In [239]:
%matplotlib inline

import os
import sys
import glob
import pprint

import numpy as np
import scipy as sp
import pandas as pd
import scipy.stats as sps
import statsmodels.api as sm

import matplotlib as mpl
import matplotlib.pyplot as plt
import matplotlib.mlab as mlab
import matplotlib.ticker as ticker
import matplotlib.gridspec as gridspec

import radical.utils as ru
import radical.pilot as rp
import radical.analytics as ra

from IPython.display import display

pd.set_option('expand_frame_repr', False)

In [122]:
# Global configurations
# ---------------------

# Use LaTeX and its body font for the diagrams' text.
mpl.rcParams['text.usetex'] = True 
mpl.rcParams['font.family'] = 'serif'
mpl.rcParams['font.serif']  = ['Nimbus Roman Becker No9L']

# Use thinner lines for axes to avoid distractions.
mpl.rcParams['axes.linewidth']    = 0.75
mpl.rcParams['xtick.major.width'] = 0.75
mpl.rcParams['xtick.minor.width'] = 0.75
mpl.rcParams['ytick.major.width'] = 0.75
mpl.rcParams['ytick.minor.width'] = 0.75

# Do not use a box for the legend to avoid distractions.
mpl.rcParams['legend.frameon'] = False

# Helpers
# -------

# Use coordinated colors. These are the "Tableau 20" colors as 
# RGB. Each pair is strong/light. For a theory of color    
tableau20 = [(31 , 119, 180), (174, 199, 232), # blue   [ 0,1 ]
             (255, 127, 14 ), (255, 187, 120), # orange [ 2,3 ]
             (44 , 160, 44 ), (152, 223, 138), # green  [ 4,5 ]
             (214, 39 , 40 ), (255, 152, 150), # red    [ 6,7 ]
             (148, 103, 189), (197, 176, 213), # purple [ 8,9 ]
             (140, 86 , 75 ), (196, 156, 148), # brown  [10,11]
             (227, 119, 194), (247, 182, 210), # pink   [12,13]
             (127, 127, 127), (199, 199, 199), # gray   [14,15]
             (188, 189, 34 ), (219, 219, 141), # yellow [16,17]
             (23 , 190, 207), (158, 218, 229)] # cyan   [18,19]
  
# Scale the RGB values to the [0, 1] range, which is the format 
# matplotlib accepts.    
for i in range(len(tableau20)):  
    r, g, b = tableau20[i]  
    tableau20[i] = (r / 255., g / 255., b / 255.)    

# Return a single plot without right and top axes
def fig_setup():
    fig = plt.figure(figsize=(13,7))
    ax = fig.add_subplot(111)  
    ax.spines["top"].set_visible(False)  
    ax.spines["right"].set_visible(False)  
    ax.get_xaxis().tick_bottom()  
    ax.get_yaxis().tick_left()
    
    return fig, ax

In [123]:
def load_data(rdir):
    sessions = {}
    experiments = {}
    start = rdir.rfind(os.sep)+1
    for path, dirs, files in os.walk(rdir):
        folders = path[start:].split(os.sep)
        if len(path[start:].split(os.sep)) == 2:
            sid = os.path.basename(glob.glob('%s/*.json' % path)[0])[:-5]
            if sid not in sessions.keys():
                sessions[sid] = {}
            sessions[sid] = ra.Session(sid, 'radical.pilot', src=path)
            experiments[sid] = folders[0]
    return sessions, experiments

# Load experiments' dataset into ra.session objects
# stored in a DataFrame.
rdir = 'data/'
sessions, experiments = load_data(rdir)
sessions = pd.DataFrame({'session': sessions,
                         'experiment': experiments})

In [124]:
pd.set_option('display.max_rows', None)

Session


In [125]:
for sid in sessions.index:
    sessions.ix[sid, 'TTC'] = sessions.ix[sid, 'session'].ttc

In [126]:
for sid in sessions.index:
    sessions.ix[sid, 'nunit'] = len(sessions.ix[sid, 'session'].filter(etype='unit', inplace=False).get())

Pilots


In [128]:
# Model of TOTAL pilot durations.
ttpdm = {'TT_PILOT_PMGR_SCHEDULING': ['NEW'                   ,  'PMGR_LAUNCHING_PENDING'],
         'TT_PILOT_PMGR_QUEUING'   : ['PMGR_LAUNCHING_PENDING',  'PMGR_LAUNCHING'],
         'TT_PILOT_LRMS_SUBMITTING': ['PMGR_LAUNCHING'        ,  'PMGR_ACTIVE_PENDING'],
         'TT_PILOT_LRMS_QUEUING'   : ['PMGR_ACTIVE_PENDING'   ,  'PMGR_ACTIVE'],
         'TT_PILOT_LRMS_RUNNING'   : ['PMGR_ACTIVE'           , ['DONE',
                                                                 'CANCELED',
                                                                 'FAILED']]}

# Add total pilot durations to sessions' DF.
for sid in sessions.index:
    s = sessions.ix[sid, 'session'].filter(etype='pilot', inplace=False)
    for d in ttpdm.keys():
        sessions.ix[sid, d] = s.duration(ttpdm[d])

In [8]:
sessions


Out[8]:
experiment session TTC nunit TT_PILOT_LRMS_QUEUING TT_PILOT_LRMS_SUBMITTING TT_PILOT_PMGR_QUEUING TT_PILOT_PMGR_SCHEDULING TT_PILOT_LRMS_RUNNING
rp.session.radical.mingtha.017033.0007 exp1 <radical.analytics.session.Session object at 0... 1596.3935 16.0 448.9312 40.8441 0.0021 0.1115 1331.9196
rp.session.radical.mingtha.017033.0008 exp1 <radical.analytics.session.Session object at 0... 4904.5828 64.0 172.4000 32.6656 0.0019 0.1159 4716.4960
rp.session.radical.mingtha.017033.0009 exp1 <radical.analytics.session.Session object at 0... 2796.6535 32.0 235.8966 30.7743 0.0022 0.1041 2603.0602
rp.session.radical.mingtha.017034.0002 exp1 <radical.analytics.session.Session object at 0... 6110.7223 64.0 231.2612 25.5676 0.0021 0.1143 5939.8338
rp.session.radical.mingtha.017034.0003 exp1 <radical.analytics.session.Session object at 0... 1802.5047 16.0 229.3836 27.1441 0.0022 0.1173 1613.6261
rp.session.radical.mingtha.017034.0004 exp1 <radical.analytics.session.Session object at 0... 3428.5537 32.0 230.0107 26.4455 0.0020 0.1200 3223.5324
rp.session.radical.mingtha.017034.0005 exp1 <radical.analytics.session.Session object at 0... 2377.8985 16.0 247.5876 26.2371 0.0021 0.1347 2137.6839
rp.session.radical.mingtha.017034.0006 exp1 <radical.analytics.session.Session object at 0... 3419.9937 32.0 257.3524 25.5355 0.0021 0.1218 3203.5055
rp.session.radical.mingtha.017035.0003 exp1 <radical.analytics.session.Session object at 0... 1874.7339 16.0 269.2108 25.5982 0.0022 0.1030 1637.4107
rp.session.radical.mingtha.017035.0005 exp1 <radical.analytics.session.Session object at 0... 5680.6695 64.0 245.1551 25.7160 0.0020 0.1026 5473.1517
rp.session.radical.mingtha.017035.0006 exp1 <radical.analytics.session.Session object at 0... 1793.5493 16.0 233.9156 26.0304 0.0022 0.1106 1598.1682
rp.session.radical.mingtha.017035.0008 exp1 <radical.analytics.session.Session object at 0... 7748.5304 64.0 222.6558 26.0024 0.0020 0.1048 7492.5241
rp.session.radical.mingtha.017035.0010 exp1 <radical.analytics.session.Session object at 0... 1345.5123 8.0 335.9844 28.3656 0.0018 0.0992 1032.5291
rp.session.radical.mingtha.017035.0011 exp1 <radical.analytics.session.Session object at 0... 1217.7858 8.0 260.7425 25.9572 0.0021 0.1145 926.2738
rp.session.radical.mingtha.017035.0012 exp1 <radical.analytics.session.Session object at 0... 1378.6312 8.0 516.1538 29.8334 0.0020 0.1218 830.2880
rp.session.radical.mingtha.017035.0015 exp1 <radical.analytics.session.Session object at 0... 1374.6653 8.0 269.9052 30.1137 0.0024 0.1128 1140.7924
rp.session.radical.mturilli.017051.0002 exp2 <radical.analytics.session.Session object at 0... 1682.4024 8.0 192.3326 29.3171 0.0020 0.1210 979.6453
rp.session.radical.mturilli.017051.0003 exp2 <radical.analytics.session.Session object at 0... 2761.2101 32.0 193.4671 29.2367 0.0019 0.1118 2584.6269
rp.session.radical.mturilli.017051.0004 exp2 <radical.analytics.session.Session object at 0... 4158.7225 32.0 220.3574 29.3368 0.0018 0.1082 3945.0293
rp.session.radical.mturilli.017051.0005 exp2 <radical.analytics.session.Session object at 0... 1479.8141 8.0 184.5981 29.0433 0.0022 0.1106 1272.5806
rp.session.radical.mturilli.017051.0006 exp2 <radical.analytics.session.Session object at 0... 7817.2719 64.0 274.4005 30.7576 0.0021 0.1208 7577.0528
rp.session.radical.mturilli.017051.0007 exp2 <radical.analytics.session.Session object at 0... 2649.9237 16.0 260.9764 29.9350 0.0023 0.1057 2501.5672
rp.session.radical.mturilli.017051.0008 exp2 <radical.analytics.session.Session object at 0... 9686.1931 64.0 284.1830 29.5639 0.0021 0.1294 9461.5693
rp.session.radical.mturilli.017052.0003 exp2 <radical.analytics.session.Session object at 0... 3993.3686 8.0 229.1465 31.4321 0.0020 0.1246 3724.8640
rp.session.radical.mturilli.017052.0005 exp2 <radical.analytics.session.Session object at 0... 2810.6968 16.0 188.3964 34.0996 0.0018 0.1278 2574.6569
rp.session.radical.mturilli.017052.0006 exp2 <radical.analytics.session.Session object at 0... 3092.3393 32.0 295.6617 29.4116 0.0019 0.1055 2850.5644
rp.session.radical.mturilli.017052.0007 exp2 <radical.analytics.session.Session object at 0... 1522.6319 8.0 177.7757 38.8267 0.0023 0.1228 1299.0102
rp.session.radical.mturilli.017052.0008 exp2 <radical.analytics.session.Session object at 0... 4790.1664 64.0 197.8910 29.6904 0.0020 0.1214 4620.5983
rp.session.radical.mturilli.017053.0000 exp2 <radical.analytics.session.Session object at 0... 3633.5750 16.0 294.4394 30.5758 0.0022 0.1065 3308.3059
rp.session.radical.mturilli.017053.0001 exp2 <radical.analytics.session.Session object at 0... 4189.1021 32.0 203.2014 30.8147 0.0021 0.1239 4003.2950
rp.session.radical.mturilli.017053.0002 exp2 <radical.analytics.session.Session object at 0... 4446.7831 16.0 206.7752 29.9998 0.0023 0.1203 4201.7546
rp.session.radical.mturilli.017076.0002 exp3 <radical.analytics.session.Session object at 0... 9658.1011 64.0 221.9233 29.8264 0.0012 0.0943 9450.2508
rp.session.radical.mturilli.017076.0003 exp3 <radical.analytics.session.Session object at 0... 7543.4521 64.0 335.5938 29.0763 0.0013 0.0947 7278.8371
rp.session.radical.mturilli.017076.0004 exp3 <radical.analytics.session.Session object at 0... 3643.7336 16.0 1573.9588 29.4588 0.0012 0.0985 2003.4238
rp.session.radical.mturilli.017076.0005 exp3 <radical.analytics.session.Session object at 0... 5436.5719 32.0 1643.4595 29.0830 0.0013 0.0954 3801.2699
rp.session.radical.mturilli.017077.0003 exp3 <radical.analytics.session.Session object at 0... 5781.6142 16.0 403.8547 29.0685 0.0012 0.0967 5309.0529
rp.session.radical.mturilli.017077.0004 exp3 <radical.analytics.session.Session object at 0... 8063.9387 64.0 139.4027 29.1102 0.0013 0.1117 7896.9133
rp.session.radical.mturilli.017077.0005 exp3 <radical.analytics.session.Session object at 0... 4168.7474 32.0 231.7439 29.8958 0.0014 0.0973 3959.2860
rp.session.radical.mturilli.017077.0006 exp3 <radical.analytics.session.Session object at 0... 5084.0148 32.0 317.7764 29.7811 0.0012 0.0949 4770.5202
rp.session.radical.mturilli.017077.0007 exp3 <radical.analytics.session.Session object at 0... 3332.9939 8.0 177.3122 28.9450 0.0012 0.0948 3104.7020
rp.session.radical.mturilli.017077.0010 exp3 <radical.analytics.session.Session object at 0... 1253.1745 8.0 256.9621 33.3337 0.0014 0.0946 1016.3391
rp.session.radical.mturilli.017077.0011 exp3 <radical.analytics.session.Session object at 0... 2253.5238 16.0 305.3284 33.5123 0.0017 0.0987 2030.6349
rp.session.radical.mturilli.017077.0012 exp3 <radical.analytics.session.Session object at 0... 2209.0060 16.0 232.8825 33.9863 0.0011 0.0972 1974.1876
rp.session.radical.mturilli.017078.0000 exp3 <radical.analytics.session.Session object at 0... 1349.4415 8.0 231.9693 33.5975 0.0012 0.0947 1067.5400
rp.session.radical.mturilli.017078.0001 exp3 <radical.analytics.session.Session object at 0... 920.3328 8.0 163.5348 33.4284 0.0016 0.0974 697.5221
rp.session.radical.mturilli.017078.0002 exp3 <radical.analytics.session.Session object at 0... 3362.7156 32.0 273.5747 34.0095 0.0011 0.1174 3158.5038
rp.session.radical.mturilli.017078.0003 exp3 <radical.analytics.session.Session object at 0... 3260.4421 32.0 298.0749 33.2258 0.0014 0.0977 3024.0830
rp.session.radical.mturilli.017078.0010 exp3 <radical.analytics.session.Session object at 0... 1962.2142 8.0 230.8093 34.8985 0.0020 0.0986 1744.4402
rp.session.radical.mturilli.017078.0011 exp3 <radical.analytics.session.Session object at 0... 1283.0773 8.0 225.7200 33.5481 0.0021 0.0991 1029.8979
rp.session.radical.mturilli.017078.0013 exp3 <radical.analytics.session.Session object at 0... 2213.6558 8.0 352.5849 29.0830 0.0019 0.0981 1949.4950
rp.session.radical.mturilli.017078.0014 exp3 <radical.analytics.session.Session object at 0... 1081.3937 8.0 207.4612 29.9804 0.0020 0.0980 847.1987
rp.session.radical.mturilli.017078.0015 exp3 <radical.analytics.session.Session object at 0... 9358.3666 64.0 195.7932 29.5583 0.0020 0.0979 9123.3117
rp.session.radical.mturilli.017079.0002 exp4 <radical.analytics.session.Session object at 0... 2864.9588 64.0 262.3519 30.6937 0.0026 0.1012 2607.7966
rp.session.radical.mturilli.017083.0001 exp4 <radical.analytics.session.Session object at 0... 2728.2403 32.0 235.6346 34.5077 0.0029 0.0956 2491.4161
rp.session.radical.mturilli.017083.0002 exp4 <radical.analytics.session.Session object at 0... 1958.2285 16.0 304.1960 30.7185 0.0030 0.0988 1764.5265
rp.session.radical.mturilli.017083.0003 exp4 <radical.analytics.session.Session object at 0... 8580.3007 128.0 206.0704 31.4815 0.0024 0.0955 8366.9352
rp.session.radical.mturilli.017083.0004 exp4 <radical.analytics.session.Session object at 0... 7182.1773 128.0 287.5777 30.9071 0.0029 0.0959 6960.5122
rp.session.radical.mturilli.017083.0005 exp4 <radical.analytics.session.Session object at 0... 5484.1903 64.0 223.5493 30.5598 0.0026 0.0990 5230.6409
rp.session.radical.mturilli.017083.0006 exp4 <radical.analytics.session.Session object at 0... 15602.8503 128.0 194.1375 30.8516 0.0024 0.0955 15388.9017
rp.session.radical.mturilli.017084.0000 exp4 <radical.analytics.session.Session object at 0... 1949.0792 8.0 257.0209 31.7432 0.0025 0.0986 1709.0134
rp.session.radical.mturilli.017084.0001 exp4 <radical.analytics.session.Session object at 0... 1956.1455 16.0 289.6967 30.4594 0.0034 0.0965 1716.3405
rp.session.radical.mturilli.017084.0002 exp4 <radical.analytics.session.Session object at 0... 2501.7247 16.0 212.6414 31.0849 0.0030 0.0992 2253.4116
rp.session.radical.mturilli.017085.0002 exp4 <radical.analytics.session.Session object at 0... 3352.5743 8.0 352.6516 31.0264 0.0028 0.0953 3110.8692
rp.session.radical.mturilli.017085.0003 exp4 <radical.analytics.session.Session object at 0... 2271.3002 32.0 289.3315 30.8054 0.0022 0.0960 2096.2785
rp.session.radical.mturilli.017086.0002 exp4 <radical.analytics.session.Session object at 0... 4137.4282 64.0 219.6818 32.6911 0.0025 0.0983 3942.1457
rp.session.radical.mturilli.017086.0004 exp4 <radical.analytics.session.Session object at 0... 6214.0691 32.0 245.1778 30.8612 0.0025 0.0987 6038.0804
rp.session.radical.mturilli.017086.0005 exp4 <radical.analytics.session.Session object at 0... 1818.3680 8.0 260.0701 30.8515 0.0035 0.0969 1577.7578
rp.session.radical.mturilli.017087.0002 exp4 <radical.analytics.session.Session object at 0... 1273.0708 8.0 265.6788 34.9416 0.0021 0.0952 1037.6779
rp.session.radical.mturilli.017087.0003 exp4 <radical.analytics.session.Session object at 0... 1940.0188 32.0 202.4762 34.4903 0.0016 0.0964 1745.8853
rp.session.radical.mturilli.017087.0004 exp4 <radical.analytics.session.Session object at 0... 2580.9824 64.0 174.6902 34.9302 0.0031 0.0992 2391.6327
rp.session.radical.mturilli.017087.0005 exp4 <radical.analytics.session.Session object at 0... 4595.9861 128.0 201.2169 34.8597 0.0023 0.0966 4397.9872
rp.session.radical.mturilli.017087.0006 exp4 <radical.analytics.session.Session object at 0... 1596.5316 16.0 266.3615 34.5969 0.0015 0.0973 1412.9129

