M/Ph2dZddlZddlmZddZdZdZdS) z( Holds common functions for l1 solvers. N)ConvergenceWarningFctj|rJ||dks Jd||}t |}tjdg|z}t|D]>}||dkr0t||||z ||z |krd||<?t||||} |} | sT| } d| |fz} | dz } |r| t| z } dd l } | | t| S) a Theory dictates that one of two conditions holds: i) abs(score[i]) == alpha[i] and params[i] != 0 ii) abs(score[i]) <= alpha[i] and params[i] == 0 qc_results checks to see that (ii) holds, within qc_tol qc_results also checks for nan or results of the wrong shape. Parameters ---------- params : ndarray model parameters. Not including the added variables x_added. alpha : ndarray regularization coefficients score : function Gradient of unregularized objective function qc_tol : float Tolerance to hold conditions (i) and (ii) to for QC check. qc_verbose : bool If true, print out a full QC report upon failure Returns ------- passed : bool True if QC check passed qc_dict : Dictionary Keys are fprime, alpha, params, passed_array Prints ------ Warning message if QC check fails. Fz#params should have already been 1-dTrF)fprimealphaparams passed_arrayz1QC check did not pass for %d out of %d parametersz\ Try increasing solver accuracy or number of iterations, decreasing alpha, or switch solversN)npisnanmaxravelminlenarrayrangeabsdictsum_get_verbose_addonwarningswarnr)rrscoreqc_tol qc_verboserk_paramsr iqc_dictpassed num_failedmessagers b/var/www/html/test/jupyter/venv/lib/python3.11/site-packages/statsmodels/base/l1_solvers_common.py qc_resultsr" sDx##%%%%% fll3'' ' , , . ...-...U6]]F6{{H8TFX-..L 8__(( 8a<<F1Iq)U1X5>>"' QU6 NNNG     F  3#m((** E I""4 4  3 )'22 2G g1222 Mc|d}|d}|d}|d}d}d}|ddzz }|d z }tt|D]&}|d ||||||||fzz }'|S) Nrrrr z- ------ verbose QC printout -----------------z7 ------ Recall the problem was rescaled by 1 / nobs ---z |%-10s|%-10s|%-10s|%-10s|)rrrparamz- --------------------------------------------z |%-10s|%-10.3e|%-10.3e|%-10.3e|)rr)rrrrr addonrs r!rrLs G E X F X F>*L >M11 #F1I!%GAJ  &  6) DFF F 2:g&& &&r#)F)__doc__numpyr statsmodels.tools.sm_exceptionsrr"rr2r#r!r7sq>>>>>>????D"F'F'F'F'F'r#