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262 | #!/usr/bin/python2
# -*- coding: utf-8 -*-
""" CREATED: 7/2012
AUTHOR: MICHAL ODSTRČIL
"""
import matplotlib
matplotlib.rcParams['backend'] = 'Agg'
matplotlib.rc('font', size='10')
matplotlib.rc('text', usetex=True) # FIXME !! nicer but slower !!!
import pygolem_lite
from pygolem_lite import Shot
from numpy import *
from pygolem_lite.config import *
from pygolem_lite.modules import *
from pygolem_lite.sql import *
from matplotlib.pyplot import *
import time
from shutil import copy, move
import os
from scipy.interpolate import interp1d
import re
#element_names = ['H','O','He','C','N','M1','MIV']
#element_signs = ['*','o','D','+','x','.','s']
element_names = ['C','O','N']
element_signs = ['*','o','D']
#element_names = ['H','O','C','N','M1']
#element_signs = ['*','o','+','x','.']
def analysis():
print "==========analysis"
shot_num = Shot().shot_num
N = 500 # 3000# # !!!!!! number of shots in history !!!!!
shots = arange(N) + shot_num - N+1
start_shots = get_session_list(shots)[1]
save("start_shots", start_shots)
print "start_shots saved !!!"
save_hist('pressure_initial', 'pressure_all', shots)
save_hist('electron_temperature_max', "temp_max_all", shots)
save_hist('temperature_mean', 'temp_all', shots)
#try:
for i in element_names:
save_hist('spectrometr:mean_relative_density_'+i, 'impur_dens_'+i, shots)
#except Exception,e:
#print str(e)
save_hist('spectrometr:mean_temperature', 'impur_temp_all', shots)
#save_hist('electron_confinement_t98', 'tau_all',shots)
#save_hist('electron_density_mean', "dens_all", shots)
save_hist('noise_level', "noise_all", shots)
#photo = save_hist('photodiode_mean', "photo_all", shots)
save_hist('plasma_current_mean', "current_all", shots)
#uloop = save_hist('loop_voltage_mean', "uloop_all", shots)
#save_hist('Komora/Aktual_DoutnavyVyboj', "glow_dis_all", shots)
#save_hist('Komora/Aktual_VypekaniKomory', "baking_all", shots)
#save_hist('Komora/Aktual_VypekaniKrizu', "baking_cross_all", shots)
save_hist('pressure_chamber', "pipes_pressure_all", shots)
#shots_R, data_R = save_hist('chamber_resistance', "chamber_resistance_all", shots[shots>9500])
#shots_R0, data_R0 = save_hist('chamber_resistance_old', "chamber_resistance_old_all", shots[shots>9500])
#shots_P, data_P = save_hist('plasma', "plasma_all", shots)
#save_hist('chamber_temperature', "ch_temp_all", shots)
#ind = in1d(shots_R, shots_P[data_P == 1])
#savetxt('chamber_resistance_all_plasma', array([shots[ind], data_R[ind]]).T, line_format="%g")
#savetxt('chamber_resistance_all_noplasma', array([shots[~ind], data_R[~ind]]).T, line_format="%g")
#ind = in1d(shots_R0, shots_P[data_P == 1])
#savetxt('chamber_resistance_old_all_plasma', array([shots[ind], data_R0[ind]]).T, line_format="%g")
#savetxt('chamber_resistance_old_all_noplasma', array([shots[~ind], data_R0[~ind]]).T, line_format="%g")
save_hist('spectrometr:mean_radiation_power', "rad_power_all", shots)
save_hist('input_power_plasma_mean', "input_power_all", shots)
def save_hist(diagn, name, shot_range):
t = time.time()
N = len(shot_range)
#print diagn
data = load_data(diagn, shot_range)
#print data.keys()
data_final = array([data['shot'], data[diagn.lower()]]).T
savetxt(name, data_final , fmt="%g")
#print "time", time.time() - t
#return shots, data
def plot_data(file_type):
print "=============plot data "
start_shots = load("start_shots.npy")
vl = [ start_shots[i][0] for i in range(len(start_shots)) ]
an = [ {'text':start_shots[i][1] , 'pos':[start_shots[i][0], None], 'angle':270, 'fontsize':"small" } for i in range(len(start_shots)) ]
#print "vlines", vl
#print "annotate", an
ylim = [0,None]
plot_size = 12# max(12, (int(start_shots[-1][0]) - int(start_shots[0][0]))/50); # width of the plots
params = dict(xlabel="Shot number", tvec_rescale= 1, plot_limits= False, vlines = vl, annotate = an, ygrid = True, markersize=5)
print_params = dict( figsize=(plot_size,4), dpi=100, file_type=file_type, legend_loc = 'upper left' )
#print "plot_size", plot_size, int(start_shots[-1][0]) , int(start_shots[0][0])
#d = get_data('temp_all', 'Mean temperature', 'T [eV]' , ylim = [0,75] , tvec_rescale= 1, plot_limits= False, line_format='.',
#xlabel="Shot number", vlines = vl, annotate = an, ygrid = True, markersize=5)
#paralel_multiplot(d, 'Temperature evolution', 'temp', **print_params)
###get_data('temp_max_all', 'Max temperature', 'T [eV]' , ylim = [0,75] , tvec_rescale= 1, plot_limits= False, line_format='.', xlabel="Shot number", vlines = vl, annotate = an, ygrid = True, markersize=5)
###get_data('impur_temp_all', 'Specrometr temperature', 'T [eV]', tvec_rescale= 1, plot_limits= False, line_format='.', xlabel="Shot number", vlines = vl, annotate = an, ygrid = True, ylim = [0,75], markersize=5 )
#exit()
try:
data1 = [[get_data('temp_all', 'Mean temperature', 'T [eV]' , ylim = [0,70] , line_format='.', **params),
get_data('temp_max_all', 'Max temperature', 'T [eV]' , ylim = [0,70] , line_format='.', **params),
get_data('impur_temp_all', 'Specrometr temperature', 'T [eV]', ylim = [0,70], line_format='.',**params) ]]
paralel_multiplot(data1, 'Temperature evolution', 'temp', **print_params)
except Exception, e:
print str(e)
#exit()
try:
#
data2 = [[get_data('pressure_all', 'Init pressure', 'P [mPa]' , ylim = [0.1,20] , yscale="log",line_format='g.', **params),
get_data('pipes_pressure_all', 'Pipes pressure', 'P [mPa]' , ylim = [0.1,20] , yscale="log", data_rescale = 1e-3 , line_format='b.', **params)]]
paralel_multiplot(data2, 'Pressure evolution', 'pressure', **print_params)
except Exception, e:
print str(e)
#print "data1", data1
#exit()
#try:
#data9 = [[get_data('glow_dis_all', 'Glow discharge', 'ON/OFF' , ylim = [0,1.1] , tvec_rescale= 1, plot_limits= False, line_format='r-', xlabel="Shot number", vlines = vl, annotate = an, markersize=5),
#get_data('baking_all', 'Chamber baking', 'ON/OFF' , ylim = [0,1.1] , tvec_rescale= 1, plot_limits= False, line_format='g-', xlabel="Shot number", vlines = vl, annotate = an, markersize=5),
#get_data('baking_cross_all', 'Cross baking', 'ON/OFF' , ylim = [0,1.1] , tvec_rescale= 1, plot_limits= False, line_format='b-', xlabel="Shot number", vlines = vl, annotate = an, markersize=5)]]
#paralel_multiplot(data9, 'Chamber conditioning', 'vacuum', **print_params)
#except Exception, e:
#print str(e)
#try:
#data3 = get_data('tau_all', 'Confinement', 'tau [s]' , ylim = ylim , tvec_rescale= 1, plot_limits= False, line_format='.', xlabel="Shot number", vlines = vl, annotate = an, ygrid = True, markersize=5)
#paralel_multiplot(data3, 'Confinement evolution', 'tau', **print_params)
#except Exception, e:
#print str(e)
#try:
#data4 = get_data('dens_all', 'Density', 'n$_{e}$' , ylim = ylim , tvec_rescale= 1, plot_limits= False, line_format='.', xlabel="Shot number", vlines = vl, annotate = an, ygrid = True, markersize=5)
#paralel_multiplot(data4, 'Density evolution', 'dens', **print_params)
#except Exception, e:
#print str(e)
#try:
#data5 = get_data('photo_all', 'Mean emiss', 'U [V]' , ylim = ylim , tvec_rescale= 1, plot_limits= False, line_format='.', xlabel="Shot number", vlines = vl, annotate = an, ygrid = True)
#paralel_multiplot(data5, 'Photodiode evolution', 'emiss', **print_params)
#except:
#pass
#try:
