benchopt/benchmark_logreg_l1

If lmbd is parametrized as a function of lambda max, some figures in the benchopt doc are wrong

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Figure generated by benchopt example. It's lambda = lambda_max so it should converge immediately. Did we forget a scaling by 2 in logreg lambda_max ?

image

The figure in benchopt doc is for a L2 penalization, not L1