Pass constraints to anchor point generator

GPyOpt/optimization/anchor_points_generator.py

@@ -21,7 +21,7 @@ def get(self, num_anchor=5, duplicate_manager=None, unique=False, context_manage
         ## --- We use the context handler to remove duplicates only over the non-context variables
         if context_manager and not self.space._has_bandit():
             space_configuration_without_context = [self.space.config_space_expanded[idx] for idx in context_manager.nocontext_index_obj]
-            space = Design_space(space_configuration_without_context)
+            space = Design_space(space_configuration_without_context, context_manager.space.constraints)
             add_context = lambda x : context_manager._expand_vector(x)
         else:
             space = self.space

GPyOpt/testing/functional_tests/test_files/constraints_acquisition_gradient_testfile.txt

@@ -1,20 +1,20 @@
--1.659559905948519987e-01 -1.222984215693606602e+00
-4.406489868843161961e-01 -9.412193658669872898e-01
--3.953348547363204624e-01 -3.096975773079901906e-01
--7.064882183657739123e-01 1.164502020100708357e-01
--1.616109711934103910e-01 5.114025305352067896e-01
-7.107128251907395278e-01 -2.378604029244246743e-01
--2.987656213860927501e-01 -1.013580725607554633e-01
--2.823079326929183175e-01 5.362664625344728542e-01
-6.309108269155705440e-01 2.689531221550316431e-01
-8.846351605208608859e-01 5.940212477009341185e-01
--4.703260076103039644e-01 7.420839828045457942e-01
-9.232708475493567324e-01 1.381220328900831795e-01
-1.127100125745781334e-01 -1.276510682502884908e-01
--7.921852253324037640e-01 5.829608511174884100e-01
--8.033455913685241256e-01 6.681582197823692226e-01
--8.365340705101338425e-01 7.409383255863155604e-01
--4.698660736843853769e-01 -7.542816046605178570e-01
-6.340789145251157777e-01 -5.678732009331840525e-01
--8.957253699248373113e-01 1.653566723136625782e-01
-9.725136602999131519e-01 6.613336224664068119e-01
+-0.165955990594852   -1.2229842156936066
+ 0.4406489868843162  -0.9412193658669873
+-0.39533485473632046 -0.3096975773079902
+-0.7064882183657739   0.11645020201007084
+-0.1616109711934104   0.5114025305352068
+ 0.8460060815073307  -0.09654585655388481
+ 0.42129453106421     0.5411026606436793
+-0.27067263037622546 -0.7773176139507966
+ 0.7143475474889778   0.6757693186032174
+ 0.546758394769407    0.6732334569585419
+ 0.6116040726004173   0.2179539190121953
+-0.6979401495314701   0.6853292029271287
+ 0.9725136602999132   0.6613336224664068
+-0.3947307012607917  -0.7710994363337204
+-0.8867648541511022   0.506327874465911
+ 0.7574514994920194   0.2744491479066373
+ 0.3814658794809189  -0.5935115492873151
+-0.11047944658786246 -0.5867788112296773
+-0.4518774611614127  -0.5603720990073233
+ 0.1846090170171062  -0.6958669931894023