@@ -1,626 +1,628 | |||||
1 | import os |
|
1 | import os | |
2 | import time |
|
2 | import time | |
3 | import datetime |
|
3 | import datetime | |
4 |
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4 | |||
5 | import numpy |
|
5 | import numpy | |
6 | import h5py |
|
6 | import h5py | |
7 |
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7 | |||
8 | import schainpy.admin |
|
8 | import schainpy.admin | |
9 | from schainpy.model.data.jrodata import * |
|
9 | from schainpy.model.data.jrodata import * | |
10 | from schainpy.model.proc.jroproc_base import ProcessingUnit, Operation, MPDecorator |
|
10 | from schainpy.model.proc.jroproc_base import ProcessingUnit, Operation, MPDecorator | |
11 | from schainpy.model.io.jroIO_base import * |
|
11 | from schainpy.model.io.jroIO_base import * | |
12 | from schainpy.utils import log |
|
12 | from schainpy.utils import log | |
13 |
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13 | |||
14 |
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14 | |||
15 | class HDFReader(Reader, ProcessingUnit): |
|
15 | class HDFReader(Reader, ProcessingUnit): | |
16 | """Processing unit to read HDF5 format files |
|
16 | """Processing unit to read HDF5 format files | |
17 |
|
17 | |||
18 | This unit reads HDF5 files created with `HDFWriter` operation contains |
|
18 | This unit reads HDF5 files created with `HDFWriter` operation contains | |
19 | by default two groups Data and Metadata all variables would be saved as `dataOut` |
|
19 | by default two groups Data and Metadata all variables would be saved as `dataOut` | |
20 | attributes. |
|
20 | attributes. | |
21 | It is possible to read any HDF5 file by given the structure in the `description` |
|
21 | It is possible to read any HDF5 file by given the structure in the `description` | |
22 | parameter, also you can add extra values to metadata with the parameter `extras`. |
|
22 | parameter, also you can add extra values to metadata with the parameter `extras`. | |
23 |
|
23 | |||
24 | Parameters: |
|
24 | Parameters: | |
25 | ----------- |
|
25 | ----------- | |
26 | path : str |
|
26 | path : str | |
27 | Path where files are located. |
|
27 | Path where files are located. | |
28 | startDate : date |
|
28 | startDate : date | |
29 | Start date of the files |
|
29 | Start date of the files | |
30 | endDate : list |
|
30 | endDate : list | |
31 | End date of the files |
|
31 | End date of the files | |
32 | startTime : time |
|
32 | startTime : time | |
33 | Start time of the files |
|
33 | Start time of the files | |
34 | endTime : time |
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34 | endTime : time | |
35 | End time of the files |
|
35 | End time of the files | |
36 | description : dict, optional |
|
36 | description : dict, optional | |
37 | Dictionary with the description of the HDF5 file |
|
37 | Dictionary with the description of the HDF5 file | |
38 | extras : dict, optional |
|
38 | extras : dict, optional | |
39 | Dictionary with extra metadata to be be added to `dataOut` |
|
39 | Dictionary with extra metadata to be be added to `dataOut` | |
40 |
|
40 | |||
41 | Examples |
|
41 | Examples | |
42 | -------- |
|
42 | -------- | |
43 |
|
43 | |||
44 | desc = { |
|
44 | desc = { | |
45 | 'Data': { |
|
45 | 'Data': { | |
46 | 'data_output': ['u', 'v', 'w'], |
|
46 | 'data_output': ['u', 'v', 'w'], | |
47 | 'utctime': 'timestamps', |
|
47 | 'utctime': 'timestamps', | |
48 | } , |
|
48 | } , | |
49 | 'Metadata': { |
|
49 | 'Metadata': { | |
50 | 'heightList': 'heights' |
|
50 | 'heightList': 'heights' | |
51 | } |
|
51 | } | |
52 | } |
|
52 | } | |
53 |
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53 | |||
54 | desc = { |
|
54 | desc = { | |
55 | 'Data': { |
|
55 | 'Data': { | |
56 | 'data_output': 'winds', |
|
56 | 'data_output': 'winds', | |
57 | 'utctime': 'timestamps' |
|
57 | 'utctime': 'timestamps' | |
58 | }, |
|
58 | }, | |
59 | 'Metadata': { |
|
59 | 'Metadata': { | |
60 | 'heightList': 'heights' |
|
60 | 'heightList': 'heights' | |
61 | } |
|
61 | } | |
62 | } |
|
62 | } | |
63 |
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63 | |||
64 | extras = { |
|
64 | extras = { | |
65 | 'timeZone': 300 |
|
65 | 'timeZone': 300 | |
66 | } |
|
66 | } | |
67 |
|
67 | |||
68 | reader = project.addReadUnit( |
|
68 | reader = project.addReadUnit( | |
69 | name='HDFReader', |
|
69 | name='HDFReader', | |
70 | path='/path/to/files', |
|
70 | path='/path/to/files', | |
71 | startDate='2019/01/01', |
|
71 | startDate='2019/01/01', | |
72 | endDate='2019/01/31', |
|
72 | endDate='2019/01/31', | |
73 | startTime='00:00:00', |
|
73 | startTime='00:00:00', | |
74 | endTime='23:59:59', |
|
74 | endTime='23:59:59', | |
75 | # description=json.dumps(desc), |
|
75 | # description=json.dumps(desc), | |
76 | # extras=json.dumps(extras), |
|
76 | # extras=json.dumps(extras), | |
77 | ) |
|
77 | ) | |
78 |
|
78 | |||
79 | """ |
|
79 | """ | |
80 |
|
80 | |||
81 | __attrs__ = ['path', 'startDate', 'endDate', 'startTime', 'endTime', 'description', 'extras'] |
|
81 | __attrs__ = ['path', 'startDate', 'endDate', 'startTime', 'endTime', 'description', 'extras'] | |
82 |
|
82 | |||
