def test_hybrid(self): df_min = gr.eval_hybrid(self.md, df_det="nom") self.assertTrue( set(df_min.columns) == set(self.md.var + self.md.out + ["hybrid_var"])) self.assertTrue(df_min._meta["type"] == "eval_hybrid") df_seeded = gr.eval_hybrid(self.md, df_det="nom", seed=101) df_piped = self.md >> gr.ev_hybrid(df_det="nom", seed=101) self.assertTrue(df_seeded.equals(df_piped)) df_total = gr.eval_hybrid(self.md, df_det="nom", plan="total") self.assertTrue( set(df_total.columns) == set(self.md.var + self.md.out + ["hybrid_var"])) self.assertTrue(df_total._meta["type"] == "eval_hybrid") df_skip = gr.eval_hybrid(self.md, df_det="nom", skip=True) self.assertTrue( set(df_skip.columns) == set(self.md.var + ["hybrid_var"])) ## Raises md_buckle = models.make_plate_buckle() with self.assertRaises(ValueError): gr.eval_hybrid(md_buckle, df_det="nom")
def test_make(self): ## Models build md_cantilever_beam = models.make_cantilever_beam() md_ishigami = models.make_ishigami() md_linear_normal = models.make_linear_normal() md_plane_laminate = models.make_composite_plate_tension([0]) md_plate_buckling = models.make_plate_buckle() md_poly = models.make_poly() md_test = models.make_test() md_trajectory_linear = models.make_trajectory_linear() ## Models evaluate df_cantilever = md_cantilever_beam >> gr.ev_nominal(df_det="nom") df_ishigami = md_ishigami >> gr.ev_nominal(df_det="nom") df_ln = md_linear_normal >> gr.ev_nominal(df_det="nom") df_plane = md_plane_laminate >> gr.ev_nominal(df_det="nom") df_plate = md_plate_buckling >> gr.ev_nominal(df_det="nom") df_poly = md_poly >> gr.ev_nominal(df_det="nom") df_test = md_test >> gr.ev_nominal(df_det="nom") df_traj = md_trajectory_linear >> gr.ev_nominal(df_det="nom")