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Note that the above mentioned configuration is for converting Aquila-34B and you may have to change the model configurations for instance num_layers andhidden_size as necessary.
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It is quite simple to perform the heterogeneous training on chips of various generations with the identical architecture or appropriate architectures.
The reason why we start off from Megatron-LM is the fact that it may possibly attain a really superior-amount source utilization by combining quite possibly the most extensive distributed teaching and accelerating methods, specifically for education LLMs past 10-billions of parameters.
Additionally, it helps builders in rapidly creating a basic nonetheless comprehensive pipeline for LLM, like training, wonderful-tuning, inference and serving. It has many features as follows:
To aid assist the investigation, you are able to pull the corresponding error log from your web server and post it our assist crew. Make sure you involve the Ray ID helen88 (that is at The underside of this error web site). Supplemental troubleshooting resources.
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Deliver the instruction strategies of the Aquila types form BAAI that may guaranteed coaching convergence
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Just before performing the heterogenous schooling, you must increase the hostfile by introducing the gadget sorts. You're cost-free to choose the identifier strings for these machine forms, but you should guarantee they are not duplicated.
HOSTFILE: the hostfile with the nodes for The present education, which includes a list of hostnames and slot counts. For instance: