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When utilizing the distributed optimizer, You need to use the next Resource to repartition the distributed optimizer In case the parallel strategies is changed throughout the teaching.
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It really is very simple to accomplish the heterogeneous education on chips of various generations Together with the similar architecture or compatible architectures.
The main reason why we get started from Megatron-LM is the fact it might achieve a very significant-stage source utilization by combining essentially the most in depth dispersed education and accelerating strategies, especially for training LLMs outside of ten-billions of parameters.
For now, FlagScale continues to be in its early phase and we will function While using the Local community collectively to help different LLMs on many components architectures.
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Deliver the schooling schemes on the Aquila versions form BAAI which often can assured training convergence
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Before undertaking the heterogenous instruction, you need to extend the hostfile by adding the product varieties. You are cost-free to choose the identifier strings for these gadget kinds, but please make sure they're not duplicated.
HOSTFILE: the hostfile with the nodes for the current coaching, which contains a list of hostnames and slot counts. By way of helen88 example: