@@ -1,640 +1,639 | |||||
1 | import os |
|
1 | import os | |
2 | import time |
|
2 | import time | |
3 | import datetime |
|
3 | import datetime | |
4 |
|
4 | |||
5 | import numpy |
|
5 | import numpy | |
6 | import h5py |
|
6 | import h5py | |
7 |
|
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 |
|
13 | |||
14 |
|
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 |
|
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 | Attention: Be carefull, add attribute utcoffset, in the last part of reader in order to work in Local Time without time problems. |
|
41 | Attention: Be carefull, add attribute utcoffset, in the last part of reader in order to work in Local Time without time problems. | |
42 |
|
42 | |||
43 | ----------- |
|
43 | ----------- | |
44 | utcoffset='-18000' |
|
44 | utcoffset='-18000' | |
45 |
|
45 | |||
46 |
|
46 | |||
47 | Examples |
|
47 | Examples | |
48 | -------- |
|
48 | -------- | |
49 |
|
49 | |||
50 | desc = { |
|
50 | desc = { | |
51 | 'Data': { |
|
51 | 'Data': { | |
52 | 'data_output': ['u', 'v', 'w'], |
|
52 | 'data_output': ['u', 'v', 'w'], | |
53 | 'utctime': 'timestamps', |
|
53 | 'utctime': 'timestamps', | |
54 | } , |
|
54 | } , | |
55 | 'Metadata': { |
|
55 | 'Metadata': { | |
56 | 'heightList': 'heights' |
|
56 | 'heightList': 'heights' | |
57 | } |
|
57 | } | |
58 | } |
|
58 | } | |
59 |
|
59 | |||
60 | desc = { |
|
60 | desc = { | |
61 | 'Data': { |
|
61 | 'Data': { | |
62 | 'data_output': 'winds', |
|
62 | 'data_output': 'winds', | |
63 | 'utctime': 'timestamps' |
|
63 | 'utctime': 'timestamps' | |
64 | }, |
|
64 | }, | |
65 | 'Metadata': { |
|
65 | 'Metadata': { | |
66 | 'heightList': 'heights' |
|
66 | 'heightList': 'heights' | |
67 | } |
|
67 | } | |
68 | } |
|
68 | } | |
69 |
|
69 | |||
70 | extras = { |
|
70 | extras = { | |
71 | 'timeZone': 300 |
|
71 | 'timeZone': 300 | |
72 | } |
|
72 | } | |
73 |
|
73 | |||
74 |
|
74 | |||
75 | reader = project.addReadUnit( |
|
75 | reader = project.addReadUnit( | |
76 | name='HDFReader', |
|
76 | name='HDFReader', | |
77 | path='/path/to/files', |
|
77 | path='/path/to/files', | |
78 | startDate='2019/01/01', |
|
78 | startDate='2019/01/01', | |
79 | endDate='2019/01/31', |
|
79 | endDate='2019/01/31', | |
80 | startTime='00:00:00', |
|
80 | startTime='00:00:00', | |
81 | endTime='23:59:59', |
|
81 | endTime='23:59:59', | |
82 | utcoffset='-18000' |
|
82 | utcoffset='-18000' | |
83 | # description=json.dumps(desc), |
|
83 | # description=json.dumps(desc), | |
84 | # extras=json.dumps(extras), |
|
84 | # extras=json.dumps(extras), | |
85 | ) |
|
85 | ) | |
86 |
|
86 | |||
87 | """ |
|
87 | """ | |
88 |
|
88 | |||
89 | __attrs__ = ['path', 'startDate', 'endDate', 'startTime', 'endTime', 'description', 'extras'] |
|
89 | __attrs__ = ['path', 'startDate', 'endDate', 'startTime', 'endTime', 'description', 'extras'] | |
90 |
|
90 | |||
91 | def __init__(self): |
|
91 | def __init__(self): | |
92 | ProcessingUnit.__init__(self) |
|
92 | ProcessingUnit.__init__(self) | |
93 | self.dataOut = Parameters() |
|
93 | self.dataOut = Parameters() | |
94 | self.ext = ".hdf5" |
|
94 | self.ext = ".hdf5" | |
95 | self.optchar = "D" |
|
95 | self.optchar = "D" | |
96 | self.meta = {} |
|
96 | self.meta = {} | |
97 | self.data = {} |
|
97 | self.data = {} | |
98 | self.open_file = h5py.File |
|
98 | self.open_file = h5py.File | |
99 | self.open_mode = 'r' |
|
99 | self.open_mode = 'r' | |
100 | self.description = {} |
|
100 | self.description = {} | |
101 | self.extras = {} |
|
101 | self.extras = {} | |
102 | self.filefmt = "*%Y%j***" |
|
102 | self.filefmt = "*%Y%j***" | |
103 | self.folderfmt = "*%Y%j" |
|
103 | self.folderfmt = "*%Y%j" | |
104 | self.utcoffset = 0 |
|
104 | self.utcoffset = 0 | |
105 |
|
105 | |||
106 | def setup(self, **kwargs): |
|
106 | def setup(self, **kwargs): | |
107 | self.set_kwargs(**kwargs) |
|
107 | self.set_kwargs(**kwargs) | |
108 | if not self.ext.startswith('.'): |
|
108 | if not self.ext.startswith('.'): | |
109 | self.ext = '.{}'.format(self.ext) |
|
109 | self.ext = '.{}'.format(self.ext) | |
110 |
|
110 | |||
111 | if self.online: |
|
111 | if self.online: | |
112 | log.log("Searching files in online mode...", self.name) |
|
112 | log.log("Searching files in online mode...", self.name) | |
113 |
|
113 | |||
114 | for nTries in range(self.nTries): |
|
114 | for nTries in range(self.nTries): | |
115 | fullpath = self.searchFilesOnLine(self.path, self.startDate, |
|
115 | fullpath = self.searchFilesOnLine(self.path, self.startDate, | |
116 | self.endDate, self.expLabel, self.ext, self.walk, |
|
116 | self.endDate, self.expLabel, self.ext, self.walk, | |
117 | self.filefmt, self.folderfmt) |
|
117 | self.filefmt, self.folderfmt) | |
118 | try: |
|
118 | try: | |
119 | fullpath = next(fullpath) |