In [129]:
# Model of pilot durations.
pdm = {'PMGR_SCHEDULING': ['NEW'                   ,  'PMGR_LAUNCHING_PENDING'],
       'PMGR_QUEUING'   : ['PMGR_LAUNCHING_PENDING',  'PMGR_LAUNCHING'],
       'LRMS_SUBMITTING': ['PMGR_LAUNCHING'        ,  'PMGR_ACTIVE_PENDING'],
       'LRMS_QUEUING'   : ['PMGR_ACTIVE_PENDING'   ,  'PMGR_ACTIVE'],
       'LRMS_RUNNING'   : ['PMGR_ACTIVE'           , ['DONE',
                                                      'CANCELED',
                                                      'FAILED']]}

# DataFrame structure for pilot durations. 
pds = { 'pid': [],
        'sid': [],
        'experiment'     : [],
        'PMGR_SCHEDULING': [],
        'PMGR_QUEUING'   : [],
        'LRMS_SUBMITTING': [],
        'LRMS_QUEUING'   : [],
        'LRMS_RUNNING'   : []}

# Calculate the duration for each state of each 
# pilot of each run and Populate the DataFrame 
# structure.
for sid in sessions.index:
    s = sessions.ix[sid, 'session'].filter(etype='pilot', inplace=False)
    for p in s.list('uid'):
        sf = s.filter(uid=p, inplace=False)        
        pds['pid'].append(p)
        pds['sid'].append(sid)
        pds['experiment'].append(sessions.ix[sid, 'experiment'])
        for d in pdm.keys():
            if (not sf.timestamps(state=pdm[d][0]) or 
                not sf.timestamps(state=pdm[d][1])):
                pds[d].append(None)
                continue
            pds[d].append(sf.duration(pdm[d]))

