
    - Cluster with heterogeneous os per node

- **Dynamic Node Capacity Calibration:**

  - Automatically calibrates the capacity of each node to optimize performance.

- **Static Load Balancing:**

  - Distributes workloads evenly across nodes to ensure efficient resource utilization.

- **Integrated Map-Reduce Mechanism:**

  - Facilitates parallel data processing and aggregation.

- **Optimized Run-Mode Selection:**

  - Chooses the best run-mode from 8 available combinations, when rapids is enables it adds 8 more.


agilab
------

- **agi-core API Generation:**

  - Automatically generates APIs to streamline development processes.

- **ChatGPT Coding Assistant:**

  - Integrates with ChatGPT to offer real-time code suggestions and support.

- **Embedded Dataframe Export:**

  - Easily export dataframes cross project.

- **5 Ways to Reuse Code:**

  - **Framework Instantiation:**

    - Inherit from agi-core ``Agi[Agent | Dag | Data]Worker`` classes.

  - **Project Templates:**

    - Clone existing code or create new project from templates.

  - **Q&A Snippets History:**

    - Utilize historical code snippets for quick integration.

  - **Collaborative Coding:**

    - Export / Import project to work together efficiently cross organisation.

  - **Views Creation:**

    - Share views seamlessly across multiple projects.