|
119 | fullpath = next(fullpath) | |
120 | except: |
|
120 | except: | |
121 | fullpath = None |
|
121 | fullpath = None | |
122 |
|
122 | |||
123 | if fullpath: |
|
123 | if fullpath: | |
124 | break |
|
124 | break | |
125 |
|
125 | |||
126 | log.warning( |
|
126 | log.warning( | |
127 | 'Waiting {} sec for a valid file in {}: try {} ...'.format( |
|
127 | 'Waiting {} sec for a valid file in {}: try {} ...'.format( | |
128 | self.delay, self.path, nTries + 1), |
|
128 | self.delay, self.path, nTries + 1), | |
129 | self.name) |
|
129 | self.name) | |
130 | time.sleep(self.delay) |
|
130 | time.sleep(self.delay) | |
131 |
|
131 | |||
132 | if not(fullpath): |
|
132 | if not(fullpath): | |
133 | raise schainpy.admin.SchainError( |
|
133 | raise schainpy.admin.SchainError( | |
134 | 'There isn\'t any valid file in {}'.format(self.path)) |
|
134 | 'There isn\'t any valid file in {}'.format(self.path)) | |
135 |
|
135 | |||
136 | pathname, filename = os.path.split(fullpath) |
|
136 | pathname, filename = os.path.split(fullpath) | |
137 | self.year = int(filename[1:5]) |
|
137 | self.year = int(filename[1:5]) | |
138 | self.doy = int(filename[5:8]) |
|
138 | self.doy = int(filename[5:8]) | |
139 | self.set = int(filename[8:11]) - 1 |
|
139 | self.set = int(filename[8:11]) - 1 | |
140 | else: |
|
140 | else: | |
141 | log.log("Searching files in {}".format(self.path), self.name) |
|
141 | log.log("Searching files in {}".format(self.path), self.name) | |
142 | self.filenameList = self.searchFilesOffLine(self.path, self.startDate, |
|
142 | self.filenameList = self.searchFilesOffLine(self.path, self.startDate, | |
143 | self.endDate, self.expLabel, self.ext, self.walk, self.filefmt, self.folderfmt) |
|
143 | self.endDate, self.expLabel, self.ext, self.walk, self.filefmt, self.folderfmt) | |
144 |
|
144 | |||
145 | self.setNextFile() |
|
145 | self.setNextFile() | |
146 |
|
146 | |||
147 | return |
|
147 | return | |
148 |
|
148 | |||
149 | def readFirstHeader(self): |
|
149 | def readFirstHeader(self): | |
150 | '''Read metadata and data''' |
|
150 | '''Read metadata and data''' | |
151 |
|
151 | |||
152 | self.__readMetadata() |
|
152 | self.__readMetadata() | |
153 | self.__readData() |
|
153 | self.__readData() | |
154 | self.__setBlockList() |
|
154 | self.__setBlockList() | |
155 |
|
155 | |||
156 | if 'type' in self.meta: |
|
156 | if 'type' in self.meta: | |
157 | self.dataOut = eval(self.meta['type'])() |
|
157 | self.dataOut = eval(self.meta['type'])() | |
158 |
|
158 | |||
159 | for attr in self.meta: |
|
159 | for attr in self.meta: | |
160 | setattr(self.dataOut, attr, self.meta[attr]) |
|
160 | setattr(self.dataOut, attr, self.meta[attr]) | |
161 |
|
161 | |||
162 | self.blockIndex = 0 |
|
162 | self.blockIndex = 0 | |
163 |
|
163 | |||
164 | return |
|
164 | return | |
165 |
|
165 | |||
166 | def __setBlockList(self): |
|
166 | def __setBlockList(self): | |
167 | ''' |
|
167 | ''' | |
168 | Selects the data within the times defined |
|
168 | Selects the data within the times defined | |
169 |
|
169 | |||
170 | self.fp |
|
170 | self.fp | |
171 | self.startTime |
|
171 | self.startTime | |
172 | self.endTime |
|
172 | self.endTime | |
173 | self.blockList |
|
173 | self.blockList | |
174 | self.blocksPerFile |
|
174 | self.blocksPerFile | |
175 |
|
175 | |||
176 | ''' |
|
176 | ''' | |
177 |
|
177 | |||
178 | startTime = self.startTime |
|
178 | startTime = self.startTime | |
179 | endTime = self.endTime |
|
179 | endTime = self.endTime | |
180 | thisUtcTime = self.data['utctime'] + self.utcoffset |
|
180 | thisUtcTime = self.data['utctime'] + self.utcoffset | |
181 |
|
181 | |||
182 | self.interval = numpy.min(thisUtcTime[1:] - thisUtcTime[:-1]) |
|
182 | self.interval = numpy.min(thisUtcTime[1:] - thisUtcTime[:-1]) | |
183 | thisDatetime = datetime.datetime.utcfromtimestamp(thisUtcTime[0]) |
|
183 | thisDatetime = datetime.datetime.utcfromtimestamp(thisUtcTime[0]) | |
184 |
|
184 | |||
185 | thisDate = thisDatetime.date() |
|
185 | thisDate = thisDatetime.date() | |
186 | thisTime = thisDatetime.time() |
|
186 | thisTime = thisDatetime.time() | |
187 | startUtcTime = (datetime.datetime.combine(thisDate, startTime) - datetime.datetime(1970, 1, 1)).total_seconds() |
|
187 | startUtcTime = (datetime.datetime.combine(thisDate, startTime) - datetime.datetime(1970, 1, 1)).total_seconds() | |
188 | endUtcTime = (datetime.datetime.combine(thisDate, endTime) - datetime.datetime(1970, 1, 1)).total_seconds() |
|
188 | endUtcTime = (datetime.datetime.combine(thisDate, endTime) - datetime.datetime(1970, 1, 1)).total_seconds() | |
189 | ind = numpy.where(numpy.logical_and(thisUtcTime >= startUtcTime, thisUtcTime < endUtcTime))[0] |
|
189 | ind = numpy.where(numpy.logical_and(thisUtcTime >= startUtcTime, thisUtcTime < endUtcTime))[0] | |
190 |
|
190 | |||
191 | self.blockList = ind |
|
191 | self.blockList = ind | |
192 | self.blocksPerFile = len(ind) |
|
192 | self.blocksPerFile = len(ind) | |
193 |
|
193 | |||
194 | if len(ind)==0: |
|
194 | if len(ind)==0: | |
195 | print("[Reading] Block No. %d/%d -> %s [Skipping]" % (self.blockIndex, |
|
195 | print("[Reading] Block No. %d/%d -> %s [Skipping]" % (self.blockIndex, | |
196 | self.blocksPerFile, |
|
196 | self.blocksPerFile, | |
197 | thisDatetime)) |
|
197 | thisDatetime)) | |
198 | self.setNextFile() |
|
198 | self.setNextFile() | |
199 | #self.readFirstHeader() |
|
|||
200 |
|
199 | |||
201 | return |
|
200 | return | |
202 |
|
201 | |||
203 | def __readMetadata(self): |
|
202 | def __readMetadata(self): | |
204 | ''' |
|
203 | ''' | |
205 | Reads Metadata |
|
204 | Reads Metadata | |
206 | ''' |
|
205 | ''' | |
207 |
|
206 | |||
208 | meta = {} |
|
207 | meta = {} | |
209 |
|
208 | |||
210 | if self.description: |
|
209 | if self.description: | |
211 | for key, value in self.description['Metadata'].items(): |
|
210 | for key, value in self.description['Metadata'].items(): | |
212 | meta[key] = self.fp[value][()] |
|
211 | meta[key] = self.fp[value][()] | |
213 | else: |
|
212 | else: | |
214 | grp = self.fp['Metadata'] |
|
213 | grp = self.fp['Metadata'] | |
215 | for name in grp: |
|
214 | for name in grp: | |
216 | meta[name] = grp[name][()] |
|
215 | meta[name] = grp[name][()] | |
217 |
|
216 | |||
218 | if self.extras: |
|
217 | if self.extras: | |
219 | for key, value in self.extras.items(): |
|
218 | for key, value in self.extras.items(): | |
220 | meta[key] = value |
|
219 | meta[key] = value | |
221 | self.meta = meta |
|
220 | self.meta = meta | |
222 |
|
221 | |||
223 | return |
|
222 | return | |
224 |
|
223 | |||
225 | def __readData(self): |
|
224 | def __readData(self): | |
226 |
|
225 | |||
227 | data = {} |
|
226 | data = {} | |
228 |
|
227 | |||
229 | if self.description: |
|
228 | if self.description: | |
230 | for key, value in self.description['Data'].items(): |
|
229 | for key, value in self.description['Data'].items(): | |
231 | if isinstance(value, str): |
|
230 | if isinstance(value, str): | |
232 | if isinstance(self.fp[value], h5py.Dataset): |
|
231 | if isinstance(self.fp[value], h5py.Dataset): | |
233 | data[key] = self.fp[value][()] |
|
232 | data[key] = self.fp[value][()] | |
234 | elif isinstance(self.fp[value], h5py.Group): |
|
233 | elif isinstance(self.fp[value], h5py.Group): | |
235 | array = [] |
|
234 | array = [] | |
236 | for ch in self.fp[value]: |
|
235 | for ch in self.fp[value]: | |
237 | array.append(self.fp[value][ch][()]) |
|
236 | array.append(self.fp[value][ch][()]) | |
238 | data[key] = numpy.array(array) |
|
237 | data[key] = numpy.array(array) | |
239 | elif isinstance(value, list): |
|
238 | elif isinstance(value, list): | |
240 | array = [] |
|
239 | array = [] | |
241 | for ch in value: |
|
240 | for ch in value: | |
242 | array.append(self.fp[ch][()]) |
|
241 | array.append(self.fp[ch][()]) | |
243 | data[key] = numpy.array(array) |
|
242 | data[key] = numpy.array(array) | |
244 | else: |
|
243 | else: | |
245 | grp = self.fp['Data'] |
|
244 | grp = self.fp['Data'] | |
246 | for name in grp: |
|
245 | for name in grp: | |
247 | if isinstance(grp[name], h5py.Dataset): |
|
246 | if isinstance(grp[name], h5py.Dataset): | |
248 | array = grp[name][()] |
|
247 | array = grp[name][()] | |
249 | elif isinstance(grp[name], h5py.Group): |
|
248 | elif isinstance(grp[name], h5py.Group): | |
250 | array = [] |
|
249 | array = [] | |
251 | for ch in grp[name]: |
|
250 | for ch in grp[name]: | |
252 | array.append(grp[name][ch][()]) |
|
251 | array.append(grp[name][ch][()]) | |
253 | array = numpy.array(array) |
|
252 | array = numpy.array(array) | |
254 | else: |
|
253 | else: | |
255 | log.warning('Unknown type: {}'.format(name)) |
|
254 | log.warning('Unknown type: {}'.format(name)) | |
256 |
|
255 | |||
257 | if name in self.description: |
|
256 | if name in self.description: | |
258 | key = self.description[name] |
|
257 | key = self.description[name] | |
259 | else: |
|
258 | else: | |
260 | key = name |
|
259 | key = name | |
261 | data[key] = array |
|
260 | data[key] = array | |
262 |
|
261 | |||
263 | self.data = data |
|
262 | self.data = data | |
264 | return |
|
263 | return | |
265 |
|
264 | |||
266 | def getData(self): |
|
265 | def getData(self): | |
267 |
|
266 | |||
268 | for attr in self.data: |
|
267 | for attr in self.data: | |
269 | if self.data[attr].ndim == 1: |
|
268 | if self.data[attr].ndim == 1: | |
270 | setattr(self.dataOut, attr, self.data[attr][self.blockIndex]) |
|
269 | setattr(self.dataOut, attr, self.data[attr][self.blockIndex]) | |
271 | else: |
|
270 | else: | |
272 | setattr(self.dataOut, attr, self.data[attr][:, self.blockIndex]) |
|
271 | setattr(self.dataOut, attr, self.data[attr][:, self.blockIndex]) | |
273 |
|
272 | |||
274 | self.dataOut.flagNoData = False |
|
273 | self.dataOut.flagNoData = False | |
275 | self.blockIndex += 1 |
|
274 | self.blockIndex += 1 | |
276 |
|
275 | |||
277 | log.log("Block No. {}/{} -> {}".format( |
|
276 | log.log("Block No. {}/{} -> {}".format( | |
278 | self.blockIndex, |
|
277 | self.blockIndex, | |
279 | self.blocksPerFile, |
|
278 | self.blocksPerFile, | |
280 | self.dataOut.datatime.ctime()), self.name) |
|
279 | self.dataOut.datatime.ctime()), self.name) | |
281 |
|
280 | |||
282 | return |
|
281 | return | |
283 |
|
282 | |||
284 | def run(self, **kwargs): |
|
283 | def run(self, **kwargs): | |
285 |
|
284 | |||
286 | if not(self.isConfig): |
|
285 | if not(self.isConfig): | |
287 | self.setup(**kwargs) |
|
286 | self.setup(**kwargs) | |
288 | self.isConfig = True |
|
287 | self.isConfig = True | |
289 |
|
288 | |||
290 | if self.blockIndex == self.blocksPerFile: |
|
289 | if self.blockIndex == self.blocksPerFile: | |
291 | self.setNextFile() |
|
290 | self.setNextFile() | |
292 |
|
291 | |||
293 | self.getData() |
|
292 | self.getData() | |
294 |
|
293 | |||
295 | return |
|
294 | return | |
296 |
|
295 | |||
297 | @MPDecorator |
|
296 | @MPDecorator | |
298 | class HDFWriter(Operation): |
|
297 | class HDFWriter(Operation): | |
299 | """Operation to write HDF5 files. |
|
298 | """Operation to write HDF5 files. | |
300 |
|
299 | |||
301 | The HDF5 file contains by default two groups Data and Metadata where |
|
300 | The HDF5 file contains by default two groups Data and Metadata where | |
302 | you can save any `dataOut` attribute specified by `dataList` and `metadataList` |
|
301 | you can save any `dataOut` attribute specified by `dataList` and `metadataList` | |
303 | parameters, data attributes are normaly time dependent where the metadata |
|
302 | parameters, data attributes are normaly time dependent where the metadata | |
304 | are not. |
|
303 | are not. | |
305 | It is possible to customize the structure of the HDF5 file with the |
|
304 | It is possible to customize the structure of the HDF5 file with the | |
306 | optional description parameter see the examples. |
|
305 | optional description parameter see the examples. | |
307 |
|
306 | |||
308 | Parameters: |
|
307 | Parameters: | |
309 | ----------- |
|
308 | ----------- | |
310 | path : str |
|
309 | path : str | |
311 | Path where files will be saved. |
|
310 | Path where files will be saved. | |
312 | blocksPerFile : int |
|
311 | blocksPerFile : int | |
313 | Number of blocks per file |
|
312 | Number of blocks per file | |
314 | metadataList : list |
|
313 | metadataList : list | |
315 | List of the dataOut attributes that will be saved as metadata |
|
314 | List of the dataOut attributes that will be saved as metadata | |
316 | dataList : int |
|
315 | dataList : int | |
317 | List of the dataOut attributes that will be saved as data |
|
316 | List of the dataOut attributes that will be saved as data | |
318 | setType : bool |
|
317 | setType : bool | |
319 | If True the name of the files corresponds to the timestamp of the data |
|
318 | If True the name of the files corresponds to the timestamp of the data | |
320 | description : dict, optional |
|
319 | description : dict, optional | |
321 | Dictionary with the desired description of the HDF5 file |
|
320 | Dictionary with the desired description of the HDF5 file | |
322 |
|
321 | |||
323 | Examples |
|
322 | Examples | |
324 | -------- |
|
323 | -------- | |
325 |
|
324 | |||
326 | desc = { |
|
325 | desc = { | |
327 | 'data_output': {'winds': ['z', 'w', 'v']}, |
|
326 | 'data_output': {'winds': ['z', 'w', 'v']}, | |
328 | 'utctime': 'timestamps', |
|
327 | 'utctime': 'timestamps', | |
329 | 'heightList': 'heights' |
|
328 | 'heightList': 'heights' | |
330 | } |
|
329 | } | |
331 | desc = { |
|
330 | desc = { | |
332 | 'data_output': ['z', 'w', 'v'], |
|
331 | 'data_output': ['z', 'w', 'v'], | |
333 | 'utctime': 'timestamps', |
|
332 | 'utctime': 'timestamps', | |
334 | 'heightList': 'heights' |
|
333 | 'heightList': 'heights' | |
335 | } |
|
334 | } | |
336 | desc = { |
|
335 | desc = { | |
337 | 'Data': { |
|
336 | 'Data': { | |
338 | 'data_output': 'winds', |
|
337 | 'data_output': 'winds', | |
339 | 'utctime': 'timestamps' |
|
338 | 'utctime': 'timestamps' | |
340 | }, |
|
339 | }, | |
341 | 'Metadata': { |
|
340 | 'Metadata': { | |
342 | 'heightList': 'heights' |
|
341 | 'heightList': 'heights' | |
343 | } |
|
342 | } | |
344 | } |
|
343 | } | |
345 |
|
344 | |||
346 | writer = proc_unit.addOperation(name='HDFWriter') |
|
345 | writer = proc_unit.addOperation(name='HDFWriter') | |