# Populate the DataFrame.
pilots = pd.DataFrame(pds)

In [10]:
pilots


Out[10]:
LRMS_QUEUING LRMS_RUNNING LRMS_SUBMITTING PMGR_QUEUING PMGR_SCHEDULING experiment pid sid
0 217.1893 1330.8070 40.8441 0.0021 0.1115 exp1 pilot.0002 rp.session.radical.mingtha.017033.0007
1 220.5954 1321.0085 40.8441 0.0021 0.1115 exp1 pilot.0003 rp.session.radical.mingtha.017033.0007
2 448.9312 1096.9671 40.8441 0.0021 0.1115 exp1 pilot.0000 rp.session.radical.mingtha.017033.0007
3 275.0083 1274.1006 40.8441 0.0021 0.1115 exp1 pilot.0001 rp.session.radical.mingtha.017033.0007
4 172.3086 4668.0595 32.6656 0.0019 0.1159 exp1 pilot.0002 rp.session.radical.mingtha.017033.0008
5 172.4000 4670.0795 32.6656 0.0019 0.1159 exp1 pilot.0003 rp.session.radical.mingtha.017033.0008
6 171.3112 4665.8320 32.6656 0.0019 0.1159 exp1 pilot.0000 rp.session.radical.mingtha.017033.0008
7 125.9835 4708.0529 32.6656 0.0019 0.1159 exp1 pilot.0001 rp.session.radical.mingtha.017033.0008
8 153.8039 2601.0478 30.7743 0.0022 0.1041 exp1 pilot.0002 rp.session.radical.mingtha.017033.0009
9 235.8966 2517.9505 30.7743 0.0022 0.1041 exp1 pilot.0003 rp.session.radical.mingtha.017033.0009
10 161.5558 2591.1860 30.7743 0.0022 0.1041 exp1 pilot.0000 rp.session.radical.mingtha.017033.0009
11 211.9732 2544.8909 30.7743 0.0022 0.1041 exp1 pilot.0001 rp.session.radical.mingtha.017033.0009
12 231.2612 5838.8798 25.5676 0.0021 0.1143 exp1 pilot.0002 rp.session.radical.mingtha.017034.0002
13 187.4152 5881.7223 25.5676 0.0021 0.1143 exp1 pilot.0003 rp.session.radical.mingtha.017034.0002
14 135.3262 5932.7068 25.5676 0.0021 0.1143 exp1 pilot.0000 rp.session.radical.mingtha.017034.0002
15 180.5363 5894.6237 25.5676 0.0021 0.1143 exp1 pilot.0001 rp.session.radical.mingtha.017034.0002
16 173.4052 1571.7145 27.1441 0.0022 0.1173 exp1 pilot.0002 rp.session.radical.mingtha.017034.0003
17 229.3836 1522.0774 27.1441 0.0022 0.1173 exp1 pilot.0003 rp.session.radical.mingtha.017034.0003
18 209.0968 1536.0235 27.1441 0.0022 0.1173 exp1 pilot.0000 rp.session.radical.mingtha.017034.0003
19 137.8349 1609.3997 27.1441 0.0022 0.1173 exp1 pilot.0001 rp.session.radical.mingtha.017034.0003
20 170.1026 3223.5324 26.4455 0.0020 0.1200 exp1 pilot.0002 rp.session.radical.mingtha.017034.0004
21 230.0107 3163.6243 26.4455 0.0020 0.1200 exp1 pilot.0003 rp.session.radical.mingtha.017034.0004
22 204.3498 3189.2852 26.4455 0.0020 0.1200 exp1 pilot.0000 rp.session.radical.mingtha.017034.0004
23 171.8622 3221.7728 26.4455 0.0020 0.1200 exp1 pilot.0001 rp.session.radical.mingtha.017034.0004
24 237.5104 2107.2929 26.2371 0.0021 0.1347 exp1 pilot.0002 rp.session.radical.mingtha.017034.0005
25 247.5876 2097.2157 26.2371 0.0021 0.1347 exp1 pilot.0003 rp.session.radical.mingtha.017034.0005
26 207.1194 2137.6839 26.2371 0.0021 0.1347 exp1 pilot.0000 rp.session.radical.mingtha.017034.0005
27 246.1764 2098.6269 26.2371 0.0021 0.1347 exp1 pilot.0001 rp.session.radical.mingtha.017034.0005
28 257.3524 3123.1944 25.5355 0.0021 0.1218 exp1 pilot.0002 rp.session.radical.mingtha.017034.0006
29 207.1423 3172.3969 25.5355 0.0021 0.1218 exp1 pilot.0003 rp.session.radical.mingtha.017034.0006
30 177.0413 3201.4907 25.5355 0.0021 0.1218 exp1 pilot.0000 rp.session.radical.mingtha.017034.0006
31 192.6473 3182.7689 25.5355 0.0021 0.1218 exp1 pilot.0001 rp.session.radical.mingtha.017034.0006
32 214.7165 1626.6375 25.5982 0.0022 0.1030 exp1 pilot.0002 rp.session.radical.mingtha.017035.0003
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219 195.6792 2491.0918 34.5077 0.0029 0.0956 exp4 pilot.0001 rp.session.radical.mturilli.017083.0001
220 235.6346 2451.1364 34.5077 0.0029 0.0956 exp4 pilot.0006 rp.session.radical.mturilli.017083.0001
221 195.3549 2491.4161 34.5077 0.0029 0.0956 exp4 pilot.0007 rp.session.radical.mturilli.017083.0001
222 203.4929 2483.2781 34.5077 0.0029 0.0956 exp4 pilot.0004 rp.session.radical.mturilli.017083.0001
223 235.1832 2451.5878 34.5077 0.0029 0.0956 exp4 pilot.0005 rp.session.radical.mturilli.017083.0001
224 214.4456 1706.2488 30.7185 0.0030 0.0988 exp4 pilot.0002 rp.session.radical.mturilli.017083.0002
225 222.1433 1698.5511 30.7185 0.0030 0.0988 exp4 pilot.0003 rp.session.radical.mturilli.017083.0002
226 211.6120 1709.0824 30.7185 0.0030 0.0988 exp4 pilot.0000 rp.session.radical.mturilli.017083.0002
227 304.1960 1616.4984 30.7185 0.0030 0.0988 exp4 pilot.0001 rp.session.radical.mturilli.017083.0002
228 156.1679 1764.5265 30.7185 0.0030 0.0988 exp4 pilot.0006 rp.session.radical.mturilli.017083.0002
229 244.4172 1676.2772 30.7185 0.0030 0.0988 exp4 pilot.0007 rp.session.radical.mturilli.017083.0002
230 NaN NaN 30.7185 0.0030 0.0988 exp4 pilot.0004 rp.session.radical.mturilli.017083.0002
231 242.9318 1677.7626 30.7185 0.0030 0.0988 exp4 pilot.0005 rp.session.radical.mturilli.017083.0002
232 188.3121 8353.4756 31.4815 0.0024 0.0955 exp4 pilot.0002 rp.session.radical.mturilli.017083.0003
233 184.6951 8357.0926 31.4815 0.0024 0.0955 exp4 pilot.0003 rp.session.radical.mturilli.017083.0003
234 NaN NaN 31.4815 0.0024 0.0955 exp4 pilot.0000 rp.session.radical.mturilli.017083.0003
235 190.4994 8351.2883 31.4815 0.0024 0.0955 exp4 pilot.0001 rp.session.radical.mturilli.017083.0003
236 NaN NaN 31.4815 0.0024 0.0955 exp4 pilot.0006 rp.session.radical.mturilli.017083.0003
237 206.0704 8335.7173 31.4815 0.0024 0.0955 exp4 pilot.0007 rp.session.radical.mturilli.017083.0003
238 174.8525 8366.9352 31.4815 0.0024 0.0955 exp4 pilot.0004 rp.session.radical.mturilli.017083.0003
239 182.3150 8359.4727 31.4815 0.0024 0.0955 exp4 pilot.0005 rp.session.radical.mturilli.017083.0003
240 215.9954 6928.4248 30.9071 0.0029 0.0959 exp4 pilot.0002 rp.session.radical.mturilli.017083.0004
241 192.5402 6951.8800 30.9071 0.0029 0.0959 exp4 pilot.0003 rp.session.radical.mturilli.017083.0004
242 217.1690 6927.2512 30.9071 0.0029 0.0959 exp4 pilot.0000 rp.session.radical.mturilli.017083.0004
243 287.5777 6856.8425 30.9071 0.0029 0.0959 exp4 pilot.0001 rp.session.radical.mturilli.017083.0004
244 NaN NaN 30.9071 0.0029 0.0959 exp4 pilot.0006 rp.session.radical.mturilli.017083.0004
245 248.1687 6896.2515 30.9071 0.0029 0.0959 exp4 pilot.0007 rp.session.radical.mturilli.017083.0004
246 183.9080 6960.5122 30.9071 0.0029 0.0959 exp4 pilot.0004 rp.session.radical.mturilli.017083.0004
247 189.2510 6955.1692 30.9071 0.0029 0.0959 exp4 pilot.0005 rp.session.radical.mturilli.017083.0004
248 NaN NaN 30.5598 0.0026 0.0990 exp4 pilot.0002 rp.session.radical.mturilli.017083.0005
249 205.2767 5224.1196 30.5598 0.0026 0.0990 exp4 pilot.0003 rp.session.radical.mturilli.017083.0005
250 NaN NaN 30.5598 0.0026 0.0990 exp4 pilot.0000 rp.session.radical.mturilli.017083.0005
251 NaN NaN 30.5598 0.0026 0.0990 exp4 pilot.0001 rp.session.radical.mturilli.017083.0005
252 223.5493 5208.0210 30.5598 0.0026 0.0990 exp4 pilot.0006 rp.session.radical.mturilli.017083.0005
253 215.8246 5219.0061 30.5598 0.0026 0.0990 exp4 pilot.0007 rp.session.radical.mturilli.017083.0005
254 215.7823 5220.1353 30.5598 0.0026 0.0990 exp4 pilot.0004 rp.session.radical.mturilli.017083.0005
255 208.0819 5220.2277 30.5598 0.0026 0.0990 exp4 pilot.0005 rp.session.radical.mturilli.017083.0005
256 NaN NaN 30.8516 0.0024 0.0955 exp4 pilot.0002 rp.session.radical.mturilli.017083.0006
257 NaN NaN 30.8516 0.0024 0.0955 exp4 pilot.0003 rp.session.radical.mturilli.017083.0006
258 NaN NaN 30.8516 0.0024 0.0955 exp4 pilot.0000 rp.session.radical.mturilli.017083.0006
259 194.1375 15353.2959 30.8516 0.0024 0.0955 exp4 pilot.0001 rp.session.radical.mturilli.017083.0006
260 165.0534 15384.5539 30.8516 0.0024 0.0955 exp4 pilot.0006 rp.session.radical.mturilli.017083.0006
261 NaN NaN 30.8516 0.0024 0.0955 exp4 pilot.0007 rp.session.radical.mturilli.017083.0006
262 168.4380 15385.5171 30.8516 0.0024 0.0955 exp4 pilot.0004 rp.session.radical.mturilli.017083.0006
263 168.3950 15384.4728 30.8516 0.0024 0.0955 exp4 pilot.0005 rp.session.radical.mturilli.017083.0006
264 200.5254 1709.0134 31.7432 0.0025 0.0986 exp4 pilot.0002 rp.session.radical.mturilli.017084.0000
265 257.0209 1652.5179 31.7432 0.0025 0.0986 exp4 pilot.0003 rp.session.radical.mturilli.017084.0000
266 208.7593 1700.7795 31.7432 0.0025 0.0986 exp4 pilot.0000 rp.session.radical.mturilli.017084.0000
267 248.2588 1661.2800 31.7432 0.0025 0.0986 exp4 pilot.0001 rp.session.radical.mturilli.017084.0000
268 NaN NaN 31.7432 0.0025 0.0986 exp4 pilot.0006 rp.session.radical.mturilli.017084.0000
269 228.5966 1680.9422 31.7432 0.0025 0.0986 exp4 pilot.0007 rp.session.radical.mturilli.017084.0000
270 NaN NaN 31.7432 0.0025 0.0986 exp4 pilot.0004 rp.session.radical.mturilli.017084.0000
271 201.5616 1707.9772 31.7432 0.0025 0.0986 exp4 pilot.0005 rp.session.radical.mturilli.017084.0000
272 NaN NaN 30.4594 0.0034 0.0965 exp4 pilot.0002 rp.session.radical.mturilli.017084.0001
273 289.6967 1629.3013 30.4594 0.0034 0.0965 exp4 pilot.0003 rp.session.radical.mturilli.017084.0001
274 NaN NaN 30.4594 0.0034 0.0965 exp4 pilot.0000 rp.session.radical.mturilli.017084.0001
275 224.5720 1694.4260 30.4594 0.0034 0.0965 exp4 pilot.0001 rp.session.radical.mturilli.017084.0001
276 283.9682 1635.0298 30.4594 0.0034 0.0965 exp4 pilot.0006 rp.session.radical.mturilli.017084.0001
277 202.6775 1716.3205 30.4594 0.0034 0.0965 exp4 pilot.0007 rp.session.radical.mturilli.017084.0001
278 231.5905 1687.4075 30.4594 0.0034 0.0965 exp4 pilot.0004 rp.session.radical.mturilli.017084.0001
279 202.6575 1716.3405 30.4594 0.0034 0.0965 exp4 pilot.0005 rp.session.radical.mturilli.017084.0001
280 183.5021 2248.9607 31.0849 0.0030 0.0992 exp4 pilot.0002 rp.session.radical.mturilli.017084.0002
281 212.6414 2219.8220 31.0849 0.0030 0.0992 exp4 pilot.0003 rp.session.radical.mturilli.017084.0002
282 NaN NaN 31.0849 0.0030 0.0992 exp4 pilot.0000 rp.session.radical.mturilli.017084.0002
283 188.3906 2241.8940 31.0849 0.0030 0.0992 exp4 pilot.0001 rp.session.radical.mturilli.017084.0002
284 NaN NaN 31.0849 0.0030 0.0992 exp4 pilot.0006 rp.session.radical.mturilli.017084.0002
285 195.0908 2241.8229 31.0849 0.0030 0.0992 exp4 pilot.0007 rp.session.radical.mturilli.017084.0002
286 199.9906 2228.1102 31.0849 0.0030 0.0992 exp4 pilot.0004 rp.session.radical.mturilli.017084.0002
287 NaN NaN 31.0849 0.0030 0.0992 exp4 pilot.0005 rp.session.radical.mturilli.017084.0002
288 352.6516 2960.7653 31.0264 0.0028 0.0953 exp4 pilot.0002 rp.session.radical.mturilli.017085.0002
289 NaN NaN 31.0264 0.0028 0.0953 exp4 pilot.0003 rp.session.radical.mturilli.017085.0002
290 NaN NaN 31.0264 0.0028 0.0953 exp4 pilot.0000 rp.session.radical.mturilli.017085.0002
291 202.5477 3110.8692 31.0264 0.0028 0.0953 exp4 pilot.0001 rp.session.radical.mturilli.017085.0002
292 NaN NaN 31.0264 0.0028 0.0953 exp4 pilot.0006 rp.session.radical.mturilli.017085.0002
293 NaN NaN 31.0264 0.0028 0.0953 exp4 pilot.0007 rp.session.radical.mturilli.017085.0002
294 310.8876 3002.5293 31.0264 0.0028 0.0953 exp4 pilot.0004 rp.session.radical.mturilli.017085.0002
295 230.5502 3082.8667 31.0264 0.0028 0.0953 exp4 pilot.0005 rp.session.radical.mturilli.017085.0002
296 NaN NaN 30.8054 0.0022 0.0960 exp4 pilot.0002 rp.session.radical.mturilli.017085.0003
297 284.8599 1948.3041 30.8054 0.0022 0.0960 exp4 pilot.0003 rp.session.radical.mturilli.017085.0003
298 221.6471 2011.5169 30.8054 0.0022 0.0960 exp4 pilot.0000 rp.session.radical.mturilli.017085.0003
299 NaN NaN 30.8054 0.0022 0.0960 exp4 pilot.0001 rp.session.radical.mturilli.017085.0003
300 236.3956 1996.7684 30.8054 0.0022 0.0960 exp4 pilot.0006 rp.session.radical.mturilli.017085.0003
301 136.8855 2096.2785 30.8054 0.0022 0.0960 exp4 pilot.0007 rp.session.radical.mturilli.017085.0003
302 289.3315 1943.8325 30.8054 0.0022 0.0960 exp4 pilot.0004 rp.session.radical.mturilli.017085.0003
303 231.4126 2001.7514 30.8054 0.0022 0.0960 exp4 pilot.0005 rp.session.radical.mturilli.017085.0003
304 216.3132 3879.7428 32.6911 0.0025 0.0983 exp4 pilot.0002 rp.session.radical.mturilli.017086.0002
305 153.9103 3942.1457 32.6911 0.0025 0.0983 exp4 pilot.0003 rp.session.radical.mturilli.017086.0002
306 NaN NaN 32.6911 0.0025 0.0983 exp4 pilot.0000 rp.session.radical.mturilli.017086.0002
307 219.3636 3876.6924 32.6911 0.0025 0.0983 exp4 pilot.0001 rp.session.radical.mturilli.017086.0002
308 219.6818 3876.3742 32.6911 0.0025 0.0983 exp4 pilot.0006 rp.session.radical.mturilli.017086.0002
309 193.2582 3902.7978 32.6911 0.0025 0.0983 exp4 pilot.0007 rp.session.radical.mturilli.017086.0002
310 157.0700 3938.9860 32.6911 0.0025 0.0983 exp4 pilot.0004 rp.session.radical.mturilli.017086.0002
311 208.1231 3887.9329 32.6911 0.0025 0.0983 exp4 pilot.0005 rp.session.radical.mturilli.017086.0002
312 NaN NaN 30.8612 0.0025 0.0987 exp4 pilot.0002 rp.session.radical.mturilli.017086.0004
313 NaN NaN 30.8612 0.0025 0.0987 exp4 pilot.0003 rp.session.radical.mturilli.017086.0004
314 137.2824 3661.3097 30.8612 0.0025 0.0987 exp4 pilot.0000 rp.session.radical.mturilli.017086.0004
315 NaN NaN 30.8612 0.0025 0.0987 exp4 pilot.0001 rp.session.radical.mturilli.017086.0004
316 228.4239 3570.1682 30.8612 0.0025 0.0987 exp4 pilot.0006 rp.session.radical.mturilli.017086.0004
317 198.3447 3600.2474 30.8612 0.0025 0.0987 exp4 pilot.0007 rp.session.radical.mturilli.017086.0004
318 245.1778 3553.4143 30.8612 0.0025 0.0987 exp4 pilot.0004 rp.session.radical.mturilli.017086.0004
319 203.3614 5972.0014 30.8612 0.0025 0.0987 exp4 pilot.0005 rp.session.radical.mturilli.017086.0004
320 257.9854 1521.8590 30.8515 0.0035 0.0969 exp4 pilot.0002 rp.session.radical.mturilli.017086.0005
321 236.8653 1542.9791 30.8515 0.0035 0.0969 exp4 pilot.0003 rp.session.radical.mturilli.017086.0005
322 202.0866 1577.7578 30.8515 0.0035 0.0969 exp4 pilot.0000 rp.session.radical.mturilli.017086.0005
323 210.1088 1569.7356 30.8515 0.0035 0.0969 exp4 pilot.0001 rp.session.radical.mturilli.017086.0005
324 NaN NaN 30.8515 0.0035 0.0969 exp4 pilot.0006 rp.session.radical.mturilli.017086.0005
325 237.4836 1542.3608 30.8515 0.0035 0.0969 exp4 pilot.0007 rp.session.radical.mturilli.017086.0005
326 217.1164 1562.7280 30.8515 0.0035 0.0969 exp4 pilot.0004 rp.session.radical.mturilli.017086.0005
327 260.0701 1519.7743 30.8515 0.0035 0.0969 exp4 pilot.0005 rp.session.radical.mturilli.017086.0005
328 194.0694 1036.3701 34.9416 0.0021 0.0952 exp4 pilot.0002 rp.session.radical.mturilli.017087.0002
329 218.4514 1011.9881 34.9416 0.0021 0.0952 exp4 pilot.0003 rp.session.radical.mturilli.017087.0002
330 207.1846 1023.2549 34.9416 0.0021 0.0952 exp4 pilot.0000 rp.session.radical.mturilli.017087.0002
331 207.3177 1023.1218 34.9416 0.0021 0.0952 exp4 pilot.0001 rp.session.radical.mturilli.017087.0002
332 260.1089 970.3306 34.9416 0.0021 0.0952 exp4 pilot.0006 rp.session.radical.mturilli.017087.0002
333 265.6788 964.7607 34.9416 0.0021 0.0952 exp4 pilot.0007 rp.session.radical.mturilli.017087.0002
334 210.7166 1019.7229 34.9416 0.0021 0.0952 exp4 pilot.0004 rp.session.radical.mturilli.017087.0002
335 192.7616 1037.6779 34.9416 0.0021 0.0952 exp4 pilot.0005 rp.session.radical.mturilli.017087.0002
336 159.4350 1739.1310 34.4903 0.0016 0.0964 exp4 pilot.0002 rp.session.radical.mturilli.017087.0003
337 164.5092 1734.0568 34.4903 0.0016 0.0964 exp4 pilot.0003 rp.session.radical.mturilli.017087.0003
338 161.5650 1737.0010 34.4903 0.0016 0.0964 exp4 pilot.0000 rp.session.radical.mturilli.017087.0003
339 166.9153 1731.6507 34.4903 0.0016 0.0964 exp4 pilot.0001 rp.session.radical.mturilli.017087.0003
340 152.6807 1745.8853 34.4903 0.0016 0.0964 exp4 pilot.0006 rp.session.radical.mturilli.017087.0003
341 202.4762 1696.0898 34.4903 0.0016 0.0964 exp4 pilot.0007 rp.session.radical.mturilli.017087.0003
342 160.2219 1738.3441 34.4903 0.0016 0.0964 exp4 pilot.0004 rp.session.radical.mturilli.017087.0003
343 159.5306 1739.0354 34.4903 0.0016 0.0964 exp4 pilot.0005 rp.session.radical.mturilli.017087.0003
344 159.1466 2379.5256 34.9302 0.0031 0.0992 exp4 pilot.0002 rp.session.radical.mturilli.017087.0004
345 174.6902 2363.9820 34.9302 0.0031 0.0992 exp4 pilot.0003 rp.session.radical.mturilli.017087.0004
346 163.7565 2374.9157 34.9302 0.0031 0.0992 exp4 pilot.0000 rp.session.radical.mturilli.017087.0004
347 174.6325 2364.0397 34.9302 0.0031 0.0992 exp4 pilot.0001 rp.session.radical.mturilli.017087.0004
348 147.0395 2391.6327 34.9302 0.0031 0.0992 exp4 pilot.0006 rp.session.radical.mturilli.017087.0004
349 162.2198 2376.4524 34.9302 0.0031 0.0992 exp4 pilot.0007 rp.session.radical.mturilli.017087.0004
350 152.4516 2386.2206 34.9302 0.0031 0.0992 exp4 pilot.0004 rp.session.radical.mturilli.017087.0004
351 148.5684 2390.1038 34.9302 0.0031 0.0992 exp4 pilot.0005 rp.session.radical.mturilli.017087.0004
352 201.2169 4351.9903 34.8597 0.0023 0.0966 exp4 pilot.0002 rp.session.radical.mturilli.017087.0005
353 174.1492 4379.0580 34.8597 0.0023 0.0966 exp4 pilot.0003 rp.session.radical.mturilli.017087.0005
354 185.3400 4367.8672 34.8597 0.0023 0.0966 exp4 pilot.0000 rp.session.radical.mturilli.017087.0005
355 178.5423 4374.6649 34.8597 0.0023 0.0966 exp4 pilot.0001 rp.session.radical.mturilli.017087.0005
356 155.2200 4397.9872 34.8597 0.0023 0.0966 exp4 pilot.0006 rp.session.radical.mturilli.017087.0005
357 176.2652 4376.9420 34.8597 0.0023 0.0966 exp4 pilot.0007 rp.session.radical.mturilli.017087.0005
358 174.5293 4378.6779 34.8597 0.0023 0.0966 exp4 pilot.0004 rp.session.radical.mturilli.017087.0005
359 186.8612 4366.3460 34.8597 0.0023 0.0966 exp4 pilot.0005 rp.session.radical.mturilli.017087.0005
360 266.3615 1288.2765 34.5969 0.0015 0.0973 exp4 pilot.0002 rp.session.radical.mturilli.017087.0006
361 237.9494 1316.6886 34.5969 0.0015 0.0973 exp4 pilot.0003 rp.session.radical.mturilli.017087.0006
362 201.1355 1353.5025 34.5969 0.0015 0.0973 exp4 pilot.0000 rp.session.radical.mturilli.017087.0006
363 195.2891 1359.3489 34.5969 0.0015 0.0973 exp4 pilot.0001 rp.session.radical.mturilli.017087.0006
364 171.1032 1383.5348 34.5969 0.0015 0.0973 exp4 pilot.0006 rp.session.radical.mturilli.017087.0006
365 154.5414 1400.0966 34.5969 0.0015 0.0973 exp4 pilot.0007 rp.session.radical.mturilli.017087.0006
366 155.1169 1399.5211 34.5969 0.0015 0.0973 exp4 pilot.0004 rp.session.radical.mturilli.017087.0006
367 141.7251 1412.9129 34.5969 0.0015 0.0973 exp4 pilot.0005 rp.session.radical.mturilli.017087.0006

In [130]:
def parse_osg_hostid(hostid):
    '''
    Heuristic: eliminate node-specific information from hostID.
    '''
    domain = None
    
    # Split domain name from IP.
    host = hostid.split(':')

    # Split domain name into words.
    words = host[0].split('.')

    # Get the words in the domain name that do not contain 
    # numbers. Most hostnames have no number but there are 
    # exceptions.
    literals = [l for l in words if not any((number in set('0123456789')) for number in l)]            

    # Check for exceptions: 
    # a. every word of the domain name has a number
    if len(literals) == 0:

        # Some hostname use '-' instead of '.' as word separator.
        # The parser would have returned a single word and the 
        # any of that word may have a number.
        if '-' in host[0]:
            words = host[0].split('-')
            literals = [l for l in words if not any((number in set('0123456789')) for number in l)]

            # FIXME: We do not check the size of literals. 
            domain = '.'.join(literals)

        # Some hostnames may have only the name of the node. We
        # have to keep the IP to decide later on whether two nodes
        # are likely to belong to the same cluster.
        elif 'nod' in host[0]:
            domain = '.'.join(host)

        # FIXME: ad hoc parsing
        elif 'n0'  in host[0]:
            domain = 'n0x.10.2.x.x'
            
        # The hostname is identified by an alphanumeric string
        else:
            domain = '.'.join(host)

    # Some hostnames DO have numbers in their name.
    elif len(literals) == 1:
        domain = '.'.join(words[1:])

    # Some hostname are just simple to parse.
    else:
        domain = '.'.join(literals)

    return domain

In [131]:
for pix in pilots.index:
    sid = pilots.ix[pix,'sid']
    pid = pilots.ix[pix,'pid']
    pls = sessions.ix[sid, 'session'].filter(uid=pid, inplace=False).get(etype=['pilot'])
    if len(pls) != 1:
        print "Error: session filter on uid returned multiple pilots"
        break
    if pls[0].cfg['hostid']:
        domain = parse_osg_hostid(pls[0].cfg['hostid'])
    else:
        domain = np.nan
    # print '%s: %s: %s: %s' % (pix, sid, pid, domain)
    pilots.ix[pix,'domain'] = domain

In [ ]:
pilots

In [132]:
# Temporary: workaround for bug ticket \#15. Calculates 
# the number of active pilots by looking into the 
# length of the list returned by timestamp on the 
# PMGR_ACTIVE state.

for sid in sessions.index:
    sessions.ix[sid, 'npilot_active'] = len(sessions.ix[sid, 'session'].filter(etype='pilot', inplace=False).timestamps(state='PMGR_ACTIVE'))

In [133]:
# Add number of unique resorces per session.

for sid in sessions.index:
    sessions.ix[sid, 'n_unique_host'] = len(pilots[pilots['sid'] == sid]['domain'].unique())

Units


In [134]:
# Model of unit durations.
udm = {'TT_UNIT_UMGR_SCHEDULING'   : ['NEW'                         , 'UMGR_SCHEDULING_PENDING'],
       'TT_UNIT_UMGR_BINDING'      : ['UMGR_SCHEDULING_PENDING'     , 'UMGR_SCHEDULING'],
       'TT_IF_UMGR_SCHEDULING'     : ['UMGR_SCHEDULING'             , 'UMGR_STAGING_INPUT_PENDING'], 
       'TT_IF_UMGR_QUEING'         : ['UMGR_STAGING_INPUT_PENDING'  , 'UMGR_STAGING_INPUT'],
       'TT_IF_AGENT_SCHEDULING'    : ['UMGR_STAGING_INPUT'          , 'AGENT_STAGING_INPUT_PENDING'],  
       'TT_IF_AGENT_QUEUING'       : ['AGENT_STAGING_INPUT_PENDING' , 'AGENT_STAGING_INPUT'], 
       'TT_IF_AGENT_TRANSFERRING'  : ['AGENT_STAGING_INPUT'         , 'AGENT_SCHEDULING_PENDING'],
       'TT_UNIT_AGENT_QUEUING'     : ['AGENT_SCHEDULING_PENDING'    , 'AGENT_SCHEDULING'],
       'TT_UNIT_AGENT_SCHEDULING'  : ['AGENT_SCHEDULING'            , 'AGENT_EXECUTING_PENDING'], 
       'TT_UNIT_AGENT_QUEUING_EXEC': ['AGENT_EXECUTING_PENDING'     , 'AGENT_EXECUTING'], 
       'TT_UNIT_AGENT_EXECUTING'   : ['AGENT_EXECUTING'             , 'AGENT_STAGING_OUTPUT_PENDING'], 
       'TT_OF_AGENT_QUEUING'       : ['AGENT_STAGING_OUTPUT_PENDING', 'AGENT_STAGING_OUTPUT'], 
       'TT_OF_UMGR_SCHEDULING'     : ['AGENT_STAGING_OUTPUT'        , 'UMGR_STAGING_OUTPUT_PENDING'],
       'TT_OF_UMGR_QUEUING'        : ['UMGR_STAGING_OUTPUT_PENDING' , 'UMGR_STAGING_OUTPUT'],
       'TT_OF_UMGR_TRANSFERRING'   : ['UMGR_STAGING_OUTPUT'         , 'DONE']}

# Calculate total unit durations for each session.
for sid in sessions.index:
    s = sessions.ix[sid, 'session'].filter(etype='unit', inplace=False)
    for d in udm.keys():
        sessions.ix[sid, d] = s.duration(udm[d])

In [53]:
fig = plt.figure(figsize=(13,14))

title = 'XSEDE OSG Virtual Cluster'
subtitle = 'TTQ, TTR, TTX and TTC with Number of Active Pilots (black) and Number of Unique Resources (red)'
fig.suptitle('%s:\n%s.' % (title, subtitle), fontsize=16)

defs = {'ttq': 'TTQ = Total Time Queuing pilots',
        'ttr': 'TTR = Total Time Running pilots',
        'ttx': 'TTR = Total Time Executing compute units',
        'ttc': 'TTC = Total Time Completing experiment'}
defslist = '%s;\n%s;\n%s;\n%s.' % (defs['ttq'], defs['ttr'], defs['ttx'], defs['ttc'])
plt.figtext(.38,.89, defslist, fontsize=14, ha='left')

gs = []
grid  = gridspec.GridSpec(2, 2)
grid.update(wspace=0.4, hspace=0.4, top=0.825)
gs.append(gridspec.GridSpecFromSubplotSpec(1, 4, subplot_spec=grid[0]))
gs.append(gridspec.GridSpecFromSubplotSpec(1, 4, subplot_spec=grid[1]))
gs.append(gridspec.GridSpecFromSubplotSpec(1, 4, subplot_spec=grid[2]))
gs.append(gridspec.GridSpecFromSubplotSpec(1, 5, subplot_spec=grid[3]))

ttq_subplots = []
for exp in sessions['experiment'].sort_values().unique():
    for nun in sessions['nunit'].sort_values().unique():
        if not sessions[ (sessions['experiment'] == exp) & 
                 (sessions['nunit'] == nun) ].empty:
            ttq_subplots.append(sessions[ (sessions['experiment'] == exp) & 
                                          (sessions['nunit'] == nun) ].sort_values('TTC'))

colors = {'exp1': [tableau20[0] ,tableau20[18],tableau20[1] ,tableau20[19]],
          'exp2': [tableau20[2] ,tableau20[6] ,tableau20[3] ,tableau20[7] ],
          'exp3': [tableau20[8] ,tableau20[12],tableau20[9] ,tableau20[13]],
          'exp4': [tableau20[4] ,tableau20[16],tableau20[5] ,tableau20[17]],
          'exp5': [tableau20[10],tableau20[14],tableau20[11],tableau20[15]]}

nun_exp = []
nun_exp.append(len(sessions[sessions['experiment'] == 'exp1']['nunit'].sort_values().unique()))
nun_exp.append(len(sessions[sessions['experiment'] == 'exp2']['nunit'].sort_values().unique()))
nun_exp.append(len(sessions[sessions['experiment'] == 'exp3']['nunit'].sort_values().unique()))
nun_exp.append(len(sessions[sessions['experiment'] == 'exp4']['nunit'].sort_values().unique()))

ax = []
i  = 0
while(i < len(ttq_subplots)):
    for gn in range(4):
        for gc in range(nun_exp[gn]):
            session = ttq_subplots.pop(0)
            experiment = session['experiment'].unique()[0]
            ntasks = int(session['nunit'].unique()[0])
            npilots = int(session[session['experiment'] == experiment]['npilot_active'][0])
            repetitions = session.shape[0]
            color = colors[experiment]
            title = 'Exp. %s\n%s tasks\n%s pilots\n%s rep.' % (experiment[3], ntasks, npilots, repetitions)
            
            if i == 0:
                ax.append(plt.Subplot(fig, gs[gn][0, gc]))
            else:
                ax.append(plt.Subplot(fig, gs[gn][0, gc], sharey=ax[0]))
            session[['TT_PILOT_LRMS_QUEUING', 
                     'TT_PILOT_LRMS_RUNNING',
                     'TT_UNIT_AGENT_EXECUTING',
                     'TTC']].plot(kind='bar', ax=ax[i], color=color, title=title, stacked=True)
            ax[i].spines["top"].set_visible(False)
            ax[i].spines["right"].set_visible(False)
            ax[i].get_xaxis().tick_bottom()
            ax[i].get_yaxis().tick_left()
            ax[i].set_xticklabels([])
            ax[i].set_xlabel('Runs')
            
            # Handle a bug that sets yticklabels to visible 
            # for the last subplot.
            if i == 7 or i == 16:
                plt.setp(ax[i].get_yticklabels(), visible=False)
            else:
                ax[i].set_ylabel('Time (s)')
                
            # Handle legens.
            if i == 7 or i == 3 or i == 11:
                ax[i].legend(labels=['TTQ','TTR','TTX','TTC'], bbox_to_anchor=(2.25, 1))
            elif i == 16:
                ax[i].legend(labels=['TTQ','TTR','TTX','TTC'], bbox_to_anchor=(2.70, 1))
            else:
                ax[i].get_legend().set_visible(False)
                
            # Add labels with number of pilots per session.
            rects = ax[i].patches
            labels = [int(l) for l in session['npilot_active']]
            for rect, label in zip(rects[-repetitions:], labels):
                height = rect.get_height()
                ax[i].text(rect.get_x() + rect.get_width()/2, 
                           (height*3)+1500, label, ha='center', 
                           va='bottom')

            # Add labels with number of unique resources per session.
            rects = ax[i].patches
            labels = [int(l) for l in session['n_unique_host']]
            for rect, label in zip(rects[-repetitions:], labels):
                height = rect.get_height()
                ax[i].text(rect.get_x() + rect.get_width()/2, 
                           height*3, label, ha='center', 
                           va='bottom', color='red')

            fig.add_subplot(ax[i])
            i += 1


Analysis Unit Execution Time (Tx)


In [135]:
# Model of unit durations.
# udm = {'UNIT_UMGR_SCHEDULING'   : ['NEW'                         , 'UMGR_SCHEDULING_PENDING'],
#        'UNIT_UMGR_BINDING'      : ['UMGR_SCHEDULING_PENDING'     , 'UMGR_SCHEDULING'],
#        'IF_UMGR_SCHEDULING'     : ['UMGR_SCHEDULING'             , 'UMGR_STAGING_INPUT_PENDING'], 
#        'IF_UMGR_QUEING'         : ['UMGR_STAGING_INPUT_PENDING'  , 'UMGR_STAGING_INPUT'],
#        'IF_AGENT_SCHEDULING'    : ['UMGR_STAGING_INPUT'          , 'AGENT_STAGING_INPUT_PENDING'],  
#        'IF_AGENT_QUEUING'       : ['AGENT_STAGING_INPUT_PENDING' , 'AGENT_STAGING_INPUT'], 
#        'IF_AGENT_TRANSFERRING'  : ['AGENT_STAGING_INPUT'         , 'AGENT_SCHEDULING_PENDING'],
#        'UNIT_AGENT_QUEUING'     : ['AGENT_SCHEDULING_PENDING'    , 'AGENT_SCHEDULING'],
#        'UNIT_AGENT_SCHEDULING'  : ['AGENT_SCHEDULING'            , 'AGENT_EXECUTING_PENDING'], 
#        'UNIT_AGENT_QUEUING_EXEC': ['AGENT_EXECUTING_PENDING'     , 'AGENT_EXECUTING'], 
#        'UNIT_AGENT_EXECUTING'   : ['AGENT_EXECUTING'             , 'AGENT_STAGING_OUTPUT_PENDING'],
#        'OF_AGENT_QUEUING'       : ['AGENT_STAGING_OUTPUT_PENDING', 'AGENT_STAGING_OUTPUT'], 
#        'OF_UMGR_SCHEDULING'     : ['AGENT_STAGING_OUTPUT'        , 'UMGR_STAGING_OUTPUT_PENDING'],
#        'OF_UMGR_QUEUING'        : ['UMGR_STAGING_OUTPUT_PENDING' , 'UMGR_STAGING_OUTPUT'],
#        'OF_UMGR_TRANSFERRING'   : ['UMGR_STAGING_OUTPUT'         , 'DONE']}

udm = {'UNIT_AGENT_EXECUTING'   : ['AGENT_EXECUTING'             , 'AGENT_STAGING_OUTPUT_PENDING']}
        
# DataFrame structure for pilot durations. 
# uds = { 'pid': [],
#         'sid': [],
#         'experiment' : [],
#         'UNIT_UMGR_SCHEDULING'   : [],
#         'UNIT_UMGR_BINDING'      : [],
#         'IF_UMGR_SCHEDULING'     : [], 
#         'IF_UMGR_QUEING'         : [],
#         'IF_AGENT_SCHEDULING'    : [],
#         'IF_AGENT_QUEUING'       : [], 
#         'IF_AGENT_TRANSFERRING'  : [],
#         'UNIT_AGENT_QUEUING'     : [],
#         'UNIT_AGENT_SCHEDULING'  : [], 
#         'UNIT_AGENT_QUEUING_EXEC': [], 
#         'UNIT_AGENT_EXECUTING'   : [], 
#         'OF_AGENT_QUEUING'       : [], 
#         'OF_UMGR_SCHEDULING'     : [],
#         'OF_UMGR_QUEUING'        : [],
#         'OF_UMGR_TRANSFERRING'   : []}

uds = { 'uid': [],
        'sid': [],
        'experiment': [],
        'UNIT_AGENT_EXECUTING': []}

# Calculate the duration for each state of each 
# pilot of each run and Populate the DataFrame 
# structure.
for sid in sessions[['session', 'experiment']].index:
#     if sessions.ix[sid, 'experiment'] in ['exp1','exp2']:
#         continue
#     print '%s - %s' % (sessions.ix[sid, 'experiment'], sid)
    s = sessions.ix[sid, 'session'].filter(etype='unit', inplace=False)
    for u in s.list('uid'):
#         print "\t%s" % u
        sf = s.filter(uid=u, inplace=False)
        uds['uid'].append(u)
        uds['sid'].append(sid)
        uds['experiment'].append(sessions.ix[sid, 'experiment'])
        for d in udm.keys():
            # print '\t\t%s' % udm[d]
            # print '\t\t[%s, %s]' % (sf.timestamps(state=udm[d][0]), sf.timestamps(state=udm[d][1])) 
            if (not sf.timestamps(state=udm[d][0]) or 
                not sf.timestamps(state=udm[d][1])):
                pds[d].append(None)
#                 print '\t\t%s: %s' % (d, 'None')
                continue
#             print sf.timestamps(state=udm[d][0])
#             print sf.timestamps(state=udm[d][1])
#             print '\t\t%s: %s' % (d, sf.duration(udm[d]))
            uds[d].append(sf.duration(udm[d]))

# Populate the DataFrame. We have empty lists 
units = pd.DataFrame(dict([(k,pd.Series(v)) for k,v in uds.iteritems()]))

#units

In [18]:
units['UNIT_AGENT_EXECUTING'].describe()


Out[18]:
count    2416.000000
mean      357.872151
std       139.016139
min       136.134200
25%       269.269825
50%       329.670650
75%       424.391100
max      1382.527900
Name: UNIT_AGENT_EXECUTING, dtype: float64

In [64]:
fig, ax = fig_setup()
title='XSEDE OSG Virtual Cluster\nDensity of Units Execution Time (Tx)'

tx_all  = units['UNIT_AGENT_EXECUTING'].dropna().reset_index(drop=True)

utxs = pd.DataFrame({'all': tx_all}) 

utxs.plot.density(ax=ax, color='black', title=title)
plt.axvline(units['UNIT_AGENT_EXECUTING'].min(), color='r', linestyle='dashed', linewidth=1)
plt.axvline(units['UNIT_AGENT_EXECUTING'].mean(), color='r', linestyle='dashed', linewidth=1)
plt.axvline(units['UNIT_AGENT_EXECUTING'].max(), color='r', linestyle='dashed', linewidth=1)

ax.set_xlabel('Time (s)')
ax.legend(labels=['Units Execution Time (Tx)'])

plt.savefig('figures/osg_tx_all_frequency.pdf', dpi=600, bbox_inches='tight')



In [67]:
fig, ax = fig_setup()
title='XSEDE OSG Virtual Cluster\nDensity of Units Execution Time (Tx) per Experiment'

tx_exp1 = units[units['experiment'].str.contains('exp1')]['UNIT_AGENT_EXECUTING'].dropna().reset_index(drop=True)
tx_exp2 = units[units['experiment'].str.contains('exp2')]['UNIT_AGENT_EXECUTING'].dropna().reset_index(drop=True)
tx_exp3 = units[units['experiment'].str.contains('exp3')]['UNIT_AGENT_EXECUTING'].dropna().reset_index(drop=True)
tx_exp4 = units[units['experiment'].str.contains('exp4')]['UNIT_AGENT_EXECUTING'].dropna().reset_index(drop=True)

utxs = pd.DataFrame({'exp1': tx_exp1, 'exp2': tx_exp2,  'exp3': tx_exp3, 'exp4': tx_exp4})

utxs.plot.density(ax=ax, color=[tableau20[0],tableau20[2],tableau20[8],tableau20[4]], title=title)
plt.axvline(units['UNIT_AGENT_EXECUTING'].min(), color='r', linestyle='dashed', linewidth=1)
plt.axvline(units['UNIT_AGENT_EXECUTING'].mean(), color='r', linestyle='dashed', linewidth=1)
plt.axvline(units['UNIT_AGENT_EXECUTING'].max(), color='r', linestyle='dashed', linewidth=1)

ax.set_xlabel('Time (s)')
ax.legend(labels=['Tx Experiment 1','Tx Experiment 2','Tx Experiment 3','Tx Experiment 4'])

plt.savefig('figures/osg_tx_experiments_frequency.pdf', dpi=600, bbox_inches='tight')



In [94]:
from random import shuffle

txd_exp1 = units[units['experiment'].str.contains('exp1')]['UNIT_AGENT_EXECUTING'].dropna().reset_index(drop=True).describe()
txd_exp2 = units[units['experiment'].str.contains('exp2')]['UNIT_AGENT_EXECUTING'].dropna().reset_index(drop=True).describe()
txd_exp3 = units[units['experiment'].str.contains('exp3')]['UNIT_AGENT_EXECUTING'].dropna().reset_index(drop=True).describe()
txd_exp4 = units[units['experiment'].str.contains('exp4')]['UNIT_AGENT_EXECUTING'].dropna().reset_index(drop=True).describe()
txd_all = units['UNIT_AGENT_EXECUTING'].dropna().reset_index(drop=True).describe()

ntx = units['UNIT_AGENT_EXECUTING'].dropna().reset_index(drop=True).count()

txd_shf1 = units['UNIT_AGENT_EXECUTING'].dropna().reset_index(drop=True).sample(n=ntx/4).describe()
txd_shf2 = units['UNIT_AGENT_EXECUTING'].dropna().reset_index(drop=True).sample(n=ntx/4).describe()
txd_shf3 = units['UNIT_AGENT_EXECUTING'].dropna().reset_index(drop=True).sample(n=ntx/4).describe()
txd_shf4 = units['UNIT_AGENT_EXECUTING'].dropna().reset_index(drop=True).sample(n=ntx/4).describe()    

tx_exp_descriptions = pd.DataFrame({'all' : txd_all,
                                    'exp1': txd_exp1, 
                                    'exp2': txd_exp2, 
                                    'exp3': txd_exp3, 
                                    'exp4': txd_exp4,
                                    'shf1': txd_shf1,
                                    'shf2': txd_shf2,
                                    'shf3': txd_shf3,
                                    'shf4': txd_shf4})

tx_exp_descriptions


Out[94]:
all exp1 exp2 exp3 exp4 shf1 shf2 shf3 shf4
count 2416.000000 464.000000 416.000000 544.000000 992.000000 604.000000 604.000000 604.000000 604.000000
mean 357.872151 338.558227 355.217462 366.800878 363.122940 354.513104 357.185018 355.904029 352.606402
std 139.016139 98.210540 174.747996 145.228149 134.146061 143.534047 138.688079 135.830543 136.347498
min 136.134200 191.190400 185.204400 136.134200 170.191000 164.159900 164.159900 138.139000 138.139000
25% 269.269825 270.311050 237.678925 275.037775 283.034000 255.409750 263.888800 268.053075 266.285425
50% 329.670650 328.333200 299.423700 332.309950 345.471950 329.030650 328.237250 328.237800 325.315850
75% 424.391100 408.390325 415.966475 442.786625 424.686200 419.162575 423.683925 421.425600 417.981300
max 1382.527900 674.719000 1258.610500 1189.620700 1382.527900 1382.527900 1189.620700 953.971000 1258.610500

In [21]:
for sid in sessions.index:
#     print sessions.ix[sid, 'session'].describe('relations', ['pilot', 'unit'])
    break

for uix in units.index:
    uid = units.ix[uix, 'uid']
    sid = units.ix[uix, 'sid']
    purel = sessions.ix[sid, 'session'].describe('relations', ['pilot', 'unit'])
    for pid in purel.keys():
        if uid in purel[pid]:
            domain = pilots[(pilots['sid']==sid) & (pilots['pid']==pid)]['domain'].values
            if len(domain) != 1:
                print "Error: filter on session and pilot id returned multiple domains"
                break
            units.ix[uix, 'pilotid'] = pid
            units.ix[uix, 'hostid'] = domain[0]

units


Out[21]:
UNIT_AGENT_EXECUTING experiment sid uid pilotid hostid
0 210.2204 exp1 rp.session.radical.mingtha.017033.0007 unit.000009 pilot.0002 ucsd.edu
1 239.5106 exp1 rp.session.radical.mingtha.017033.0007 unit.000008 pilot.0002 ucsd.edu
2 249.2585 exp1 rp.session.radical.mingtha.017033.0007 unit.000010 pilot.0001 phys.uconn.edu
3 294.9099 exp1 rp.session.radical.mingtha.017033.0007 unit.000002 pilot.0001 phys.uconn.edu
4 214.2163 exp1 rp.session.radical.mingtha.017033.0007 unit.000012 pilot.0002 ucsd.edu
5 197.2057 exp1 rp.session.radical.mingtha.017033.0007 unit.000013 pilot.0003 ucsd.edu
6 205.2098 exp1 rp.session.radical.mingtha.017033.0007 unit.000014 pilot.0002 ucsd.edu
7 342.1608 exp1 rp.session.radical.mingtha.017033.0007 unit.000015 pilot.0000 b7c6cf8a3ae1.172.19.0.3
8 193.1973 exp1 rp.session.radical.mingtha.017033.0007 unit.000005 pilot.0003 ucsd.edu
9 283.2868 exp1 rp.session.radical.mingtha.017033.0007 unit.000006 pilot.0001 phys.uconn.edu
10 218.7231 exp1 rp.session.radical.mingtha.017033.0007 unit.000003 pilot.0003 ucsd.edu
11 341.3434 exp1 rp.session.radical.mingtha.017033.0007 unit.000011 pilot.0000 b7c6cf8a3ae1.172.19.0.3
12 202.2077 exp1 rp.session.radical.mingtha.017033.0007 unit.000004 pilot.0003 ucsd.edu
13 197.1962 exp1 rp.session.radical.mingtha.017033.0007 unit.000007 pilot.0003 ucsd.edu
14 391.2101 exp1 rp.session.radical.mingtha.017033.0007 unit.000001 pilot.0000 b7c6cf8a3ae1.172.19.0.3
15 310.4892 exp1 rp.session.radical.mingtha.017033.0007 unit.000000 pilot.0001 phys.uconn.edu
16 220.8741 exp1 rp.session.radical.mingtha.017033.0008 unit.000018 pilot.0001 ucsd.edu
17 201.2163 exp1 rp.session.radical.mingtha.017033.0008 unit.000019 pilot.0001 ucsd.edu
18 470.5228 exp1 rp.session.radical.mingtha.017033.0008 unit.000030 pilot.0003 icecube.wisc.edu
19 470.7448 exp1 rp.session.radical.mingtha.017033.0008 unit.000031 pilot.0003 icecube.wisc.edu
20 351.3825 exp1 rp.session.radical.mingtha.017033.0008 unit.000036 pilot.0000 b7c6cf8a3ae1.172.19.0.3
21 424.4588 exp1 rp.session.radical.mingtha.017033.0008 unit.000037 pilot.0003 icecube.wisc.edu
22 348.3644 exp1 rp.session.radical.mingtha.017033.0008 unit.000034 pilot.0000 b7c6cf8a3ae1.172.19.0.3
23 345.1255 exp1 rp.session.radical.mingtha.017033.0008 unit.000033 pilot.0000 b7c6cf8a3ae1.172.19.0.3
24 418.0983 exp1 rp.session.radical.mingtha.017033.0008 unit.000010 pilot.0003 icecube.wisc.edu
25 201.2167 exp1 rp.session.radical.mingtha.017033.0008 unit.000011 pilot.0001 ucsd.edu
26 202.1977 exp1 rp.session.radical.mingtha.017033.0008 unit.000012 pilot.0002 ucsd.edu
27 200.2193 exp1 rp.session.radical.mingtha.017033.0008 unit.000013 pilot.0001 ucsd.edu
28 199.2121 exp1 rp.session.radical.mingtha.017033.0008 unit.000014 pilot.0001 ucsd.edu
29 331.3480 exp1 rp.session.radical.mingtha.017033.0008 unit.000015 pilot.0000 b7c6cf8a3ae1.172.19.0.3
30 201.2032 exp1 rp.session.radical.mingtha.017033.0008 unit.000016 pilot.0002 ucsd.edu
31 351.3693 exp1 rp.session.radical.mingtha.017033.0008 unit.000017 pilot.0000 b7c6cf8a3ae1.172.19.0.3
32 201.2092 exp1 rp.session.radical.mingtha.017033.0008 unit.000057 pilot.0002 ucsd.edu
33 202.2059 exp1 rp.session.radical.mingtha.017033.0008 unit.000005 pilot.0002 ucsd.edu
34 199.2136 exp1 rp.session.radical.mingtha.017033.0008 unit.000029 pilot.0001 ucsd.edu
35 345.3592 exp1 rp.session.radical.mingtha.017033.0008 unit.000028 pilot.0000 b7c6cf8a3ae1.172.19.0.3
36 202.2120 exp1 rp.session.radical.mingtha.017033.0008 unit.000052 pilot.0002 ucsd.edu
37 228.2889 exp1 rp.session.radical.mingtha.017033.0008 unit.000032 pilot.0002 ucsd.edu
38 200.2142 exp1 rp.session.radical.mingtha.017033.0008 unit.000053 pilot.0001 ucsd.edu
39 401.3293 exp1 rp.session.radical.mingtha.017033.0008 unit.000025 pilot.0003 icecube.wisc.edu
40 412.2152 exp1 rp.session.radical.mingtha.017033.0008 unit.000058 pilot.0003 icecube.wisc.edu
41 201.2156 exp1 rp.session.radical.mingtha.017033.0008 unit.000002 pilot.0001 ucsd.edu
42 201.2044 exp1 rp.session.radical.mingtha.017033.0008 unit.000061 pilot.0002 ucsd.edu
43 343.3684 exp1 rp.session.radical.mingtha.017033.0008 unit.000060 pilot.0000 b7c6cf8a3ae1.172.19.0.3
44 200.2121 exp1 rp.session.radical.mingtha.017033.0008 unit.000063 pilot.0001 ucsd.edu
45 399.2292 exp1 rp.session.radical.mingtha.017033.0008 unit.000062 pilot.0003 icecube.wisc.edu
46 361.3879 exp1 rp.session.radical.mingtha.017033.0008 unit.000038 pilot.0000 b7c6cf8a3ae1.172.19.0.3
47 200.2142 exp1 rp.session.radical.mingtha.017033.0008 unit.000047 pilot.0001 ucsd.edu
48 346.3679 exp1 rp.session.radical.mingtha.017033.0008 unit.000046 pilot.0000 b7c6cf8a3ae1.172.19.0.3
49 200.2185 exp1 rp.session.radical.mingtha.017033.0008 unit.000009 pilot.0001 ucsd.edu
50 201.2090 exp1 rp.session.radical.mingtha.017033.0008 unit.000044 pilot.0002 ucsd.edu
51 200.2184 exp1 rp.session.radical.mingtha.017033.0008 unit.000043 pilot.0001 ucsd.edu
52 200.2086 exp1 rp.session.radical.mingtha.017033.0008 unit.000042 pilot.0002 ucsd.edu
53 200.2215 exp1 rp.session.radical.mingtha.017033.0008 unit.000041 pilot.0002 ucsd.edu
54 200.2167 exp1 rp.session.radical.mingtha.017033.0008 unit.000040 pilot.0001 ucsd.edu
55 200.2139 exp1 rp.session.radical.mingtha.017033.0008 unit.000003 pilot.0001 ucsd.edu
56 200.2074 exp1 rp.session.radical.mingtha.017033.0008 unit.000024 pilot.0002 ucsd.edu
57 200.2173 exp1 rp.session.radical.mingtha.017033.0008 unit.000001 pilot.0001 ucsd.edu
58 200.2173 exp1 rp.session.radical.mingtha.017033.0008 unit.000000 pilot.0002 ucsd.edu
59 200.2150 exp1 rp.session.radical.mingtha.017033.0008 unit.000021 pilot.0001 ucsd.edu
60 202.2208 exp1 rp.session.radical.mingtha.017033.0008 unit.000020 pilot.0002 ucsd.edu
61 370.4030 exp1 rp.session.radical.mingtha.017033.0008 unit.000054 pilot.0000 b7c6cf8a3ae1.172.19.0.3
62 403.0964 exp1 rp.session.radical.mingtha.017033.0008 unit.000004 pilot.0003 icecube.wisc.edu
63 202.2121 exp1 rp.session.radical.mingtha.017033.0008 unit.000059 pilot.0002 ucsd.edu
64 201.2238 exp1 rp.session.radical.mingtha.017033.0008 unit.000023 pilot.0002 ucsd.edu
65 201.2153 exp1 rp.session.radical.mingtha.017033.0008 unit.000022 pilot.0001 ucsd.edu
66 359.3784 exp1 rp.session.radical.mingtha.017033.0008 unit.000007 pilot.0000 b7c6cf8a3ae1.172.19.0.3
67 200.2167 exp1 rp.session.radical.mingtha.017033.0008 unit.000049 pilot.0001 ucsd.edu
68 430.3454 exp1 rp.session.radical.mingtha.017033.0008 unit.000026 pilot.0003 icecube.wisc.edu
69 201.2229 exp1 rp.session.radical.mingtha.017033.0008 unit.000051 pilot.0001 ucsd.edu
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1827 361.3702 exp4 rp.session.radical.mturilli.017083.0005 unit.000043 pilot.0005 CRUSH.OSG
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1832 374.3872 exp4 rp.session.radical.mturilli.017083.0005 unit.000024 pilot.0004 CRUSH.OSG
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1834 434.4549 exp4 rp.session.radical.mturilli.017083.0005 unit.000000 pilot.0007 CRUSH.OSG
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1837 404.4051 exp4 rp.session.radical.mturilli.017083.0005 unit.000054 pilot.0005 CRUSH.OSG
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1858 391.2391 exp4 rp.session.radical.mturilli.017083.0006 unit.000010 pilot.0004 CRUSH.OSG
1859 438.4544 exp4 rp.session.radical.mturilli.017083.0006 unit.000011 pilot.0004 CRUSH.OSG
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1861 400.3964 exp4 rp.session.radical.mturilli.017083.0006 unit.000013 pilot.0005 CRUSH.OSG
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1863 800.1661 exp4 rp.session.radical.mturilli.017083.0006 unit.000015 pilot.0001 icecube.wisc.edu
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1870 394.4146 exp4 rp.session.radical.mturilli.017083.0006 unit.000081 pilot.0004 CRUSH.OSG
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1876 361.3730 exp4 rp.session.radical.mturilli.017083.0006 unit.000089 pilot.0006 CRUSH.OSG
1877 413.4110 exp4 rp.session.radical.mturilli.017083.0006 unit.000088 pilot.0004 CRUSH.OSG
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1886 393.3929 exp4 rp.session.radical.mturilli.017083.0006 unit.000023 pilot.0004 CRUSH.OSG
1887 355.3627 exp4 rp.session.radical.mturilli.017083.0006 unit.000022 pilot.0006 CRUSH.OSG
1888 440.4380 exp4 rp.session.radical.mturilli.017083.0006 unit.000090 pilot.0004 CRUSH.OSG
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1892 446.4438 exp4 rp.session.radical.mturilli.017083.0006 unit.000094 pilot.0004 CRUSH.OSG
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1896 387.3846 exp4 rp.session.radical.mturilli.017083.0006 unit.000098 pilot.0004 CRUSH.OSG
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1913 406.4032 exp4 rp.session.radical.mturilli.017083.0006 unit.000042 pilot.0004 CRUSH.OSG
1914 916.8237 exp4 rp.session.radical.mturilli.017083.0006 unit.000041 pilot.0001 icecube.wisc.edu
1915 397.3945 exp4 rp.session.radical.mturilli.017083.0006 unit.000040 pilot.0004 CRUSH.OSG
1916 365.3644 exp4 rp.session.radical.mturilli.017083.0006 unit.000120 pilot.0006 CRUSH.OSG
1917 457.4538 exp4 rp.session.radical.mturilli.017083.0006 unit.000121 pilot.0004 CRUSH.OSG
1918 464.4620 exp4 rp.session.radical.mturilli.017083.0006 unit.000122 pilot.0004 CRUSH.OSG
1919 430.4281 exp4 rp.session.radical.mturilli.017083.0006 unit.000123 pilot.0004 CRUSH.OSG
1920 463.4600 exp4 rp.session.radical.mturilli.017083.0006 unit.000124 pilot.0004 CRUSH.OSG
1921 457.4574 exp4 rp.session.radical.mturilli.017083.0006 unit.000125 pilot.0005 CRUSH.OSG
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1923 406.4074 exp4 rp.session.radical.mturilli.017083.0006 unit.000048 pilot.0005 CRUSH.OSG
1924 797.1084 exp4 rp.session.radical.mturilli.017083.0006 unit.000126 pilot.0001 icecube.wisc.edu
1925 439.4364 exp4 rp.session.radical.mturilli.017083.0006 unit.000127 pilot.0005 CRUSH.OSG
1926 395.3927 exp4 rp.session.radical.mturilli.017083.0006 unit.000054 pilot.0005 CRUSH.OSG
1927 430.4380 exp4 rp.session.radical.mturilli.017083.0006 unit.000055 pilot.0005 CRUSH.OSG
1928 539.3331 exp4 rp.session.radical.mturilli.017083.0006 unit.000056 pilot.0001 icecube.wisc.edu
1929 416.4243 exp4 rp.session.radical.mturilli.017083.0006 unit.000057 pilot.0006 CRUSH.OSG
1930 379.3762 exp4 rp.session.radical.mturilli.017083.0006 unit.000119 pilot.0005 CRUSH.OSG
1931 442.4608 exp4 rp.session.radical.mturilli.017083.0006 unit.000118 pilot.0004 CRUSH.OSG
1932 429.4414 exp4 rp.session.radical.mturilli.017083.0006 unit.000052 pilot.0006 CRUSH.OSG
1933 386.3834 exp4 rp.session.radical.mturilli.017083.0006 unit.000053 pilot.0005 CRUSH.OSG
1934 436.4338 exp4 rp.session.radical.mturilli.017083.0006 unit.000115 pilot.0004 CRUSH.OSG
1935 778.1705 exp4 rp.session.radical.mturilli.017083.0006 unit.000114 pilot.0001 icecube.wisc.edu
1936 449.4703 exp4 rp.session.radical.mturilli.017083.0006 unit.000117 pilot.0006 CRUSH.OSG
1937 419.4166 exp4 rp.session.radical.mturilli.017083.0006 unit.000116 pilot.0005 CRUSH.OSG
1938 420.4267 exp4 rp.session.radical.mturilli.017083.0006 unit.000058 pilot.0006 CRUSH.OSG
1939 1004.7874 exp4 rp.session.radical.mturilli.017083.0006 unit.000059 pilot.0001 icecube.wisc.edu
1940 412.4099 exp4 rp.session.radical.mturilli.017083.0006 unit.000113 pilot.0005 CRUSH.OSG
1941 434.4328 exp4 rp.session.radical.mturilli.017083.0006 unit.000112 pilot.0006 CRUSH.OSG
1942 398.4031 exp4 rp.session.radical.mturilli.017083.0006 unit.000111 pilot.0006 CRUSH.OSG
1943 453.4530 exp4 rp.session.radical.mturilli.017083.0006 unit.000102 pilot.0004 CRUSH.OSG
1944 448.4455 exp4 rp.session.radical.mturilli.017083.0006 unit.000103 pilot.0006 CRUSH.OSG
1945 439.4381 exp4 rp.session.radical.mturilli.017083.0006 unit.000100 pilot.0004 CRUSH.OSG
1946 450.4475 exp4 rp.session.radical.mturilli.017083.0006 unit.000101 pilot.0005 CRUSH.OSG
1947 446.4523 exp4 rp.session.radical.mturilli.017083.0006 unit.000106 pilot.0006 CRUSH.OSG
1948 756.0043 exp4 rp.session.radical.mturilli.017083.0006 unit.000107 pilot.0001 icecube.wisc.edu
1949 455.4523 exp4 rp.session.radical.mturilli.017083.0006 unit.000104 pilot.0004 CRUSH.OSG
1950 457.4546 exp4 rp.session.radical.mturilli.017083.0006 unit.000105 pilot.0005 CRUSH.OSG
1951 418.4331 exp4 rp.session.radical.mturilli.017083.0006 unit.000108 pilot.0006 CRUSH.OSG
1952 447.4447 exp4 rp.session.radical.mturilli.017083.0006 unit.000109 pilot.0005 CRUSH.OSG
1953 414.4253 exp4 rp.session.radical.mturilli.017083.0006 unit.000110 pilot.0005 CRUSH.OSG
1954 418.4158 exp4 rp.session.radical.mturilli.017083.0006 unit.000069 pilot.0006 CRUSH.OSG
1955 414.4132 exp4 rp.session.radical.mturilli.017083.0006 unit.000068 pilot.0004 CRUSH.OSG
1956 427.4362 exp4 rp.session.radical.mturilli.017083.0006 unit.000061 pilot.0005 CRUSH.OSG
1957 977.3716 exp4 rp.session.radical.mturilli.017083.0006 unit.000060 pilot.0001 icecube.wisc.edu
1958 407.4168 exp4 rp.session.radical.mturilli.017083.0006 unit.000063 pilot.0006 CRUSH.OSG
1959 425.4345 exp4 rp.session.radical.mturilli.017083.0006 unit.000062 pilot.0004 CRUSH.OSG
1960 459.4621 exp4 rp.session.radical.mturilli.017083.0006 unit.000065 pilot.0005 CRUSH.OSG
1961 403.4040 exp4 rp.session.radical.mturilli.017083.0006 unit.000064 pilot.0005 CRUSH.OSG
1962 456.4723 exp4 rp.session.radical.mturilli.017083.0006 unit.000067 pilot.0006 CRUSH.OSG
1963 933.0310 exp4 rp.session.radical.mturilli.017083.0006 unit.000066 pilot.0001 icecube.wisc.edu
1964 431.4348 exp4 rp.session.radical.mturilli.017083.0006 unit.000009 pilot.0005 CRUSH.OSG
1965 439.4365 exp4 rp.session.radical.mturilli.017083.0006 unit.000008 pilot.0005 CRUSH.OSG
1966 461.4631 exp4 rp.session.radical.mturilli.017083.0006 unit.000003 pilot.0006 CRUSH.OSG
1967 435.4500 exp4 rp.session.radical.mturilli.017083.0006 unit.000002 pilot.0004 CRUSH.OSG
1968 435.4420 exp4 rp.session.radical.mturilli.017083.0006 unit.000001 pilot.0005 CRUSH.OSG
1969 449.4470 exp4 rp.session.radical.mturilli.017083.0006 unit.000000 pilot.0006 CRUSH.OSG
1970 455.4579 exp4 rp.session.radical.mturilli.017083.0006 unit.000007 pilot.0004 CRUSH.OSG
1971 763.1215 exp4 rp.session.radical.mturilli.017083.0006 unit.000006 pilot.0001 icecube.wisc.edu
1972 415.4163 exp4 rp.session.radical.mturilli.017083.0006 unit.000005 pilot.0005 CRUSH.OSG
1973 470.4710 exp4 rp.session.radical.mturilli.017083.0006 unit.000004 pilot.0004 CRUSH.OSG
1974 453.4507 exp4 rp.session.radical.mturilli.017083.0006 unit.000078 pilot.0006 CRUSH.OSG
1975 402.3998 exp4 rp.session.radical.mturilli.017083.0006 unit.000079 pilot.0004 CRUSH.OSG
1976 430.4294 exp4 rp.session.radical.mturilli.017083.0006 unit.000076 pilot.0005 CRUSH.OSG
1977 459.4566 exp4 rp.session.radical.mturilli.017083.0006 unit.000077 pilot.0006 CRUSH.OSG
1978 455.4469 exp4 rp.session.radical.mturilli.017083.0006 unit.000074 pilot.0006 CRUSH.OSG
1979 438.4351 exp4 rp.session.radical.mturilli.017083.0006 unit.000075 pilot.0005 CRUSH.OSG
1980 453.4517 exp4 rp.session.radical.mturilli.017083.0006 unit.000072 pilot.0004 CRUSH.OSG
1981 435.4473 exp4 rp.session.radical.mturilli.017083.0006 unit.000073 pilot.0005 CRUSH.OSG
1982 444.4537 exp4 rp.session.radical.mturilli.017083.0006 unit.000070 pilot.0006 CRUSH.OSG
1983 468.4666 exp4 rp.session.radical.mturilli.017083.0006 unit.000071 pilot.0004 CRUSH.OSG
1984 491.5127 exp4 rp.session.radical.mturilli.017084.0000 unit.000003 pilot.0002 CRUSH.OSG
1985 535.0280 exp4 rp.session.radical.mturilli.017084.0000 unit.000002 pilot.0002 CRUSH.OSG
1986 450.4529 exp4 rp.session.radical.mturilli.017084.0000 unit.000001 pilot.0005 CRUSH.OSG
1987 489.5478 exp4 rp.session.radical.mturilli.017084.0000 unit.000000 pilot.0005 CRUSH.OSG
1988 489.0745 exp4 rp.session.radical.mturilli.017084.0000 unit.000007 pilot.0000 campuscluster.illinois.edu
1989 559.9985 exp4 rp.session.radical.mturilli.017084.0000 unit.000006 pilot.0000 campuscluster.illinois.edu
1990 697.8570 exp4 rp.session.radical.mturilli.017084.0000 unit.000005 pilot.0007 CRUSH.OSG
1991 739.6971 exp4 rp.session.radical.mturilli.017084.0000 unit.000004 pilot.0007 CRUSH.OSG
1992 326.3227 exp4 rp.session.radical.mturilli.017084.0001 unit.000009 pilot.0007 CRUSH.OSG
1993 363.4385 exp4 rp.session.radical.mturilli.017084.0001 unit.000008 pilot.0007 CRUSH.OSG
1994 473.4755 exp4 rp.session.radical.mturilli.017084.0001 unit.000010 pilot.0001 CRUSH.OSG
1995 493.4079 exp4 rp.session.radical.mturilli.017084.0001 unit.000002 pilot.0001 CRUSH.OSG
1996 470.4587 exp4 rp.session.radical.mturilli.017084.0001 unit.000012 pilot.0006 CRUSH.OSG
1997 445.4426 exp4 rp.session.radical.mturilli.017084.0001 unit.000013 pilot.0005 CRUSH.OSG
1998 478.4748 exp4 rp.session.radical.mturilli.017084.0001 unit.000014 pilot.0003 CRUSH.OSG
1999 460.4596 exp4 rp.session.radical.mturilli.017084.0001 unit.000015 pilot.0001 CRUSH.OSG
2000 453.4551 exp4 rp.session.radical.mturilli.017084.0001 unit.000005 pilot.0006 CRUSH.OSG
2001 447.4432 exp4 rp.session.radical.mturilli.017084.0001 unit.000006 pilot.0005 CRUSH.OSG
2002 473.5348 exp4 rp.session.radical.mturilli.017084.0001 unit.000003 pilot.0005 CRUSH.OSG
2003 700.6991 exp4 rp.session.radical.mturilli.017084.0001 unit.000011 pilot.0004 CRUSH.OSG
2004 325.3265 exp4 rp.session.radical.mturilli.017084.0001 unit.000004 pilot.0007 CRUSH.OSG
2005 471.4345 exp4 rp.session.radical.mturilli.017084.0001 unit.000007 pilot.0006 CRUSH.OSG
2006 718.8503 exp4 rp.session.radical.mturilli.017084.0001 unit.000001 pilot.0004 CRUSH.OSG
2007 519.1308 exp4 rp.session.radical.mturilli.017084.0001 unit.000000 pilot.0003 CRUSH.OSG
2008 457.4554 exp4 rp.session.radical.mturilli.017084.0002 unit.000009 pilot.0002 CRUSH.OSG
2009 479.5558 exp4 rp.session.radical.mturilli.017084.0002 unit.000008 pilot.0002 CRUSH.OSG
2010 463.4732 exp4 rp.session.radical.mturilli.017084.0002 unit.000010 pilot.0007 CRUSH.OSG
2011 490.3877 exp4 rp.session.radical.mturilli.017084.0002 unit.000002 pilot.0007 CRUSH.OSG
2012 663.6662 exp4 rp.session.radical.mturilli.017084.0002 unit.000012 pilot.0003 CRUSH.OSG
2013 639.7456 exp4 rp.session.radical.mturilli.017084.0002 unit.000013 pilot.0001 icecube.wisc.edu
2014 497.4953 exp4 rp.session.radical.mturilli.017084.0002 unit.000014 pilot.0004 CRUSH.OSG
2015 806.3151 exp4 rp.session.radical.mturilli.017084.0002 unit.000015 pilot.0001 icecube.wisc.edu
2016 462.4637 exp4 rp.session.radical.mturilli.017084.0002 unit.000005 pilot.0002 CRUSH.OSG
2017 661.7040 exp4 rp.session.radical.mturilli.017084.0002 unit.000006 pilot.0003 CRUSH.OSG
2018 777.6742 exp4 rp.session.radical.mturilli.017084.0002 unit.000003 pilot.0001 icecube.wisc.edu
2019 483.4798 exp4 rp.session.radical.mturilli.017084.0002 unit.000011 pilot.0004 CRUSH.OSG
2020 457.4562 exp4 rp.session.radical.mturilli.017084.0002 unit.000004 pilot.0007 CRUSH.OSG
2021 666.8392 exp4 rp.session.radical.mturilli.017084.0002 unit.000007 pilot.0003 CRUSH.OSG
2022 512.2671 exp4 rp.session.radical.mturilli.017084.0002 unit.000001 pilot.0004 CRUSH.OSG
2023 456.4624 exp4 rp.session.radical.mturilli.017084.0002 unit.000000 pilot.0002 CRUSH.OSG
2024 365.3670 exp4 rp.session.radical.mturilli.017085.0002 unit.000003 pilot.0001 n0x.10.2.x.x
2025 467.1165 exp4 rp.session.radical.mturilli.017085.0002 unit.000002 pilot.0001 n0x.10.2.x.x
2026 502.9577 exp4 rp.session.radical.mturilli.017085.0002 unit.000001 pilot.0005 icecube.wisc.edu
2027 499.6891 exp4 rp.session.radical.mturilli.017085.0002 unit.000000 pilot.0005 icecube.wisc.edu
2028 819.7054 exp4 rp.session.radical.mturilli.017085.0002 unit.000007 pilot.0004 icecube.wisc.edu
2029 990.1623 exp4 rp.session.radical.mturilli.017085.0002 unit.000006 pilot.0004 icecube.wisc.edu
2030 1332.3615 exp4 rp.session.radical.mturilli.017085.0002 unit.000005 pilot.0002 phys.uconn.edu
2031 1382.5279 exp4 rp.session.radical.mturilli.017085.0002 unit.000004 pilot.0002 phys.uconn.edu
2032 214.4114 exp4 rp.session.radical.mturilli.017085.0003 unit.000018 pilot.0007 CRUSH.OSG
2033 198.1962 exp4 rp.session.radical.mturilli.017085.0003 unit.000019 pilot.0007 CRUSH.OSG
2034 333.5845 exp4 rp.session.radical.mturilli.017085.0003 unit.000030 pilot.0000 mwt2.org
2035 311.6339 exp4 rp.session.radical.mturilli.017085.0003 unit.000031 pilot.0000 mwt2.org
2036 301.6582 exp4 rp.session.radical.mturilli.017085.0003 unit.000010 pilot.0005 CRUSH.OSG
2037 252.2696 exp4 rp.session.radical.mturilli.017085.0003 unit.000011 pilot.0005 CRUSH.OSG
2038 653.3907 exp4 rp.session.radical.mturilli.017085.0003 unit.000012 pilot.0006 CRUSH.OSG
2039 557.5711 exp4 rp.session.radical.mturilli.017085.0003 unit.000013 pilot.0006 CRUSH.OSG
2040 329.3458 exp4 rp.session.radical.mturilli.017085.0003 unit.000014 pilot.0003 phys.uconn.edu
2041 321.3218 exp4 rp.session.radical.mturilli.017085.0003 unit.000015 pilot.0003 phys.uconn.edu
2042 287.2518 exp4 rp.session.radical.mturilli.017085.0003 unit.000016 pilot.0004 phys.uconn.edu
2043 264.2760 exp4 rp.session.radical.mturilli.017085.0003 unit.000017 pilot.0004 phys.uconn.edu
2044 194.1919 exp4 rp.session.radical.mturilli.017085.0003 unit.000003 pilot.0007 CRUSH.OSG
2045 229.2512 exp4 rp.session.radical.mturilli.017085.0003 unit.000002 pilot.0005 CRUSH.OSG
2046 551.5550 exp4 rp.session.radical.mturilli.017085.0003 unit.000027 pilot.0006 CRUSH.OSG
2047 200.1981 exp4 rp.session.radical.mturilli.017085.0003 unit.000009 pilot.0007 CRUSH.OSG
2048 196.1940 exp4 rp.session.radical.mturilli.017085.0003 unit.000008 pilot.0007 CRUSH.OSG
2049 309.6111 exp4 rp.session.radical.mturilli.017085.0003 unit.000029 pilot.0000 mwt2.org
2050 258.2605 exp4 rp.session.radical.mturilli.017085.0003 unit.000028 pilot.0004 phys.uconn.edu
2051 301.3097 exp4 rp.session.radical.mturilli.017085.0003 unit.000025 pilot.0003 phys.uconn.edu
2052 315.3178 exp4 rp.session.radical.mturilli.017085.0003 unit.000024 pilot.0004 phys.uconn.edu
2053 288.2866 exp4 rp.session.radical.mturilli.017085.0003 unit.000001 pilot.0003 phys.uconn.edu
2054 206.2039 exp4 rp.session.radical.mturilli.017085.0003 unit.000000 pilot.0007 CRUSH.OSG
2055 230.2388 exp4 rp.session.radical.mturilli.017085.0003 unit.000021 pilot.0005 CRUSH.OSG
2056 222.2312 exp4 rp.session.radical.mturilli.017085.0003 unit.000020 pilot.0005 CRUSH.OSG
2057 344.3484 exp4 rp.session.radical.mturilli.017085.0003 unit.000023 pilot.0003 phys.uconn.edu
2058 202.2000 exp4 rp.session.radical.mturilli.017085.0003 unit.000004 pilot.0007 CRUSH.OSG
2059 305.5914 exp4 rp.session.radical.mturilli.017085.0003 unit.000005 pilot.0000 mwt2.org
2060 196.1940 exp4 rp.session.radical.mturilli.017085.0003 unit.000022 pilot.0007 CRUSH.OSG
2061 305.5620 exp4 rp.session.radical.mturilli.017085.0003 unit.000007 pilot.0000 mwt2.org
2062 224.2460 exp4 rp.session.radical.mturilli.017085.0003 unit.000026 pilot.0005 CRUSH.OSG
2063 250.2559 exp4 rp.session.radical.mturilli.017085.0003 unit.000006 pilot.0004 phys.uconn.edu
2064 308.9235 exp4 rp.session.radical.mturilli.017086.0002 unit.000018 pilot.0003 hep.wisc.edu
2065 297.2979 exp4 rp.session.radical.mturilli.017086.0002 unit.000019 pilot.0003 hep.wisc.edu
2066 741.8319 exp4 rp.session.radical.mturilli.017086.0002 unit.000030 pilot.0005 CRUSH.OSG
2067 713.7168 exp4 rp.session.radical.mturilli.017086.0002 unit.000031 pilot.0005 CRUSH.OSG
2068 339.3745 exp4 rp.session.radical.mturilli.017086.0002 unit.000036 pilot.0001 phys.uconn.edu
2069 287.2932 exp4 rp.session.radical.mturilli.017086.0002 unit.000037 pilot.0001 phys.uconn.edu
2070 277.2749 exp4 rp.session.radical.mturilli.017086.0002 unit.000034 pilot.0002 phys.uconn.edu
2071 280.4363 exp4 rp.session.radical.mturilli.017086.0002 unit.000033 pilot.0004 CRUSH.OSG
2072 471.4676 exp4 rp.session.radical.mturilli.017086.0002 unit.000010 pilot.0006 CRUSH.OSG
2073 265.2616 exp4 rp.session.radical.mturilli.017086.0002 unit.000011 pilot.0004 CRUSH.OSG
2074 303.3021 exp4 rp.session.radical.mturilli.017086.0002 unit.000012 pilot.0003 hep.wisc.edu
2075 329.3292 exp4 rp.session.radical.mturilli.017086.0002 unit.000013 pilot.0001 phys.uconn.edu
2076 301.3011 exp4 rp.session.radical.mturilli.017086.0002 unit.000014 pilot.0003 hep.wisc.edu
2077 270.2705 exp4 rp.session.radical.mturilli.017086.0002 unit.000015 pilot.0002 phys.uconn.edu
2078 294.2943 exp4 rp.session.radical.mturilli.017086.0002 unit.000016 pilot.0001 phys.uconn.edu
2079 266.2632 exp4 rp.session.radical.mturilli.017086.0002 unit.000017 pilot.0004 CRUSH.OSG
2080 263.2593 exp4 rp.session.radical.mturilli.017086.0002 unit.000057 pilot.0002 phys.uconn.edu
2081 296.2979 exp4 rp.session.radical.mturilli.017086.0002 unit.000005 pilot.0001 phys.uconn.edu
2082 461.4712 exp4 rp.session.radical.mturilli.017086.0002 unit.000029 pilot.0006 CRUSH.OSG
2083 269.2665 exp4 rp.session.radical.mturilli.017086.0002 unit.000028 pilot.0004 CRUSH.OSG
2084 277.2694 exp4 rp.session.radical.mturilli.017086.0002 unit.000052 pilot.0003 hep.wisc.edu
2085 466.3833 exp4 rp.session.radical.mturilli.017086.0002 unit.000032 pilot.0007 CRUSH.OSG
2086 314.3158 exp4 rp.session.radical.mturilli.017086.0002 unit.000053 pilot.0001 phys.uconn.edu
2087 318.3180 exp4 rp.session.radical.mturilli.017086.0002 unit.000025 pilot.0001 phys.uconn.edu
2088 258.2550 exp4 rp.session.radical.mturilli.017086.0002 unit.000058 pilot.0004 CRUSH.OSG
2089 257.2537 exp4 rp.session.radical.mturilli.017086.0002 unit.000002 pilot.0004 CRUSH.OSG
2090 456.4636 exp4 rp.session.radical.mturilli.017086.0002 unit.000061 pilot.0007 CRUSH.OSG
2091 435.4317 exp4 rp.session.radical.mturilli.017086.0002 unit.000060 pilot.0006 CRUSH.OSG
2092 300.3395 exp4 rp.session.radical.mturilli.017086.0002 unit.000063 pilot.0002 phys.uconn.edu
2093 294.2941 exp4 rp.session.radical.mturilli.017086.0002 unit.000062 pilot.0003 hep.wisc.edu
2094 277.2774 exp4 rp.session.radical.mturilli.017086.0002 unit.000038 pilot.0002 phys.uconn.edu
2095 255.2525 exp4 rp.session.radical.mturilli.017086.0002 unit.000047 pilot.0004 CRUSH.OSG
2096 303.3016 exp4 rp.session.radical.mturilli.017086.0002 unit.000046 pilot.0003 hep.wisc.edu
2097 315.3226 exp4 rp.session.radical.mturilli.017086.0002 unit.000009 pilot.0002 phys.uconn.edu
2098 296.3004 exp4 rp.session.radical.mturilli.017086.0002 unit.000044 pilot.0003 hep.wisc.edu
2099 321.3255 exp4 rp.session.radical.mturilli.017086.0002 unit.000043 pilot.0002 phys.uconn.edu
2100 327.3274 exp4 rp.session.radical.mturilli.017086.0002 unit.000042 pilot.0001 phys.uconn.edu
2101 300.2975 exp4 rp.session.radical.mturilli.017086.0002 unit.000041 pilot.0003 hep.wisc.edu
2102 295.2953 exp4 rp.session.radical.mturilli.017086.0002 unit.000040 pilot.0002 phys.uconn.edu
2103 264.2614 exp4 rp.session.radical.mturilli.017086.0002 unit.000003 pilot.0004 CRUSH.OSG
2104 680.6977 exp4 rp.session.radical.mturilli.017086.0002 unit.000024 pilot.0005 CRUSH.OSG
2105 704.7242 exp4 rp.session.radical.mturilli.017086.0002 unit.000001 pilot.0005 CRUSH.OSG
2106 483.4812 exp4 rp.session.radical.mturilli.017086.0002 unit.000000 pilot.0006 CRUSH.OSG
2107 299.2938 exp4 rp.session.radical.mturilli.017086.0002 unit.000021 pilot.0003 hep.wisc.edu
2108 281.2767 exp4 rp.session.radical.mturilli.017086.0002 unit.000020 pilot.0002 phys.uconn.edu
2109 260.2560 exp4 rp.session.radical.mturilli.017086.0002 unit.000054 pilot.0004 CRUSH.OSG
2110 458.9384 exp4 rp.session.radical.mturilli.017086.0002 unit.000004 pilot.0007 CRUSH.OSG
2111 454.4516 exp4 rp.session.radical.mturilli.017086.0002 unit.000059 pilot.0007 CRUSH.OSG
2112 302.3002 exp4 rp.session.radical.mturilli.017086.0002 unit.000023 pilot.0003 hep.wisc.edu
2113 263.2611 exp4 rp.session.radical.mturilli.017086.0002 unit.000022 pilot.0004 CRUSH.OSG
2114 325.3267 exp4 rp.session.radical.mturilli.017086.0002 unit.000007 pilot.0001 phys.uconn.edu
2115 292.2990 exp4 rp.session.radical.mturilli.017086.0002 unit.000049 pilot.0002 phys.uconn.edu
2116 271.2689 exp4 rp.session.radical.mturilli.017086.0002 unit.000026 pilot.0004 CRUSH.OSG
2117 446.4691 exp4 rp.session.radical.mturilli.017086.0002 unit.000051 pilot.0006 CRUSH.OSG
2118 468.2102 exp4 rp.session.radical.mturilli.017086.0002 unit.000050 pilot.0006 CRUSH.OSG
2119 443.4414 exp4 rp.session.radical.mturilli.017086.0002 unit.000055 pilot.0007 CRUSH.OSG
2120 463.4635 exp4 rp.session.radical.mturilli.017086.0002 unit.000027 pilot.0007 CRUSH.OSG
2121 435.4393 exp4 rp.session.radical.mturilli.017086.0002 unit.000008 pilot.0007 CRUSH.OSG
2122 710.7231 exp4 rp.session.radical.mturilli.017086.0002 unit.000039 pilot.0005 CRUSH.OSG
2123 462.4697 exp4 rp.session.radical.mturilli.017086.0002 unit.000045 pilot.0006 CRUSH.OSG
2124 321.2967 exp4 rp.session.radical.mturilli.017086.0002 unit.000056 pilot.0002 phys.uconn.edu
2125 257.2548 exp4 rp.session.radical.mturilli.017086.0002 unit.000006 pilot.0004 CRUSH.OSG
2126 484.4813 exp4 rp.session.radical.mturilli.017086.0002 unit.000035 pilot.0007 CRUSH.OSG
2127 297.2996 exp4 rp.session.radical.mturilli.017086.0002 unit.000048 pilot.0001 phys.uconn.edu
2128 271.0913 exp4 rp.session.radical.mturilli.017086.0004 unit.000018 pilot.0000 campuscluster.illinois.edu
2129 296.3403 exp4 rp.session.radical.mturilli.017086.0004 unit.000019 pilot.0000 campuscluster.illinois.edu
2130 441.1931 exp4 rp.session.radical.mturilli.017086.0004 unit.000030 pilot.0007 CRUSH.OSG
2131 446.4516 exp4 rp.session.radical.mturilli.017086.0004 unit.000031 pilot.0007 CRUSH.OSG
2132 363.9718 exp4 rp.session.radical.mturilli.017086.0004 unit.000010 pilot.0005 NaN
2133 336.1116 exp4 rp.session.radical.mturilli.017086.0004 unit.000011 pilot.0005 NaN
2134 752.2393 exp4 rp.session.radical.mturilli.017086.0004 unit.000012 pilot.0006 CRUSH.OSG
2135 671.6803 exp4 rp.session.radical.mturilli.017086.0004 unit.000013 pilot.0006 CRUSH.OSG
2136 729.7391 exp4 rp.session.radical.mturilli.017086.0004 unit.000014 pilot.0004 CRUSH.OSG
2137 659.6991 exp4 rp.session.radical.mturilli.017086.0004 unit.000015 pilot.0004 CRUSH.OSG
2138 297.3505 exp4 rp.session.radical.mturilli.017086.0004 unit.000016 pilot.0000 campuscluster.illinois.edu
2139 632.6617 exp4 rp.session.radical.mturilli.017086.0004 unit.000017 pilot.0004 CRUSH.OSG
2140 462.4582 exp4 rp.session.radical.mturilli.017086.0004 unit.000003 pilot.0007 CRUSH.OSG
2141 337.1602 exp4 rp.session.radical.mturilli.017086.0004 unit.000002 pilot.0005 NaN
2142 338.0081 exp4 rp.session.radical.mturilli.017086.0004 unit.000027 pilot.0005 NaN
2143 335.8902 exp4 rp.session.radical.mturilli.017086.0004 unit.000009 pilot.0005 NaN
2144 312.3783 exp4 rp.session.radical.mturilli.017086.0004 unit.000008 pilot.0000 campuscluster.illinois.edu
2145 644.7272 exp4 rp.session.radical.mturilli.017086.0004 unit.000029 pilot.0004 CRUSH.OSG
2146 697.7233 exp4 rp.session.radical.mturilli.017086.0004 unit.000028 pilot.0006 CRUSH.OSG
2147 301.3937 exp4 rp.session.radical.mturilli.017086.0004 unit.000025 pilot.0000 campuscluster.illinois.edu
2148 310.4088 exp4 rp.session.radical.mturilli.017086.0004 unit.000024 pilot.0000 campuscluster.illinois.edu
2149 329.4521 exp4 rp.session.radical.mturilli.017086.0004 unit.000001 pilot.0000 campuscluster.illinois.edu
2150 332.9511 exp4 rp.session.radical.mturilli.017086.0004 unit.000000 pilot.0005 NaN
2151 669.6998 exp4 rp.session.radical.mturilli.017086.0004 unit.000021 pilot.0006 CRUSH.OSG
2152 336.2811 exp4 rp.session.radical.mturilli.017086.0004 unit.000020 pilot.0005 NaN
2153 311.3813 exp4 rp.session.radical.mturilli.017086.0004 unit.000023 pilot.0000 campuscluster.illinois.edu
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2355 181.1944 exp4 rp.session.radical.mturilli.017087.0005 unit.000059 pilot.0001 campuscluster.illinois.edu
2356 309.6857 exp4 rp.session.radical.mturilli.017087.0005 unit.000113 pilot.0000 campuscluster.illinois.edu
2357 174.1963 exp4 rp.session.radical.mturilli.017087.0005 unit.000112 pilot.0007 campuscluster.illinois.edu
2358 334.3838 exp4 rp.session.radical.mturilli.017087.0005 unit.000111 pilot.0002 campuscluster.illinois.edu
2359 185.1995 exp4 rp.session.radical.mturilli.017087.0005 unit.000102 pilot.0001 campuscluster.illinois.edu
2360 320.6360 exp4 rp.session.radical.mturilli.017087.0005 unit.000103 pilot.0000 campuscluster.illinois.edu
2361 175.1874 exp4 rp.session.radical.mturilli.017087.0005 unit.000100 pilot.0007 campuscluster.illinois.edu
2362 256.2906 exp4 rp.session.radical.mturilli.017087.0005 unit.000101 pilot.0003 campuscluster.illinois.edu
2363 222.2351 exp4 rp.session.radical.mturilli.017087.0005 unit.000106 pilot.0006 campuscluster.illinois.edu
2364 181.1967 exp4 rp.session.radical.mturilli.017087.0005 unit.000107 pilot.0001 campuscluster.illinois.edu
2365 292.3681 exp4 rp.session.radical.mturilli.017087.0005 unit.000104 pilot.0004 campuscluster.illinois.edu
2366 210.2372 exp4 rp.session.radical.mturilli.017087.0005 unit.000105 pilot.0006 campuscluster.illinois.edu
2367 186.1995 exp4 rp.session.radical.mturilli.017087.0005 unit.000108 pilot.0001 campuscluster.illinois.edu
2368 221.2328 exp4 rp.session.radical.mturilli.017087.0005 unit.000109 pilot.0006 campuscluster.illinois.edu
2369 329.5388 exp4 rp.session.radical.mturilli.017087.0005 unit.000110 pilot.0005 campuscluster.illinois.edu
2370 340.4101 exp4 rp.session.radical.mturilli.017087.0005 unit.000069 pilot.0002 campuscluster.illinois.edu
2371 176.1878 exp4 rp.session.radical.mturilli.017087.0005 unit.000068 pilot.0001 campuscluster.illinois.edu
2372 243.2624 exp4 rp.session.radical.mturilli.017087.0005 unit.000061 pilot.0003 campuscluster.illinois.edu
2373 314.5372 exp4 rp.session.radical.mturilli.017087.0005 unit.000060 pilot.0005 campuscluster.illinois.edu
2374 170.1910 exp4 rp.session.radical.mturilli.017087.0005 unit.000063 pilot.0007 campuscluster.illinois.edu
2375 295.3555 exp4 rp.session.radical.mturilli.017087.0005 unit.000062 pilot.0004 campuscluster.illinois.edu
2376 182.1930 exp4 rp.session.radical.mturilli.017087.0005 unit.000065 pilot.0001 campuscluster.illinois.edu
2377 174.1854 exp4 rp.session.radical.mturilli.017087.0005 unit.000064 pilot.0007 campuscluster.illinois.edu
2378 365.5402 exp4 rp.session.radical.mturilli.017087.0005 unit.000067 pilot.0002 campuscluster.illinois.edu
2379 337.8396 exp4 rp.session.radical.mturilli.017087.0005 unit.000066 pilot.0000 campuscluster.illinois.edu
2380 336.5839 exp4 rp.session.radical.mturilli.017087.0005 unit.000009 pilot.0005 campuscluster.illinois.edu
2381 316.5421 exp4 rp.session.radical.mturilli.017087.0005 unit.000008 pilot.0005 campuscluster.illinois.edu
2382 352.7102 exp4 rp.session.radical.mturilli.017087.0005 unit.000003 pilot.0000 campuscluster.illinois.edu
2383 212.2159 exp4 rp.session.radical.mturilli.017087.0005 unit.000002 pilot.0006 campuscluster.illinois.edu
2384 222.2314 exp4 rp.session.radical.mturilli.017087.0005 unit.000001 pilot.0006 campuscluster.illinois.edu
2385 173.1916 exp4 rp.session.radical.mturilli.017087.0005 unit.000000 pilot.0007 campuscluster.illinois.edu
2386 176.1923 exp4 rp.session.radical.mturilli.017087.0005 unit.000007 pilot.0007 campuscluster.illinois.edu
2387 295.4429 exp4 rp.session.radical.mturilli.017087.0005 unit.000006 pilot.0004 campuscluster.illinois.edu
2388 247.4818 exp4 rp.session.radical.mturilli.017087.0005 unit.000005 pilot.0004 campuscluster.illinois.edu
2389 294.4036 exp4 rp.session.radical.mturilli.017087.0005 unit.000004 pilot.0003 campuscluster.illinois.edu
2390 181.1973 exp4 rp.session.radical.mturilli.017087.0005 unit.000078 pilot.0001 campuscluster.illinois.edu
2391 215.2261 exp4 rp.session.radical.mturilli.017087.0005 unit.000079 pilot.0006 campuscluster.illinois.edu
2392 173.1936 exp4 rp.session.radical.mturilli.017087.0005 unit.000076 pilot.0007 campuscluster.illinois.edu
2393 328.6092 exp4 rp.session.radical.mturilli.017087.0005 unit.000077 pilot.0005 campuscluster.illinois.edu
2394 309.4684 exp4 rp.session.radical.mturilli.017087.0005 unit.000074 pilot.0004 campuscluster.illinois.edu
2395 305.5011 exp4 rp.session.radical.mturilli.017087.0005 unit.000075 pilot.0004 campuscluster.illinois.edu
2396 292.3846 exp4 rp.session.radical.mturilli.017087.0005 unit.000072 pilot.0003 campuscluster.illinois.edu
2397 297.5238 exp4 rp.session.radical.mturilli.017087.0005 unit.000073 pilot.0000 campuscluster.illinois.edu
2398 223.2365 exp4 rp.session.radical.mturilli.017087.0005 unit.000070 pilot.0006 campuscluster.illinois.edu
2399 187.2011 exp4 rp.session.radical.mturilli.017087.0005 unit.000071 pilot.0007 campuscluster.illinois.edu
2400 228.2463 exp4 rp.session.radical.mturilli.017087.0006 unit.000009 pilot.0005 campuscluster.illinois.edu
2401 253.5652 exp4 rp.session.radical.mturilli.017087.0006 unit.000008 pilot.0005 campuscluster.illinois.edu
2402 305.4837 exp4 rp.session.radical.mturilli.017087.0006 unit.000010 pilot.0004 campuscluster.illinois.edu
2403 330.2298 exp4 rp.session.radical.mturilli.017087.0006 unit.000002 pilot.0004 campuscluster.illinois.edu
2404 392.7202 exp4 rp.session.radical.mturilli.017087.0006 unit.000012 pilot.0001 iu.edu
2405 222.2385 exp4 rp.session.radical.mturilli.017087.0006 unit.000013 pilot.0007 campuscluster.illinois.edu
2406 450.8036 exp4 rp.session.radical.mturilli.017087.0006 unit.000014 pilot.0000 mwt2.org
2407 553.3897 exp4 rp.session.radical.mturilli.017087.0006 unit.000015 pilot.0002 mwt2.org
2408 493.8260 exp4 rp.session.radical.mturilli.017087.0006 unit.000005 pilot.0002 mwt2.org
2409 420.6411 exp4 rp.session.radical.mturilli.017087.0006 unit.000006 pilot.0003 mwt2.org
2410 256.7407 exp4 rp.session.radical.mturilli.017087.0006 unit.000003 pilot.0007 campuscluster.illinois.edu
2411 334.5044 exp4 rp.session.radical.mturilli.017087.0006 unit.000011 pilot.0006 campuscluster.illinois.edu
2412 439.6836 exp4 rp.session.radical.mturilli.017087.0006 unit.000004 pilot.0003 mwt2.org
2413 416.3933 exp4 rp.session.radical.mturilli.017087.0006 unit.000007 pilot.0001 iu.edu
2414 333.5874 exp4 rp.session.radical.mturilli.017087.0006 unit.000001 pilot.0006 campuscluster.illinois.edu
2415 420.7333 exp4 rp.session.radical.mturilli.017087.0006 unit.000000 pilot.0000 mwt2.org

