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myservice.py
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#
# Copyright 2016 Sotera Defense Solutions Inc.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable law or agreed to in writing, software
# distributed under the License is distributed on an "AS IS" BASIS,
# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
# See the License for the specific language governing permissions and
# limitations under the License.
import json
import tangelo
import itertools
import cache
import settings
from utils import *
database = cache.get().get("database", "")
def convert(value, type):
if type == "tinyint":
return int(value)
elif type == "int":
return int(value)
elif type == "double":
return float(value)
elif type == "string":
return value
elif type == "boolean":
return True if value == "true" else False
return None
def convert_results(curr, fields=False):
schema = curr.description
results = curr.fetchall()
converted = []
for r in results:
if fields:
row = {}
for i in range(len(r)):
row[schema[i][0]] = convert(r[i], schema[i][1].lower())
else:
row = []
for i in range(len(r)):
row.append(convert(r[i], schema[i][1]).lower())
converted.append(row)
return converted
def getWholeGephiGraph(comm=None, level=None, host=settings.IMPALA[0], port=settings.IMPALA[1]):
gephinodes, gephigraph = subgraph(comm, level, host, port)
response = {}
response["gephinodes"] = gephinodes
response["gephigraph"] = gephigraph
return response
def geoTimeQuery(comm=None, level=None, host=settings.IMPALA[0], port=settings.IMPALA[1], geo=None, time=None):
level = cache.get().get("graph_num_levels","")
nodetable = cache.get().get("table","") + '_good_nodes'
edgestable = cache.get().get("table","") + '_good_graph'
trackstable = cache.get().get("table","") + '_tracks_comms_joined'
query = 'select distinct comm_' + str(level) + ' from ' + database + '.' + trackstable + ' where '
geoThere = False
if geo["min_lat"] != None:
locationquery = ' cast(intersectx as double) >= ' + geo["min_lat"].replace('"','') + ' and cast(intersectx as double) <= ' + geo["max_lat"].replace('"','') + ' and cast(intersecty as double) >= ' + geo["min_lon"].replace('"','') + ' and cast(intersecty as double) <= ' + geo["max_lon"].replace('"','')
query = query + locationquery
geoThere = True
if time["min_time"] != None:
timequery = ' dt >= ' + time["min_time"] + ' and dt <= ' + time["max_time"]
if geoThere:
query = query + ' and '
query = query + timequery
nodequery = 'select node, comm, num_members, level from ' + database + '.' + nodetable + ' where level = "' + str(level) + '" and comm in '
edgequery = 'select source, target, weight, level from ' + database + '.' + edgestable + ' where level = "' + str(level) + '" '
with impalaopen(host + ':' + port) as curr:
curr.execute(query)
comm_string = '('
for record in curr:
if record[0] != None:
comm_string = comm_string + '"' + record[0] + '", '
comm_string = comm_string[0:len(comm_string)-2] + ')'
nodequery = nodequery + comm_string
edgequery = edgequery + ' and (source_comm in ' + comm_string + ' and target_comm in ' + comm_string + ' )'
with impalaopen(host + ':' + port) as curr:
print "****nodequery: " + nodequery
curr.execute(nodequery)
mapping = {}
idx = 0
for record in curr:
(node,comm,num_members,level) = record
mapping[node] = {"index":idx,"nodename":node,"node_comm":comm,"level":level,"num_members":num_members}
idx = idx + 1
edges = []
nodes = []
with impalaopen(host + ':' + port) as curr:
print "****edgequery: " + edgequery
curr.execute(edgequery)
for record in curr:
(source,target,weight,level) = record
edges.append({"source":mapping[source]["index"],"sourcename":source,"target":mapping[target]["index"],"targetname":target,"weight":weight})
for i in mapping.keys():
nodes.append({"index":mapping[i]["index"],"nodename":mapping[i]["nodename"],"node_comm":mapping[i]["node_comm"],"level":mapping[i]["level"],"num_members":mapping[i]["num_members"]})
response = {}
response["gephinodes"] = nodes
response["gephigraph"] = edges
print(list(response))
return response
def getNodes(comm=None, level=None, host=settings.IMPALA[0], port=settings.IMPALA[1]):
nodetable = cache.get().get("table","") + '_good_nodes'
node_comm_filter_string = ""
if comm != None:
node_comm_filter_string = " and comm=" + comm
nodequery = "select node, comm, num_members, level from " + database + "." + nodetable + " where level=" + level + node_comm_filter_string
with impalaopen(host + ':' + port) as curr:
print "****nodequery: " + nodequery
curr.execute(nodequery)
mapping = {}
array_map = []
idx = 0
for record in curr:
(node,comm,num_members,level) = record
mapping[node] = {"index":idx,"nodename":node,"node_comm":comm,"level":level,"num_members":num_members}
array_map.append({"index":idx,"nodename":node,"node_comm":comm,"level":level,"num_members":num_members})
idx = idx + 1
return mapping, array_map
def subgraph(comm=None, level=None, host=settings.IMPALA[0], port=settings.IMPALA[1]):
edgetable = cache.get().get("table","") + '_good_graph'
mapping, array_map = getNodes(comm,level,host,port)
edge_comm_filter_string = ""
if comm != None:
edge_comm_filter_string = " and (source_comm=" + comm + " and target_comm="+ comm + ") "
edgequery = "select source, target, weight, level from " + database + "." + edgetable + " where level=" + level + edge_comm_filter_string
with impalaopen(host + ':' + port) as curr:
print "****edgequery: " + edgequery
curr.execute(edgequery)
edges = []
nodes = []
for record in curr:
(source,target,weight,level) = record
edges.append({"source":mapping[source]["index"],"sourcename":source,"target":mapping[target]["index"],"targetname":target,"weight":weight})
return array_map, edges
def linkages(comm=None, level=None, nodemap=None, host=settings.IMPALA[0], port=settings.IMPALA[1]):
if comm == None:
return []
table = cache.get().get("table","") + "_dynamic_graph_w_comms"
query = "select source, destination, firstdate, lastdate, value from " + database + "." + table + " where comm_"+str(level.replace('"',"")) +"_source= " + comm + " and comm_"+str(level.replace('"','')) + "_destination= " + comm
with impalaopen(host + ':' + port) as curr:
curr.execute(query)
edges = []
for record in curr:
(source,target,start,end,value) = record
edges.append({"source":nodemap[source],"target":nodemap[target],"start":start,"end":end,"value":value})
return edges
def cvt(x):
if x != None:
return x
else:
return "None"
def run(database="default", table="", host=settings.IMPALA[0], port=settings.IMPALA[1], trackId=None, comm=None, lev=None, minlat=None, maxlat=None, minlon=None, maxlon=None, mintime=None, maxtime=None):
if mintime != None or minlat != None:
geo = {"min_lat":minlat,"max_lat":maxlat,"min_lon":minlon,"max_lon":maxlon}
time = {"min_time":mintime,"max_time":maxtime}
cache.update({ "level" : cache.get().get("graph_num_levels","") })
return geoTimeQuery(comm,lev,host,port,geo,time)
if comm == None:
cache.update({ "level" : lev })
return getWholeGephiGraph(comm,lev,host,port)
response = {}
database = cache.get().get("database", "")
table = cache.get().get("table", "") + "_tracks_comms_joined"
query = "select * from " + database + "." + table
if trackId != None:
query = query + " where track_id = %s" % (trackId)
elif comm != None and lev != None:
query = query + " where comm_" + str(lev.replace('"','')) + " = %s" % (comm)
else:
return response
query = query + " order by track_id, dt limit 10000000"
results = None
with impalaopen(host + ':' + port) as curr:
curr.execute(query)
results = convert_results(curr, "true")
nodemap = {}
bounds = { "north": -1,
"south": -1,
"east": -1,
"west": -1
}
start = -1
end = -1
geoResults = []
trackIndex = 0
#convert table results into LineStrings
for record in results:
currentTrack = {}
if record["intersectx"] == "null" or record["intersecty"] == "null":
continue
recordx = float(record["intersecty"])
recordy = float(record["intersectx"])
found = False
for track in geoResults:
if track["track_id"] == record["track_id"]:
currentTrack = track
found = True
break
if found == False:
currentTrack = { "type": "LineString",
"track_id": record["track_id"],
"comm": record["comm_" + str(lev.replace('"',''))],
"index": trackIndex,
"coordinates": [],
"timestamps": []
}
nodemap[record["track_id"]] = trackIndex
trackIndex = trackIndex + 1
geoResults.append(currentTrack)
coords = [ recordx, recordy ]
currentTrack["coordinates"].append(coords)
currentTrack["timestamps"].append(record["dt"])
if bounds["north"] == -1 or bounds["north"] < recordy:
bounds["north"] = float(recordy)
if bounds["south"] == -1 or bounds["south"] > recordy:
bounds["south"] = float(recordy)
if bounds["east"] == -1 or bounds["east"] < recordx:
bounds["east"] = float(recordx)
if bounds["west"] == -1 or bounds["west"] > recordx:
bounds["west"] = float(recordx)
if start == -1 or record["dt"] < start:
start = record["dt"]
if end == -1 or record["dt"] > end:
end = record["dt"]
response["result"] = geoResults
response["bounds"] = bounds
response["start"] = start
response["end"] = end
edges = linkages(comm,lev,nodemap,host,port)
gephinodes, gephigraph = subgraph(comm,lev,host,port)
response["graph"] = edges
response["gephinodes"] = gephinodes
response["gephigraph"] = gephigraph
cache.update({ "level" : lev })
return response