83 | def __init__(self): |
|
83 | def __init__(self): | |
84 | ProcessingUnit.__init__(self) |
|
84 | ProcessingUnit.__init__(self) | |
85 | self.dataOut = Parameters() |
|
85 | self.dataOut = Parameters() | |
86 | self.ext = ".hdf5" |
|
86 | self.ext = ".hdf5" | |
87 | self.optchar = "D" |
|
87 | self.optchar = "D" | |
88 | self.meta = {} |
|
88 | self.meta = {} | |
89 | self.data = {} |
|
89 | self.data = {} | |
90 | self.open_file = h5py.File |
|
90 | self.open_file = h5py.File | |
91 | self.open_mode = 'r' |
|
91 | self.open_mode = 'r' | |
92 | self.description = {} |
|
92 | self.description = {} | |
93 | self.extras = {} |
|
93 | self.extras = {} | |
94 | self.filefmt = "*%Y%j***" |
|
94 | self.filefmt = "*%Y%j***" | |
95 | self.folderfmt = "*%Y%j" |
|
95 | self.folderfmt = "*%Y%j" | |
96 | self.utcoffset = 0 |
|
96 | self.utcoffset = 0 | |
97 |
|
97 | |||
98 | def setup(self, **kwargs): |
|
98 | def setup(self, **kwargs): | |
99 |
|
99 | |||
100 | self.set_kwargs(**kwargs) |
|
100 | self.set_kwargs(**kwargs) | |
101 | if not self.ext.startswith('.'): |
|
101 | if not self.ext.startswith('.'): | |
102 | self.ext = '.{}'.format(self.ext) |
|
102 | self.ext = '.{}'.format(self.ext) | |
103 |
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103 | |||
104 | if self.online: |
|
104 | if self.online: | |
105 | log.log("Searching files in online mode...", self.name) |
|
105 | log.log("Searching files in online mode...", self.name) | |
106 |
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106 | |||
107 | for nTries in range(self.nTries): |
|
107 | for nTries in range(self.nTries): | |
108 | fullpath = self.searchFilesOnLine(self.path, self.startDate, |
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108 | fullpath = self.searchFilesOnLine(self.path, self.startDate, | |
109 | self.endDate, self.expLabel, self.ext, self.walk, |
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109 | self.endDate, self.expLabel, self.ext, self.walk, | |
110 | self.filefmt, self.folderfmt) |
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110 | self.filefmt, self.folderfmt) | |
111 | try: |
|
111 | try: | |
112 | fullpath = next(fullpath) |
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112 | fullpath = next(fullpath) | |
113 | except: |
|
113 | except: | |
114 | fullpath = None |
|
114 | fullpath = None | |
115 |
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115 | |||
116 | if fullpath: |
|
116 | if fullpath: | |
117 | break |
|
117 | break | |
118 |
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118 | |||
119 | log.warning( |
|
119 | log.warning( | |
120 | 'Waiting {} sec for a valid file in {}: try {} ...'.format( |
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120 | 'Waiting {} sec for a valid file in {}: try {} ...'.format( | |
121 | self.delay, self.path, nTries + 1), |
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121 | self.delay, self.path, nTries + 1), | |
122 | self.name) |
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122 | self.name) | |
123 | time.sleep(self.delay) |
|
123 | time.sleep(self.delay) | |
124 |
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124 | |||
125 | if not(fullpath): |
|
125 | if not(fullpath): | |
126 | raise schainpy.admin.SchainError( |
|
126 | raise schainpy.admin.SchainError( | |
127 | 'There isn\'t any valid file in {}'.format(self.path)) |
|
127 | 'There isn\'t any valid file in {}'.format(self.path)) | |
128 |
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128 | |||
129 | pathname, filename = os.path.split(fullpath) |
|
129 | pathname, filename = os.path.split(fullpath) | |
130 | self.year = int(filename[1:5]) |
|
130 | self.year = int(filename[1:5]) | |
131 | self.doy = int(filename[5:8]) |
|
131 | self.doy = int(filename[5:8]) | |
132 | self.set = int(filename[8:11]) - 1 |
|
132 | self.set = int(filename[8:11]) - 1 | |
133 | else: |
|
133 | else: | |
134 | log.log("Searching files in {}".format(self.path), self.name) |
|
134 | log.log("Searching files in {}".format(self.path), self.name) | |
135 | self.filenameList = self.searchFilesOffLine(self.path, self.startDate, |
|
135 | self.filenameList = self.searchFilesOffLine(self.path, self.startDate, | |
136 | self.endDate, self.expLabel, self.ext, self.walk, self.filefmt, self.folderfmt) |
|
136 | self.endDate, self.expLabel, self.ext, self.walk, self.filefmt, self.folderfmt) | |
137 |
|
137 | |||
138 | self.setNextFile() |
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138 | self.setNextFile() | |
139 |
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139 | |||
140 | return |
|
140 | return | |
141 |
|
141 | |||
142 | def readFirstHeader(self): |
|
142 | def readFirstHeader(self): | |
143 | '''Read metadata and data''' |
|
143 | '''Read metadata and data''' | |
144 |
|
144 | |||
145 | self.__readMetadata() |
|
145 | self.__readMetadata() | |
146 | self.__readData() |
|
146 | self.__readData() | |
147 | self.__setBlockList() |
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147 | self.__setBlockList() | |
148 |
|
148 | |||
149 | if 'type' in self.meta: |
|
149 | if 'type' in self.meta: | |
150 | self.dataOut = eval(self.meta['type'])() |
|
150 | self.dataOut = eval(self.meta['type'])() | |
151 |
|
151 | |||
152 | for attr in self.meta: |
|
152 | for attr in self.meta: | |
153 | setattr(self.dataOut, attr, self.meta[attr]) |
|
153 | setattr(self.dataOut, attr, self.meta[attr]) | |
154 |
|
154 | |||
155 | self.blockIndex = 0 |
|
155 | self.blockIndex = 0 | |
156 |
|
156 | |||
157 | return |
|
157 | return | |
158 |
|
158 | |||
159 | def __setBlockList(self): |
|
159 | def __setBlockList(self): | |
160 | ''' |
|
160 | ''' | |
161 | Selects the data within the times defined |
|
161 | Selects the data within the times defined | |
162 |
|
162 | |||
163 | self.fp |
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163 | self.fp | |
164 | self.startTime |
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164 | self.startTime | |
165 | self.endTime |
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165 | self.endTime | |
166 | self.blockList |
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166 | self.blockList | |
167 | self.blocksPerFile |
|
167 | self.blocksPerFile | |
168 |
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168 | |||
169 | ''' |
|
169 | ''' | |
170 |
|
170 | |||
171 | startTime = self.startTime |
|
171 | startTime = self.startTime | |
172 | endTime = self.endTime |
|
172 | endTime = self.endTime | |
173 | thisUtcTime = self.data['utctime'] + self.utcoffset |
|
173 | thisUtcTime = self.data['utctime'] + self.utcoffset | |
|
174 | ||||
174 | self.interval = numpy.min(thisUtcTime[1:] - thisUtcTime[:-1]) |
|
175 | self.interval = numpy.min(thisUtcTime[1:] - thisUtcTime[:-1]) | |
175 | thisDatetime = datetime.datetime.utcfromtimestamp(thisUtcTime[0]) |
|
176 | thisDatetime = datetime.datetime.utcfromtimestamp(thisUtcTime[0]) | |
176 |
|
177 | |||
177 | thisDate = thisDatetime.date() |
|
178 | thisDate = thisDatetime.date() | |
178 | thisTime = thisDatetime.time() |
|
179 | thisTime = thisDatetime.time() | |
179 |
|
||||
180 | startUtcTime = (datetime.datetime.combine(thisDate, startTime) - datetime.datetime(1970, 1, 1)).total_seconds() |
|
180 | startUtcTime = (datetime.datetime.combine(thisDate, startTime) - datetime.datetime(1970, 1, 1)).total_seconds() | |
181 | endUtcTime = (datetime.datetime.combine(thisDate, endTime) - datetime.datetime(1970, 1, 1)).total_seconds() |
|
181 | endUtcTime = (datetime.datetime.combine(thisDate, endTime) - datetime.datetime(1970, 1, 1)).total_seconds() | |
182 |
|
182 | |||
183 | ind = numpy.where(numpy.logical_and(thisUtcTime >= startUtcTime, thisUtcTime < endUtcTime))[0] |
|
183 | ind = numpy.where(numpy.logical_and(thisUtcTime >= startUtcTime, thisUtcTime < endUtcTime))[0] | |
|
184 | if len(ind)==0: | |||
|
185 | raise schainpy.admin.SchainError("[Reading] Date time selected invalid [%s - %s]: No *%s files in %s)" % (startTime, endTime, self.ext, self.path)) | |||
184 |
|
186 | |||
185 | self.blockList = ind |
|
187 | self.blockList = ind | |
186 | self.blocksPerFile = len(ind) |
|
188 | self.blocksPerFile = len(ind) | |
187 | return |
|
189 | return | |
188 |
|
190 | |||
189 | def __readMetadata(self): |
|
191 | def __readMetadata(self): | |
190 | ''' |
|
192 | ''' | |
191 | Reads Metadata |
|
193 | Reads Metadata | |
192 | ''' |
|
194 | ''' | |
193 |
|
195 | |||
194 | meta = {} |
|
196 | meta = {} | |
195 |
|
197 | |||
196 | if self.description: |
|
198 | if self.description: | |
197 | for key, value in self.description['Metadata'].items(): |
|
199 | for key, value in self.description['Metadata'].items(): | |
198 | meta[key] = self.fp[value][()] |
|
200 | meta[key] = self.fp[value][()] | |
199 | else: |
|
201 | else: | |
200 | grp = self.fp['Metadata'] |
|
202 | grp = self.fp['Metadata'] | |
201 | for name in grp: |
|
203 | for name in grp: | |
202 | meta[name] = grp[name][()] |
|
204 | meta[name] = grp[name][()] | |
203 |
|
205 | |||
204 | if self.extras: |
|
206 | if self.extras: | |
205 | for key, value in self.extras.items(): |
|
207 | for key, value in self.extras.items(): | |
206 | meta[key] = value |
|
208 | meta[key] = value | |
207 | self.meta = meta |
|
209 | self.meta = meta | |
208 |
|
210 | |||
209 | return |
|
211 | return | |
210 |
|
212 | |||
211 | def __readData(self): |
|
213 | def __readData(self): | |
212 |
|
214 | |||
213 | data = {} |
|
215 | data = {} | |
214 |
|
216 | |||
215 | if self.description: |
|
217 | if self.description: | |
216 | for key, value in self.description['Data'].items(): |
|
218 | for key, value in self.description['Data'].items(): | |
217 | if isinstance(value, str): |
|
219 | if isinstance(value, str): | |
218 | if isinstance(self.fp[value], h5py.Dataset): |
|
220 | if isinstance(self.fp[value], h5py.Dataset): | |
219 | data[key] = self.fp[value][()] |
|
221 | data[key] = self.fp[value][()] | |
220 | elif isinstance(self.fp[value], h5py.Group): |
|
222 | elif isinstance(self.fp[value], h5py.Group): | |
221 | array = [] |
|
223 | array = [] | |
222 | for ch in self.fp[value]: |
|
224 | for ch in self.fp[value]: | |
223 | array.append(self.fp[value][ch][()]) |
|
225 | array.append(self.fp[value][ch][()]) | |
224 | data[key] = numpy.array(array) |
|
226 | data[key] = numpy.array(array) | |
