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When utilizing the distributed optimizer, you can use the next Instrument to repartition the dispersed optimizer Should the parallel schemes is adjusted through the education.
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It really is very simple to complete the heterogeneous teaching on chips of different generations With all the same architecture or compatible architectures.
Increase personalized optimizations and combine techniques from other outstanding open up-source projects like DeepSpeed and vLLM etc.
Additionally, it helps builders in fast developing a primary nonetheless entire pipeline for LLM, including teaching, fantastic-tuning, inference and serving. It's several options as follows:
To help you support the investigation, you could pull the corresponding error log from your Net server and post it our guidance staff. Make sure you include the Ray ID (that is at the bottom of the error website page). Additional troubleshooting resources.
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To aid aid the investigation, you'll be able to pull the corresponding mistake log from your Internet server and submit it our assistance group. Be sure to include things like the Ray ID (that's at the bottom of the error site). Extra troubleshooting sources.
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HOSTFILE: the hostfile with the nodes for The present education, which is made up of a list of hostnames and slot counts. As an example: