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Mava Alternatives
Similar projects and alternatives to Mava
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tf2multiagentrl
Clean implementation of Multi-Agent Reinforcement Learning methods (MADDPG, MATD3, MASAC, MAD4PG) in TensorFlow 2.x
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Sonar
Write Clean Python Code. Always.. Sonar helps you commit clean code every time. With over 225 unique rules to find Python bugs, code smells & vulnerabilities, Sonar finds the issues while you focus on the work.
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ai-economist
Foundation is a flexible, modular, and composable framework to model socio-economic behaviors and dynamics with both agents and governments. This framework can be used in conjunction with reinforcement learning to learn optimal economic policies, as done by the AI Economist (https://www.einstein.ai/the-ai-economist).
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PettingZoo
A standard API for multi-agent reinforcement learning environments, with popular reference environments and related utilities
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open_spiel
OpenSpiel is a collection of environments and algorithms for research in general reinforcement learning and search/planning in games.
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InfluxDB
Access the most powerful time series database as a service. Ingest, store, & analyze all types of time series data in a fully-managed, purpose-built database. Keep data forever with low-cost storage and superior data compression.
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multi_agent_path_planning
Python implementation of a bunch of multi-robot path-planning algorithms.
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epymarl
An extension of the PyMARL codebase that includes additional algorithms and environment support
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maro
Multi-Agent Resource Optimization (MARO) platform is an instance of Reinforcement Learning as a Service (RaaS) for real-world resource optimization problems.
NOTE:
The number of mentions on this list indicates mentions on common posts plus user suggested alternatives.
Hence, a higher number means a better Mava alternative or higher similarity.
Mava reviews and mentions
Posts with mentions or reviews of Mava.
We have used some of these posts to build our list of alternatives
and similar projects. The last one was on 2022-09-14.
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Recomendations of framework/library for MARL
I'm new to MARL and I'm looking for some open source implementations that I could use in a project. I have some previous experience in single agent RL, mainly with SB3 and gym, but just now started reading some MARL papers. I'm mainly looking for a good balance between performance, good documentation and ease of use. So far, I've taken look at Mava and RLlib. Mava seems like a very complete option, though I'm not at all familiar with the API and it maybe something simpler could also do the trick. As for the environment library, I was considering PettingZoo, since it has a very similar api to gym. Thought I might as well ask here first, as people can suggest other options for me to investigate or even give me some pros and cons they have learned from past experience.
These are the main reasons we built Mava , a library built specifically for MARL. We are also in the process of rewriting it to be simpler to compose MARL components (communication, central training etc), and we are rewriting our codebase in JAX, so really looking forward to improved performance! (Disclaimer, I am one of the people working on Mava).
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Training with multiple agents.
The OpenSpiel games (as well as several others) are also available from MAVA (https://github.com/instadeepai/Mava).
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A note from our sponsor - CodiumAI
codium.ai | 28 May 2023
Stats
Basic Mava repo stats
5
508
9.9
18 days ago
instadeepai/Mava is an open source project licensed under Apache License 2.0 which is an OSI approved license.
The primary programming language of Mava is Python.
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