225 | elif isinstance(value, list): |
|
227 | elif isinstance(value, list): | |
226 | array = [] |
|
228 | array = [] | |
227 | for ch in value: |
|
229 | for ch in value: | |
228 | array.append(self.fp[ch][()]) |
|
230 | array.append(self.fp[ch][()]) | |
229 | data[key] = numpy.array(array) |
|
231 | data[key] = numpy.array(array) | |
230 | else: |
|
232 | else: | |
231 | grp = self.fp['Data'] |
|
233 | grp = self.fp['Data'] | |
232 | for name in grp: |
|
234 | for name in grp: | |
233 | if isinstance(grp[name], h5py.Dataset): |
|
235 | if isinstance(grp[name], h5py.Dataset): | |
234 | array = grp[name][()] |
|
236 | array = grp[name][()] | |
235 | elif isinstance(grp[name], h5py.Group): |
|
237 | elif isinstance(grp[name], h5py.Group): | |
236 | array = [] |
|
238 | array = [] | |
237 | for ch in grp[name]: |
|
239 | for ch in grp[name]: | |
238 | array.append(grp[name][ch][()]) |
|
240 | array.append(grp[name][ch][()]) | |
239 | array = numpy.array(array) |
|
241 | array = numpy.array(array) | |
240 | else: |
|
242 | else: | |
241 | log.warning('Unknown type: {}'.format(name)) |
|
243 | log.warning('Unknown type: {}'.format(name)) | |
242 |
|
244 | |||
243 | if name in self.description: |
|
245 | if name in self.description: | |
244 | key = self.description[name] |
|
246 | key = self.description[name] | |
245 | else: |
|
247 | else: | |
246 | key = name |
|
248 | key = name | |
247 | data[key] = array |
|
249 | data[key] = array | |
248 |
|
250 | |||
249 | self.data = data |
|
251 | self.data = data | |
250 | return |
|
252 | return | |
251 |
|
253 | |||
252 | def getData(self): |
|
254 | def getData(self): | |
253 |
|
255 | |||
254 | for attr in self.data: |
|
256 | for attr in self.data: | |
255 | if self.data[attr].ndim == 1: |
|
257 | if self.data[attr].ndim == 1: | |
256 | setattr(self.dataOut, attr, self.data[attr][self.blockIndex]) |
|
258 | setattr(self.dataOut, attr, self.data[attr][self.blockIndex]) | |
257 | else: |
|
259 | else: | |
258 | setattr(self.dataOut, attr, self.data[attr][:, self.blockIndex]) |
|
260 | setattr(self.dataOut, attr, self.data[attr][:, self.blockIndex]) | |
259 |
|
261 | |||
260 | self.dataOut.flagNoData = False |
|
262 | self.dataOut.flagNoData = False | |
261 | self.blockIndex += 1 |
|
263 | self.blockIndex += 1 | |
262 |
|
264 | |||
263 | log.log("Block No. {}/{} -> {}".format( |
|
265 | log.log("Block No. {}/{} -> {}".format( | |
264 | self.blockIndex, |
|
266 | self.blockIndex, | |
265 | self.blocksPerFile, |
|
267 | self.blocksPerFile, | |
266 | self.dataOut.datatime.ctime()), self.name) |
|
268 | self.dataOut.datatime.ctime()), self.name) | |
267 |
|
269 | |||
268 | return |
|
270 | return | |
269 |
|
271 | |||
270 | def run(self, **kwargs): |
|
272 | def run(self, **kwargs): | |
271 |
|
273 | |||
272 | if not(self.isConfig): |
|
274 | if not(self.isConfig): | |
273 | self.setup(**kwargs) |
|
275 | self.setup(**kwargs) | |
274 | self.isConfig = True |
|
276 | self.isConfig = True | |
275 |
|
277 | |||
276 | if self.blockIndex == self.blocksPerFile: |
|
278 | if self.blockIndex == self.blocksPerFile: | |
277 | self.setNextFile() |
|
279 | self.setNextFile() | |
278 |
|
280 | |||
279 | self.getData() |
|
281 | self.getData() | |
280 |
|
282 | |||
281 | return |
|
283 | return | |
282 |
|
284 | |||
283 | @MPDecorator |
|
285 | @MPDecorator | |
284 | class HDFWriter(Operation): |
|
286 | class HDFWriter(Operation): | |
285 | """Operation to write HDF5 files. |
|
287 | """Operation to write HDF5 files. | |
286 |
|
288 | |||
287 | The HDF5 file contains by default two groups Data and Metadata where |
|
289 | The HDF5 file contains by default two groups Data and Metadata where | |
288 | you can save any `dataOut` attribute specified by `dataList` and `metadataList` |
|
290 | you can save any `dataOut` attribute specified by `dataList` and `metadataList` | |
289 | parameters, data attributes are normaly time dependent where the metadata |
|
291 | parameters, data attributes are normaly time dependent where the metadata | |
290 | are not. |
|
292 | are not. | |
291 | It is possible to customize the structure of the HDF5 file with the |
|
293 | It is possible to customize the structure of the HDF5 file with the | |
292 | optional description parameter see the examples. |
|
294 | optional description parameter see the examples. | |
293 |
|
295 | |||
294 | Parameters: |
|
296 | Parameters: | |
295 | ----------- |
|
297 | ----------- | |
296 | path : str |
|
298 | path : str | |
297 | Path where files will be saved. |
|
299 | Path where files will be saved. | |
298 | blocksPerFile : int |
|
300 | blocksPerFile : int | |
299 | Number of blocks per file |
|
301 | Number of blocks per file | |
300 | metadataList : list |
|
302 | metadataList : list | |
301 | List of the dataOut attributes that will be saved as metadata |
|
303 | List of the dataOut attributes that will be saved as metadata | |
302 | dataList : int |
|
304 | dataList : int | |
303 | List of the dataOut attributes that will be saved as data |
|
305 | List of the dataOut attributes that will be saved as data | |
304 | setType : bool |
|
306 | setType : bool | |
305 | If True the name of the files corresponds to the timestamp of the data |
