# -*- coding: utf-8 -*-
"""
/***************************************************************************
EnMAPBox
A QGIS plugin
EnMAP-Box V3
-------------------
begin : 2015-08-20
git sha : $Format:%H$
copyright : (C) 2015 by HU-Berlin
email : bj@geo.hu-berlin.de
***************************************************************************/
/***************************************************************************
* *
* This program is free software; you can redistribute it and/or modify *
* it under the terms of the GNU General Public License as published by *
* the Free Software Foundation; either version 2 of the License, or *
* (at your option) any later version. *
* *
***************************************************************************/
"""
# Import the code for the dialog
import os, sys, re, fnmatch, collections, copy, traceback
from qgis.core import *
#os.environ['PATH'] += os.pathsep + r'C:\OSGeo4W64\bin'
from osgeo import gdal, ogr, osr, gdal_array
try:
from qgis.gui import *
import qgis
import qgis_add_ins
qgis_available = True
except:
qgis_available = False
import numpy as np
import pickle
import six
import multiprocessing
import imagechipviewsettings_widget
#I don't know why but this is required to run this in QGIS
path = os.path.abspath(os.path.join(sys.exec_prefix, '../../bin/pythonw.exe'))
if os.path.exists(path):
multiprocessing.set_executable(path)
sys.argv = [ None ]
pluginDir = os.path.dirname(__file__)
sys.path.append(pluginDir)
sys.path.append(os.path.join(pluginDir, 'qimage2ndarray'))
import qimage2ndarray
from PyQt4.QtCore import *
from PyQt4.QtGui import *
from sensecarbon_tsv_gui import SenseCarbon_TSVGui
DEBUG = True
regLandsatSceneID = re.compile(r"L[EMCT][1234578]{1}[12]\d{12}[a-zA-Z]{3}\d{2}")
def file_search(rootdir, wildcard, recursive=False, ignoreCase=False):
assert rootdir is not None
if not os.path.isdir(rootdir):
six.print_("Path is not a directory:{}".format(rootdir), file=sys.stderr)
results = []
for root, dirs, files in os.walk(rootdir):
for file in files:
if (ignoreCase and fnmatch.fnmatch(file.lower(), wildcard.lower())) \
or fnmatch.fnmatch(file, wildcard):
results.append(os.path.join(root, file))
if not recursive:
break
return results
class TimeSeriesTableModel(QAbstractTableModel):
columnames = ['date','name','ns','nl','nb','image','mask']
def __init__(self, TS, parent=None, *args):
super(QAbstractTableModel, self).__init__()
assert isinstance(TS, TimeSeries)
self.TS = TS
def rowCount(self, parent = QModelIndex()):
return len(self.TS)
def columnCount(self, parent = QModelIndex()):
return len(self.columnames)
def removeRows(self, row, count , parent=QModelIndex()):
self.beginRemoveRows(parent, row, row+count-1)
toRemove = self._data[row:row+count]
for i in toRemove:
self._data.remove(i)
self.endRemoveRows()
def getDateFromIndex(self, index):
if index.isValid():
i = index.row()
if i >= 0 and i < len(self.TS):
return self.TS.getDates()[i]
return None
def getTimeSeriesDatumFromIndex(self, index):
if index.isValid():
i = index.row()
if i >= 0 and i < len(self.TS):
date = self.TS.getDates()[i]
return self.TS.data[date]
return None
def data(self, index, role = Qt.DisplayRole):
if role is None or Qt is None or index.isValid() == False:
return None
value = None
ic_name = self.columnames[index.column()]
TSD = self.getTimeSeriesDatumFromIndex(index)
keys = list(TSD.__dict__.keys())
if role == Qt.DisplayRole or role == Qt.ToolTipRole:
if ic_name == 'name':
value = os.path.basename(TSD.pathImg)
elif ic_name == 'date':
value = '{}'.format(TSD.date)
elif ic_name == 'image':
value = TSD.pathImg
elif ic_name == 'mask':
value = TSD.pathMsk
elif ic_name in keys:
value = TSD.__dict__[ic_name]
else:
s = ""
elif role == Qt.BackgroundColorRole:
value = None
elif role == Qt.UserRole:
value = TSD
return value
#def flags(self, index):
# return Qt.ItemIsEnabled
def flags(self, index):
if index.isValid():
item = self.getTimeSeriesDatumFromIndex(index)
cname = self.columnames[index.column()]
if cname.startswith('d'): #relative values can be edited
flags = Qt.ItemIsEnabled | Qt.ItemIsSelectable | Qt.ItemIsEditable
else:
flags = Qt.ItemIsEnabled | Qt.ItemIsSelectable
return flags
#return item.qt_flags(index.column())
return None
def headerData(self, col, orientation, role):
if Qt is None:
return None
if orientation == Qt.Horizontal and role == Qt.DisplayRole:
return self.columnames[col]
elif orientation == Qt.Vertical and role == Qt.DisplayRole:
return col
return None
class TimeSeriesItemModel(QAbstractItemModel):
def __init__(self, TS):
QAbstractItemModel.__init__(self)
#self.rootItem = TreeItem[]
assert type(TS) is TimeSeries
self.TS = TS
def index(self, row, column, parent = QModelIndex()):
if not parent.isValid():
parentItem = self.rootItem
else:
parentItem = parent.internalPointer()
childItem = parentItem.child(row)
if childItem:
return self.createIndex(row, column, childItem)
else:
return QModelIndex()
def setData(self, index, value, role = Qt.EditRole):
if role == Qt.EditRole:
row = index.row()
return False
return False
def data(self, index, role=Qt.DisplayRole):
data = None
if role == Qt.DisplayRole or role == Qt.EditRole:
data = 'sampletext'
return data
def flags(self, QModelIndex):
return Qt.ItemIsSelectable
def rowCount(self, index=QModelIndex()):
return len(self.TS)
#---------------------------------------------------------------------------
def columnCount(self, index=QModelIndex()):
return 1
LUT_SensorNames = {(6,30.,30.): 'L7 ETM+' \
,(7,30.,30.): 'L8 OLI' \
,(4,10.,10.): 'S2 MSI 10m' \
,(6,20.,20.): 'S2 MSI 20m' \
,(3,30.,30.): 'S2 MSI 60m' \
,(3,30.,30.): 'S2 MSI 60m' \
,(5,5.,5.): 'RE 5m' \
}
class BandView(object):
bandMappings = collections.OrderedDict()
def __init__(self, TS):
assert type(TS) is TimeSeries
self.TS = TS
self.TS.sensorAdded.connect(self.initSensor)
self.Sensors = self.TS.SensorConfigurations
for sensor in self.Sensors:
self.initSensor(sensor)
def initSensor(self, sensor):
assert type(sensor) is SensorConfiguration
self.bandMappings[sensor] = ((0, 0, 5000), (1, 0, 5000), (2, 0, 5000))
def getSensorStats(self, sensor, bands):
assert type(sensor) is SensorConfiguration
dsRef = gdal.Open(self.Sensors[sensor][0])
return [dsRef.GetRasterBand(b).ComputeRasterMinMax() for b in bands]
def getBands(self, sensor):
assert type(sensor) is SensorConfiguration
return self.bandMappings[sensor]
class SensorConfiguration(object):
"""
Describes a Sensor Configuration
"""
def __init__(self,nb, px_size_x,px_size_y, band_names=None, wavelengths=None, sensor_name=None):
assert nb >= 1
self.TS = None
self.nb = nb
self.px_size_x = float(abs(px_size_x))
self.px_size_y = float(abs(px_size_y))
assert self.px_size_x > 0
assert self.px_size_y > 0
if band_names is not None:
assert len(band_names) == nb
else:
band_names = ['Band {}'.format(b+1) for b in range(nb)]
self.band_names = band_names
if wavelengths is not None:
assert len(wavelengths) == nb
self.wavelengths = wavelengths
if sensor_name is None:
id = (self.nb, self.px_size_x, self.px_size_y)
if id in LUT_SensorNames.keys():
sensor_name = LUT_SensorNames[id]
else:
sensor_name = '{} b x {} m'.format(self.nb, self.px_size_x)
print(sensor_name)
self.sensor_name = sensor_name
self.hashvalue = hash(','.join(self.band_names))
def __eq__(self, other):
return self.nb == other.nb and self.px_size_x == other.px_size_x and self.px_size_y == other.px_size_y
def __hash__(self):
return self.hashvalue
def __repr__(self):
return self.sensor_name
class TimeSeries(QObject):
#define signals
#fire when a new TSD is added
datumAdded = pyqtSignal(name='datumAdded')
#fire when a new sensor configuration is added
sensorAdded = pyqtSignal(object, name='sensorAdded')
changed = pyqtSignal()
progress = pyqtSignal(int,int,int, name='progress')
chipLoaded = pyqtSignal(object, name='chiploaded')
closed = pyqtSignal()
error = pyqtSignal(object)
data = collections.OrderedDict()
CHIP_BUFFER=dict()
shape = None
SensorConfigurations = collections.OrderedDict()
def __init__(self, imageFiles=None, maskFiles=None):
QObject.__init__(self)
self.Pool = None
if imageFiles is not None:
self.addFiles(imageFiles)
if maskFiles is not None:
self.addMasks(maskFiles)
def getSRS(self):
if len(self.data) == 0:
return 0
else:
TSD = self.data[self.getDates()[0]]
return TSD.getSpatialReference()
def getWKT(self):
srs = self.getSRS()
return srs.ExportToWkt()
def getMaxExtent(self, srs=None):
x = []
y = []
if srs is None:
srs = self.getSRS()
for TSD in self.data.values():
bb = TSD.getBoundingBox(srs)
x.extend([c[0] for c in bb])
y.extend([c[1] for c in bb])
return (min(x), min(y), max(x), max(y))
def getDates(self):
return list(self.data.keys())
def _callback_error(self, error):
six.print_(error, file=sys.stderr)
self.error.emit(error)
self._callback_progress()
def _callback_spatialchips(self, results):
self.chipLoaded.emit(results)
self._callback_progress()
def _callback_progress(self):
self._callback_progress_done += 1
self.progress.emit(0, self._callback_progress_done, self._callback_progress_max)
if self._callback_progress_done >= self._callback_progress_max:
self._callback_progress_done = 0
self._callback_progress_max = 0
self.progress.emit(0,0,1)
def getSpatialChips_parallel(self, bbWkt, srsWkt, TSD_band_list, ncpu=1):
assert type(bbWkt) is str and type(srsWkt) is str
import multiprocessing
if self.Pool is not None:
self.Pool.terminate()
self.Pool = multiprocessing.Pool(processes=ncpu)
self._callback_progress_max = len(TSD_band_list)
self._callback_progress_done = 0
for T in TSD_band_list:
TSD = copy.deepcopy(T[0])
bands = T[1]
#TSD = pickle.dumps(self.data[date])
args = (TSD, bbWkt, srsWkt)
kwds = {'bands':bands}
if six.PY3:
self.Pool.apply_async(PFunc_TimeSeries_getSpatialChip, \
args=args, kwds=kwds, \
callback=self._callback_spatialchips, error_callback=self._callback_error)
else:
self.Pool.apply_async(PFunc_TimeSeries_getSpatialChip, \
args, kwds, self._callback_spatialchips)
s = ""
pass
def getImageChips(self, xy, size=50, bands=[4,5,6], dates=None):
chipCollection = collections.OrderedDict()
if dates is None:
dates = self.data.keys()
for date in dates:
TSD = self.data[date]
chipCollection[date] = TSD.readImageChip(xy, size=size, bands=bands)
return chipCollection
def addMasks(self, files, raise_errors=True, mask_value=0, exclude_mask_value=True):
assert isinstance(files, list)
l = len(files)
assert l > 0
self.progress.emit(0,0,l)
for i, file in enumerate(files):
try:
self.addMask(file, raise_errors=raise_errors, mask_value=mask_value, exclude_mask_value=exclude_mask_value, _quiet=True)
except:
pass
self.progress.emit(0,i+1,l)
self.progress.emit(0,0,l)
self.changed()
def addMask(self, pathMsk, raise_errors=True, mask_value=0, exclude_mask_value=True, _quiet=False):
print('Add mask {}...'.format(pathMsk))
ds = getDS(pathMsk)
date = getImageDate(ds)
if date in self.data.keys():
TSD = self.data[date]
if not _quiet:
self.changed.emit()
return TSD.setMask(pathMsk, raise_errors=raise_errors, mask_value=mask_value, exclude_mask_value=exclude_mask_value)
else:
info = 'TimeSeries does not contain date {} {}'.format(date, pathMsk)
if raise_errors:
raise Exception(info)
else:
six.print_(info, file=sys.stderr)
return False
def removeAll(self):
self.clear()
def clear(self):
dates = list(self.data.keys())
for date in dates:
self.removeDate(date, _quiet=True)
self.changed.emit()
def removeDates(self, dates):
for date in dates:
self.removeDate(date, _quiet=True)
self.changed.emit()
def removeDate(self, date, _quiet=False):
assert type(date) is np.datetime64
self.data.pop(date, None)
if len(self.data) == 0:
self.nb = None
self.bandnames = None
self.srs = None
if not _quiet:
self.changed.emit()
def addFile(self, pathImg, pathMsk=None, _quiet=False):
print(pathImg)
print('Add image {}...'.format(pathImg))
try:
TSD = TimeSeriesDatum(pathImg, pathMsk=pathMsk)
sensorAdded = False
sensor = SensorConfiguration(TSD.nb, TSD.gt[1], TSD.gt[5], TSD.bandnames, TSD.wavelength)
existingSensors = list(self.SensorConfigurations.keys())
if sensor not in existingSensors:
self.SensorConfigurations[sensor] = list()
sensorAdded = True
else:
sensor = existingSensors[existingSensors.index(sensor)]
self.SensorConfigurations[sensor].append(TSD)
TSD.sensor = sensor
self.data[TSD.getDate()] = TSD
if sensorAdded:
self.sensorAdded.emit(sensor)
if not _quiet:
self._sortTimeSeriesData()
self.changed.emit()
self.datumAdded.emit()
except:
exc_type, exc_value, exc_traceback = sys.exc_info()
traceback.print_exception(exc_type, exc_value, exc_traceback, limit=2)
six._print('Unable to add {}'.format(file), file=sys.stderr)
pass
def addFiles(self, files):
assert isinstance(files, list)
l = len(files)
assert l > 0
self.progress.emit(0,0,l)
for i, file in enumerate(files):
self.addFile(file, _quiet=True)
self.progress.emit(0,i+1,l)
self._sortTimeSeriesData()
self.progress.emit(0,0,l)
self.datumAdded.emit()
def _sortTimeSeriesData(self):
self.data = collections.OrderedDict(sorted(self.data.items(), key=lambda t:t[0]))
def __len__(self):
return len(self.data)
def __repr__(self):
info = []
info.append('TimeSeries:')
l = len(self)
info.append(' Scenes: {}'.format(l))
if l > 0:
keys = list(self.data.keys())
info.append(' Range: {} to {}'.format(keys[0], keys[-1]))
return '\n'.join(info)
def PFunc_TimeSeries_getSpatialChip(TSD, bbWkt, srsWkt , bands=[4,5,3]):
chipdata = TSD.readSpatialChip(bbWkt, srs=srsWkt, bands=bands)
return TSD, chipdata
def px2Coordinate(gt, pxX, pxY, upper_left=True):
cx = gt[0] + pxX*gt[1] + pxY*gt[2]
cy = gt[3] + pxX*gt[4] + pxY*gt[5]
if not upper_left:
cx += gt[1]*0.5
cy += gt[5]*0.5
return cx, cy
def coordinate2px(gt, cx, cy):
px = int((cx - gt[0]) / gt[1])
py = int((cy - gt[3]) / gt[5])
return px, py
def getDS(ds):
if type(ds) is not gdal.Dataset:
ds = gdal.Open(ds)
return ds
def getImageDate(ds):
if type(ds) is str:
ds = gdal.Open(ds)
path = ds.GetFileList()[0]
to_check = [os.path.basename(path), os.path.dirname(path)]
regAcqDate = re.compile(r'acquisition (time|date|day)', re.I)
for key, value in ds.GetMetadata_Dict().items():
if regAcqDate.search(key):
to_check.insert(0, value)
for text in to_check:
date = parseAcquisitionDate(text)
if date:
return date
raise Exception('Can not identify acquisition date of {}'.format(path))
class TimeSeriesDatum(object):
def __init__(self, pathImg, pathMsk=None):
self.pathImg = pathImg
self.pathMsk = None
dsImg = gdal.Open(pathImg)
assert dsImg
date = getImageDate(dsImg)
assert date is not None
self.date = date.astype(str)
self.ns = dsImg.RasterXSize
self.nl = dsImg.RasterYSize
self.nb = dsImg.RasterCount
self.srs_wkt = dsImg.GetProjection()
self.gt = list(dsImg.GetGeoTransform())
self.sensor = None
refBand = dsImg.GetRasterBand(1)
self.etype = refBand.DataType
self.nodata = refBand.GetNoDataValue()
self.bandnames = list()
for b in range(self.nb):
name = dsImg.GetRasterBand(b+1).GetDescription()
if name is None or name == '':
name = 'Band {}'.format(b+1)
self.bandnames.append(name)
self.wavelength = None
domains = dsImg.GetMetadataDomainList()
for domain in domains:
md = dsImg.GetMetadata_Dict(domain)
if 'wavelength' in md.keys():
wl = md['wavelength']
wl = re.split('[;,{}]', wl)
wl = [float(w) for w in wl]
assert len(wl) == self.nb
self.wavelength = wl
break
if pathMsk:
self.setMask(pathMsk)
def getdtype(self):
return gdal_array.GDALTypeCodeToNumericTypeCode(self.etype)
def getDate(self):
return np.datetime64(self.date)
def getSpatialReference(self):
srs = osr.SpatialReference()
srs.ImportFromWkt(self.srs_wkt)
return srs
def getBoundingBox(self, srs=None):
ext = list()
for px in [0,self.ns]:
for py in [0, self.nl]:
ext.append(px2Coordinate(self.gt, px, py))
if srs is not None:
assert type(srs) is osr.SpatialReference
my_srs = self.getSpatialReference()
if not my_srs.IsSame(srs):
#todo: consider srs differences
raise Exception('differences SRS in bounding box request')
pass
return ext
def setMask(self, pathMsk, raise_errors=True, mask_value=0, exclude_mask_value=True):
dsMsk = gdal.Open(pathMsk)
mskDate = getImageDate(dsMsk)
errors = list()
if mskDate and mskDate != self.getDate():
errors.append('Mask date differs from image date')
if self.ns != dsMsk.RasterXSize or self.nl != dsMsk.RasterYSize:
errors.append('Spatial size differs')
if dsMsk.RasterCount != 1:
errors.append('Mask has > 1 bands')
projImg = self.getSpatialReference()
projMsk = osr.SpatialReference()
projMsk.ImportFromWkt(dsMsk.GetProjection())
if not projImg.IsSame(projMsk):
errors.append('Spatial Reference differs from image')
if self.gt != list(dsMsk.GetGeoTransform()):
errors.append('Geotransformation differs from image')
if len(errors) > 0:
errors.insert(0, 'pathImg:{} \npathMsk:{}'.format(self.pathImg, pathMsk))
errors = '\n'.join(errors)
if raise_errors:
raise Exception(errors)
else:
six.print_(errors, file=sys.stderr)
return False
else:
self.pathMsk = pathMsk
self.mask_value = mask_value
self.exclude_mask_value = exclude_mask_value
return True
def readSpatialChip(self, geometry, srs=None, bands=[4,5,3]):
