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@ -48,6 +48,21 @@ class_write= CONFIG['store']['class']['write']
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factory = DataSourceFactory()
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# gReader = factory.instance(type=class_read,args=p)
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@app.route('/')
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def dashboard():
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context = PARAMS['context']
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if 'title' in PARAMS :
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title = PARAMS['title']
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else:
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title = 'Dashboard'
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apps = []
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try:
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gReader = factory.instance(type=class_read,args=p)
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apps = gReader.view('summary/app_names',key=p['uid'])
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except Exception, e:
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print (e)
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return render_template('dashboard.html',context=context,title=title,app_names=apps)
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@app.route('/1/get/nodes')
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def get_apps():
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"""
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@ -159,50 +174,50 @@ def app_status() :
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except Exception,e:
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print e
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return r
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@app.route('/get/<id>')
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def procs(id):
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try:
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gReader = factory.instance(type=class_read,args=p)
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data = gReader.read()
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ahandler = AnalyzeAnomaly()
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learn = {}
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if 'learn' in data :
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for row in data['learn'] :
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label = row['label']
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learn[label] = row
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r = {}
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for label in data :
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if label not in ['learn','folders'] :
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index = len(data[label]) - 1
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row = data[label][index]
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r[label] = row
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#
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# Let us determine if this is a normal operation or not
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# We will update the status of the information ...
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#
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for row in r[label] :
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index = r[label].index(row)
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if row['label'] in learn:
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id = row['label']
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px = ahandler.predict([row],learn[id])
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if px :
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# row['anomaly'] = px[1]==1
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print ""
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print label,' *** ',index
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row = dict(row,**px)
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r[label][index] =row
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#
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# @TODO:
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# Compile a report here that will be sent to the mailing list
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#
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except Exception, e:
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print e
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r = []
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return json.dumps(r)
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#@app.route('/get/<id>')
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#def procs(id):
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#try:
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#gReader = factory.instance(type=class_read,args=p)
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#data = gReader.read()
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#ahandler = AnalyzeAnomaly()
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#learn = {}
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#if 'learn' in data :
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#for row in data['learn'] :
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#label = row['label']
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#learn[label] = row
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#r = {}
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#for label in data :
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#if label not in ['learn','folders'] :
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#index = len(data[label]) - 1
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#row = data[label][index]
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#r[label] = row
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##
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## Let us determine if this is a normal operation or not
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## We will update the status of the information ...
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##
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#for row in r[label] :
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#index = r[label].index(row)
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#if row['label'] in learn:
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#id = row['label']
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#px = ahandler.predict([row],learn[id])
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#if px :
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## row['anomaly'] = px[1]==1
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#print ""
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#print label,' *** ',index
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#row = dict(row,**px)
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#r[label][index] =row
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##
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## @TODO:
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## Compile a report here that will be sent to the mailing list
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##
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#except Exception, e:
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#print e
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#r = []
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#return json.dumps(r)
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"""
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This function/endpoint will assess n-virtual environments and return the results
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@ -232,36 +247,36 @@ def sandbox():
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return json.dumps(r)
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@app.route('/trends')
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def trends ():
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id = request.args.get('id')
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app = request.args.get('app').strip()
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p = CONFIG['store']['args']
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class_read = CONFIG['store']['class']['read']
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gReader = factory.instance(type=class_read,args=p)
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r = gReader.read()
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if id in r:
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r = r[id] #--matrix
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series = []
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for row in r:
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series += [item for item in row if str(item['label'])== app]
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if len(series) > 12 :
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beg = len(series) - 8
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series = series[beg:]
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return json.dumps(series)
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else:
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return "[]"
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@app.route('/download',methods=['POST'])
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def requirements():
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stream = request.form['missing']
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print stream
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stream = "\n".join(json.loads(stream))
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headers = {"content-disposition":"attachment; filename=requirements.txt"}
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return Response(stream,mimetype='text/plain',headers=headers)
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#@app.route('/trends')
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#def trends ():
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#id = request.args.get('id')
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#app = request.args.get('app').strip()
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#p = CONFIG['store']['args']
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#class_read = CONFIG['store']['class']['read']
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#gReader = factory.instance(type=class_read,args=p)
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#r = gReader.read()
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#if id in r:
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#r = r[id] #--matrix
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#series = []
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#for row in r:
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#series += [item for item in row if str(item['label'])== app]
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#if len(series) > 12 :
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#beg = len(series) - 8
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#series = series[beg:]
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#return json.dumps(series)
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#else:
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#return "[]"
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#@app.route('/download',methods=['POST'])
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#def requirements():
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#stream = request.form['missing']
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#print stream
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#stream = "\n".join(json.loads(stream))
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#headers = {"content-disposition":"attachment; filename=requirements.txt"}
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#return Response(stream,mimetype='text/plain',headers=headers)
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@app.route('/dashboard')
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def dashboard():
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@ -297,132 +312,132 @@ def user():
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return render_template('user.html',context=context,title=title)
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"""
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This function is designed to trigger learning for anomaly detection
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@TODO: forward this to a socket i.e non-blocking socket
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"""
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@app.route('/anomalies/get')
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def learn():
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global CONFIG
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p = CONFIG['store']['args']
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class_read = CONFIG['store']['class']['read']
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gReader = factory.instance(type=class_read,args=p)
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d = gReader.read()
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if 'learn' in d :
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info = d['learn']
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del d['learn']
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else :
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info = []
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r = []
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if 'id' in request.args:
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id = request.args['id']
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d = d[id]
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params = {}
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for item in info:
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label = item['label']
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params[label] = item
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#apps = list(set(ML.Extract(['label'],d)))
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r = []
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if params :
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#
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# If we have parameters available
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p = AnomalyDetection()
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apps = params.keys()
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for name in apps :
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if name not in params:
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continue
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_info = params[name]
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try:
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xo = ML.Filter('label',name,d)
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except Exception,e:
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xo = []
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#print name,e
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if len(xo) == 0:
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continue
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xo = [xo[ len(xo) -1]]
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value = p.predict(xo,_info)[0]
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if len(value):
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report = dict(_info,**{'predicton':value})
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r.append(report)
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#print app,value
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#if value is not None:
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# r.append(value)
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return json.dumps(r)
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#"""
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#This function is designed to trigger learning for anomaly detection
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#@TODO: forward this to a socket i.e non-blocking socket
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#"""
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#@app.route('/anomalies/get')
