diff options
author | Toni Uhlig <matzeton@googlemail.com> | 2022-01-25 11:16:41 +0100 |
---|---|---|
committer | Toni Uhlig <matzeton@googlemail.com> | 2022-01-25 11:16:41 +0100 |
commit | 29a1b13e7ac8f20512b7a066c351bad614998f83 (patch) | |
tree | c4fa55710b91581ecf088c10d97ab62dae12f06b /examples | |
parent | 9e07a57566cc45bf92a845d8cee968d72e0f314e (diff) |
Improved Plotly/Dash example. It is now somehow informative.
* TCP timeout after FIN/RST: switched back to the value from a35fc1d5ea8570609cc0c8cf6edadc81f8f5bb76
* py-flow-info: reset 'guessed' flag after detection/detection-update received
Signed-off-by: Toni Uhlig <matzeton@googlemail.com>
Diffstat (limited to 'examples')
-rwxr-xr-x | examples/py-flow-dashboard/flow-dash.py | 232 | ||||
-rw-r--r-- | examples/py-flow-dashboard/plotly_dash.py | 276 | ||||
-rwxr-xr-x | examples/py-flow-info/flow-info.py | 6 |
3 files changed, 386 insertions, 128 deletions
diff --git a/examples/py-flow-dashboard/flow-dash.py b/examples/py-flow-dashboard/flow-dash.py index 8e49ed020..283a97bb9 100755 --- a/examples/py-flow-dashboard/flow-dash.py +++ b/examples/py-flow-dashboard/flow-dash.py @@ -1,16 +1,11 @@ #!/usr/bin/env python3 -from collections import deque -import dash -from dash.dependencies import Output, Input -import dash_core_components as dcc -import dash_html_components as html import multiprocessing import os -import plotly -import plotly.graph_objs as go import sys +import plotly_dash + sys.path.append(os.path.dirname(sys.argv[0]) + '/../share/nDPId') sys.path.append(os.path.dirname(sys.argv[0]) + '/../usr/share/nDPId') try: @@ -21,146 +16,109 @@ except ImportError: import nDPIsrvd from nDPIsrvd import nDPIsrvdSocket -mgr = multiprocessing.Manager() - -global shared_flow_dict -shared_flow_dict = mgr.dict() - -FLOW_COUNT_DATAPOINTS = 50 - -global live_flow_count_X -live_flow_count_X = deque(maxlen=FLOW_COUNT_DATAPOINTS) -live_flow_count_X.append(1) -global live_flow_count_Y -live_flow_count_Y = deque(maxlen=FLOW_COUNT_DATAPOINTS) -live_flow_count_Y.append(1) - -live_flow_bars = ['risky', 'midstream', 'detected', 'guessed', 'not-detected'] -fig = go.Figure() - -app = dash.Dash(__name__) -app.layout = html.Div( - [ - dcc.Graph(id='live-flow-count', animate=True), - dcc.Graph(id='live-flow-bars', animate=True, figure=fig), - dcc.Interval( - id='graph-update', - interval=1000, - n_intervals=0 - ), - ] -) - - -@app.callback( - Output('live-flow-count', 'figure'), - [Input('graph-update', 'n_intervals')] -) -def update_graph_scatter(n): - live_flow_count_X.append(live_flow_count_X[-1]+1) - live_flow_count_Y.append(len(shared_flow_dict)) - - data = plotly.graph_objs.Scatter( - x=list(live_flow_count_X), - y=list(live_flow_count_Y), - name='Scatter', - mode='lines+markers' - ) - - return { - 'data': [data], - 'layout': - go.Layout( - xaxis=dict( - range=[min(live_flow_count_X), max(live_flow_count_X)] - ), - yaxis=dict( - range=[min(live_flow_count_Y), max(live_flow_count_Y)] - ), - )} - - -@app.callback( - Output('live-flow-bars', 'figure'), - [Input('graph-update', 'n_intervals')] -) -def update_pie(n): - values = [0, 0, 0, 0, 0] - - for flow_id in shared_flow_dict.keys(): - try: - flow = shared_flow_dict[flow_id] - except KeyError: - continue - - if flow['is_risky'] is True: - values[0] += 1 - - if flow['is_midstream'] is True: - values[1] += 1 - - if flow['is_detected'] is True: - values[2] += 1 - - if flow['is_guessed'] is True: - values[3] += 1 - - if flow['is_not_detected'] is True: - values[4] += 1 - - # print(values) - - return { - 'data': [ - go.Bar(name='', x=live_flow_bars, y=values) - ], - 