def predef_log_reg():
leap_predef = leap_fn.PredefinedFunction(computation_msgs_pb2.AlgoCodes.LOG_REG)
selector = {
"type": codes.DEFAULT,
"useLocalData": True
}
leap_predef.selector = selector
return leap_predef
def predef_mean_selector_sql():
leap_predef = leap_fn.PredefinedFunction(
computation_msgs_pb2.AlgoCodes.MEAN_ALGO)
selector = {
"type": codes.DEFAULT,
"filter": "[pain_past3backpain] = 1 and [yrbirth] < 1960"
}
leap_predef.selector = selector
return leap_predef
def predef_count_selector():
leap_predef = leap_fn.PredefinedFunction(
computation_msgs_pb2.AlgoCodes.COUNT_ALGO_RC)
selector = {
"type": codes.DEFAULT,
"filter": "[pain_past3backpain] = 1 and [yrbirth] < 1931"
}
leap_predef.selector = selector
return leap_predef
def predef_count_selector_sql():
leap_predef = leap_fn.PredefinedFunction(
computation_msgs_pb2.AlgoCodes.COUNT_ALGO_RC_QUERY)
selector = {
"type": codes.SQL,
"sql_func": "count",
"sql_options": {
"project_id": 13,
"filter": {
'pain_past3backpain': "= 1",
'yrbirth': "< 1931"
}
}
}
leap_predef.selector = selector
return leap_predef
def predef_max_selector_sql():
leap_predef = leap_fn.PredefinedFunction(
computation_msgs_pb2.AlgoCodes.MAX_ALGO_RC)
selector = {
"type": codes.SQL,
"sql_func": "max",
"sql_options": {
"project_id": 13,
"filter": {
'pain_past3backpain': "= 1",
'yrbirth': "< 1931"
},
"field": "yrbirth"
}
}
leap_predef.selector = selector
return leap_predef
def post(self, request, format=None):
leap_predef = None
print("Inside post")
request = {"dp": False}
if request["dp"]:
leap_predef = leap_fn.PrivatePredefinedFunction(
codes.PRIVATE_SITE_COUNT_ALGO, epsilon=1, delta=0)
else:
print("Gonna call leap api")
leap_predef = leap_fn.PredefinedFunction(codes.COUNT_ALGO)
print("Running non dp leap")
selector = "[age] > 50 and [bmi] < 25"
leap_predef.selector = selector
dist_leap = leap.DistributedLeap(leap_predef)
print(dist_leap.get_result())
return Response(status=status.HTTP_200_OK)
def post(self, request, format=None):
leap_predef = None
body = json.loads(request.body)
if body['dp']:
leap_predef = leap_fn.PrivatePredefinedFunction(
computation_msgs_pb2.AlgoCodes.PRIVATE_SITE_COUNT_ALGO,
epsilon=1,
delta=0)
else:
leap_predef = leap_fn.PredefinedFunction(
computation_msgs_pb2.AlgoCodes.COUNT_ALGO)
leap_predef.selector = body['selector']
dist_leap = leap.DistributedLeap(leap_predef)
sites = body['sites']
result = dist_leap.get_result(sites)
return HttpResponse(result)
import sys
sys.path.append("../")
import api.leap as leap
import api.leap_fn as leap_fn
from proto import computation_msgs_pb2
if __name__ == "__main__":
leap_predef = leap_fn.PredefinedFunction(computation_msgs_pb2.AlgoCodes.COUNT_ALGO)
selector = "[age] > 50 and [bmi] < 25"
leap_predef.selector = selector
dist_leap = leap.DistributedLeap(leap_predef)
result = dist_leap.get_result()
print(result)
def quantile_exp():
leap_predef = leap_fn.PredefinedFunction(codes.QUANTILE_ALGO)
selector = ""
leap_predef.selector = selector
return leap_predef
def predef_count_exp():
leap_predef = leap_fn.PredefinedFunction(codes.COUNT_ALGO)
selector = "[age] > 50 and [bmi] < 25"
leap_predef.selector = selector
return leap_predef
def predef_count_selector():
leap_predef = leap_fn.PredefinedFunction(
computation_msgs_pb2.AlgoCodes.COUNT_ALGO_RC)
selector = {"type": "default", "useLocalData": False}
leap_predef.selector = selector
return leap_predef
def quantile_exp():
leap_predef = leap_fn.PredefinedFunction(computation_msgs_pb2.AlgoCodes.QUANTILE_ALGO)
selector = ""
leap_predef.selector = selector
return leap_predef
import sys
sys.path.append("../")
import api.leap as leap
import api.leap_fn as leap_fn
import api.codes as codes
if __name__ == "__main__":
leap_predef = leap_fn.PredefinedFunction(codes.COUNT_ALGO)
selector = "[age] > 50 and [bmi] < 25"
leap_predef.selector = selector
dist_leap = leap.DistributedLeap(leap_predef)
result = dist_leap.get_result()
print(result)