srs_img = osr.SpatialReference()
srs_img.ImportFromWkt(self.srs_wkt)
if type(geometry) is ogr.Geometry:
g = geometry
srs_bb = g.GetSpatialReference()
else:
assert srs is not None and type(srs) in [str, osr.SpatialReference]
if type(srs) is str:
srs_bb = osr.SpatialReference()
srs_bb.ImportFromWkt(srs)
else:
srs_bb = srs.Clone()
g = ogr.CreateGeometryFromWkt(geometry, srs_bb)
assert srs_bb is not None and g is not None
assert g.GetGeometryName() == 'POLYGON'
if not srs_img.IsSame(srs_bb):
g = g.Clone()
g.TransformTo(srs_img)
cx0,cx1,cy0,cy1 = g.GetEnvelope()
ul_px = coordinate2px(self.gt, min([cx0, cx1]), max([cy0, cy1]))
lr_px = coordinate2px(self.gt, max([cx0, cx1]), min([cy0, cy1]))
lr_px = [c+1 for c in lr_px] #+1
return self.readImageChip([ul_px[0], lr_px[0]], [ul_px[1], lr_px[1]], bands=bands)
def readImageChip(self, px_x, px_y, bands=[4,5,3]):
ds = gdal.Open(self.pathImg, gdal.GA_ReadOnly)
assert len(px_x) == 2 and px_x[0] <= px_x[1]
assert len(px_y) == 2 and px_y[0] <= px_y[1]
ns = px_x[1]-px_x[0]+1
nl = px_y[1]-px_y[0]+1
src_ns = ds.RasterXSize
src_nl = ds.RasterYSize
chipdata = dict()
#pixel indices in source image
x0 = max([0, px_x[0]])
y0 = max([0, px_y[0]])
x1 = min([src_ns, px_x[1]])
y1 = min([src_nl, px_y[1]])
win_xsize = x1-x0+1
win_ysize = y1-y0+1
#pixel indices in image chip (ideally 0 and ns-1 or nl-1)
i0 = x0 - px_x[0]
i1 = i0 + win_xsize
j0 = y0 - px_y[0]
j1 = j0+ win_ysize
templateImg = np.zeros((nl,ns))
if self.nodata:
templateImg *= self.nodata
templateImg = templateImg.astype(self.getdtype())
templateMsk = np.ones((nl,ns), dtype='bool')
if win_xsize < 1 or win_ysize < 1:
six.print_('Selected image chip is out of raster image', file=sys.stderr)
for i, b in enumerate(bands):
chipdata[b] = np.copy(templateImg)
else:
for i, b in enumerate(bands):
band = ds.GetRasterBand(b)
data = np.copy(templateImg)
data[j0:j1,i0:i1] = band.ReadAsArray(xoff=x0, yoff=y0, win_xsize=win_xsize,win_ysize=win_ysize)
chipdata[b] = data
nodatavalue = band.GetNoDataValue()
if nodatavalue is not None:
templateMsk[j0:j1,i0:i1] = np.logical_and(templateMsk[j0:j1,i0:i1], data[j0:j1,i0:i1] != nodatavalue)
if self.pathMsk:
ds = gdal.Open(self.pathMsk)
tmp = ds.GetRasterBand(1).ReadAsArray(xoff=x0, yoff=y0, \
win_xsize=win_xsize,win_ysize=win_ysize) == 0
templateMsk[j0:j1,i0:i1] = np.logical_and(templateMsk[j0:j1,i0:i1], tmp)
chipdata['mask'] = templateMsk
return chipdata
def __repr__(self):
info = []
info.append('TS Datum {}'.format(self.date))
for key in ['pathImg', 'pathMsk']:
info.append(' {}:{}'.format(key,self.__dict__[key]))
return '\n'.join(info)
regYYYYDOY = re.compile(r'(19|20)\d{5}')
regYYYYMMDD = re.compile(r'(19|20)\d{2}-\d{2}-\d{2}')
regYYYY = re.compile(r'(19|20)\d{2}')
def parseAcquisitionDate(text):
match = regYYYYMMDD.search(text)
if match:
return np.datetime64(match.group())
match = regYYYYDOY.search(text)
if match:
return getDateTime64FromYYYYDOY(match.group())
match = regYYYY.search(text)
if match:
return np.datetime64(match.group())
return None
def getDateTime64FromYYYYDOY(yyyydoy):
return getDateTime64FromDOY(yyyydoy[0:4], yyyydoy[4:7])
def getDateTime64FromDOY(year, doy):
if type(year) is str:
year = int(year)
if type(doy) is str:
doy = int(doy)
return np.datetime64('{:04d}-01-01'.format(year)) + np.timedelta64(doy-1, 'D')
class PictureTest(QMainWindow):
def __init__(self, parent=None, qImage=None):
super(PictureTest,self).__init__(parent)
self.setWindowTitle("Show Image with pyqt")
self.imageLabel=QLabel()
self.imageLabel.setSizePolicy(QSizePolicy.Ignored,QSizePolicy.Ignored)
self.setCentralWidget(self.imageLabel)
self.cv_img = None
if qImage:
self.addImage(qImage)
def addImage(self, qImage):
pxmap = QPixmap.fromImage(qImage)
self.addPixmap(pxmap)
def addPixmap(self, pixmap):
pxmap = pixmap.scaled(self.imageLabel.size(), Qt.KeepAspectRatio)
self.imageLabel.setPixmap(pxmap)
self.imageLabel.adjustSize()
self.imageLabel.update()
def addNumpy(self, data):
img = Array2Image(data)
self.addImage(img)
#self.resize(img.width(), img.height())
def getChip3d(chips, rgb_idx, ranges):
assert len(rgb_idx) == 3 and len(rgb_idx) == len(ranges)
for i in rgb_idx:
assert i in chips.keys()
nl, ns = chips[rgb_idx[0]].shape
a3d = np.ndarray((3,nl,ns), dtype='float')
for i, rgb_i in enumerate(rgb_idx):
range = ranges[i]
data = chips[rgb_i].astype('float')
data -= range[0]
data *= 255./range[1]
a3d[i,:] = data
np.clip(a3d, 0, 255, out=a3d)
return a3d.astype('uint8')
def Array2Image(d3d):
nb, nl, ns = d3d.shape
byteperline = nb
d3d = d3d.transpose([1,2,0]).copy()
return QImage(d3d.data, ns, nl, QImage.Format_RGB888)
class VerticalLabel(QLabel):
def __init__(self, text):
super(self.__class__, self).__init__()
self.text = text
def paintEvent(self, event):
painter = QPainter(self)
painter.setPen(Qt.black)
painter.translate(20, 100)
painter.rotate(-90)
if self.text:
painter.drawText(0, 0, self.text)
painter.end()
def minimumSizeHint(self):
size = QLabel.minimumSizeHint(self)
return QSize(size.height(), size.width())
def sizeHint(self):
size = QLabel.sizeHint(self)
return QSize(size.height(), size.width())
class ImageChipBuffer(object):
data = dict()
BBox = None
SRS = None
def __init__(self):
pass
def hasDataCube(self, TSD):
assert type(TSD) is TimeSeriesDatum
return TSD in self.data.keys()
def getMissingBands(self, TSD, bands):
assert type(TSD) is TimeSeriesDatum
missing = set(bands)
if TSD in self.data.keys():
missing = missing - set(self.data[TSD].keys())
return missing
def addDataCube(self, TSD, chipData):
assert type(TSD) is TimeSeriesDatum
assert self.BBox is not None, 'Please initialize the bounding box first.'
assert isinstance(chipData, dict)
if TSD not in self.data.keys():
self.data[TSD] = dict()
self.data[TSD].update(chipData)
def getDataCube(self, TSD):
assert type(TSD) is TimeSeriesDatum
return self.data.get(TSD)
def getChipRGB(self, TSD, band_view):
bands = band_view.getBands()
band_ranges = band_view.getRanges()
assert len(bands) == 3 and len(bands) == len(band_ranges)
assert TSD in self.data.keys(), 'Date {} is not in buffer'.format(date)
chipData = self.data[TSD]
for b in bands:
assert b in chipData.keys()
nl, ns = chipData[bands[0]].shape
rgb_data = np.ndarray((3,nl,ns), dtype='float')
for i, b in enumerate(bands):
range = band_ranges[i]
data = chipData[b].astype('float')
data -= range[0]
data *= 255./range[1]
rgb_data[i,:] = data
np.clip(rgb_data, 0, 255, out=rgb_data)
rgb_data = rgb_data.astype('uint8')
if band_view.useMaskValues():
rgb = band_view.getMaskColor()
is_masked = np.where(np.logical_not(chipData['mask']))
for i, c in enumerate(rgb):
rgb_data[i, is_masked[0], is_masked[1]] = c
return rgb_data
def getChipImage(self, date, view):
rgb = self.getChipRGB(date, view)
nb, nl, ns = rgb.shape
rgb = rgb.transpose([1,2,0]).copy('C')
return QImage(rgb.data, ns, nl, QImage.Format_RGB888)
def clear(self):
self.data.clear()
def setBoundingBox(self, BBox):
assert type(BBox) is ogr.Geometry
SRS = BBox.GetSpatialReference()
assert SRS is not None
if self.BBox is None or not self.BBox.Equals(BBox) or not self.SRS.IsSame(SRS):
self.data.clear()
self.BBox = BBox
self.SRS = SRS
def __repr__(self):
info = ['Chipbuffer']
info.append('Bounding Box: {}'.format(self.bbBoxWkt))
info.append('Chips: {}'.format(len(self.data)))
return '\n'.join(info)
class SenseCarbon_TSV:
"""QGIS Plugin Implementation."""
def __init__(self, iface):
"""Constructor.
:param iface: An interface instance that will be passed to this class
which provides the hook by which you can manipulate the QGIS
application at run time.
:type iface: QgsInterface
"""
# Save reference to the QGIS interface
self.iface = iface
#if isinstance(iface, QgsApplication):
#self.iface = iface
# initialize plugin directory
self.plugin_dir = os.path.dirname(__file__)
# initialize locale
locale = 'placeholder'
#locale = QSettings().value('locale/userLocale')[0:2]
locale_path = os.path.join(
self.plugin_dir,
'i18n',
'EnMAPBox_{}.qm'.format(locale))
if os.path.exists(locale_path):
self.translator = QTranslator()
self.translator.load(locale_path)
if qVersion() > '4.3.3':
QCoreApplication.installTranslator(self.translator)
# Create the dialog (after translation) and keep reference
self.dlg = SenseCarbon_TSVGui()
D = self.dlg
self.TS = TimeSeries()
TSM = TimeSeriesTableModel(self.TS)
D.tableView_TimeSeries.setModel(TSM)
D.tableView_TimeSeries.horizontalHeader().setResizeMode(QHeaderView.ResizeToContents)
D.cb_centerdate.setModel(TSM)
D.cb_centerdate.setModelColumn(0)
D.cb_centerdate.currentIndexChanged.connect(self.scrollToDate)
self.TS.datumAdded.connect(self.ua_datumAdded)
self.TS.progress.connect(self.ua_TSprogress)
self.TS.chipLoaded.connect(self.ua_showPxCoordinate_addChips)
self.BAND_VIEWS = list()
self.ImageChipBuffer = ImageChipBuffer()
self.CHIPWIDGETS = collections.OrderedDict()
self.ValidatorPxX = QIntValidator(0,99999)
self.ValidatorPxY = QIntValidator(0,99999)
D.btn_showPxCoordinate.clicked.connect(lambda: self.ua_showPxCoordinate_start())
D.btn_selectByCoordinate.clicked.connect(self.ua_selectByCoordinate)
D.btn_selectByRectangle.clicked.connect(self.ua_selectByRectangle)
D.btn_addBandView.clicked.connect(lambda :self.ua_addBandView())
D.btn_addTSImages.clicked.connect(lambda :self.ua_addTSImages())
D.btn_addTSMasks.clicked.connect(lambda :self.ua_addTSMasks())
D.btn_removeTSD.clicked.connect(lambda : self.ua_removeTSD(None))
D.btn_removeTS.clicked.connect(self.ua_removeTS)
D.spinBox_ncpu.setRange(0, multiprocessing.cpu_count())
# Declare instance attributes
self.actions = []
#self.menu = self.tr(u'&EnMAP-Box')
# TODO: We are going to let the user set this up in a future iteration
self.RectangleMapTool = None
self.PointMapTool = None
if self.iface:
print('Init QGIS Interaction')
self.canvas = self.iface.mapCanvas()
self.menu = self.tr(u'&SenseCarbon TSV')
self.toolbar = self.iface.addToolBar(u'SenseCarbon TSV')
self.toolbar.setObjectName(u'SenseCarbon TSV')
self.RectangleMapTool = qgis_add_ins.RectangleMapTool(self.canvas)
self.RectangleMapTool.rectangleDrawed.connect(self.ua_selectBy_Response)
self.PointMapTool = qgis_add_ins.PointMapTool(self.canvas)
self.PointMapTool.coordinateSelected.connect(self.ua_selectBy_Response)
#self.RectangleMapTool.connect(self.ua_selectByRectangle_Done)
self.ICP = self.dlg.scrollArea_imageChip_content.layout()
self.dlg.scrollArea_bandViews_content.setSizePolicy(QSizePolicy.MinimumExpanding, QSizePolicy.MinimumExpanding)
self.BVP = self.dlg.scrollArea_bandViews_content.layout()
self.check_enabled()