'layout': go.Layout(yaxis=dict(range=[0, max(values)])) - } - - -def web_worker(): - app.run_server() - def nDPIsrvd_worker_onFlowCleanup(instance, current_flow, global_user_data): + _, shared_flow_dict = global_user_data + + flow_id = current_flow.flow_id + + shared_flow_dict['current-flows'] -= 1 + + if shared_flow_dict[flow_id]['is_detected'] is True: + shared_flow_dict['current-detected-flows'] -= 1 + + if shared_flow_dict[flow_id]['is_guessed'] is True: + shared_flow_dict['current-guessed-flows'] -= 1 + + if shared_flow_dict[flow_id]['is_not_detected'] is True: + shared_flow_dict['current-detected-flows'] -= 1 + + if shared_flow_dict[flow_id]['is_midstream'] is True: + shared_flow_dict['current-midstream-flows'] -= 1 + + if shared_flow_dict[flow_id]['is_risky'] is True: + shared_flow_dict['current-risky-flows'] -= 1 + del shared_flow_dict[current_flow.flow_id] return True def nDPIsrvd_worker_onJsonLineRecvd(json_dict, instance, current_flow, global_user_data): + nsock, shared_flow_dict = global_user_data + + shared_flow_dict['total-events'] += 1 + shared_flow_dict['total-bytes'] = nsock.received_bytes + if 'flow_id' not in json_dict: return True + else: + if current_flow.flow_id != json_dict['flow_id']: + return False + flow_id = current_flow.flow_id # print(json_dict) - if json_dict['flow_id'] not in shared_flow_dict: - shared_flow_dict[json_dict['flow_id']] = mgr.dict() - shared_flow_dict[json_dict['flow_id']]['is_detected'] = False - shared_flow_dict[json_dict['flow_id']]['is_guessed'] = False - shared_flow_dict[json_dict['flow_id']]['is_not_detected'] = False - shared_flow_dict[json_dict['flow_id']]['is_midstream'] = False - shared_flow_dict[json_dict['flow_id']]['is_risky'] = False + if flow_id not in shared_flow_dict: + shared_flow_dict[flow_id] = mgr.dict() + shared_flow_dict[flow_id]['is_detected'] = False + shared_flow_dict[flow_id]['is_guessed'] = False + shared_flow_dict[flow_id]['is_not_detected'] = False + shared_flow_dict[flow_id]['is_midstream'] = False + shared_flow_dict[flow_id]['is_risky'] = False + + shared_flow_dict['total-flows'] += 1 + shared_flow_dict['current-flows'] += 1 + + if 'midstream' in json_dict and json_dict['midstream'] != 0: + if shared_flow_dict[flow_id]['is_midstream'] is False: + shared_flow_dict['total-midstream-flows'] += 1 + shared_flow_dict['current-midstream-flows'] += 1 + shared_flow_dict[flow_id]['is_midstream'] = True + + if 'ndpi' in json_dict and 'flow_risk' in json_dict['ndpi']: + if shared_flow_dict[flow_id]['is_risky'] is False: + shared_flow_dict['total-risky-flows'] += 1 + shared_flow_dict['current-risky-flows'] += 1 + shared_flow_dict[flow_id]['is_risky'] = True if 'flow_event_name' not in json_dict: return True if json_dict['flow_event_name'] == 'new': - if 'midstream' in json_dict and json_dict['midstream'] != 0: - shared_flow_dict[json_dict['flow_id']]['is_midstream'] = True + + pass + elif json_dict['flow_event_name'] == 'guessed': - shared_flow_dict[json_dict['flow_id']]['is_guessed'] = True + + if shared_flow_dict[flow_id]['is_guessed'] is False: + shared_flow_dict['total-guessed-flows'] += 1 + shared_flow_dict['current-guessed-flows'] += 1 + shared_flow_dict[flow_id]['is_guessed'] = True + elif json_dict['flow_event_name'] == 'not-detected': - shared_flow_dict[json_dict['flow_id']]['is_not_detected'] = True - elif json_dict['flow_event_name'] == 'detected': - shared_flow_dict[json_dict['flow_id']]['is_detected'] = True - shared_flow_dict[json_dict['flow_id']]['is_guessed'] = False - if 'ndpi' in json_dict and 'flow_risk' in json_dict['ndpi']: - shared_flow_dict[json_dict['flow_id']]['is_risky'] = True + + if shared_flow_dict[flow_id]['is_not_detected'] is False: + shared_flow_dict['total-not-detected-flows'] += 1 + shared_flow_dict['current-not-detected-flows'] += 1 + shared_flow_dict[flow_id]['is_not_detected'] = True + + elif json_dict['flow_event_name'] == 'detected' or \ + json_dict['flow_event_name'] == 'detection-update': + + if shared_flow_dict[flow_id]['is_detected'] is False: + shared_flow_dict['total-detected-flows'] += 1 + shared_flow_dict['current-detected-flows'] += 1 + shared_flow_dict[flow_id]['is_detected'] = True + + if shared_flow_dict[flow_id]['is_guessed'] is True: + shared_flow_dict['total-guessed-flows'] -= 1 + shared_flow_dict['current-guessed-flows'] -= 1 + shared_flow_dict[flow_id]['is_guessed'] = False return True -def nDPIsrvd_worker(address, nDPIsrvd_global_user_data): +def nDPIsrvd_worker(address, shared_flow_dict): sys.stderr.write('Recv buffer size: {}\n' .format(nDPIsrvd.NETWORK_BUFFER_MAX_SIZE)) sys.stderr.write('Connecting to {} ..\n' @@ -171,7 +129,7 @@ def nDPIsrvd_worker(address, nDPIsrvd_global_user_data): nsock.connect(address) nsock.loop(nDPIsrvd_worker_onJsonLineRecvd, nDPIsrvd_worker_onFlowCleanup, - nDPIsrvd_global_user_data) + (nsock, shared_flow_dict)) if __name__ == '__main__': @@ -179,11 +137,31 @@ if __name__ == '__main__': args = argparser.parse_args() address = nDPIsrvd.validateAddress(args) + mgr = multiprocessing.Manager() + shared_flow_dict = mgr.dict() + + shared_flow_dict['total-events'] = 0 + shared_flow_dict['total-bytes'] = 0 + shared_flow_dict['total-flows'] = 0 + shared_flow_dict['total-detected-flows'] = 0 + shared_flow_dict['total-risky-flows'] = 0 + shared_flow_dict['total-midstream-flows'] = 0 + shared_flow_dict['total-guessed-flows'] = 0 + shared_flow_dict['total-not-detected-flows'] = 0 + + shared_flow_dict['current-flows'] = 0 + shared_flow_dict['current-detected-flows'] = 0 + shared_flow_dict['current-risky-flows'] = 0 + shared_flow_dict['current-midstream-flows'] = 0 + shared_flow_dict['current-guessed-flows'] = 0 + shared_flow_dict['current-not-detected-flows'] = 0 + nDPIsrvd_job = multiprocessing.Process(target=nDPIsrvd_worker, - args=(address, None)) + args=(address, shared_flow_dict)) nDPIsrvd_job.start() - web_job = multiprocessing.Process(target=web_worker, args=()) + web_job = multiprocessing.Process(target=plotly_dash.web_worker, + args=(shared_flow_dict,)) web_job.start() nDPIsrvd_job.join() diff --git a/examples/py-flow-dashboard/plotly_dash.py b/examples/py-flow-dashboard/plotly_dash.py new file mode 100644 index 000000000..c4cf59086 --- /dev/null +++ b/examples/py-flow-dashboard/plotly_dash.py @@ -0,0 +1,276 @@ +import math + +import dash +from dash.dependencies import Input, Output, State +import dash_core_components as dcc +import dash_html_components as html +import dash_daq as daq +import dash_table as dt + +import plotly.graph_objects as go + +global shared_flow_dict + +app = dash.Dash(__name__) + +def generate_box(): + return { \ + 'display': 'flex', 'flex-direction': 'row', \ + 'box-shadow': '0 1px 3px rgba(0,0,0,0.12), 0 1px 2px rgba(0,0,0,0.24)', \ + 'background-color': '#082255' \ + } + +def generate_led_display(div_id, label_name): + return daq.LEDDisplay( \ + id=div_id, \ + label={'label': label_name, 'style': {'color': '#C4CDD5'}}, \ + labelPosition='bottom', \ + value='0', \ + backgroundColor='#082255', \ + color='#C4CDD5', \ + ) + +def generate_gauge(div_id, label_name, max_value=10): + return daq.Gauge( \ + id=div_id, \ + value=0, \ + label={'label': label_name, 'style': {'color': '#C4CDD5'}}, \ + max=max_value, \ + min=0, \ + ) + +app.layout = html.Div([ + html.Div(children=[ + dcc.Interval(id="default-interval", interval=1 * 2000, n_intervals=0), + + html.Div(children=[ + + dt.DataTable( + id='table-info', + columns=[{'id': c.lower(), 'name': c, 'editable': False} + for c in ['Key', 'Value']], + ) + + ], style={'display': 'flex', 'flex-direction': 'row'}), + + html.Div(children=[ + dcc.Graph( + id='piechart-flows', + config={ + 'displayModeBar': False, + }, + ), + ], style={'padding': 10, 'flex': 1}), + + html.Div(children=[ + dcc.Graph( + id='piechart-midstream-flows', + config={ + 'displayModeBar': False, + }, + ), + ], style={'padding': 10, 'flex': 1}), + + html.Div(children=[ + dcc.Graph( + id='piechart-risky-flows', + config={ + 'displayModeBar': False, + }, + ), + ], style={'padding': 10, 'flex': 1}), + ], style=generate_box()), + + html.Div(children=[ + dcc.Interval(id="graph-interval", interval=4 * 1000, n_intervals=0), + dcc.Store(id="graph-traces"), + + html.Div(children=[ + dcc.Graph( + id="graph-flows", + config={ + 'displayModeBar': False, + }, + style={'height':'60vh'}, + ), + ], style={'padding': 10, 'flex': 1}) + ], style=generate_box()), +]) + +def build_gauge(key, max_value=100): + gauge_max = int(max(max_value, + shared_flow_dict[key])) + grad_green = [0, int(gauge_max * 1/3)] + grad_yellow = [int(gauge_max * 1/3), int(gauge_max * 2/3)] + grad_red = [int(gauge_max * 2/3), gauge_max] + + grad_dict = \ + { \ + "gradient":True, \ + "ranges":{ \ + "green":grad_green, \ + "yellow":grad_yellow, \ + "red":grad_red \ + } \ + } + + return shared_flow_dict[key], gauge_max, grad_dict + +def build_piechart(labels, values): + lay = dict( + plot_bgcolor = '#082255', + paper_bgcolor = '#082255', + font={"color": "#fff"}, + autosize=True, + height=250, + margin = {'autoexpand': False, 'b': 0, 'l': 0, 'r': 0, 't': 0, 'pad': 0}, + width = 500, + uniformtext_minsize = 12, + uniformtext_mode = 'hide', + ) + + return go.Figure(layout=lay, data=[go.Pie(labels=labels, values=values, textinfo='percent', textposition='inside')]) + +def prettifyBytes(bytes_received): + size_names = ['B', 'KB', 'MB', 'GB', 'TB'] + if bytes_received == 0: + i = 0 + else: + i = min(int(math.floor(math.log(bytes_received, 1024))), len(size_names) - 1) + p = math.pow(1024, i) + s = round(bytes_received / p, 2) + return '{:.2f} {}'.format(s, size_names[i]) + +@app.callback(output=[Output('table-info', 'data'), + Output('piechart-flows', 'figure'), + Output('piechart-midstream-flows', 'figure'), + Output('piechart-risky-flows', 'figure')], + + inputs=[Input('default-interval', 'n_intervals')]) +def update_led_gauge(n): + return [[{'key': 'Total JSON Events', 'value': shared_flow_dict['total-events']}, + {'key': 'Total JSON Bytes', 'value': prettifyBytes(shared_flow_dict['total-bytes'])}, + {'key': 'Total Flows', 'value': shared_flow_dict['total-flows']}, + {'key': 'Total Risky Flows', 'value': shared_flow_dict['total-risky-flows']}, + {'key': 'Total Midstream Flows', 'value': shared_flow_dict['total-midstream-flows']}, + {'key': 'Total Guessed Flows', 'value': shared_flow_dict['total-guessed-flows']}, + {'key': 'Total Not Detected Flows', 'value': shared_flow_dict['total-not-detected-flows']}], + build_piechart(['Detected', 'Guessed', 'Undetected', 'Unclassified'], + [shared_flow_dict['current-detected-flows'], + shared_flow_dict['current-guessed-flows'], + shared_flow_dict['current-not-detected-flows'], + shared_flow_dict['current-flows'] + - shared_flow_dict['current-detected-flows'] + - shared_flow_dict['current-guessed-flows'] + - shared_flow_dict['current-not-detected-flows']]), + build_piechart(['Midstream', 'Not Midstream'], + [shared_flow_dict['current-midstream-flows'], + shared_flow_dict['current-flows'] - + shared_flow_dict['current-midstream-flows']]), + build_piechart(['Risky', 'Not Risky'], + [shared_flow_dict['current-risky-flows'], + shared_flow_dict['current-flows'] - + shared_flow_dict['current-risky-flows']])] + +@app.callback(output=[Output('graph-flows', 'figure'), + Output('graph-traces', 'data')], + inputs=[Input('graph-interval', 'n_intervals'), + Input('graph-interval', 'interval')], + state=[State('graph-traces', 'data')]) +def update_graph(n, i, traces): + if traces is None: + traces = ([], [], [], [], [], []) + + max_bins = 50 + + traces[0].append(shared_flow_dict['current-flows']) + traces[1].append(shared_flow_dict['current-risky-flows']) + traces[2].append(shared_flow_dict['current-midstream-flows']) + traces[3].append(shared_flow_dict['current-guessed-flows']) + traces[4].append(shared_flow_dict['current-not-detected-flows']) + traces[5].append(shared_flow_dict['current-flows'] + - shared_flow_dict['current-detected-flows'] + - shared_flow_dict['current-guessed-flows'] + - shared_flow_dict['current-not-detected-flows']) + if len(traces[0]) > max_bins: + traces[0] = traces[0][1:] + traces[1] = traces[1][1:] + traces[2] = traces[2][1:] + traces[3] = traces[3][1:] + traces[4] = traces[4][1:] + traces[5] = traces[5][1:] + + i /= 1000.0 + x = list(range(max(n - max_bins, 0) * int(i), n * int(i), max(int(i), 1))) + + lay = dict( + plot_bgcolor = '#082255', + paper_bgcolor = '#082255', + font={"color": "#fff"}, + xaxis = { + 'title': 'Time (sec)', + "showgrid": False, + "showline": False, + "fixedrange": True, + "tickmode": 'linear', + "dtick": i, + }, + yaxis = { + 'title': 'Flow Count', + "showgrid": False, + "showline": False, + "zeroline": False, + "fixedrange": True, + "tickmode": 'linear', + "dtick": 10, + }, + autosize=True, + bargap=0.01, + bargroupgap=0, + hovermode="closest", + margin = {'b': 0, 'l': 0, 'r': 0, 't': 0, 'pad': 0}, + legend = {'borderwidth': 0}, + ) + + fig = go.Figure(layout=lay) + fig.update_xaxes(showgrid=True, gridwidth=1, gridcolor='#007ACE', zeroline=True, zerolinewidth=1) + fig.update_yaxes(showgrid=True, gridwidth=1, gridcolor='#007ACE', zeroline=True, zerolinewidth=1) + fig.add_trace(go.Scatter( + x=x, + y=traces[0], + name='Current Active Flows', + )) + fig.add_trace(go.Scatter( + x=x, + y=traces[1], + name='Current Risky Flows', + )) + fig.add_trace(go.Scatter( + x=x, + y=traces[2], + name='Current Midstream Flows', + )) + fig.add_trace(go.Scatter( + x=x, + y=traces[3], + name='Current Guessed Flows', + )) + fig.add_trace(go.Scatter( + x=x, + y=traces[4], + name='Current Not Detected Flows', + )) + fig.add_trace(go.Scatter( + x=x, + y=traces[5], + name='Current Unclassified Flows', + )) + + return [fig, traces] + +def web_worker(mp_shared_flow_dict): + global shared_flow_dict + + shared_flow_dict = mp_shared_flow_dict + + app.run_server(debug=False) diff --git a/examples/py-flow-info/flow-info.py b/examples/py-flow-info/flow-info.py index 1f25cea55..42f70d813 100755 --- a/examples/py-flow-info/flow-info.py +++ b/examples/py-flow-info/flow-info.py @@ -72,7 +72,11 @@ class Stats: set_attr_from_dict(current_flow, json_dict, 'flow_event_name', '') set_attr_if_not_set(current_flow, 'guessed', False) set_attr_if_not_set(current_flow, 'not_detected', False) - if current_flow.flow_event_name == 'guessed': + + if current_flow.flow_event_name == 'detected' or \ + current_flow.flow_event_name == 'detection-update': + current_flow.guessed = False + elif current_flow.flow_event_name == 'guessed': current_flow.guessed = True elif current_flow.flow_event_name == 'not-detected': current_flow.not_detected = True |