notebook.community

Edit and run 





In [1]:



    


from arvpyf import mgmt, cf
from arvpyf.mgmt import ArchiverConfig
from arvpyf.cf import PVFinder
from arvpyf.ar import ArchiverReader
import numpy as np

Setup for xf11id archives





In [2]:



    


#bpl_url = 'http://xf11id-ca1.cs.nsls2.local:17665/mgmt/bpl'
#bpl_url = 'xnds://xf11id-ca.cs.nsls2.local/cgi-bin/ArchiveDataServer.cgi'
#bpl_url = 'http://xf04id-ca1.cs.nsls2.local:17665/mgmt/bpl'
bpl_url = 'http://xf11id-ca.cs.nsls2.local:17665/mgmt/bpl'
arvconf = ArchiverConfig(bpl_url)
cf_update = '/cf-update/'
pvfinder = PVFinder(cf_update)
ar_url = 'http://xf11id-ca.cs.nsls2.local:17668'
ar_tz = 'US/Eastern'
config = {'url': ar_url, 'timezone': ar_tz}
arvReader = ArchiverReader(config)

Get All PVs





In [3]:



    


arv_pvs = arvconf.get_all_pvs(limit=100000)



    











In [8]:



    


env_pvs = [pv for pv in arv_pvs if 'Dif-Ax:Gam' in pv]



    











In [9]:



    


env_pvs



    


















    
Out[9]:








['XF:11IDB-ES{Dif-Ax:Gam}Abort:Home-Cmd',
 'XF:11IDB-ES{Dif-Ax:Gam}Addr:ELoss-I',
 'XF:11IDB-ES{Dif-Ax:Gam}Addr:Homing-I',
 'XF:11IDB-ES{Dif-Ax:Gam}AxisEnable-Sts',
 'XF:11IDB-ES{Dif-Ax:Gam}Check:Home-Sts',
 'XF:11IDB-ES{Dif-Ax:Gam}Cmd-SCalcout_',
 'XF:11IDB-ES{Dif-Ax:Gam}Cmd:Home-Asyn_',
 'XF:11IDB-ES{Dif-Ax:Gam}Cmd:Kill-Cmd',
 'XF:11IDB-ES{Dif-Ax:Gam}Cmd:SetHm-StringOut',
 'XF:11IDB-ES{Dif-Ax:Gam}Cnt:Ax-SP',
 'XF:11IDB-ES{Dif-Ax:Gam}Dsbl:Hmng-Calc',
 'XF:11IDB-ES{Dif-Ax:Gam}Flt:ELoss-Sts',
 'XF:11IDB-ES{Dif-Ax:Gam}Group:Home-LongOut_',
 'XF:11IDB-ES{Dif-Ax:Gam}Group:Home-SCalcOut_',
 'XF:11IDB-ES{Dif-Ax:Gam}Group:Home-Sel',
 'XF:11IDB-ES{Dif-Ax:Gam}Group:Send-SCalcOut',
 'XF:11IDB-ES{Dif-Ax:Gam}Mtr',
 'XF:11IDB-ES{Dif-Ax:Gam}Mtr.ACCL',
 'XF:11IDB-ES{Dif-Ax:Gam}Mtr.BACC',
 'XF:11IDB-ES{Dif-Ax:Gam}Mtr.BDST',
 'XF:11IDB-ES{Dif-Ax:Gam}Mtr.BVEL',
 'XF:11IDB-ES{Dif-Ax:Gam}Mtr.DCOF',
 'XF:11IDB-ES{Dif-Ax:Gam}Mtr.DESC',
 'XF:11IDB-ES{Dif-Ax:Gam}Mtr.DHLM',
 'XF:11IDB-ES{Dif-Ax:Gam}Mtr.DIR',
 'XF:11IDB-ES{Dif-Ax:Gam}Mtr.DISA',
 'XF:11IDB-ES{Dif-Ax:Gam}Mtr.DISP',
 'XF:11IDB-ES{Dif-Ax:Gam}Mtr.DLLM',
 'XF:11IDB-ES{Dif-Ax:Gam}Mtr.DLY',
 'XF:11IDB-ES{Dif-Ax:Gam}Mtr.EGU',
 'XF:11IDB-ES{Dif-Ax:Gam}Mtr.ERES',
 'XF:11IDB-ES{Dif-Ax:Gam}Mtr.FOFF',
 'XF:11IDB-ES{Dif-Ax:Gam}Mtr.FRAC',
 'XF:11IDB-ES{Dif-Ax:Gam}Mtr.HVEL',
 'XF:11IDB-ES{Dif-Ax:Gam}Mtr.ICOF',
 'XF:11IDB-ES{Dif-Ax:Gam}Mtr.JAR',
 'XF:11IDB-ES{Dif-Ax:Gam}Mtr.JVEL',
 'XF:11IDB-ES{Dif-Ax:Gam}Mtr.MRES',
 'XF:11IDB-ES{Dif-Ax:Gam}Mtr.NTM',
 'XF:11IDB-ES{Dif-Ax:Gam}Mtr.NTMF',
 'XF:11IDB-ES{Dif-Ax:Gam}Mtr.OFF',
 'XF:11IDB-ES{Dif-Ax:Gam}Mtr.OMSL',
 'XF:11IDB-ES{Dif-Ax:Gam}Mtr.PCOF',
 'XF:11IDB-ES{Dif-Ax:Gam}Mtr.PREC',
 'XF:11IDB-ES{Dif-Ax:Gam}Mtr.RBV',
 'XF:11IDB-ES{Dif-Ax:Gam}Mtr.RDBD',
 'XF:11IDB-ES{Dif-Ax:Gam}Mtr.RDBL',
 'XF:11IDB-ES{Dif-Ax:Gam}Mtr.RRBV',
 'XF:11IDB-ES{Dif-Ax:Gam}Mtr.RRES',
 'XF:11IDB-ES{Dif-Ax:Gam}Mtr.RTRY',
 'XF:11IDB-ES{Dif-Ax:Gam}Mtr.SREV',
 'XF:11IDB-ES{Dif-Ax:Gam}Mtr.TWV',
 'XF:11IDB-ES{Dif-Ax:Gam}Mtr.UEIP',
 'XF:11IDB-ES{Dif-Ax:Gam}Mtr.URIP',
 'XF:11IDB-ES{Dif-Ax:Gam}Mtr.VBAS',
 'XF:11IDB-ES{Dif-Ax:Gam}Mtr.VELO',
 'XF:11IDB-ES{Dif-Ax:Gam}Mtr.VMAX',
 'XF:11IDB-ES{Dif-Ax:Gam}Mtr_able',
 'XF:11IDB-ES{Dif-Ax:Gam}Mtr_ableput',
 'XF:11IDB-ES{Dif-Ax:Gam}Mtr_twCh',
 'XF:11IDB-ES{Dif-Ax:Gam}Mtr_vCh',
 'XF:11IDB-ES{Dif-Ax:Gam}Num:HomePLC-I',
 'XF:11IDB-ES{Dif-Ax:Gam}Pgm:Home-SCalcOut_',
 'XF:11IDB-ES{Dif-Ax:Gam}Pgm:Home-Sts',
 'XF:11IDB-ES{Dif-Ax:Gam}PhaseCur-I',
 'XF:11IDB-ES{Dif-Ax:Gam}Pos:Raw-I',
 'XF:11IDB-ES{Dif-Ax:Gam}Rst:ELoss-Cmd',
 'XF:11IDB-ES{Dif-Ax:Gam}Start:Home-CalcOut_',
 'XF:11IDB-ES{Dif-Ax:Gam}Start:Home-Cmd',
 'XF:11IDB-ES{Dif-Ax:Gam}Start:Home-StringOut',
 'XF:11IDB-ES{Dif-Ax:Gam}Start:HomeBuf-Sts_',
 'XF:11IDB-ES{Dif-Ax:Gam}Sts-Asyn_',
 'XF:11IDB-ES{Dif-Ax:Gam}Sts:1-FOut_',
 'XF:11IDB-ES{Dif-Ax:Gam}Sts:1-SCalcout_',
 'XF:11IDB-ES{Dif-Ax:Gam}Sts:1-Sts',
 'XF:11IDB-ES{Dif-Ax:Gam}Sts:2-FOut_',
 'XF:11IDB-ES{Dif-Ax:Gam}Sts:2-SCalcout_',
 'XF:11IDB-ES{Dif-Ax:Gam}Sts:2-Sts',
 'XF:11IDB-ES{Dif-Ax:Gam}Sts:3-FOut_',
 'XF:11IDB-ES{Dif-Ax:Gam}Sts:3-Sts',
 'XF:11IDB-ES{Dif-Ax:Gam}Sts:4-Sts',
 'XF:11IDB-ES{Dif-Ax:Gam}Sts:Home-Asyn_',
 'XF:11IDB-ES{Dif-Ax:Gam}Sts:Home-FOut_',
 'XF:11IDB-ES{Dif-Ax:Gam}Sts:Home-SCalcOut_',
 'XF:11IDB-ES{Dif-Ax:Gam}Sts:Home-Sts',
 'XF:11IDB-ES{Dif-Ax:Gam}Sts:HomeCmplt-Sts',
 'XF:11IDB-ES{Dif-Ax:Gam}Sts:HomeMtr1-StringOut_',
 'XF:11IDB-ES{Dif-Ax:Gam}Sts:HomeMtr10-StringOut_',
 'XF:11IDB-ES{Dif-Ax:Gam}Sts:HomeMtr11-StringOut_',
 'XF:11IDB-ES{Dif-Ax:Gam}Sts:HomeMtr12-StringOut_',
 'XF:11IDB-ES{Dif-Ax:Gam}Sts:HomeMtr13-StringOut_',
 'XF:11IDB-ES{Dif-Ax:Gam}Sts:HomeMtr14-StringOut_',
 'XF:11IDB-ES{Dif-Ax:Gam}Sts:HomeMtr15-StringOut_',
 'XF:11IDB-ES{Dif-Ax:Gam}Sts:HomeMtr16-StringOut_',
 'XF:11IDB-ES{Dif-Ax:Gam}Sts:HomeMtr17-StringOut_',
 'XF:11IDB-ES{Dif-Ax:Gam}Sts:HomeMtr18-StringOut_',
 'XF:11IDB-ES{Dif-Ax:Gam}Sts:HomeMtr19-StringOut_',
 'XF:11IDB-ES{Dif-Ax:Gam}Sts:HomeMtr2-StringOut_',
 'XF:11IDB-ES{Dif-Ax:Gam}Sts:HomeMtr20-StringOut_',
 'XF:11IDB-ES{Dif-Ax:Gam}Sts:HomeMtr21-StringOut_',
 'XF:11IDB-ES{Dif-Ax:Gam}Sts:HomeMtr22-StringOut_',
 'XF:11IDB-ES{Dif-Ax:Gam}Sts:HomeMtr23-StringOut_',
 'XF:11IDB-ES{Dif-Ax:Gam}Sts:HomeMtr24-StringOut_',
 'XF:11IDB-ES{Dif-Ax:Gam}Sts:HomeMtr25-StringOut_',
 'XF:11IDB-ES{Dif-Ax:Gam}Sts:HomeMtr26-StringOut_',
 'XF:11IDB-ES{Dif-Ax:Gam}Sts:HomeMtr27-StringOut_',
 'XF:11IDB-ES{Dif-Ax:Gam}Sts:HomeMtr28-StringOut_',
 'XF:11IDB-ES{Dif-Ax:Gam}Sts:HomeMtr29-StringOut_',
 'XF:11IDB-ES{Dif-Ax:Gam}Sts:HomeMtr3-StringOut_',
 'XF:11IDB-ES{Dif-Ax:Gam}Sts:HomeMtr30-StringOut_',
 'XF:11IDB-ES{Dif-Ax:Gam}Sts:HomeMtr31-StringOut_',
 'XF:11IDB-ES{Dif-Ax:Gam}Sts:HomeMtr32-StringOut_',
 'XF:11IDB-ES{Dif-Ax:Gam}Sts:HomeMtr4-StringOut_',
 'XF:11IDB-ES{Dif-Ax:Gam}Sts:HomeMtr5-StringOut_',
 'XF:11IDB-ES{Dif-Ax:Gam}Sts:HomeMtr6-StringOut_',
 'XF:11IDB-ES{Dif-Ax:Gam}Sts:HomeMtr7-StringOut_',
 'XF:11IDB-ES{Dif-Ax:Gam}Sts:HomeMtr8-StringOut_',
 'XF:11IDB-ES{Dif-Ax:Gam}Sts:HomeMtr9-StringOut_',
 'XF:11IDB-ES{Dif-Ax:Gam}Sts:Homed-Sts',
 'XF:11IDB-ES{Dif-Ax:Gam}Sts:Homing-Sts',
 'XF:11IDB-ES{Dif-Ax:Gam}Sw:OT-Sts',
 'XF:11IDB-ES{Dif-Ax:Gam}Timeout:Home-I',
 'XF:11IDB-ES{Dif-Ax:Gam}Timeout:Home-SCalcOut_',
 'XF:11IDB-ES{Dif-Ax:Gam}Timer:Home-Asyn_',
 'XF:11IDB-ES{Dif-Ax:Gam}Timer:Home-CalcOut_',
 'XF:11IDB-ES{Dif-Ax:Gam}Timer:Home-FOut_',
 'XF:11IDB-ES{Dif-Ax:Gam}Timer:Home-I',
 'XF:11IDB-ES{Dif-Ax:Gam}Timer:Home-SCalcOut_',
 'XF:11IDB-ES{Dif-Ax:Gam}Val:ASLO-I']

Retrieve PVs





In [26]:



    


pv = 'XF:11IDB-ES{Dif-Ax:Gam}Mtr.RBV'
since = '2019-6-24 20:05:00'
until = '2019-6-24 23:55:00'
target = arvReader.get(pv, since, until)
pv = 'XF:11IDB-ES{Dif-Ax:PhH}Mtr.RBV'
samp = arvReader.get(pv, since, until)



    











In [27]:



    


samp



    


















    
Out[27]:











  
    

      
      time
      data
    

  
  
    

      0
      2019-06-24 18:33:26.681037-04:00
      -1.999946
    

    

      1
      2019-06-24 20:29:18.278406-04:00
      -2.026483
    

    

      2
      2019-06-24 20:29:18.540332-04:00
      -2.039526
    

    

      3
      2019-06-24 20:29:18.701163-04:00
      -2.047566
    

    

      4
      2019-06-24 20:29:18.859792-04:00
      -2.055514
    

    

      5
      2019-06-24 20:29:19.017346-04:00
      -2.063416
    

    

      6
      2019-06-24 20:29:19.175698-04:00
      -2.071296
    

    

      7
      2019-06-24 20:29:19.390116-04:00
      -2.082029
    

    

      8
      2019-06-24 20:29:19.548535-04:00
      -2.089920
    

    

      9
      2019-06-24 20:29:19.709734-04:00
      -2.098005
    

    

      10
      2019-06-24 20:29:19.869161-04:00
      -2.105976
    

    

      11
      2019-06-24 20:29:20.028552-04:00
      -2.113930
    

    

      12
      2019-06-24 20:29:28.183400-04:00
      -2.521682
    

    

      13
      2019-06-24 20:29:28.411617-04:00
      -2.533084
    

    

      14
      2019-06-24 20:29:28.571179-04:00
      -2.541055
    

    

      15
      2019-06-24 20:29:28.729316-04:00
      -2.548980
    

    

      16
      2019-06-24 20:29:28.889967-04:00
      -2.557003
    

    

      17
      2019-06-24 20:29:29.048003-04:00
      -2.564911
    

    

      18
      2019-06-24 20:29:29.208352-04:00
      -2.572911
    

    

      19
      2019-06-24 20:29:29.391066-04:00
      -2.582088
    

    