347 | writer.addParameter(name='path', value='/path/to/file') |
|
346 | writer.addParameter(name='path', value='/path/to/file') | |
348 | writer.addParameter(name='blocksPerFile', value='32') |
|
347 | writer.addParameter(name='blocksPerFile', value='32') | |
349 | writer.addParameter(name='metadataList', value='heightList,timeZone') |
|
348 | writer.addParameter(name='metadataList', value='heightList,timeZone') | |
350 | writer.addParameter(name='dataList',value='data_output,utctime') |
|
349 | writer.addParameter(name='dataList',value='data_output,utctime') | |
351 | # writer.addParameter(name='description',value=json.dumps(desc)) |
|
350 | # writer.addParameter(name='description',value=json.dumps(desc)) | |
352 |
|
351 | |||
353 | """ |
|
352 | """ | |
354 |
|
353 | |||
355 | ext = ".hdf5" |
|
354 | ext = ".hdf5" | |
356 | optchar = "D" |
|
355 | optchar = "D" | |
357 | filename = None |
|
356 | filename = None | |
358 | path = None |
|
357 | path = None | |
359 | setFile = None |
|
358 | setFile = None | |
360 | fp = None |
|
359 | fp = None | |
361 | firsttime = True |
|
360 | firsttime = True | |
362 | #Configurations |
|
361 | #Configurations | |
363 | blocksPerFile = None |
|
362 | blocksPerFile = None | |
364 | blockIndex = None |
|
363 | blockIndex = None | |
365 | dataOut = None |
|
364 | dataOut = None | |
366 | #Data Arrays |
|
365 | #Data Arrays | |
367 | dataList = None |
|
366 | dataList = None | |
368 | metadataList = None |
|
367 | metadataList = None | |
369 | currentDay = None |
|
368 | currentDay = None | |
370 | lastTime = None |
|
369 | lastTime = None | |
371 |
|
370 | |||
372 | def __init__(self): |
|
371 | def __init__(self): | |
373 |
|
372 | |||
374 | Operation.__init__(self) |
|
373 | Operation.__init__(self) | |
375 | return |
|
374 | return | |
376 |
|
375 | |||
377 | def setup(self, path=None, blocksPerFile=10, metadataList=None, dataList=None, setType=None, description=None): |
|
376 | def setup(self, path=None, blocksPerFile=10, metadataList=None, dataList=None, setType=None, description=None): | |
378 | self.path = path |
|
377 | self.path = path | |
379 | self.blocksPerFile = blocksPerFile |
|
378 | self.blocksPerFile = blocksPerFile | |
380 | self.metadataList = metadataList |
|
379 | self.metadataList = metadataList | |
381 | self.dataList = [s.strip() for s in dataList] |
|
380 | self.dataList = [s.strip() for s in dataList] | |
382 | self.setType = setType |
|
381 | self.setType = setType | |
383 | self.description = description |
|
382 | self.description = description | |
384 |
|
383 | |||
385 | if self.metadataList is None: |
|
384 | if self.metadataList is None: | |
386 | self.metadataList = self.dataOut.metadata_list |
|
385 | self.metadataList = self.dataOut.metadata_list | |
387 |
|
386 | |||
388 | tableList = [] |
|
387 | tableList = [] | |
389 | dsList = [] |
|
388 | dsList = [] | |
390 |
|
389 | |||
391 | for i in range(len(self.dataList)): |
|
390 | for i in range(len(self.dataList)): | |
392 | dsDict = {} |
|
391 | dsDict = {} | |
393 | if hasattr(self.dataOut, self.dataList[i]): |
|
392 | if hasattr(self.dataOut, self.dataList[i]): | |
394 | dataAux = getattr(self.dataOut, self.dataList[i]) |
|
393 | dataAux = getattr(self.dataOut, self.dataList[i]) | |
395 | dsDict['variable'] = self.dataList[i] |
|
394 | dsDict['variable'] = self.dataList[i] | |
396 | else: |
|
395 | else: | |
397 | log.warning('Attribute {} not found in dataOut', self.name) |
|
396 | log.warning('Attribute {} not found in dataOut', self.name) | |
398 | continue |
|
397 | continue | |
399 |
|
398 | |||
400 | if dataAux is None: |
|
399 | if dataAux is None: | |
401 | continue |
|
400 | continue | |
402 | elif isinstance(dataAux, (int, float, numpy.integer, numpy.float)): |
|
401 | elif isinstance(dataAux, (int, float, numpy.integer, numpy.float)): | |
403 | dsDict['nDim'] = 0 |
|
402 | dsDict['nDim'] = 0 | |
404 | else: |
|
403 | else: | |
405 | dsDict['nDim'] = len(dataAux.shape) |
|
404 | dsDict['nDim'] = len(dataAux.shape) | |
406 | dsDict['shape'] = dataAux.shape |
|
405 | dsDict['shape'] = dataAux.shape | |
407 | dsDict['dsNumber'] = dataAux.shape[0] |
|
406 | dsDict['dsNumber'] = dataAux.shape[0] | |
408 | dsDict['dtype'] = dataAux.dtype |
|
407 | dsDict['dtype'] = dataAux.dtype | |
409 |
|
408 | |||
410 | dsList.append(dsDict) |
|
409 | dsList.append(dsDict) | |
411 |
|
410 | |||
412 | self.dsList = dsList |
|
411 | self.dsList = dsList | |
413 | self.currentDay = self.dataOut.datatime.date() |
|
412 | self.currentDay = self.dataOut.datatime.date() | |
414 |
|
413 | |||
415 | def timeFlag(self): |
|
414 | def timeFlag(self): | |
416 | currentTime = self.dataOut.utctime |
|
415 | currentTime = self.dataOut.utctime | |
417 | timeTuple = time.localtime(currentTime) |
|
