Getting Started with Transformers on Habana Gaudi
What Happened
Getting Started with Transformers on Habana Gaudi
Fordel's Take
habana gaudi is a decent piece of hardware, but don't get blinded by the vendor hype. getting transformers running on it is interesting for specialized inference tasks, but it doesn't suddenly make the model easier to train.
it’s a specific optimization, tied directly to how the hardware manages memory for these massive weight matrices. it’s not a general solution; it’s an architecture-specific win, which means you need deep knowledge of the specific hardware stack.
we're just moving the bottleneck. the bottleneck is still the amount of data and the algorithm, not the specific chip we use to compute it.
What To Do
test a few baseline transformer tasks on gaudi to understand the specific performance trade-offs for your workload. impact:medium
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