s = ""
def ua_selectByRectangle(self):
if self.RectangleMapTool is not None:
self.canvas.setMapTool(self.RectangleMapTool)
def ua_selectByCoordinate(self):
if self.PointMapTool is not None:
self.canvas.setMapTool(self.PointMapTool)
def ua_selectBy_Response(self, geometry, wkt):
D = self.dlg
x = D.spinBox_coordinate_x.value()
y = D.spinBox_coordinate_x.value()
dx = D.doubleSpinBox_subset_size_x.value()
dy = D.doubleSpinBox_subset_size_y.value()
canvas_srs = osr.SpatialReference()
wkt = osr.GetUserInputAsWKT(str(wkt))
canvas_srs.ImportFromWkt(wkt)
if type(geometry) is QgsRectangle:
center = geometry.center()
x = center.x()
y = center.y()
dx = geometry.xMaximum() - geometry.xMinimum()
dy = geometry.yMaximum() - geometry.yMinimum()
if type(geometry) is QgsPoint:
x = geometry.x()
y = geometry.y()
if self.TS.srs is not None and not self.TS.srs.IsSame(canvas_srs):
print('Convert canvas coordinates to time series SRS')
g = ogr.Geometry(ogr.wkbPoint)
g.AddPoint(x,y)
g.AssignSpatialReference(canvas_srs)
g.TransformTo(self.TS.srs)
x = g.GetX()
y = g.GetY()
D.doubleSpinBox_subset_size_x.setValue(dx)
D.doubleSpinBox_subset_size_y.setValue(dy)
D.spinBox_coordinate_x.setValue(x)
D.spinBox_coordinate_y.setValue(y)
def qgs_handleMouseDown(self, pt, btn):
print('MOUSE DOWN')
print(pt)
print(btn)
def ua_TSprogress(self, v_min, v, v_max):
assert v_min <= v and v <= v_max
P = self.dlg.progressBar
if P.minimum() != v_min or P.maximum() != v_max:
P.setRange(v_min, v_max)
P.setValue(v)
def ua_datumAdded(self):
if len(self.TS) > 0:
if self.dlg.spinBox_coordinate_x.value() == 0.0 and \
self.dlg.spinBox_coordinate_y.value() == 0.0:
xmin, ymin, xmax, ymax = self.TS.getMaxExtent()
self.dlg.spinBox_coordinate_x.setRange(xmin, xmax)
self.dlg.spinBox_coordinate_y.setRange(ymin, ymax)
self.dlg.spinBox_coordinate_x.setValue(0.5*(xmin+xmax))
self.dlg.spinBox_coordinate_y.setValue(0.5*(ymin+ymax))
s = ""
self.dlg.cb_centerdate.setCurrentIndex(int(len(self.TS) / 2))
self.dlg.tableView_TimeSeries.resizeColumnsToContents()
def check_enabled(self):
D = self.dlg
hasTS = len(self.TS) > 0 or DEBUG
hasTSV = len(self.BAND_VIEWS) > 0
hasQGIS = qgis_available
#D.tabWidget_viewsettings.setEnabled(hasTS)
D.btn_showPxCoordinate.setEnabled(hasTS and hasTSV)
D.btn_selectByCoordinate.setEnabled(hasQGIS)
D.btn_selectByRectangle.setEnabled(hasQGIS)
# noinspection PyMethodMayBeStatic
def tr(self, message):
"""Get the translation for a string using Qt translation API.
We implement this ourselves since we do not inherit QObject.
:param message: String for translation.
:type message: str, QString
:returns: Translated version of message.
:rtype: QString
"""
# noinspection PyTypeChecker,PyArgumentList,PyCallByClass
return QCoreApplication.translate('EnMAPBox', message)
def add_action(
self,
icon_path,
text,
callback,
enabled_flag=True,
add_to_menu=True,
add_to_toolbar=True,
status_tip=None,
whats_this=None,
parent=None):
"""Add a toolbar icon to the toolbar.
:param icon_path: Path to the icon for this action. Can be a resource
path (e.g. ':/plugins/foo/bar.png') or a normal file system path.
:type icon_path: str
:param text: Text that should be shown in menu items for this action.
:type text: str
:param callback: Function to be called when the action is triggered.
:type callback: function
:param enabled_flag: A flag indicating if the action should be enabled
by default. Defaults to True.
:type enabled_flag: bool
:param add_to_menu: Flag indicating whether the action should also
be added to the menu. Defaults to True.
:type add_to_menu: bool
:param add_to_toolbar: Flag indicating whether the action should also
be added to the toolbar. Defaults to True.
:type add_to_toolbar: bool
:param status_tip: Optional text to show in a popup when mouse pointer
hovers over the action.
:type status_tip: str
:param parent: Parent widget for the new action. Defaults None.
:type parent: QWidget
:param whats_this: Optional text to show in the status bar when the
mouse pointer hovers over the action.
:returns: The action that was created. Note that the action is also
added to self.actions list.
:rtype: QAction
"""
icon = QIcon(icon_path)
action = QAction(icon, text, parent)
action.triggered.connect(callback)
action.setEnabled(enabled_flag)
if status_tip is not None:
action.setStatusTip(status_tip)
if whats_this is not None:
action.setWhatsThis(whats_this)
if add_to_toolbar:
self.toolbar.addAction(action)
if add_to_menu:
self.iface.addPluginToMenu(
self.menu,
action)
self.actions.append(action)
return action
def initGui(self):
"""Create the menu entries and toolbar icons inside the QGIS GUI."""
self.icon_path = ':/plugins/SenseCarbon/icon.png'
self.add_action(
self.icon_path,
text=self.tr(u'SenseCarbon Time Series Viewer'),
callback=self.run,
parent=self.iface.mainWindow())
def unload(self):
"""Removes the plugin menu item and icon from QGIS GUI."""
