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These hostnames or IPs characterize machines accessible by using passwordless SSH as well as slots specify the quantity of GPUs obtainable on that machine.
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When utilizing the distributed optimizer, You may use the following Device to repartition the dispersed optimizer If your parallel techniques is improved through the coaching.
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It is quite simple to try and do the heterogeneous training on chips of different generations Along with the exact architecture or compatible architectures.
The reason why we commence from Megatron-LM is usually that it could possibly obtain an extremely significant-degree resource utilization by combining one of the most comprehensive dispersed teaching and accelerating tactics, specifically for coaching LLMs outside of 10-billions of parameters.
For now, FlagScale is still in its early stage and We're going to get the job done While using the Neighborhood with each other to guidance distinct LLMs on various components architectures.
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That can help guidance the investigation, you are able to pull the corresponding mistake log out of your World wide web server and post it our assist group. Please consist of the Ray ID (which is at The underside of the error site). Extra troubleshooting assets.
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HOSTFILE: the hostfile of the nodes for The existing training, which consists of an index of hostnames and slot counts. For instance: