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Comparison of ncdump vs numpy for comparing datasets
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#!/usr/bin/python2 | |
import os | |
import sys | |
import time | |
import numpy as np | |
import subprocess | |
import matplotlib.pyplot as plt | |
from netCDF4 import Dataset | |
# Method one, just use numpy | |
var_name = "thk" | |
start = time.time() | |
test = Dataset("dome.0496.p256.out.hopper.nc","r", format='NETCDF4') | |
bench = Dataset("dome.0496.p256.out.titan.nc","r", format='NETCDF4') | |
test_thk = np.array(test.variables[var_name][:], dtype="float64") | |
bench_thk = np.array(bench.variables[var_name][:], dtype="float64") | |
diff = np.ndarray.flatten(test_thk - bench_thk) | |
if diff.any(): | |
test_thk | |
print(" Numpy DataType : " + str(diff.dtype)) | |
print(" Size of data : " + str(diff.size)) | |
print("Total difference : " + str(np.sum(diff))) | |
print(" Max difference : " + str(np.amax(np.absolute(diff)))) | |
else: | |
print("no change") | |
test.close() | |
bench.close() | |
print(" Method 1 took : " + str(time.time() - start) + " seconds") | |
print("") | |
# Method two, use ncdiff | |
start = time.time() | |
test = "dome.0496.p256.out.hopper.nc" | |
bench = "dome.0496.p256.out.titan.nc" | |
comline = ['ncdiff', '-v', 'thk,velnorm', test, bench, 'temp.nc', '-O'] | |
try: | |
subprocess.check_call(comline) | |
except Exception as e: | |
print(str(e)+ ", File: "+ str(os.path.split(sys.exc_info()[2].tb_frame.f_code.co_filename)[1])) | |
exit(1) | |
diff = Dataset("temp.nc",'r', format='NETCDF4') | |
thk = np.ndarray.flatten(diff.variables[var_name][:]) | |
if thk.any(): | |
print(" Numpy DataType : " + str(diff.variables[var_name].dtype)) | |
print(" Size of data : " + str(thk.size)) | |
print("Total difference : " + str(np.sum(thk))) | |
print(" Max difference : " + str(np.amax(np.absolute(thk)))) | |
else: | |
print("no change") | |
diff.close() | |
os.remove("temp.nc") | |
print(" Method 2 took : " + str(time.time() - start) + " seconds") |
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