Change diagnostics to log space

Author: alicjapolanska

harmonic/utils.py

@@ -336,20 +336,20 @@ def cross_validation(
                 )
             )
             hm.logs.debug_log(
-                "cross_validation: evidence_inv = {}".format(ev.evidence_inv)
+                "cross_validation: evidence_inv = {}".format(np.exp(ev.ln_evidence_inv))
             )
             hm.logs.debug_log(
-                "cross_validation: evidence_inv_var = {}".format(ev.evidence_inv_var)
+                "cross_validation: evidence_inv_var = {}".format(np.exp(ev.ln_evidence_inv_var))
             )
             hm.logs.debug_log(
                 "cross_validation:"
-                + " evidence_inv_var**0.5/evidence_inv = {}".format(
-                    ev.evidence_inv_var**0.5 / ev.evidence_inv
+                + " ln evidence_inv_var**0.5/evidence_inv = {}".format(
+                    (ev.ln_evidence_inv_var*0.5) - ev.ln_evidence_inv
                 )
             )
             hm.logs.debug_log(
-                "cross_validation: evidence_inv_var_var = {}".format(
-                    ev.evidence_inv_var_var
+                "cross_validation: ln_evidence_inv_var_var = {}".format(
+                    ev.ln_evidence_inv_var_var
                 )
             )