for action in self.actions:
self.iface.removePluginMenu(
self.tr(u'&SenseCarbon Time Series Viewer'),
action)
self.iface.removeToolBarIcon(action)
# remove the toolbar
del self.toolbar
def run(self):
"""Run method that performs all the real work"""
#self.dlg.setWindowIcon(QIcon(self.icon_path))
# show the GUI
self.dlg.show()
if DEBUG:
pass
def scrollToDate(self, date):
QApplication.processEvents()
HBar = self.dlg.scrollArea_imageChips.horizontalScrollBar()
dates = list(self.CHIPWIDGETS.keys())
if len(dates) == 0:
return
#get date INDEX that is closest to requested date
if not isinstance(date, int):
i_doi = dates.index(sorted(dates, key=lambda d: abs(date - d))[0])
else:
i_doi = min([date, HBar.maximum()])
scrollValue = int(float(i_doi+1) / len(dates) * HBar.maximum())
HBar.setValue(scrollValue)
def ua_showPxCoordinate_start(self):
if len(self.TS) == 0:
return
D = self.dlg
dx = D.doubleSpinBox_subset_size_x.value() * 0.5
dy = D.doubleSpinBox_subset_size_y.value() * 0.5
cx = D.spinBox_coordinate_x.value()
cy = D.spinBox_coordinate_y.value()
ring = ogr.Geometry(ogr.wkbLinearRing)
ring.AddPoint(cx - dx, cy + dy)
ring.AddPoint(cx + dx, cy + dy)
ring.AddPoint(cx + dx, cy - dy)
ring.AddPoint(cx - dx, cy - dy)
bb = ogr.Geometry(ogr.wkbPolygon)
bb.AddGeometry(ring)
bbWkt = bb.ExportToWkt()
bb.AssignSpatialReference(self.TS.getSRS())
srsWkt = bb.GetSpatialReference().ExportToWkt()
self.ImageChipBuffer.setBoundingBox(bb)
D = self.dlg
ratio = dx / dy
size_px = D.spinBox_chipsize_max.value()
if ratio > 1: #x is largest side
size_x = size_px
size_y = int(size_px / ratio)
else: #y is largest
size_y = size_px
size_x = int(size_px * ratio)
#get the dates of interes
dates_of_interest = list()
centerTSD = D.cb_centerdate.itemData(D.cb_centerdate.currentIndex())
if centerTSD is None:
idx = int(len(self.TS)/2)
centerTSD = D.cb_centerdate.itemData(idx)
D.cb_centerdate.setCurrentIndex(idx)
centerDate = centerTSD.getDate()
allDates = self.TS.getDates()
i_doi = allDates.index(centerDate)
if D.rb_showEntireTS.isChecked():
dates_of_interest = self.TS.getDates()
elif D.rb_showTimeWindow.isChecked():
i0 = max([0, i_doi-D.sb_ndates_before.value()])
ie = min([i_doi + D.sb_ndates_after.value(), len(allDates)-1])
dates_of_interest = allDates[i0:ie+1]
diff = set(dates_of_interest)
diff = diff.symmetric_difference(self.CHIPWIDGETS.keys())
self.clearLayoutWidgets(self.ICP)
self.CHIPWIDGETS.clear()
#initialize image labels
for i, date in enumerate(dates_of_interest):
#LV = QVBoxLayout()
#LV.setSizeConstraint(QLayout.SetNoConstraint)
TSD = self.TS.data[date]
textLabel = QLabel('{}'.format(date.astype(str)))
textLabel.setToolTip(str(TSD))
self.ICP.addWidget(textLabel, 0, i)
viewList = list()
j = 1
for view in self.BAND_VIEWS:
imageLabel = QLabel()
imageLabel.setFrameShape(QFrame.StyledPanel)
imageLabel.setMinimumSize(size_x, size_y)
imageLabel.setMaximumSize(size_x+1, size_y+1)
imageLabel.setSizePolicy(QSizePolicy.Fixed, QSizePolicy.Fixed)
viewList.append(imageLabel)
self.ICP.addWidget(imageLabel, j, i)
j += 1
textLabel = QLabel('{}'.format(date.astype(str)))
textLabel.setToolTip(str(TSD))
self.ICP.addWidget(textLabel, j, i)
self.CHIPWIDGETS[date] = viewList
self.scrollToDate(centerDate)
s = ""
#ScrollArea.show()
#ScrollArea.horizontalScrollBar().setValue()
#fill image labels
required_bands = dict()
for j, view in enumerate(self.BAND_VIEWS):
for S in view.Sensors.keys():
bands = set([t[0] for t in view.getBands(S)])
assert len(bands) == 3
if S not in required_bands.keys():
required_bands[S] = set()
required_bands[S] = required_bands[S].union(bands)
missing = set()
for i, date in enumerate(dates_of_interest):
TSD = self.TS.data[date]
missing_bands = self.ImageChipBuffer.getMissingBands(TSD, required_bands[TSD.sensor])
if len(missing_bands) == 0:
self.ua_showPxCoordinate_addChips(None, TSD=date)
else:
missing.add((TSD, tuple(missing_bands)))
missing =list(missing)
if len(missing) > 0:
missing = sorted(missing, key=lambda d: abs(centerDate - d[0].getDate()))
self.TS.getSpatialChips_parallel(bbWkt, srsWkt, TSD_band_list=missing)
def ua_showPxCoordinate_addChips(self, results, TSD=None):
if results is not None:
TSD, chipData = results
self.ImageChipBuffer.addDataCube(TSD, chipData)
viewList = self.CHIPWIDGETS.get(TSD)
if viewList:
for j, view in enumerate(self.BAND_VIEWS):
imageLabel = viewList[j]
imageLabel.clear()
#imageLabel.setScaledContents(True)
rgb = self.ImageChipBuffer.getChipRGB(TSD, view)
rgb2 = rgb.transpose([1,2,0]).copy('C')
qImg = qimage2ndarray.array2qimage(rgb2)
#img = QImage(rgb2.data, nl, ns, QImage.Format_RGB888)
pxMap = QPixmap.fromImage(qImg)
pxMap = pxMap.scaled(imageLabel.size(), Qt.KeepAspectRatio)
imageLabel.setPixmap(pxMap)
#imageLabel.update()
imageLabel.adjustSize()
s = ""
pass
self.ICP.layout().update()
s = ""
pass
def clearLayoutWidgets(self, L):
if L is not None:
while L.count():
w = L.takeAt(0)
w.widget().deleteLater()
#if w is not None:
# w.widget().deleteLater()
QApplication.processEvents()
def ua_addTSImages(self, files=None):
if files is None:
files = QFileDialog.getOpenFileNames()
