MemGPT vs Efficient-LLMs-Survey

MemGPT

Create LLM agents with long-term memory and custom tools 📚🦙 (by cpacker)

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Source Code

memgpt.readme.io

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Efficient-LLMs-Survey

Efficient Large Language Models: A Survey (by AIoT-MLSys-Lab)

generative-ai large-language-models efficient-algorithms machine-learning-systems

Source Code

arxiv.org

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MemGPT		Efficient-LLMs-Survey
	Project
15	Mentions	2
9,252	Stars	711
-	Growth	9.8%
9.9	Activity	9.7
7 days ago	Latest Commit	7 days ago
Python	Language
Apache License 2.0	License	Apache License 2.0

The number of mentions indicates the total number of mentions that we've tracked plus the number of user suggested alternatives.
Stars - the number of stars that a project has on GitHub. Growth - month over month growth in stars.
Activity is a relative number indicating how actively a project is being developed. Recent commits have higher weight than older ones.
For example, an activity of 9.0 indicates that a project is amongst the top 10% of the most actively developed projects that we are tracking.

MemGPT

Posts with mentions or reviews of MemGPT. We have used some of these posts to build our list of alternatives and similar projects. The last one was on 2024-03-28.

AI21 Labs Unveils Jamba: The First Production-Grade Mamba-Based AI Model
3 projects | news.ycombinator.com | 28 Mar 2024

On a side note: working over longer contexts also reminds me of MemGPT(https://github.com/cpacker/MemGPT)
FLaNK Weekly 18 Dec 2023
19 projects | dev.to | 18 Dec 2023
At this point we don’t necessarily need higher context windows. We need better truncation.
1 project | /r/LocalLLaMA | 10 Dec 2023

The MemGPT project is taking on this challenge.
Putting Together the Pieces of Transformative AI
3 projects | /r/singularity | 25 Oct 2023

Long Term Memory - Voyager, MemGPTand LongMem
[R] MemGPT: Towards LLMs as Operating Systems - UC Berkeley 2023 - Is able to create unbounded/infinite LLM context!
1 project | /r/MachineLearning | 22 Oct 2023

Blog: https://memgpt.ai/
MemGPT: Towards LLMs as Operating Systems - UC Berkeley 2023 - Is able to create unbounded/infinite LLM context!
1 project | /r/LocalLLaMA | 22 Oct 2023

Github: https://github.com/cpacker/MemGPT
MemGPT – LLMs with self-editing memory for unbounded context
1 project | /r/hackernews | 19 Oct 2023

1 project | /r/hypeurls | 18 Oct 2023

2 projects | news.ycombinator.com | 16 Oct 2023

Hey all, MemGPT authors here! Happy to answer any questions about the implementation.
If you want to try it out yourself, we have a Discord bot up-and-running on the MemGPT server (https://discord.gg/9GEQrxmVyE) where you can see the memory editing in action - as you chat you'll see MemGPT update its profile about you (and itself).
Everything's open source, so can also try running MemGPT locally using the code here: https://github.com/cpacker/MemGPT. In the repo we also have a document-focused example where you can chat with MemGPT about the LlamaIndex API docs.
MemGPT — a combination of OS and GPT
1 project | /r/llm_updated | 17 Oct 2023

Efficient-LLMs-Survey

Posts with mentions or reviews of Efficient-LLMs-Survey. We have used some of these posts to build our list of alternatives and similar projects. The last one was on 2023-12-18.

FLaNK Weekly 18 Dec 2023
19 projects | dev.to | 18 Dec 2023
Efficient Large Language Models: A Survey
1 project | news.ycombinator.com | 17 Dec 2023

What are some alternatives?

When comparing MemGPT and Efficient-LLMs-Survey you can also consider the following projects:

llama.cpp - LLM inference in C/C++

llmware - Providing enterprise-grade LLM-based development framework, tools, and fine-tuned models.

tidybot - TidyBot: Personalized Robot Assistance with Large Language Models

java-iceberg-toolkit - Java implementation for performing operations on Apache Iceberg and Hive tables

LongMem - Official implementation of our NeurIPS 2023 paper "Augmenting Language Models with Long-Term Memory".

daedalOS - Desktop environment in the browser

mlx-examples - Examples in the MLX framework

FLaNK-OpenAi - Chat

FLiPStackWeekly - FLaNK AI Weekly covering Apache NiFi, Apache Flink, Apache Kafka, Apache Spark, Apache Iceberg, Apache Ozone, Apache Pulsar, and more...

LLMCompiler - [ICML 2024] LLMCompiler: An LLM Compiler for Parallel Function Calling

Visual-Flow - Visual-Flow main repository