|
307 | If True the name of the files corresponds to the timestamp of the data | |
306 | description : dict, optional |
|
308 | description : dict, optional | |
307 | Dictionary with the desired description of the HDF5 file |
|
309 | Dictionary with the desired description of the HDF5 file | |
308 |
|
310 | |||
309 | Examples |
|
311 | Examples | |
310 | -------- |
|
312 | -------- | |
311 |
|
313 | |||
312 | desc = { |
|
314 | desc = { | |
313 | 'data_output': {'winds': ['z', 'w', 'v']}, |
|
315 | 'data_output': {'winds': ['z', 'w', 'v']}, | |
314 | 'utctime': 'timestamps', |
|
316 | 'utctime': 'timestamps', | |
315 | 'heightList': 'heights' |
|
317 | 'heightList': 'heights' | |
316 | } |
|
318 | } | |
317 | desc = { |
|
319 | desc = { | |
318 | 'data_output': ['z', 'w', 'v'], |
|
320 | 'data_output': ['z', 'w', 'v'], | |
319 | 'utctime': 'timestamps', |
|
321 | 'utctime': 'timestamps', | |
320 | 'heightList': 'heights' |
|
322 | 'heightList': 'heights' | |
321 | } |
|
323 | } | |
322 | desc = { |
|
324 | desc = { | |
323 | 'Data': { |
|
325 | 'Data': { | |
324 | 'data_output': 'winds', |
|
326 | 'data_output': 'winds', | |
325 | 'utctime': 'timestamps' |
|
327 | 'utctime': 'timestamps' | |
326 | }, |
|
328 | }, | |
327 | 'Metadata': { |
|
329 | 'Metadata': { | |
328 | 'heightList': 'heights' |
|
330 | 'heightList': 'heights' | |
329 | } |
|
331 | } | |
330 | } |
|
332 | } | |
331 |
|
333 | |||
332 | writer = proc_unit.addOperation(name='HDFWriter') |
|
334 | writer = proc_unit.addOperation(name='HDFWriter') | |
333 | writer.addParameter(name='path', value='/path/to/file') |
|
335 | writer.addParameter(name='path', value='/path/to/file') | |
334 | writer.addParameter(name='blocksPerFile', value='32') |
|
336 | writer.addParameter(name='blocksPerFile', value='32') | |
335 | writer.addParameter(name='metadataList', value='heightList,timeZone') |
|
337 | writer.addParameter(name='metadataList', value='heightList,timeZone') | |
336 | writer.addParameter(name='dataList',value='data_output,utctime') |
|
338 | writer.addParameter(name='dataList',value='data_output,utctime') | |
337 | # writer.addParameter(name='description',value=json.dumps(desc)) |
|
339 | # writer.addParameter(name='description',value=json.dumps(desc)) | |
338 |
|
340 | |||
339 | """ |
|
341 | """ | |
340 |
|
342 | |||
341 | ext = ".hdf5" |
|
343 | ext = ".hdf5" | |
342 | optchar = "D" |
|
344 | optchar = "D" | |
343 | filename = None |
|
345 | filename = None | |
344 | path = None |
|
346 | path = None | |
345 | setFile = None |
|
347 | setFile = None | |
346 | fp = None |
|
348 | fp = None | |
347 | firsttime = True |
|
349 | firsttime = True | |
348 | #Configurations |
|
350 | #Configurations | |
349 | blocksPerFile = None |
|
351 | blocksPerFile = None | |
350 | blockIndex = None |
|
352 | blockIndex = None | |
351 | dataOut = None |
|
353 | dataOut = None | |
352 | #Data Arrays |
|
354 | #Data Arrays | |
353 | dataList = None |
|
355 | dataList = None | |
354 | metadataList = None |
|
356 | metadataList = None | |
355 | currentDay = None |
|
357 | currentDay = None | |
356 | lastTime = None |
|
358 | lastTime = None | |
357 |
|
359 | |||
358 | def __init__(self): |
|
360 | def __init__(self): | |
359 |
|
361 | |||
360 | Operation.__init__(self) |
|
362 | Operation.__init__(self) | |
361 | return |
|
363 | return | |
362 |
|
364 | |||
363 | def setup(self, path=None, blocksPerFile=10, metadataList=None, dataList=None, setType=None, description=None): |
|
365 | def setup(self, path=None, blocksPerFile=10, metadataList=None, dataList=None, setType=None, description=None): | |
364 | self.path = path |
|
366 | self.path = path | |
365 | self.blocksPerFile = blocksPerFile |
|
367 | self.blocksPerFile = blocksPerFile | |
366 | self.metadataList = metadataList |
|
368 | self.metadataList = metadataList | |
367 | self.dataList = [s.strip() for s in dataList] |
|
369 | self.dataList = [s.strip() for s in dataList] | |
368 | self.setType = setType |
|
370 | self.setType = setType | |
369 | self.description = description |
|
371 | self.description = description | |
370 |
|
372 | |||
371 | if self.metadataList is None: |
|
373 | if self.metadataList is None: | |
372 | self.metadataList = self.dataOut.metadata_list |
|
374 | self.metadataList = self.dataOut.metadata_list | |
373 |
|
375 | |||
374 | tableList = [] |
|
376 | tableList = [] | |
375 | dsList = [] |
|
377 | dsList = [] | |
376 |
|
378 | |||
377 | for i in range(len(self.dataList)): |
|
379 | for i in range(len(self.dataList)): | |
378 | dsDict = {} |
|
380 | dsDict = {} | |
379 | if hasattr(self.dataOut, self.dataList[i]): |
|
381 | if hasattr(self.dataOut, self.dataList[i]): | |
380 | dataAux = getattr(self.dataOut, self.dataList[i]) |
|
382 | dataAux = getattr(self.dataOut, self.dataList[i]) | |
381 | dsDict['variable'] = self.dataList[i] |
|
383 | dsDict['variable'] = self.dataList[i] | |
382 | else: |
|
384 | else: | |
383 | log.warning('Attribute {} not found in dataOut', self.name) |
|
385 | log.warning('Attribute {} not found in dataOut', self.name) | |
384 | continue |
|
386 | continue | |
385 |
|
387 | |||
386 | if dataAux is None: |
|
388 | if dataAux is None: | |
387 | continue |
|
389 | continue | |
388 | elif isinstance(dataAux, (int, float, numpy.integer, numpy.float)): |
|
390 | elif isinstance(dataAux, (int, float, numpy.integer, numpy.float)): | |
389 | dsDict['nDim'] = 0 |
|
391 | dsDict['nDim'] = 0 | |
390 | else: |
|
392 | else: | |
391 | dsDict['nDim'] = len(dataAux.shape) |
|
393 | dsDict['nDim'] = len(dataAux.shape) | |
392 | dsDict['shape'] = dataAux.shape |
|
394 | dsDict['shape'] = dataAux.shape | |
393 | dsDict['dsNumber'] = dataAux.shape[0] |
|
395 | dsDict['dsNumber'] = dataAux.shape[0] | |
394 | dsDict['dtype'] = dataAux.dtype |
|
396 | dsDict['dtype'] = dataAux.dtype | |
395 |
|
397 | |||
396 | dsList.append(dsDict) |
|
398 | dsList.append(dsDict) | |
397 |
|
399 | |||
398 | self.dsList = dsList |
|
400 | self.dsList = dsList | |
399 | self.currentDay = self.dataOut.datatime.date() |
|
401 | self.currentDay = self.dataOut.datatime.date() | |
400 |
|
402 | |||
401 | def timeFlag(self): |
|
403 | def timeFlag(self): | |
402 | currentTime = self.dataOut.utctime |
|
404 | currentTime = self.dataOut.utctime | |
403 | timeTuple = time.localtime(currentTime) |
|
405 | timeTuple = time.localtime(currentTime) | |
404 | dataDay = timeTuple.tm_yday |
|
406 | dataDay = timeTuple.tm_yday | |
405 |
|
407 | |||
406 | if self.lastTime is None: |
|
408 | if self.lastTime is None: | |
407 | self.lastTime = currentTime |
|
409 | self.lastTime = currentTime | |
408 | self.currentDay = dataDay |
|
410 | self.currentDay = dataDay | |
409 | return False |
|
411 | return False | |
410 |
|
412 | |||
411 | timeDiff = currentTime - self.lastTime |
|
413 | timeDiff = currentTime - self.lastTime | |
412 |
|
414 | |||
413 | #Si el dia es diferente o si la diferencia entre un dato y otro supera la hora |
|
415 | #Si el dia es diferente o si la diferencia entre un dato y otro supera la hora | |
414 | if dataDay != self.currentDay: |
|
416 | if dataDay != self.currentDay: | |
415 | self.currentDay = dataDay |
|
417 | self.currentDay = dataDay | |
416 | return True |
|
418 | return True | |
417 | elif timeDiff > 3*60*60: |
|
419 | elif timeDiff > 3*60*60: | |
418 | self.lastTime = currentTime |
|
420 | self.lastTime = currentTime | |
419 | return True |
|
421 | return True | |
420 | else: |
|
422 | else: | |
421 | self.lastTime = currentTime |
|
423 | self.lastTime = currentTime | |
422 | return False |
|
424 | return False | |
423 |
|
425 | |||
424 | def run(self, dataOut, path, blocksPerFile=10, metadataList=None, |
|
426 | def run(self, dataOut, path, blocksPerFile=10, metadataList=None, | |
425 | dataList=[], setType=None, description={}): |
|
427 | dataList=[], setType=None, description={}): | |
426 |
|
428 | |||
427 | self.dataOut = dataOut |
|
429 | self.dataOut = dataOut | |
428 | if not(self.isConfig): |
|
430 | if not(self.isConfig): | |
429 | self.setup(path=path, blocksPerFile=blocksPerFile, |
|
431 | self.setup(path=path, blocksPerFile=blocksPerFile, | |
430 | metadataList=metadataList, dataList=dataList, |
|
432 | metadataList=metadataList, dataList=dataList, | |
431 | setType=setType, description=description) |
|
433 | setType=setType, description=description) | |
432 |
|
434 | |||
433 | self.isConfig = True |
|
435 | self.isConfig = True | |
434 | self.setNextFile() |
|
436 | self.setNextFile() | |
435 |
|
437 | |||
436 | self.putData() |
|
438 | self.putData() | |
437 | return |
|
439 | return | |
438 |
|
440 | |||
439 | def setNextFile(self): |
|
441 | def setNextFile(self): | |
440 |
|
442 | |||
441 | ext = self.ext |
|
443 | ext = self.ext | |
442 | path = self.path |
|
444 | path = self.path | |
443 | setFile = self.setFile |
|
445 | setFile = self.setFile | |
444 |
|
446 | |||
445 | timeTuple = time.localtime(self.dataOut.utctime) |
|
447 | timeTuple = time.localtime(self.dataOut.utctime) | |
446 | subfolder = 'd%4.4d%3.3d' % (timeTuple.tm_year,timeTuple.tm_yday) |
|
448 | subfolder = 'd%4.4d%3.3d' % (timeTuple.tm_year,timeTuple.tm_yday) | |
447 | fullpath = os.path.join(path, subfolder) |
|
449 | fullpath = os.path.join(path, subfolder) | |
448 |
|
450 | |||
449 | if os.path.exists(fullpath): |
|
451 | if os.path.exists(fullpath): | |
450 | filesList = os.listdir(fullpath) |
|
452 | filesList = os.listdir(fullpath) | |
451 | filesList = [k for k in filesList if k.startswith(self.optchar)] |
|
453 | filesList = [k for k in filesList if k.startswith(self.optchar)] | |
452 | if len( filesList ) > 0: |
|
454 | if len( filesList ) > 0: | |
453 | filesList = sorted(filesList, key=str.lower) |
|
455 | filesList = sorted(filesList, key=str.lower) | |
454 | filen = filesList[-1] |
|
456 | filen = filesList[-1] | |
455 | # el filename debera tener el siguiente formato |
|
457 | # el filename debera tener el siguiente formato | |
456 | # 0 1234 567 89A BCDE (hex) |
|
458 | # 0 1234 567 89A BCDE (hex) | |
457 | # x YYYY DDD SSS .ext |
|
459 | # x YYYY DDD SSS .ext | |
458 | if isNumber(filen[8:11]): |
|
460 | if isNumber(filen[8:11]): | |
459 | setFile = int(filen[8:11]) #inicializo mi contador de seteo al seteo del ultimo file |
|
461 | setFile = int(filen[8:11]) #inicializo mi contador de seteo al seteo del ultimo file | |
460 | else: |
|
462 | else: | |
461 | setFile = -1 |
|
463 | setFile = -1 | |
462 | else: |
|
464 | else: | |
463 | setFile = -1 #inicializo mi contador de seteo |
|
465 | setFile = -1 #inicializo mi contador de seteo | |
464 | else: |
|
466 | else: | |
465 | os.makedirs(fullpath) |
|
467 | os.makedirs(fullpath) | |
466 | setFile = -1 #inicializo mi contador de seteo |
|
468 | setFile = -1 #inicializo mi contador de seteo | |
467 |
|
469 | |||
468 | if self.setType is None: |
|
470 | if self.setType is None: | |
469 | setFile += 1 |
|
471 | setFile += 1 | |
470 | file = '%s%4.4d%3.3d%03d%s' % (self.optchar, |
|
472 | file = '%s%4.4d%3.3d%03d%s' % (self.optchar, | |
471 | timeTuple.tm_year, |
|
473 | timeTuple.tm_year, | |
472 | timeTuple.tm_yday, |
|
474 | timeTuple.tm_yday, | |
473 | setFile, |
|
475 | setFile, | |
474 | ext ) |
|
476 | ext ) | |
475 | else: |
|
477 | else: | |
476 | setFile = timeTuple.tm_hour*60+timeTuple.tm_min |
|
478 | setFile = timeTuple.tm_hour*60+timeTuple.tm_min | |
477 | file = '%s%4.4d%3.3d%04d%s' % (self.optchar, |
|
479 | file = '%s%4.4d%3.3d%04d%s' % (self.optchar, | |
478 | timeTuple.tm_year, |
|
480 | timeTuple.tm_year, | |
479 | timeTuple.tm_yday, |
|
481 | timeTuple.tm_yday, | |
480 | setFile, |
|
482 | setFile, | |
481 | ext ) |
|
483 | ext ) | |
482 |
|
484 | |||
483 | self.filename = os.path.join( path, subfolder, file ) |
|
485 | self.filename = os.path.join( path, subfolder, file ) | |
484 |
|
486 | |||
485 | #Setting HDF5 File |
|
487 | #Setting HDF5 File | |
486 | self.fp = h5py.File(self.filename, 'w') |
|
488 | self.fp = h5py.File(self.filename, 'w') | |
487 | #write metadata |
|
489 | #write metadata | |
488 | self.writeMetadata(self.fp) |
|
490 | self.writeMetadata(self.fp) | |
489 | #Write data |
|
491 | #Write data | |
490 | self.writeData(self.fp) |
|
492 | self.writeData(self.fp) | |
491 |
|
493 | |||
492 | def getLabel(self, name, x=None): |
|
494 | def getLabel(self, name, x=None): | |
493 |
|
495 | |||
494 | if x is None: |
|
496 | if x is None: | |
495 | if 'Data' in self.description: |
|
497 | if 'Data' in self.description: | |
496 | data = self.description['Data'] |
|
498 | data = self.description['Data'] | |
497 | if 'Metadata' in self.description: |
|
499 | if 'Metadata' in self.description: | |
498 | data.update(self.description['Metadata']) |
|
500 | data.update(self.description['Metadata']) | |
499 | else: |
|
501 | else: | |
500 | data = self.description |
|
502 | data = self.description | |
501 | if name in data: |
|
503 | if name in data: | |
502 | if isinstance(data[name], str): |
|
504 | if isinstance(data[name], str): | |
503 | return data[name] |
|
505 | return data[name] | |
504 | elif isinstance(data[name], list): |
|
506 | elif isinstance(data[name], list): | |
505 | return None |
|
507 | return None | |
506 | elif isinstance(data[name], dict): |
|
508 | elif isinstance(data[name], dict): | |
507 | for key, value in data[name].items(): |
|
509 | for key, value in data[name].items(): | |
508 | return key |
|
510 | return key | |
509 | return name |
|
511 | return name | |
510 | else: |
|
512 | else: | |
511 | if 'Metadata' in self.description: |
|
513 | if 'Metadata' in self.description: | |
512 | meta = self.description['Metadata'] |
|
514 | meta = self.description['Metadata'] | |
513 | else: |
|
515 | else: | |
514 | meta = self.description |
|
516 | meta = self.description | |
515 | if name in meta: |
|
517 | if name in meta: | |
516 | if isinstance(meta[name], list): |
|
518 | if isinstance(meta[name], list): | |
517 | return meta[name][x] |
|
519 | return meta[name][x] | |
518 | elif isinstance(meta[name], dict): |
|
520 | elif isinstance(meta[name], dict): | |
519 | for key, value in meta[name].items(): |
|
521 | for key, value in meta[name].items(): | |
520 | return value[x] |
|
522 | return value[x] | |
521 | if 'cspc' in name: |
|
523 | if 'cspc' in name: | |
522 | return 'pair{:02d}'.format(x) |
|
524 | return 'pair{:02d}'.format(x) | |
523 | else: |
|
525 | else: | |
524 | return 'channel{:02d}'.format(x) |
|
526 | return 'channel{:02d}'.format(x) | |
525 |
|
527 | |||
526 | def writeMetadata(self, fp): |
|
528 | def writeMetadata(self, fp): | |
527 |
|
529 | |||
528 | if self.description: |
|
530 | if self.description: | |
529 | if 'Metadata' in self.description: |
|
531 | if 'Metadata' in self.description: | |
530 | grp = fp.create_group('Metadata') |
|
532 | grp = fp.create_group('Metadata') | |
531 | else: |
|
533 | else: | |
532 | grp = fp |
|
534 | grp = fp | |
533 | else: |
|
535 | else: | |
534 | grp = fp.create_group('Metadata') |
|
536 | grp = fp.create_group('Metadata') | |
535 |
|
537 | |||
536 | for i in range(len(self.metadataList)): |
|
538 | for i in range(len(self.metadataList)): | |
537 | if not hasattr(self.dataOut, self.metadataList[i]): |
|
539 | if not hasattr(self.dataOut, self.metadataList[i]): | |
538 | log.warning('Metadata: `{}` not found'.format(self.metadataList[i]), self.name) |
|
540 | log.warning('Metadata: `{}` not found'.format(self.metadataList[i]), self.name) | |
539 | continue |
|
541 | continue | |
540 | value = getattr(self.dataOut, self.metadataList[i]) |