if files:
M = self.dlg.tableView_TimeSeries.model()
M.beginResetModel()
self.TS.addFiles(files)
M.endResetModel()
if len(self.BAND_VIEWS) == 0:
self.ua_addBandView([3, 2, 1])
self.ua_addBandView([4, 5, 3])
self.refreshBandViews()
self.check_enabled()
def ua_addTSMasks(self, files=None):
if files is None:
files = QFileDialog.getOpenFileNames()
l = len(files)
if l > 0:
M = self.dlg.tableView_TimeSeries.model()
M.beginResetModel()
self.TS.addMasks(files, raise_errors=False)
M.endResetModel()
self.check_enabled()
def ua_addBandView(self, band_recommendation = [3, 2, 1]):
import imagechipviewsettings_widget
band_view_widgets = list()
self.BAND_VIEWS.append(BandView(self.TS))
def refreshBandViews(self):
self.clearLayoutWidgets(self.BVP)
for i, BV in enumerate(self.BAND_VIEWS):
W = QWidget()
hl = QHBoxLayout()
textLabel = VerticalLabel('View {}'.format(i+1))
textLabel = QLabel('View {}'.format(i+1))
textLabel.setToolTip('')
textLabel.setSizePolicy(QSizePolicy.Fixed,QSizePolicy.Fixed)
hl.addWidget(textLabel)
for S in self.TS.SensorConfigurations:
w = imagechipviewsettings_widget.ImageChipViewSettings(S, parent=self.dlg)
w.setMaximumSize(w.size())
#w.setMinimumSize(w.size())
w.setSizePolicy(QSizePolicy.Fixed,QSizePolicy.MinimumExpanding)
#w.setBands(band_recommendation)
hl.addWidget(w)
s = ""
hl.addItem(QSpacerItem(20,20,QSizePolicy.Expanding,QSizePolicy.Minimum))
W.setLayout(hl)
self.BVP.addWidget(W)
self.check_enabled()
def ua_removeBandView(self, w):
self.BAND_VIEWS.remove(w)
L = self.dlg.scrollArea_viewsWidget.layout()
L.removeWidget(w)
w.deleteLater()
self.setViewNames()
def ua_removeTS(self):
#remove views
M = self.dlg.tableView_TimeSeries.model()
M.beginResetModel()
self.TS.clear()
M.endResetModel()
self.check_enabled()
def ua_removeTSD(self, dates):
if dates is None:
dates = self.getSelectedDates()
M = self.dlg.tableView_TimeSeries.model()
M.beginResetModel()
self.TS.removeDates(dates)
M.endResetModel()
self.check_enabled()
def getSelectedDates(self):
TV = self.dlg.tableView_TimeSeries
TVM = TV.model()
return [TVM.getTimeSeriesDatumFromIndex(idx).getDate() for idx in TV.selectionModel().selectedRows()]
def showRGBData(data):
from scipy.misc import toimage
toimage(data).show()
def run_tests():
if False:
pathImg = r'O:\SenseCarbonProcessing\BJ_NOC\01_RasterData\00_VRTs\02_Cutted\2014-07-26_LC82270652014207LGN00_BOA.vrt'
pathMsk = r'O:\SenseCarbonProcessing\BJ_NOC\01_RasterData\00_VRTs\02_Cutted\2014-07-26_LC82270652014207LGN00_Msk.vrt'
if False:
TSD = TimeSeriesDatum(pathImg)
TSD.setMask(pathMsk)
print(TSD)
c = [670949.883,-786288.771]
w_x = w_y = 1000 #1km box
srs = TSD.getSpatialReference()
ring = ogr.Geometry(ogr.wkbLinearRing)
import itertools
for x,y in itertools.product([1000, -1000], repeat=2):
ring.AddPoint(c[0]+x, c[1]+y)
ring.AssignSpatialReference(srs)
bb = ogr.Geometry(ogr.wkbPolygon)
bb.AddGeometry(ring)
bb.AssignSpatialReference(srs)
def getChip3d_OLD(chips, r,g,b, range_r, range_g, range_b):
nl, ns = chips[r].shape
a3d = np.ndarray((3,nl,ns), dtype='float')
rgb_idx = [r,g,b]
ranges = [range_r, range_g, range_b]
for i, rgb_i in enumerate(rgb_idx):
range = ranges[i]
data = chips[rgb_i].astype('float')
data -= range[0]
data *= 255./range[1]
a3d[i,:] = data
np.clip(a3d, 0, 255, out=a3d)
return a3d.astype('uint8')
app = QApplication([])
main = PictureTest()
main.show()
range_r = [0,500]
range_g = [0,500]
range_b = [0,500]
bands = [3,2,1]
#chipData = TSD.readSpatialChip(bb,bands=bands )
#main.addNumpy(getChip3d(chipData, bands, (range_r, range_g, range_b)))
app.exec_()
exit(0)
if False:
dirSrcLS = r'O:\SenseCarbonProcessing\BJ_NOC\01_RasterData\00_VRTs\02_Cutted'
filesImgLS = file_search(dirSrcLS, '2014*_BOA.vrt')
filesMsk = file_search(dirSrcLS, '2014*_Msk.vrt')
TS = TimeSeries(imageFiles=filesImgLS, maskFiles=filesMsk)
print(TS)
exit(0)
if True:
import PyQt4.Qt
app=PyQt4.Qt.QApplication([])
S = SenseCarbon_TSV(None)
S.run()
if True:
dirSrcLS = r'\\141.20.140.107\NAS_Processing\SenseCarbonProcessing\BJ_NOC\01_RasterData\02_CuttedVRT'
dirSrcRE = r'\\141.20.140.91\SAN_RSDBrazil\RapidEye\3A'
filesImgLS = file_search(dirSrcLS, '20*_BOA.vrt')
filesImgRE = file_search(dirSrcRE, '*_328202.tif', recursive=True)
#filesMsk = file_search(dirSrc, '2014*_Msk.vrt')
#S.ua_addTSImages(files=filesImg[0:1])
S.ua_addTSImages(files=filesImgLS)
S.ua_addTSImages(files=filesImgRE)
#S.ua_addTSMasks(files=filesMsk)
#S.ua_addView(bands=[4,5,3])
app.exec_()
if False:
import qgis.core
# supply path to where is your qgis installed
#QgsApplication.setPrefixPath("/Applications/QGIS_2.12.app/Contents/MacOS/QGIS", True)
# load providers
QgsApplication.initQgis()
a = QgsApplication([], True)
S = SenseCarbon_TSV(a)
S.run()
if True:
dirSrcLS = r'O:\SenseCarbonProcessing\BJ_NOC\01_RasterData\00_VRTs\02_Cutted'
filesImgLS = file_search(dirSrcLS, '2014*_BOA.vrt')
filesMsk = file_search(dirSrcLS, '2014*_Msk.vrt')
S.ua_addTSImages(files=filesImgLS)
#S.ua_addTSMasks(files=filesMsk)
#S.ua_addView(bands=[4,5,3])
a.exec_()
print('Tests done')
exit(0)
if __name__ == '__main__':
run_tests()
print('Done')