In [66]:
fig, ax = fig_setup()
title='XSEDE OSG Virtual Cluster\nDensity of Units Execution Time (Tx) per Execution Host'

curves = {}
hosts = units['hostid'].dropna().unique()

for host in hosts:
    curves[host] = units[units['hostid'] == host]['UNIT_AGENT_EXECUTING'].dropna().reset_index(drop=True)

utxh = pd.DataFrame(curves) 

utxh.plot.density(ax=ax, sort_columns=True, title=title, color=tableau20, figsize=(15, 13)) # subplots=True, layout=(4,4), sharey=True, sharex=True,
plt.axvline(units['UNIT_AGENT_EXECUTING'].min(), color='r', linestyle='dashed', linewidth=1)
plt.axvline(units['UNIT_AGENT_EXECUTING'].mean(), color='r', linestyle='dashed', linewidth=1)
plt.axvline(units['UNIT_AGENT_EXECUTING'].max(), color='r', linestyle='dashed', linewidth=1)

ax.set_xlabel('Time (s)')

plt.savefig('figures/osg_tx_hosts_frequency.pdf', dpi=600, bbox_inches='tight')


Time to Completion


In [272]:
fig, ax = fig_setup()
title='XSEDE OSG Virtual Cluster\nTime to completion (TTC) of 8, 16, 32, 64, 128 units on between 1 and 8 pilots'

nu = None
nus = None
nump = None
index = None
ttc_npilot = None
ttc_npilot_std = None

# index = sessions['npilot_active'].astype(int).sort_values().unique()
# index = np.hstack((index,np.array(index[-1]+1)))

index = np.ndarray(shape=(6), buffer=np.array([0,1,2,4,8,9]), dtype=int) 
ttc_npilot = pd.DataFrame(index=index)
ttc_npilot_std = pd.DataFrame(index=index)

nus = sessions['nunit'].unique()
nus.sort()

for nu in nus:
    s1 = sessions[sessions['nunit'] == nu][['TTC','nunit','npilot_active']].dropna().reset_index(drop=True)
    # for nump in s1['npilot_active'].unique():
    for nump in index:
        s2 = s1[s1['npilot_active'] == nump]
        ttc_npilot.ix[nump, 'Mean TTC '+str(int(nu))+' units'] = s2['TTC'].mean()
        ttc_npilot_std.ix[nump, 'Mean TTC '+str(int(nu))+' units'] = s2['TTC'].std()

# display(ttc_npilot)
# display(ttc_npilot_std)
        
ttc_npilot.plot(ax=ax, yerr=ttc_npilot_std, color=[tableau20[0], 
                                                   tableau20[2], 
                                                   tableau20[4],
                                                   tableau20[6],
                                                   tableau20[8]], title=title)
ax.set_xlabel('Number of Pilots')
ax.set_ylabel('TTC (s)')

plt.savefig('figures/osg_ttc_pilots.pdf', dpi=600, bbox_inches='tight')



In [ ]: