add linear readme
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@ -13,7 +13,7 @@ Multi-Threading Optimization
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- Simply add ```nthread=k``` where k is the number of threads you want to use
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* If you submit with YARN
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- Use ```--vcores``` and ```-mem``` to request CPU and memory resources
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- Some scheduler in YARN do not honor CPU request, you can request more memory to grab a more working slot
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- Some scheduler in YARN do not honor CPU request, you can request more memory to grab working slots
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* Usually multi-threading improves speed in general
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- You can use less workers and assign more resources to each of worker
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- This means less communication overhead and faster
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