416 | timeTuple = time.localtime(currentTime) | |
418 | dataDay = timeTuple.tm_yday |
|
417 | dataDay = timeTuple.tm_yday | |
419 |
|
418 | |||
420 | if self.lastTime is None: |
|
419 | if self.lastTime is None: | |
421 | self.lastTime = currentTime |
|
420 | self.lastTime = currentTime | |
422 | self.currentDay = dataDay |
|
421 | self.currentDay = dataDay | |
423 | return False |
|
422 | return False | |
424 |
|
423 | |||
425 | timeDiff = currentTime - self.lastTime |
|
424 | timeDiff = currentTime - self.lastTime | |
426 |
|
425 | |||
427 | #Si el dia es diferente o si la diferencia entre un dato y otro supera la hora |
|
426 | #Si el dia es diferente o si la diferencia entre un dato y otro supera la hora | |
428 | if dataDay != self.currentDay: |
|
427 | if dataDay != self.currentDay: | |
429 | self.currentDay = dataDay |
|
428 | self.currentDay = dataDay | |
430 | return True |
|
429 | return True | |
431 | elif timeDiff > 3*60*60: |
|
430 | elif timeDiff > 3*60*60: | |
432 | self.lastTime = currentTime |
|
431 | self.lastTime = currentTime | |
433 | return True |
|
432 | return True | |
434 | else: |
|
433 | else: | |
435 | self.lastTime = currentTime |
|
434 | self.lastTime = currentTime | |
436 | return False |
|
435 | return False | |
437 |
|
436 | |||
438 | def run(self, dataOut, path, blocksPerFile=10, metadataList=None, |
|
437 | def run(self, dataOut, path, blocksPerFile=10, metadataList=None, | |
439 | dataList=[], setType=None, description={}): |
|
438 | dataList=[], setType=None, description={}): | |
440 |
|
439 | |||
441 | self.dataOut = dataOut |
|
440 | self.dataOut = dataOut | |
442 | if not(self.isConfig): |
|
441 | if not(self.isConfig): | |
443 | self.setup(path=path, blocksPerFile=blocksPerFile, |
|
442 | self.setup(path=path, blocksPerFile=blocksPerFile, | |
444 | metadataList=metadataList, dataList=dataList, |
|
443 | metadataList=metadataList, dataList=dataList, | |
445 | setType=setType, description=description) |
|
444 | setType=setType, description=description) | |
446 |
|
445 | |||
447 | self.isConfig = True |
|
446 | self.isConfig = True | |
448 | self.setNextFile() |
|
447 | self.setNextFile() | |
449 |
|
448 | |||
450 | self.putData() |
|
449 | self.putData() | |
451 | return |
|
450 | return | |
452 |
|
451 | |||
453 | def setNextFile(self): |
|
452 | def setNextFile(self): | |
454 |
|
453 | |||
455 | ext = self.ext |
|
454 | ext = self.ext | |
456 | path = self.path |
|
455 | path = self.path | |
457 | setFile = self.setFile |
|
456 | setFile = self.setFile | |
458 |
|
457 | |||
459 | timeTuple = time.localtime(self.dataOut.utctime) |
|
458 | timeTuple = time.localtime(self.dataOut.utctime) | |
460 | subfolder = 'd%4.4d%3.3d' % (timeTuple.tm_year,timeTuple.tm_yday) |
|
459 | subfolder = 'd%4.4d%3.3d' % (timeTuple.tm_year,timeTuple.tm_yday) | |
461 | fullpath = os.path.join(path, subfolder) |
|
460 | fullpath = os.path.join(path, subfolder) | |
462 |
|
461 | |||
463 | if os.path.exists(fullpath): |
|
462 | if os.path.exists(fullpath): | |
464 | filesList = os.listdir(fullpath) |
|
463 | filesList = os.listdir(fullpath) | |
465 | filesList = [k for k in filesList if k.startswith(self.optchar)] |
|
464 | filesList = [k for k in filesList if k.startswith(self.optchar)] | |
466 | if len( filesList ) > 0: |
|
465 | if len( filesList ) > 0: | |
467 | filesList = sorted(filesList, key=str.lower) |
|
466 | filesList = sorted(filesList, key=str.lower) | |
468 | filen = filesList[-1] |
|
467 | filen = filesList[-1] | |
469 | # el filename debera tener el siguiente formato |
|
468 | # el filename debera tener el siguiente formato | |
470 | # 0 1234 567 89A BCDE (hex) |
|
469 | # 0 1234 567 89A BCDE (hex) | |
471 | # x YYYY DDD SSS .ext |
|
470 | # x YYYY DDD SSS .ext | |
472 | if isNumber(filen[8:11]): |
|
471 | if isNumber(filen[8:11]): | |
473 | setFile = int(filen[8:11]) #inicializo mi contador de seteo al seteo del ultimo file |
|
472 | setFile = int(filen[8:11]) #inicializo mi contador de seteo al seteo del ultimo file | |
474 | else: |
|
473 | else: | |
475 | setFile = -1 |
|
474 | setFile = -1 | |
476 | else: |
|
475 | else: | |
477 | setFile = -1 #inicializo mi contador de seteo |
|
476 | setFile = -1 #inicializo mi contador de seteo | |
478 | else: |
|
477 | else: | |
479 | os.makedirs(fullpath) |
|
478 | os.makedirs(fullpath) | |
480 | setFile = -1 #inicializo mi contador de seteo |
|
479 | setFile = -1 #inicializo mi contador de seteo | |
481 |
|
480 | |||
482 | if self.setType is None: |
|
481 | if self.setType is None: | |
483 | setFile += 1 |
|
482 | setFile += 1 | |
484 | file = '%s%4.4d%3.3d%03d%s' % (self.optchar, |
|
483 | file = '%s%4.4d%3.3d%03d%s' % (self.optchar, | |
485 | timeTuple.tm_year, |
|
484 | timeTuple.tm_year, | |
486 | timeTuple.tm_yday, |
|
485 | timeTuple.tm_yday, | |
487 | setFile, |
|
486 | setFile, | |
488 | ext ) |
|
487 | ext ) | |
489 | else: |
|
488 | else: | |
490 | setFile = timeTuple.tm_hour*60+timeTuple.tm_min |
|
489 | setFile = timeTuple.tm_hour*60+timeTuple.tm_min | |
491 | file = '%s%4.4d%3.3d%04d%s' % (self.optchar, |
|
490 | file = '%s%4.4d%3.3d%04d%s' % (self.optchar, | |
492 | timeTuple.tm_year, |
|
491 | timeTuple.tm_year, | |
493 | timeTuple.tm_yday, |
|
492 | timeTuple.tm_yday, | |
494 | setFile, |
|
493 | setFile, | |
495 | ext ) |
|
494 | ext ) | |
496 |
|
495 | |||
497 | self.filename = os.path.join( path, subfolder, file ) |
|
496 | self.filename = os.path.join( path, subfolder, file ) | |
498 |
|
497 | |||
499 | #Setting HDF5 File |
|
498 | #Setting HDF5 File | |
500 | self.fp = h5py.File(self.filename, 'w') |
|
499 | self.fp = h5py.File(self.filename, 'w') | |
501 | #write metadata |
|
500 | #write metadata | |
502 | self.writeMetadata(self.fp) |
|
501 | self.writeMetadata(self.fp) | |
503 | #Write data |
|
502 | #Write data | |
504 | self.writeData(self.fp) |
|
503 | self.writeData(self.fp) | |
505 |
|
504 | |||
506 | def getLabel(self, name, x=None): |
|
505 | def getLabel(self, name, x=None): | |
507 |
|
506 | |||
508 | if x is None: |
|
507 | if x is None: | |
509 | if 'Data' in self.description: |
|
508 | if 'Data' in self.description: | |
510 | data = self.description['Data'] |
|
509 | data = self.description['Data'] | |
511 | if 'Metadata' in self.description: |
|
510 | if 'Metadata' in self.description: | |
512 | data.update(self.description['Metadata']) |
|
511 | data.update(self.description['Metadata']) | |
513 | else: |
|
512 | else: | |
514 | data = self.description |
|
513 | data = self.description | |
515 | if name in data: |
|
514 | if name in data: | |
516 | if isinstance(data[name], str): |
|
515 | if isinstance(data[name], str): | |
517 | return data[name] |
|
516 | return data[name] | |
518 | elif isinstance(data[name], list): |
|
517 | elif isinstance(data[name], list): | |
519 | return None |
|
518 | return None | |
520 | elif isinstance(data[name], dict): |
|
519 | elif isinstance(data[name], dict): | |
521 | for key, value in data[name].items(): |
|
520 | for key, value in data[name].items(): | |
522 | return key |
|
521 | return key | |
523 | return name |
|
522 | return name | |
524 | else: |
|
523 | else: | |
525 | if 'Metadata' in self.description: |
|
524 | if 'Metadata' in self.description: | |
526 | meta = self.description['Metadata'] |
|
525 | meta = self.description['Metadata'] | |
527 | else: |
|
526 | else: | |
528 | meta = self.description |
|
527 | meta = self.description | |
529 | if name in meta: |
|
528 | if name in meta: | |
530 | if isinstance(meta[name], list): |
|
529 | if isinstance(meta[name], list): | |
531 | return meta[name][x] |
|
530 | return meta[name][x] | |
532 | elif isinstance(meta[name], dict): |
|
531 | elif isinstance(meta[name], dict): | |
533 | for key, value in meta[name].items(): |
|
532 | for key, value in meta[name].items(): | |
534 | return value[x] |
|
533 | return value[x] | |
535 | if 'cspc' in name: |
|
534 | if 'cspc' in name: | |
536 | return 'pair{:02d}'.format(x) |
|
535 | return 'pair{:02d}'.format(x) | |
537 | else: |
|
536 | else: | |
538 | return 'channel{:02d}'.format(x) |
|
537 | return 'channel{:02d}'.format(x) | |
539 |
|
538 | |||
540 | def writeMetadata(self, fp): |
|
539 | def writeMetadata(self, fp): | |
541 |
|
540 | |||
542 | if self.description: |
|
541 | if self.description: | |
543 | if 'Metadata' in self.description: |
|
542 | if 'Metadata' in self.description: | |
544 | grp = fp.create_group('Metadata') |
|
543 | grp = fp.create_group('Metadata') | |
545 | else: |
|
544 | else: | |
546 | grp = fp |
|
545 | grp = fp | |
547 | else: |
|
546 | else: | |
548 | grp = fp.create_group('Metadata') |
|
547 | grp = fp.create_group('Metadata') | |
549 |
|
548 | |||
550 | for i in range(len(self.metadataList)): |
|
549 | for i in range(len(self.metadataList)): | |
551 | if not hasattr(self.dataOut, self.metadataList[i]): |
|
550 | if not hasattr(self.dataOut, self.metadataList[i]): | |
552 | log.warning('Metadata: `{}` not found'.format(self.metadataList[i]), self.name) |
|
551 | log.warning('Metadata: `{}` not found'.format(self.metadataList[i]), self.name) | |
553 | continue |
|
552 | continue | |
554 | value = getattr(self.dataOut, self.metadataList[i]) |
|
553 | value = getattr(self.dataOut, self.metadataList[i]) | |
555 | if isinstance(value, bool): |
|
554 | if isinstance(value, bool): | |
556 | if value is True: |
|
555 | if value is True: | |
557 | value = 1 |
|
556 | value = 1 | |
558 | else: |
|
557 | else: | |
559 | value = 0 |
|
558 | value = 0 | |
560 | grp.create_dataset(self.getLabel(self.metadataList[i]), data=value) |
|