|
542 | value = getattr(self.dataOut, self.metadataList[i]) | |
541 | if isinstance(value, bool): |
|
543 | if isinstance(value, bool): | |
542 | if value is True: |
|
544 | if value is True: | |
543 | value = 1 |
|
545 | value = 1 | |
544 | else: |
|
546 | else: | |
545 | value = 0 |
|
547 | value = 0 | |
546 | grp.create_dataset(self.getLabel(self.metadataList[i]), data=value) |
|
548 | grp.create_dataset(self.getLabel(self.metadataList[i]), data=value) | |
547 | return |
|
549 | return | |
548 |
|
550 | |||
549 | def writeData(self, fp): |
|
551 | def writeData(self, fp): | |
550 |
|
552 | |||
551 | if self.description: |
|
553 | if self.description: | |
552 | if 'Data' in self.description: |
|
554 | if 'Data' in self.description: | |
553 | grp = fp.create_group('Data') |
|
555 | grp = fp.create_group('Data') | |
554 | else: |
|
556 | else: | |
555 | grp = fp |
|
557 | grp = fp | |
556 | else: |
|
558 | else: | |
557 | grp = fp.create_group('Data') |
|
559 | grp = fp.create_group('Data') | |
558 |
|
560 | |||
559 | dtsets = [] |
|
561 | dtsets = [] | |
560 | data = [] |
|
562 | data = [] | |
561 |
|
563 | |||
562 | for dsInfo in self.dsList: |
|
564 | for dsInfo in self.dsList: | |
563 | if dsInfo['nDim'] == 0: |
|
565 | if dsInfo['nDim'] == 0: | |
564 | ds = grp.create_dataset( |
|
566 | ds = grp.create_dataset( | |
565 | self.getLabel(dsInfo['variable']), |
|
567 | self.getLabel(dsInfo['variable']), | |
566 | (self.blocksPerFile, ), |
|
568 | (self.blocksPerFile, ), | |
567 | chunks=True, |
|
569 | chunks=True, | |
568 | dtype=numpy.float64) |
|
570 | dtype=numpy.float64) | |
569 | dtsets.append(ds) |
|
571 | dtsets.append(ds) | |
570 | data.append((dsInfo['variable'], -1)) |
|
572 | data.append((dsInfo['variable'], -1)) | |
571 | else: |
|
573 | else: | |
572 | label = self.getLabel(dsInfo['variable']) |
|
574 | label = self.getLabel(dsInfo['variable']) | |
573 | if label is not None: |
|
575 | if label is not None: | |
574 | sgrp = grp.create_group(label) |
|
576 | sgrp = grp.create_group(label) | |
575 | else: |
|
577 | else: | |
576 | sgrp = grp |
|
578 | sgrp = grp | |
577 | for i in range(dsInfo['dsNumber']): |
|
579 | for i in range(dsInfo['dsNumber']): | |
578 | ds = sgrp.create_dataset( |
|
580 | ds = sgrp.create_dataset( | |
579 | self.getLabel(dsInfo['variable'], i), |
|
581 | self.getLabel(dsInfo['variable'], i), | |
580 | (self.blocksPerFile, ) + dsInfo['shape'][1:], |
|
582 | (self.blocksPerFile, ) + dsInfo['shape'][1:], | |
581 | chunks=True, |
|
583 | chunks=True, | |
582 | dtype=dsInfo['dtype']) |
|
584 | dtype=dsInfo['dtype']) | |
583 | dtsets.append(ds) |
|
585 | dtsets.append(ds) | |
584 | data.append((dsInfo['variable'], i)) |
|
586 | data.append((dsInfo['variable'], i)) | |
585 | fp.flush() |
|
587 | fp.flush() | |
586 |
|
588 | |||
587 | log.log('Creating file: {}'.format(fp.filename), self.name) |
|
589 | log.log('Creating file: {}'.format(fp.filename), self.name) | |
588 |
|
590 | |||
589 | self.ds = dtsets |
|
591 | self.ds = dtsets | |
590 | self.data = data |
|
592 | self.data = data | |
591 | self.firsttime = True |
|
593 | self.firsttime = True | |
592 | self.blockIndex = 0 |
|
594 | self.blockIndex = 0 | |
593 | return |
|
595 | return | |
594 |
|
596 | |||
595 | def putData(self): |
|
597 | def putData(self): | |
596 |
|
598 | |||
597 | if (self.blockIndex == self.blocksPerFile) or self.timeFlag(): |
|
599 | if (self.blockIndex == self.blocksPerFile) or self.timeFlag(): | |
598 | self.closeFile() |
|
600 | self.closeFile() | |
599 | self.setNextFile() |
|
601 | self.setNextFile() | |
600 |
|
602 | |||
601 | for i, ds in enumerate(self.ds): |
|
603 | for i, ds in enumerate(self.ds): | |
602 | attr, ch = self.data[i] |
|
604 | attr, ch = self.data[i] | |
603 | if ch == -1: |
|
605 | if ch == -1: | |
604 | ds[self.blockIndex] = getattr(self.dataOut, attr) |
|
606 | ds[self.blockIndex] = getattr(self.dataOut, attr) | |
605 | else: |
|
607 | else: | |
606 | ds[self.blockIndex] = getattr(self.dataOut, attr)[ch] |
|
608 | ds[self.blockIndex] = getattr(self.dataOut, attr)[ch] | |
607 |
|
609 | |||
608 | self.fp.flush() |
|
610 | self.fp.flush() | |
609 | self.blockIndex += 1 |
|
611 | self.blockIndex += 1 | |
610 | log.log('Block No. {}/{}'.format(self.blockIndex, self.blocksPerFile), self.name) |
|
612 | log.log('Block No. {}/{}'.format(self.blockIndex, self.blocksPerFile), self.name) | |
611 |
|
613 | |||
612 | return |
|
614 | return | |
613 |
|
615 | |||
614 | def closeFile(self): |
|
616 | def closeFile(self): | |
615 |
|
617 | |||
616 | if self.blockIndex != self.blocksPerFile: |
|
618 | if self.blockIndex != self.blocksPerFile: | |
617 | for ds in self.ds: |
|
619 | for ds in self.ds: | |
618 | ds.resize(self.blockIndex, axis=0) |
|
620 | ds.resize(self.blockIndex, axis=0) | |
619 |
|
621 | |||
620 | if self.fp: |
|
622 | if self.fp: | |
621 | self.fp.flush() |
|
623 | self.fp.flush() | |
622 | self.fp.close() |
|
624 | self.fp.close() | |
623 |
|
625 | |||
624 | def close(self): |
|
626 | def close(self): | |
625 |
|
627 | |||
626 | self.closeFile() |
|
628 | self.closeFile() |
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