#data7 = get_data('uloop_all', 'Loop voltage', 'U [V]' , ylim = ylim , tvec_rescale= 1, plot_limits= False, line_format='.', xlabel="Shot number", vlines = vl, annotate = an, ygrid = True)
#paralel_multiplot(data7, 'Loop voltage evolution', 'uloop', **print_params)
#except:
#pass
try:
data8 = get_data('noise_all', 'Noise', 'U [V]' , ylim = ylim , yscale="log", line_format='.', **params )
multiplot(data8, 'Noise evolution', 'noise', **print_params)
except Exception, e:
print str(e)
#try:
#data11 = [[get_data('chamber_resistance_all_plasma', 'New-plasma', 'R [Ohm]' , tvec_rescale= 1, plot_limits= False, line_format='.', xlabel="Shot number", vlines = vl, annotate = an, ygrid = True, yscale='log', markersize=5), get_data('chamber_resistance_all_noplasma', 'New-noplasma', 'R [Ohm]' , tvec_rescale= 1, plot_limits= False, line_format='.', xlabel="Shot number", vlines = vl, annotate = an, ygrid = True, yscale='log', markersize=5) ],
#[get_data('chamber_resistance_old_all_plasma', 'Old-plasma', 'R [Ohm]' , tvec_rescale= 1, plot_limits= False, line_format='.', xlabel="Shot number", vlines = vl, annotate = an, ygrid = True, yscale='log', markersize=5), get_data('chamber_resistance_old_all_noplasma', 'Old-noplasma', 'R [Ohm]' , tvec_rescale= 1, plot_limits= False, line_format='.', xlabel="Shot number", vlines = vl, annotate = an, ygrid = True, yscale='log', markersize=5) ]]
#paralel_multiplot(data11, 'Chamber resistance', 'resistance', (plot_size,6), 100, 'vertical', file_type)
#except Exception, e:
#print str(e)
#try:
#data8 = get_data('ch_temp_all', 'Chamber temperature', 'T [C]' , ylim = ylim , tvec_rescale= 1, plot_limits= False, line_format='xr', xlabel="Shot number", vlines = vl, annotate = an, ygrid = True, markersize=5)
#paralel_multiplot(data8, 'Chamber temperature', 'ch_temp', **print_params)
#except Exception, e:
#print str(e)
try:
data8 = get_data('current_all', '', 'I [kA]' , ylim = ylim , data_rescale=1e-3,line_format='.', **params)
multiplot(data8, 'Plasma Current' , 'current', **print_params)
except Exception, e:
print str(e)
try:
data9 = [[ get_data('impur_dens_'+element_names[i], 'n '+element_names[i], 'n [a.u.]' , tvec_rescale= 1, plot_limits= False, xlabel="Shot number", vlines = vl, annotate = an, ygrid = True, yscale = 'log', ylim=[1e-3, 5], line_format=element_signs[i], markersize=4 ) for i in range(len(element_names)) ]]
paralel_multiplot(data9, 'Relative impurity density', 'impurity', **print_params)
except Exception, e:
print str(e)
try:
data9 = [[ get_data('rad_power_all', 'Output power spectrometer', 'P [kW]' , data_rescale=1e-3, ylim=[0, 20],line_format='g.', **params),
get_data('input_power_all', 'Input ohmic power', 'P [kW]' , data_rescale=1e-3, ylim=[0, 20 ], line_format='r+', **params ) ]]
paralel_multiplot(data9, 'Mean power balance', 'rad_power', **print_params)
except Exception, e:
print str(e)
#try:
#data10 = get_data('impur_temp_all', 'Specrometr temperature', 'T [eV]', tvec_rescale= 1, plot_limits= False, line_format='.', xlabel="Shot number", vlines = vl, annotate = an, ygrid = True, ylim=ylim )
#paralel_multiplot(data10, 'Specrometr temperature', 'impur_temp', **print_params)
#except:
#print str(e)
#os.system('convert -resize 150x120\! total_plot.png icon.png')
#print "===== plotting done ===== "
#data = data_1 + data_2 +data_3 + data_4
paralel_multiplot((data1 if 'data1' in locals() else []) + (data2 if 'data2' in locals() else []), "" , 'icon', (4,3), 40)
def main():
#if sys.argv[1] == "analysis":
#exit()
if sys.argv[1] == "plots":
analysis()
plot_data('png')
saveconst('status', 0)
print "==================== saveconst('status', 0) ="
print "==="*20, "generate svgz !!!"
plot_data('svgz')
saveconst('status', 0)
if __name__ == "__main__":
main()
|
