Chinchilla (Hoffmann et al., 2022) found that many large models were trained on too few tokens for their size. For compute-optimal training, parameters and tokens should grow together, at roughly twenty tokens per parameter.
Implement chinchilla_optimal_tokens(n_params), returning 20 * N.
Multiply the parameter count by 20.
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