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These hostnames or IPs signify machines accessible by means of passwordless SSH along with the slots specify the volume of GPUs accessible on that equipment.
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When utilizing the distributed optimizer, You can utilize the following Instrument to repartition the dispersed optimizer if the parallel techniques is adjusted in the training.
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It is actually quite simple to accomplish the heterogeneous training on chips of various generations Using the similar architecture or suitable architectures.
The reason why we get started from Megatron-LM is the fact it could obtain a really substantial-level resource utilization by combining essentially the most in depth dispersed education and accelerating methods, specifically for instruction LLMs further than 10-billions of parameters.
For now, FlagScale is still in helen88 its early stage and We are going to get the job done Along with the community collectively to assistance diverse LLMs on many hardware architectures.
To assist support the investigation, you could pull the corresponding error log from the World-wide-web server and post it our assist group. Remember to contain the Ray ID (which can be at the bottom of the error website page). Additional troubleshooting sources.
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Ahead of accomplishing the heterogenous coaching, you ought to increase the hostfile by adding the machine kinds. You're no cost to select the identifier strings for these product styles, but be sure to ensure they don't seem to be duplicated.
HOSTFILE: the hostfile of the nodes for The existing schooling, which consists of an index of hostnames and slot counts. For instance: