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FEAT: Forecasting: Use multiple batches for large datasets #43

@felixdivo

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@felixdivo

FEAT: Forecasting: In case of large datasets, we should split them into multiple datasets before calling Solver::forecast_batch. Currently, we run it as a single batch across all horizons, etc.

Originally posted by @felixdivo in #28 (comment) (party done in https://github.com/benchopt/benchmark_tsfm/pull/28/changes#diff-6ce9d6e052e78db56082c33802879a95801b995c6893007621a1897a54354b98R84)

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