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OpenMoE Alternatives
Similar projects and alternatives to OpenMoE
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InfluxDB
Power Real-Time Data Analytics at Scale. Get real-time insights from all types of time series data with InfluxDB. Ingest, query, and analyze billions of data points in real-time with unbounded cardinality.
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SaaSHub
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st-moe-pytorch
Implementation of ST-Moe, the latest incarnation of MoE after years of research at Brain, in Pytorch
OpenMoE reviews and mentions
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Mixtral: A Promising Model with Unforeseen Challenges
Switch Transformer aside, it's not very open and OpenMoE is months old.
- will the point meet in 2024?
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Ask HN: Why is GPT4 better than the other major LLMs?
What about this one? https://github.com/XueFuzhao/OpenMoE
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Partial Outage Across ChatGPT and API
https://github.com/XueFuzhao/OpenMoE
Check out this open source Mixture of Experts research. Could help a lot with performance of open source models.
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OpenAI is too cheap to beat
I think the weird thing about this is that it's completely true right now but in X months it may be totally outdated advice.
For example, efforts like OpenMOE https://github.com/XueFuzhao/OpenMoE or similar will probably eventually lead to very competitive performance and cost-effectiveness for open source models. At least in terms of competing with GPT-3.5 for many applications.
Also see https://laion.ai/
I also believe that within say 1-3 years there will be a different type of training approach that does not require such large datasets or manual human feedback.
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Mixtures of Experts
Google have released the models and code for the Switch Transformer from Fedus et al. (2021) under the Apache 2.0 licence. [0]
There's also OpenMoE - an open-source effort to train a mixture of experts model. Currently they've released a model with 8 billion parameters. [1]
[0] https://github.com/google-research/t5x/blob/main/docs/models...
[1] https://github.com/XueFuzhao/OpenMoE
- A Hackers' Guide to Language Models [video]
- OpenMoE – A family of open-sourced Mixture-of-Experts (MoE) LLMs
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The primary programming language of OpenMoE is Python.
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