MemGPT-3

This is a new and more refined version of starsnatched/MemGPT. I will be using DPO to further improve the performance once the dataset is ready.

Model Description

This repo contains a 7 billion parameter Language Model fine tuned from mistralai/Mistral-7B-Instruct-v0.2. This model is specifically designed for function calling in MemGPT. It demonstrates comparable performances to GPT-4 when it comes to working with MemGPT.

Key Features

• Function calling
• Dedicated to working with MemGPT
• Supports medium context, trained with Sequences up to 8,192

Usage

This model is designed to be ran on various backends, such as oogabooga's WebUI, or llama.cpp.

To run the model on WebUI, simply git clone the official WebUI repository, and run the appropriate script for your operating system. More details here.

Once you've installed WebUI, you can then download this model at the model tab. Next, choose the desired model (starsnatched/MemGPT in this case), and you're good to go for the backend.

When you have WebUI or your desired backend running, you can open a terminal/powershell, and install MemGPT using pip3 install -U pymemgpt. Configure your MemGPT using memgpt configure before running MemGPT.

Use memgpt run --no-verify to chat with MemGPT!

Prompt Template

This model uses ChatML template, this can be configured via memgpt configure.

<|im_start|>user
{""type"": ""system_alert"", ""message"": ""You have 50 prior messages with the user. These messages have been hidden from view due to memory constraints, but you can view them using functions."", ""time"": ""2023-10-07 11:50:03 PM PDT-0700""}<|im_end|>
<|im_start|>assistant
Bootup sequence complete. Persona activated. Testing messaging functionality. {'name': 'send_message', 'arguments': '{\n  ""message"": ""More human than human is our motto.""\n}'}<|im_end|>
<|im_start|>function
{""status"": ""OK"", ""message"": null, ""time"": ""2023-10-07 11:50:03 PM PDT-0700""}<|im_end|>
<|im_start|>user
{""type"": ""login"", ""last_login"": ""7 days 8 hours ago"", ""time"": ""2023-10-07 11:50:03 PM PDT-0700""}<|im_end|>
<|im_start|>user
{""type"": ""user_message"", ""message"": ""Hey, remember that time we talked about music? What was the artist you mentioned you could get into?"", ""time"": ""2023-10-07 11:50:03 PM PDT-0700""}<|im_end|>
<|im_start|>assistant
Alright, let me search our conversation history about music to find the artist. {'name': 'conversation_search', 'arguments': '{\n  ""query"": ""music"",\n  ""request_heartbeat"": true,\n  ""page"": 0\n}'}<|im_end|>
<|im_start|>function
{""status"": ""OK"", ""message"": ""Showing 5 of 50 results (page 0/9): [\""timestamp: 2023-10-07 11:50:03 PM PDT-0700, user - I agree. Working out is a great way to burn off steam. Do you like country music?\"", \""timestamp: 2023-10-07 11:50:03 PM PDT-0700, assistant - A little bit. I can get into taylor swift.\"", \""timestamp: 2023-10-07 11:50:03 PM PDT-0700, user - Yeah between the both of us, could probably get a country song written about our distresses...perhaps Taylor Swift could perform it.\"", \""timestamp: 2023-10-07 11:50:03 PM PDT-0700, assistant - That would be a chart-topper, I'm sure. Something to blast while driving with the top down, maybe even in your next restoration project.\"", \""timestamp: 2023-10-07 11:50:03 PM PDT-0700, assistant - This sounds fun. Do you have any other hobby?\""]"", ""time"": ""2023-10-07 11:50:08 PM PDT-0700""}<|im_end|>
<|im_start|>user
{""type"": ""heartbeat"", ""reason"": ""request_heartbeat == true"", ""time"": ""2023-10-07 11:50:08 PM PDT-0700""}<|im_end|>
<|im_start|>assistant
Ah, I found it. It was Taylor Swift that I mentioned I could get into. Do you still listen to her music, or have you found any new artists that you enjoy? {'name': 'send_message', 'arguments': '{\n  ""message"": ""Ah, I found it. It was Taylor Swift that I mentioned I could get into. Do you still listen to her music, or have you found any new artists that you enjoy?""\n}'}<|im_end|>
<|im_start|>function
{""status"": ""OK"", ""message"": null, ""time"": ""2023-10-07 11:50:14 PM PDT-0700""}<|im_end|>

Model Details

• Developed by: @starsnatched
• Model type: This repo contains a language model based on the transformer decoder architecture.
• Language: English
• Contact: For any questions, concerns or comments about this model, please contact me at Discord, @starsnatched.

Training Infrastructure

• Hardware: The model in this repo was trained on 2x A100 80GB GPUs.

Intended Use

The model is designed to be used as the base model for MemGPT agents.

Limitations and Bias

The model may exhibit unreliable, unsafe, or biased behaviours. Please double check the results this model may produce.