def plot_rmse_boxplot(metrics, saveplot=False):
cgen = ph.colorGenerator()
fgen = ph.fmtGenerator()
data = []
for filename, m in metrics:
data.append(m["rmse_servers"])
trace = m["simulation_trace"]
ingress = [i['ingress'] for i in trace]
ingress_switches = {}
ingress_switch_vals = {}
# collect all switches which show ingress at some point
for i in ingress:
for k, v in i.iteritems():
ingress_switches.setdefault(k, [])
for i in ingress:
for switch in ingress_switches.keys():
if switch in i.keys():
value = i[switch]
else:
value = 0
ingress_switch_vals.setdefault(switch, []).append(value)
plt.boxplot(data)
plt.title("Boxplot" + str(filename))
plt.ylabel("")
#TODO ennumerate boxplots
plt.xlabel("sync_period")
plt.grid()
plt.legend()
if saveplot:
plt.savefig(str(filename) + ".pdf")
else:
plt.show()
def plot_state_distances_timeseries(metrics, saveplot=False):
cgen = ph.colorGenerator()
fgen = ph.fmtGenerator()
for filename, m in metrics:
d_nos = [ a for (a,b,c) in m["state_distances"]]
d_c0_pn = [ b for (a,b,c) in m["state_distances"]]
d_c1_pn = [ c for (a,b,c) in m["state_distances"]]
trace = m["simulation_trace"]
ingress = [ i['ingress'] for i in trace ]
ingress_switches = {}
ingress_switch_vals = {}
# collect all switches which show ingress at some point
for i in ingress:
for k,v in i.iteritems():
ingress_switches.setdefault(k,[])
for i in ingress:
for switch in ingress_switches.keys():
if switch in i.keys():
value = i[switch]
else:
value = 0
ingress_switch_vals.setdefault(switch,[]).append(value)
plt.plot(range(len(d_nos)), d_nos, fgen.next()+'-', label="d_nos"+str(filename), color=cgen.next())
plt.title("NOS-NOS Distance Timeseries " + str(filename))
plt.ylabel("")
plt.xlabel("Time (ticks)")
plt.grid()
plt.legend()
if saveplot:
plt.savefig(str(filename)+".pdf")
else:
plt.show()
plt.close('all')
plt.plot(range(len(d_c0_pn)), d_c0_pn, fgen.next()+'-', label="d_c0_pn"+str(filename), color=cgen.next())
plt.plot(range(len(d_c1_pn)), d_c1_pn, fgen.next()+'-', label="d_c1_pn"+str(filename), color=cgen.next())
plt.title("NOS-PN Distance Timeseries " + str(filename))
plt.ylabel("")
plt.xlabel("Time (ticks)")
plt.grid()
plt.legend()
if saveplot:
plt.savefig(str(filename)+".pdf")
else:
plt.show()
def plot_rmse_timeseries(metrics, saveplot=False):
cgen = ph.colorGenerator()
fgen = ph.fmtGenerator()
for filename, m in metrics:
d_nos = [a for (a, b, c) in m["state_distances"]]
rmsesrv = m["rmse_servers"]
trace = m["simulation_trace"]
ingress = [i['ingress'] for i in trace]
ingress_switches = {}
ingress_switch_vals = {}
# collect all switches which show ingress at some point
for i in ingress:
for k, v in i.iteritems():
ingress_switches.setdefault(k, [])
for i in ingress:
for switch in ingress_switches.keys():
if switch in i.keys():
value = i[switch]
else:
value = 0
ingress_switch_vals.setdefault(switch, []).append(value)
for k, v in ingress_switch_vals.iteritems():
plt.plot(range(len(v)),
v,
fgen.next() + '--',
label="units wkload ingress at " + k,
color=cgen.next())
plt.plot(range(len(rmsesrv)),
rmsesrv,
fgen.next() + '-',
label="RMSE" + str(filename),
color=cgen.next())
plt.title("RMSE Timeseries " + str(filename))
plt.ylabel("")
plt.xlabel("Time (ticks)")
plt.grid()
plt.legend()
if saveplot:
plt.savefig(str(filename) + ".pdf")
else:
plt.show()
