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@@ -20,7 +20,7 @@ This model's architecture is a simplification of the original, and leverages pre
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  ### Components of the Architecture
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- The system relies in the Flax/JAX infrastructure, which are ideal for TPU training. TPUs are not required, both Flax and JAX run very efficiently on GPU backends.
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  The main components of the architecture include:
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  ### Components of the Architecture
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+ The system relies on the Flax/JAX infrastructure, which are ideal for TPU training. TPUs are not required, both Flax and JAX run very efficiently on GPU backends.
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  The main components of the architecture include:
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