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David Verelst authoredDavid Verelst authored
fast_io.py 5.71 KiB
'''
Created on 03/09/2015
@author: MMPE
'''
from __future__ import division
from __future__ import unicode_literals
from __future__ import print_function
from __future__ import absolute_import
from io import open
from builtins import map
from builtins import range
from builtins import chr
from future import standard_library
standard_library.install_aliases()
import os
import numpy as np
import struct
def load_output(filename):
"""Load a FAST binary or ascii output file
Parameters
----------
filename : str
filename
Returns
-------
data : ndarray
data values
info : dict
info containing:
- name: filename
- description: description of dataset
- attribute_names: list of attribute names
- attribute_units: list of attribute units
"""
assert os.path.isfile(filename), "File, %s, does not exists" % filename
with open(filename, 'r', encoding='utf-8') as f:
try:
f.readline()
except UnicodeDecodeError:
return load_binary_output(filename)
return load_ascii_output(filename)
def load_ascii_output(filename):
with open(filename, encoding='utf-8') as f:
info = {}
info['name'] = os.path.splitext(os.path.basename(filename))[0]
try:
header = [f.readline() for _ in range(8)]
info['description'] = header[4].strip()
info['attribute_names'] = header[6].split()
info['attribute_units'] = [unit[1:-1] for unit in header[7].split()] #removing "()"
data = np.array([line.split() for line in f.readlines()]).astype(np.float)
return data, info
except (ValueError, AssertionError):
raise
def load_binary_output(filename):
"""Ported from ReadFASTbinary.m by Mads M Pedersen, DTU Wind
Info about ReadFASTbinary.m:
% Author: Bonnie Jonkman, National Renewable Energy Laboratory
% (c) 2012, National Renewable Energy Laboratory
%
% Edited for FAST v7.02.00b-bjj 22-Oct-2012
"""
def fread(fid, n, type):
fmt, nbytes = {'uint8': ('B', 1), 'int16':('h', 2), 'int32':('i', 4), 'float32':('f', 4), 'float64':('d', 8)}[type]
return struct.unpack(fmt * n, fid.read(nbytes * n))
FileFmtID_WithTime = 1 #% File identifiers used in FAST
FileFmtID_WithoutTime = 2
LenName = 10 #; % number of characters per channel name
LenUnit = 10 #; % number of characters per unit name
with open(filename, 'rb') as fid:
FileID = fread(fid, 1, 'int16') #; % FAST output file format, INT(2)
NumOutChans = fread(fid, 1, 'int32')[0] #; % The number of output channels, INT(4)
NT = fread(fid, 1, 'int32')[0] #; % The number of time steps, INT(4)
if FileID == FileFmtID_WithTime:
TimeScl = fread(fid, 1, 'float64') #; % The time slopes for scaling, REAL(8)
TimeOff = fread(fid, 1, 'float64') #; % The time offsets for scaling, REAL(8)
else:
TimeOut1 = fread(fid, 1, 'float64') #; % The first time in the time series, REAL(8)
TimeIncr = fread(fid, 1, 'float64') #; % The time increment, REAL(8)
ColScl = fread(fid, NumOutChans, 'float32') #; % The channel slopes for scaling, REAL(4)
ColOff = fread(fid, NumOutChans, 'float32') #; % The channel offsets for scaling, REAL(4)
LenDesc = fread(fid, 1, 'int32')[0] #; % The number of characters in the description string, INT(4)
DescStrASCII = fread(fid, LenDesc, 'uint8') #; % DescStr converted to ASCII
DescStr = "".join(map(chr, DescStrASCII)).strip()
ChanName = [] # initialize the ChanName cell array
for iChan in range(NumOutChans + 1):
ChanNameASCII = fread(fid, LenName, 'uint8') #; % ChanName converted to numeric ASCII
ChanName.append("".join(map(chr, ChanNameASCII)).strip())
ChanUnit = [] # initialize the ChanUnit cell array
for iChan in range(NumOutChans + 1):
ChanUnitASCII = fread(fid, LenUnit, 'uint8') #; % ChanUnit converted to numeric ASCII
ChanUnit.append("".join(map(chr, ChanUnitASCII)).strip()[1:-1])
# %-------------------------
# % get the channel time series
# %-------------------------
nPts = NT * NumOutChans #; % number of data points in the file
if FileID == FileFmtID_WithTime:
PackedTime = fread(fid, NT, 'int32') #; % read the time data
cnt = len(PackedTime)
if cnt < NT:
raise Exception('Could not read entire %s file: read %d of %d time values' % (filename, cnt, NT))
PackedData = fread(fid, nPts, 'int16') #; % read the channel data
cnt = len(PackedData)
if cnt < nPts:
raise Exception('Could not read entire %s file: read %d of %d values' % (filename, cnt, nPts))
# %-------------------------
# % Scale the packed binary to real data
# %-------------------------
#
data = np.array(PackedData).reshape(NT, NumOutChans)
data = (data - ColOff) / ColScl
if FileID == FileFmtID_WithTime:
time = (np.array(PackedTime) - TimeOff) / TimeScl;
else:
time = TimeOut1 + TimeIncr * np.arange(NT)
data = np.concatenate([time.reshape(NT, 1), data], 1)
info = {'name': os.path.splitext(os.path.basename(filename))[0],
'description': DescStr,
'attribute_names': ChanName,
'attribute_units': ChanUnit}
return data, info