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")