559 | grp.create_dataset(self.getLabel(self.metadataList[i]), data=value) | |
561 | return |
|
560 | return | |
562 |
|
561 | |||
563 | def writeData(self, fp): |
|
562 | def writeData(self, fp): | |
564 |
|
563 | |||
565 | if self.description: |
|
564 | if self.description: | |
566 | if 'Data' in self.description: |
|
565 | if 'Data' in self.description: | |
567 | grp = fp.create_group('Data') |
|
566 | grp = fp.create_group('Data') | |
568 | else: |
|
567 | else: | |
569 | grp = fp |
|
568 | grp = fp | |
570 | else: |
|
569 | else: | |
571 | grp = fp.create_group('Data') |
|
570 | grp = fp.create_group('Data') | |
572 |
|
571 | |||
573 | dtsets = [] |
|
572 | dtsets = [] | |
574 | data = [] |
|
573 | data = [] | |
575 |
|
574 | |||
576 | for dsInfo in self.dsList: |
|
575 | for dsInfo in self.dsList: | |
577 | if dsInfo['nDim'] == 0: |
|
576 | if dsInfo['nDim'] == 0: | |
578 | ds = grp.create_dataset( |
|
577 | ds = grp.create_dataset( | |
579 | self.getLabel(dsInfo['variable']), |
|
578 | self.getLabel(dsInfo['variable']), | |
580 | (self.blocksPerFile, ), |
|
579 | (self.blocksPerFile, ), | |
581 | chunks=True, |
|
580 | chunks=True, | |
582 | dtype=numpy.float64) |
|
581 | dtype=numpy.float64) | |
583 | dtsets.append(ds) |
|
582 | dtsets.append(ds) | |
584 | data.append((dsInfo['variable'], -1)) |
|
583 | data.append((dsInfo['variable'], -1)) | |
585 | else: |
|
584 | else: | |
586 | label = self.getLabel(dsInfo['variable']) |
|
585 | label = self.getLabel(dsInfo['variable']) | |
587 | if label is not None: |
|
586 | if label is not None: | |
588 | sgrp = grp.create_group(label) |
|
587 | sgrp = grp.create_group(label) | |
589 | else: |
|
588 | else: | |
590 | sgrp = grp |
|
589 | sgrp = grp | |
591 | for i in range(dsInfo['dsNumber']): |
|
590 | for i in range(dsInfo['dsNumber']): | |
592 | ds = sgrp.create_dataset( |
|
591 | ds = sgrp.create_dataset( | |
593 | self.getLabel(dsInfo['variable'], i), |
|
592 | self.getLabel(dsInfo['variable'], i), | |
594 | (self.blocksPerFile, ) + dsInfo['shape'][1:], |
|
593 | (self.blocksPerFile, ) + dsInfo['shape'][1:], | |
595 | chunks=True, |
|
594 | chunks=True, | |
596 | dtype=dsInfo['dtype']) |
|
595 | dtype=dsInfo['dtype']) | |
597 | dtsets.append(ds) |
|
596 | dtsets.append(ds) | |
598 | data.append((dsInfo['variable'], i)) |
|
597 | data.append((dsInfo['variable'], i)) | |
599 | fp.flush() |
|
598 | fp.flush() | |
600 |
|
599 | |||
601 | log.log('Creating file: {}'.format(fp.filename), self.name) |
|
600 | log.log('Creating file: {}'.format(fp.filename), self.name) | |
602 |
|
601 | |||
603 | self.ds = dtsets |
|
602 | self.ds = dtsets | |
604 | self.data = data |
|
603 | self.data = data | |
605 | self.firsttime = True |
|
604 | self.firsttime = True | |
606 | self.blockIndex = 0 |
|
605 | self.blockIndex = 0 | |
607 | return |
|
606 | return | |
608 |
|
607 | |||
609 | def putData(self): |
|
608 | def putData(self): | |
610 |
|
609 | |||
611 | if (self.blockIndex == self.blocksPerFile) or self.timeFlag(): |
|
610 | if (self.blockIndex == self.blocksPerFile) or self.timeFlag(): | |
612 | self.closeFile() |
|
611 | self.closeFile() | |
613 | self.setNextFile() |
|
612 | self.setNextFile() | |
614 |
|
613 | |||
615 | for i, ds in enumerate(self.ds): |
|
614 | for i, ds in enumerate(self.ds): | |
616 | attr, ch = self.data[i] |
|
615 | attr, ch = self.data[i] | |
617 | if ch == -1: |
|
616 | if ch == -1: | |
618 | ds[self.blockIndex] = getattr(self.dataOut, attr) |
|
617 | ds[self.blockIndex] = getattr(self.dataOut, attr) | |
619 | else: |
|
618 | else: | |
620 | ds[self.blockIndex] = getattr(self.dataOut, attr)[ch] |
|
619 | ds[self.blockIndex] = getattr(self.dataOut, attr)[ch] | |
621 |
|
620 | |||
622 | self.fp.flush() |
|
621 | self.fp.flush() | |
623 | self.blockIndex += 1 |
|
622 | self.blockIndex += 1 | |
624 | log.log('Block No. {}/{}'.format(self.blockIndex, self.blocksPerFile), self.name) |
|
623 | log.log('Block No. {}/{}'.format(self.blockIndex, self.blocksPerFile), self.name) | |
625 |
|
624 | |||
626 | return |
|
625 | return | |
627 |
|
626 | |||
628 | def closeFile(self): |
|
627 | def closeFile(self): | |
629 |
|
628 | |||
630 | if self.blockIndex != self.blocksPerFile: |
|
629 | if self.blockIndex != self.blocksPerFile: | |
631 | for ds in self.ds: |
|
630 | for ds in self.ds: | |
632 | ds.resize(self.blockIndex, axis=0) |
|
631 | ds.resize(self.blockIndex, axis=0) | |
633 |
|
632 | |||
634 | if self.fp: |
|
633 | if self.fp: | |
635 | self.fp.flush() |
|
634 | self.fp.flush() | |
636 | self.fp.close() |
|
635 | self.fp.close() | |
637 |
|
636 | |||
638 | def close(self): |
|
637 | def close(self): | |
639 |
|
638 | |||
640 | self.closeFile() |
|
639 | self.closeFile() |
General Comments 0
You need to be logged in to leave comments.
Login now