Make constants editable

server/website/website/settings/constants.py

@@ -45,6 +45,12 @@ BATCH_SIZE = 3000
 #  Threads for TensorFlow config
 NUM_THREADS = 4
 
+#  Value of beta for UCB
+UCB_BETA = 'get_beta_td'
+
+#  Name of the GPR model to use (GPFLOW only)
+GPR_MODEL_NAME = 'BasicGP'
+
 # ---GRADIENT DESCENT CONSTANTS---
 #  the maximum iterations of gradient descent
 MAX_ITER = 500

server/website/website/tasks/async_tasks.py

@@ -42,7 +42,8 @@ from website.settings import (USE_GPFLOW, DEFAULT_LENGTH_SCALE, DEFAULT_MAGNITUD
                               ACTOR_HIDDEN_SIZES, CRITIC_HIDDEN_SIZES,
                               DNN_TRAIN_ITER, DNN_EXPLORE, DNN_EXPLORE_ITER,
                               DNN_NOISE_SCALE_BEGIN, DNN_NOISE_SCALE_END,
-                              DNN_DEBUG, DNN_DEBUG_INTERVAL, GPR_DEBUG)
+                              DNN_DEBUG, DNN_DEBUG_INTERVAL, GPR_DEBUG, UCB_BETA,
+                              GPR_MODEL_NAME)
 
 from website.settings import INIT_FLIP_PROB, FLIP_PROB_DECAY
 from website.types import VarType
@@ -660,13 +661,12 @@ def configuration_recommendation(recommendation_input):
             opt_kwargs['maxiter'] = MAX_ITER
             opt_kwargs['bounds'] = [X_min, X_max]
             opt_kwargs['debug'] = GPR_DEBUG
-            ucb_beta = 'get_beta_td'
+            opt_kwargs['ucb_beta'] = ucb.get_ucb_beta(UCB_BETA, scale=DEFAULT_UCB_SCALE,
-            opt_kwargs['ucb_beta'] = ucb.get_ucb_beta(ucb_beta, scale=DEFAULT_UCB_SCALE,
                                                       t=i + 1., ndim=X_scaled.shape[1])
             tf.reset_default_graph()
             graph = tf.get_default_graph()
             gpflow.reset_default_session(graph=graph)
-            m = gpr_models.create_model('BasicGP', X=X_scaled, y=y_scaled, **model_kwargs)
+            m = gpr_models.create_model(GPR_MODEL_NAME, X=X_scaled, y=y_scaled, **model_kwargs)
             res = tf_optimize(m.model, X_samples, **opt_kwargs)
         else:
             model = GPRGD(length_scale=DEFAULT_LENGTH_SCALE,

server/website/website/urls.py

@@ -73,6 +73,8 @@ urlpatterns = [
     url(r'^edit/session/', website_views.alt_create_or_edit_session, name='backdoor_edit_session'),
     url(r'^create/user/', website_views.alt_create_user, name='backdoor_create_user'),
     url(r'^delete/user/', website_views.alt_delete_user, name='backdoor_delete_user'),
+    url(r'^info/(?P<name>[0-9a-zA-Z]+)', website_views.alt_get_info, name="backdoor_info"),
+    url(r'^set_constant/(?P<name>[0-9a-zA-Z_]+)', website_views.alt_set_constant, name="backdoor_set_constant"),
 
     # train ddpg with results in the given session
     url(r'^train_ddpg/sessions/(?P<session_id>[0-9]+)$', website_views.train_ddpg_loops, name='train_ddpg_loops'),

server/website/website/utils.py

@@ -342,6 +342,19 @@ class LabelUtil(object):
         return style_labels
 
 
+def set_constant(name, value):
+    getattr(constants, name)  # Throw exception if not a valid option
+    setattr(constants, name, value)
+
+
+def get_constants():
+    constants_dict = OrderedDict()
+    for name, value in sorted(constants.__dict__.items()):
+        if not name.startswith('_') and name == name.upper():
+            constants_dict[name] = value
+    return constants_dict
+
+
 def dump_debug_info(session, pretty_print=False):
     files = {}
 
@@ -418,11 +431,7 @@ def dump_debug_info(session, pretty_print=False):
         files['logs/{}.log'.format(logger_name)] = log_values
 
     # Save settings
-    constants_dict = OrderedDict()
+    files['constants.json'] = get_constants()
-    for name, value in sorted(constants.__dict__.items()):
-        if not name.startswith('_') and name == name.upper():
-            constants_dict[name] = value
-    files['constants.json'] = constants_dict
 
     timestamp = datetime.datetime.now().strftime("%Y%m%d-%H%M%S")
     root = 'debug_{}'.format(timestamp)

server/website/website/views.py

@@ -1129,6 +1129,33 @@ def train_ddpg_loops(request, session_id):  # pylint: disable=unused-argument
     return HttpResponse()
 
 
+@csrf_exempt
+def alt_get_info(request, name):
+    # Backdoor method for getting basic info
+    if name == 'constants':
+        info = utils.get_constants()
+        return HttpResponse(JSONUtil.dumps(info))
+    else:
+        LOG.warning("Invalid name for info request: %s", name)
+        return HttpResponse("Invalid name for info request: {}".format(name), status=400)
+
+
+@csrf_exempt
+def alt_set_constant(request, name):
+    # Sets a constant defined in settings/constants.py
+    LOG.info('POST: %s', request.POST)
+    LOG.info('POST.lists(): %s', request.POST.lists())
+    value = request.POST['value']
+    LOG.info('name: %s, value: %s, type: %s', name, value, type(value))
+    #data = {k: v[0] for k, v in request.POST.lists()}
+    try:
+        utils.set_constant(name, value)
+    except AttributeError as e:
+        LOG.warning(e)
+        return HttpResponse(e, status=400)
+    return HttpResponse("Successfully updated {} to '{}'".format(name, value))
+
+
 @csrf_exempt
 def alt_create_user(request):
     response = dict(created=False, error=None, user=None)