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  Filiberto 124M Instruct is only 124 million parameters. It can run easily on CPU or provide correction at scale on GPUs (>10k tokens/seconds).
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  ## Training
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- The pre-trained included a collection of individual verses and their correction taken from the TEXORO corpus, totalling ~5 million tokens.
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  Pre-training ran on 5 epochs with levanter (500 steps total, each processing 1024 sequences of 512 tokens) on a TPUv4-32 for 15 minutes.
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  Filiberto 124M Instruct is only 124 million parameters. It can run easily on CPU or provide correction at scale on GPUs (>10k tokens/seconds).
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  ## Training
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+ The pre-trained included a collection of individual verses and their correction taken from the [TEXORO](https://etso.es/texoro) corpus, via a collaboration with [ETSO](https://etso.es/), totalling ~5 million tokens.
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  Pre-training ran on 5 epochs with levanter (500 steps total, each processing 1024 sequences of 512 tokens) on a TPUv4-32 for 15 minutes.
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