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#def learn():
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#global CONFIG
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#p = CONFIG['store']['args']
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#class_read = CONFIG['store']['class']['read']
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#gReader = factory.instance(type=class_read,args=p)
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#d = gReader.read()
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#if 'learn' in d :
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#info = d['learn']
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#del d['learn']
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#else :
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#info = []
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#r = []
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#if 'id' in request.args:
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#id = request.args['id']
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#d = d[id]
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#params = {}
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#for item in info:
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#label = item['label']
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#params[label] = item
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##apps = list(set(ML.Extract(['label'],d)))
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#r = []
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#if params :
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##
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## If we have parameters available
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#p = AnomalyDetection()
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#apps = params.keys()
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#for name in apps :
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#if name not in params:
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#continue
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#_info = params[name]
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#try:
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#xo = ML.Filter('label',name,d)
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#except Exception,e:
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#xo = []
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##print name,e
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#if len(xo) == 0:
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#continue
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#xo = [xo[ len(xo) -1]]
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#value = p.predict(xo,_info)[0]
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#if len(value):
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#report = dict(_info,**{'predicton':value})
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#r.append(report)
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##print app,value
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##if value is not None:
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## r.append(value)
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#return json.dumps(r)
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"""
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This function returns anomalies for a given context or group of processes
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The information returned is around precision/recall and f-score and parameters
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"""
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@app.route('/anomalies/status')
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def anomalies_status():
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global CONFIG
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p = CONFIG['store']['args']
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class_read = CONFIG['store']['class']['read']
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gReader = factory.instance(type=class_read,args=p)
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d = gReader.read()
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if 'learn' in d :
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info = d['learn']
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del d['learn']
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else :
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info = []
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print info
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r = []
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if 'id' in request.args:
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id = request.args['id']
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r = info
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return json.dumps(r)
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@app.route('/folders')
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def get_folders():
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global CONFIG
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p = CONFIG['store']['args']
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class_read = CONFIG['store']['class']['read']
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gReader = factory.instance(type=class_read,args=p)
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d = gReader.read()
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if 'folders' in d:
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d = d['folders']
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hosts = set([row[0]['id'] for row in d])
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m = {}
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for id in hosts:
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for row in d:
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if id == row[0]['id'] :
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m[id] = row
|
|
|
|
|
d = m.values()
|
|
|
|
|
for row in d:
|
|
|
|
|
print row[0]['id']
|
|
|
|
|
# index = len(d) - 1
|
|
|
|
|
# d = d[index]
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
# m = {}
|
|
|
|
|
# for row in d :
|
|
|
|
|
|
|
|
|
|
# key = row.keys()[0]
|
|
|
|
|
|
|
|
|
|
# row = row[key]
|
|
|
|
|
# if key not in m:
|
|
|
|
|
# r.append(row)
|
|
|
|
|
# m[key] = len(r) -1
|
|
|
|
|
# else:
|
|
|
|
|
# index = m[key]
|
|
|
|
|
# r[index] = row
|
|
|
|
|
# d = r
|
|
|
|
|
else:
|
|
|
|
|
d = []
|
|
|
|
|
#@app.route('/anomalies/status')
|
|
|
|
|
#def anomalies_status():
|
|
|
|
|
#global CONFIG
|
|
|
|
|
#p = CONFIG['store']['args']
|
|
|
|
|
#class_read = CONFIG['store']['class']['read']
|
|
|
|
|
#gReader = factory.instance(type=class_read,args=p)
|
|
|
|
|
#d = gReader.read()
|
|
|
|
|
#if 'learn' in d :
|
|
|
|
|
#info = d['learn']
|
|
|
|
|
|
|
|
|
|
#del d['learn']
|
|
|
|
|
#else :
|
|
|
|
|
#info = []
|
|
|
|
|
#print info
|
|
|
|
|
#r = []
|
|
|
|
|
#if 'id' in request.args:
|
|
|
|
|
#id = request.args['id']
|
|
|
|
|
#r = info
|
|
|
|
|
#return json.dumps(r)
|
|
|
|
|
#@app.route('/folders')
|
|
|
|
|
#def get_folders():
|
|
|
|
|
#global CONFIG
|
|
|
|
|
#p = CONFIG['store']['args']
|
|
|
|
|
#class_read = CONFIG['store']['class']['read']
|
|
|
|
|
#gReader = factory.instance(type=class_read,args=p)
|
|
|
|
|
#d = gReader.read()
|
|
|
|
|
#if 'folders' in d:
|
|
|
|
|
#d = d['folders']
|
|
|
|
|
#hosts = set([row[0]['id'] for row in d])
|
|
|
|
|
#m = {}
|
|
|
|
|
#for id in hosts:
|
|
|
|
|
#for row in d:
|
|
|
|
|
#if id == row[0]['id'] :
|
|
|
|
|
#m[id] = row
|
|
|
|
|
#d = m.values()
|
|
|
|
|
#for row in d:
|
|
|
|
|
#print row[0]['id']
|
|
|
|
|
## index = len(d) - 1
|
|
|
|
|
## d = d[index]
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
## m = {}
|
|
|
|
|
## for row in d :
|
|
|
|
|
|
|
|
|
|
## key = row.keys()[0]
|
|
|
|
|
|
|
|
|
|
## row = row[key]
|
|
|
|
|
## if key not in m:
|
|
|
|
|
## r.append(row)
|
|
|
|
|
## m[key] = len(r) -1
|
|
|
|
|
## else:
|
|
|
|
|
## index = m[key]
|
|
|
|
|
## r[index] = row
|
|
|
|
|
## d = r
|
|
|
|
|
#else:
|
|
|
|
|
#d = []
|
|
|
|
|
|
|
|
|
|
return json.dumps(d)
|
|
|
|
|
#return json.dumps(d)
|
|
|
|
|
|
|
|
|
|
if __name__== '__main__':
|
|
|
|
|
|
|
|
|
|