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README.md

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1. **[CPU](./cpu/)** - cpus, affinities (WIP)
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1. **[CPU Memory](./cpu-memory/)** - how much CPU memory is enough - the shortest chapter ever.
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1. **[CPU Memory](compute/cpu-memory)** - how much CPU memory is enough - the shortest chapter ever.
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**Part 3. Performance**

chapters-md.txt

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./storage/results/hope-2023-12-20-14-37-02-331702-summary.md
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./cpu/README.md
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./cpu-memory/README.md
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./compute/cpu-memory/README.md
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./performance/README.md
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./performance/hardware.md

compute/accelerator/README.md

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1. the speed at which the training will finish, because if the training takes 2-3x longer than planned, your model could become irrelevant before it was released - time is everything in the current super-competitive ML market.
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2. the total $$ spent to train the model, because if the training takes 2-3x longer than planned, you will end up spending 2-3x times more.
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Unless the rest of the purchased/rented hardware isn't chosen carefully to match the required workload chances are very high that the accelerators will idle a lot and both time and $$ will be lost. The most critical component is [network](../network), then [storage](../storage/), and the least critical ones are ([CPU](../cpu) and [CPU memory](../cpu-memory)).
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Unless the rest of the purchased/rented hardware isn't chosen carefully to match the required workload chances are very high that the accelerators will idle a lot and both time and $$ will be lost. The most critical component is [network](../network), then [storage](../storage/), and the least critical ones are ([CPU](../cpu) and [CPU memory](../compute/cpu-memory)).
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If the compute is rented one usually doesn't have the freedom to choose - the hardware is either set in stone or some components might be replaceable but with not too many choices. Thus there are times when the chosen cloud provider doesn't provide a sufficiently well matched hardware, in which case it's best to seek out a different provider.
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