      20
      2019-06-24 20:29:29.550571-04:00
      -2.590025
    

    

      21
      2019-06-24 20:29:29.711026-04:00
      -2.598036
    

    

      22
      2019-06-24 20:29:29.870113-04:00
      -2.605995
    

    

      23
      2019-06-24 20:29:36.190201-04:00
      -2.922041
    

    

      24
      2019-06-24 20:29:36.391652-04:00
      -2.932082
    

    

      25
      2019-06-24 20:29:36.550382-04:00
      -2.940041
    

    

      26
      2019-06-24 20:29:36.706401-04:00
      -2.947829
    

    

      27
      2019-06-24 20:29:36.865179-04:00
      -2.955760
    

    

      28
      2019-06-24 20:29:37.025368-04:00
      -2.963771
    

    

      29
      2019-06-24 20:29:37.186017-04:00
      -2.971851
    

    

      ...
      ...
      ...
    

    

      3239
      2019-06-24 22:48:11.511740-04:00
      -3.350052
    

    

      3240
      2019-06-24 22:48:11.827755-04:00
      -3.350058
    

    

      3241
      2019-06-24 22:48:12.887381-04:00
      -3.350052
    

    

      3242
      2019-06-24 22:48:14.238345-04:00
      -3.350058
    

    

      3243
      2019-06-24 22:48:14.411306-04:00
      -3.350052
    

    

      3244
      2019-06-24 22:48:14.570833-04:00
      -3.350058
    

    

      3245
      2019-06-24 22:48:14.730716-04:00
      -3.350052
    

    

      3246
      2019-06-24 22:48:15.458062-04:00
      -3.350058
    

    

      3247
      2019-06-24 22:48:15.616420-04:00
      -3.350052
    

    

      3248
      2019-06-24 22:48:28.312216-04:00
      -3.350058
    

    

      3249
      2019-06-24 22:48:28.471850-04:00
      -3.350052
    

    

      3250
      2019-06-24 22:48:36.663986-04:00
      -3.350058
    

    

      3251
      2019-06-24 22:48:36.824019-04:00
      -3.350052
    

    

      3252
      2019-06-24 22:48:40.342586-04:00
      -3.350058
    

    

      3253
      2019-06-24 22:48:40.659851-04:00
      -3.350052
    

    

      3254
      2019-06-24 22:48:44.316584-04:00
      -3.350058
    

    

      3255
      2019-06-24 22:48:44.474629-04:00
      -3.350052
    

    

      3256
      2019-06-24 22:48:52.024675-04:00
      -3.350058
    

    

      3257
      2019-06-24 22:48:52.182852-04:00
      -3.350052
    

    

      3258
      2019-06-24 22:48:52.342101-04:00
      -3.350058
    

    

      3259
      2019-06-24 22:48:52.501789-04:00
      -3.350052
    

    

      3260
      2019-06-24 22:48:52.662193-04:00
      -3.350058
    

    

      3261
      2019-06-24 22:48:52.821278-04:00
      -3.350052
    

    

      3262
      2019-06-24 22:48:53.027293-04:00
      -3.350058
    

    

      3263
      2019-06-24 22:48:53.187752-04:00
      -3.350052
    

    

      3264
      2019-06-24 22:48:54.563500-04:00
      -3.350058
    

    

      3265
      2019-06-24 22:48:56.257966-04:00
      -3.350052
    

    

      3266
      2019-06-24 22:53:16.401967-04:00
      -3.350040
    

    

      3267
      2019-06-24 22:53:17.471705-04:00
      -3.350035
    

    

      3268
      2019-06-24 22:53:20.648288-04:00
      -3.350029
    

  



3269 rows × 2 columns



















In [21]:



    


%matplotlib widget
#np.save('/home/mjiang/analysis/2019_3/mjiang/T_sample.npy',samp.values)



    











In [25]:



    


#np.save('/home/mjiang/analysis/2019_3/mjiang/T_target.npy',target.values)



    











In [ ]:



    






    











In [ ]:

Content source: yugangzhang/CHX_Pipelines

Similar notebooks:

notebook.community | gallery | about