def plot_rmse_timeseries(metrics, saveplot=False):
cgen = ph.colorGenerator()
fgen = ph.fmtGenerator()
for filename, m in metrics:
d_nos = [ a for (a,b,c) in m["state_distances"]]
rmsesrv = m["rmse_servers"]
trace = m["simulation_trace"]
ingress = [ i['ingress'] for i in trace ]
ingress_switches = {}
ingress_switch_vals = {}
# collect all switches which show ingress at some point
for i in ingress:
for k,v in i.iteritems():
ingress_switches.setdefault(k,[])
for i in ingress:
for switch in ingress_switches.keys():
if switch in i.keys():
value = i[switch]
else:
value = 0
ingress_switch_vals.setdefault(switch,[]).append(value)
for k, v in ingress_switch_vals.iteritems():
plt.plot(range(len(v)), v, fgen.next()+'--', label="units wkload ingress at " + k, color=cgen.next())
plt.plot(range(len(rmsesrv)), rmsesrv, fgen.next()+'-', label="RMSE"+str(filename), color=cgen.next())
plt.title("RMSE Timeseries " + str(filename))
plt.ylabel("")
plt.xlabel("Time (ticks)")
plt.grid()
plt.legend()
if saveplot:
plt.savefig(str(filename)+".pdf")
else:
plt.show()
def plot_rmse_boxplot(metrics, saveplot=False):
cgen = ph.colorGenerator()
fgen = ph.fmtGenerator()
data = []
for filename, m in metrics:
data.append(m["rmse_servers"])
trace = m["simulation_trace"]
ingress = [ i['ingress'] for i in trace ]
ingress_switches = {}
ingress_switch_vals = {}
# collect all switches which show ingress at some point
for i in ingress:
for k,v in i.iteritems():
ingress_switches.setdefault(k,[])
for i in ingress:
for switch in ingress_switches.keys():
if switch in i.keys():
value = i[switch]
else:
value = 0
ingress_switch_vals.setdefault(switch,[]).append(value)
plt.boxplot(data)
plt.title("Boxplot" + str(filename))
plt.ylabel("")
#TODO ennumerate boxplots
plt.xlabel("sync_period")
plt.grid()
plt.legend()
if saveplot:
plt.savefig(str(filename)+".pdf")
else:
plt.show()
def plot_state_distances_timeseries(metrics, saveplot=False):
cgen = ph.colorGenerator()
fgen = ph.fmtGenerator()
for filename, m in metrics:
d_nos = [a for (a, b, c) in m["state_distances"]]
d_c0_pn = [b for (a, b, c) in m["state_distances"]]
d_c1_pn = [c for (a, b, c) in m["state_distances"]]
trace = m["simulation_trace"]
ingress = [i['ingress'] for i in trace]
ingress_switches = {}
ingress_switch_vals = {}
# collect all switches which show ingress at some point
for i in ingress:
for k, v in i.iteritems():
ingress_switches.setdefault(k, [])
for i in ingress:
for switch in ingress_switches.keys():
if switch in i.keys():
value = i[switch]
else:
value = 0
ingress_switch_vals.setdefault(switch, []).append(value)
plt.plot(range(len(d_nos)),
d_nos,
fgen.next() + '-',
label="d_nos" + str(filename),
color=cgen.next())
plt.title("NOS-NOS Distance Timeseries " + str(filename))
plt.ylabel("")
plt.xlabel("Time (ticks)")
plt.grid()
plt.legend()
if saveplot:
plt.savefig(str(filename) + ".pdf")
else:
plt.show()
plt.close('all')
plt.plot(range(len(d_c0_pn)),
d_c0_pn,
fgen.next() + '-',
label="d_c0_pn" + str(filename),
color=cgen.next())
plt.plot(range(len(d_c1_pn)),
d_c1_pn,
fgen.next() + '-',
label="d_c1_pn" + str(filename),
color=cgen.next())
plt.title("NOS-PN Distance Timeseries " + str(filename))
plt.ylabel("")
plt.xlabel("Time (ticks)")
plt.grid()
plt.legend()
if saveplot:
plt.savefig(str(filename) + ".pdf")
else:
plt.show()