annotate utils/tables_series/series.py @ 210:dc0d77c8a878

Commented table_series code, changed ParamsStatisticsArray to take shared params instead, create DummySeries to use when we don't want to save a named series
author savardf
date Tue, 09 Mar 2010 10:15:19 -0500
parents acb942530923
children
rev   line source
208
acb942530923 Completely rewrote my series module, now based on HDF5 and PyTables (in a separate directory called 'tables_series' for retrocompatibility of running code). Minor (inconsequential) changes to stacked_dae.
fsavard
parents:
diff changeset
1 from tables import *
acb942530923 Completely rewrote my series module, now based on HDF5 and PyTables (in a separate directory called 'tables_series' for retrocompatibility of running code). Minor (inconsequential) changes to stacked_dae.
fsavard
parents:
diff changeset
2 import numpy
acb942530923 Completely rewrote my series module, now based on HDF5 and PyTables (in a separate directory called 'tables_series' for retrocompatibility of running code). Minor (inconsequential) changes to stacked_dae.
fsavard
parents:
diff changeset
3
acb942530923 Completely rewrote my series module, now based on HDF5 and PyTables (in a separate directory called 'tables_series' for retrocompatibility of running code). Minor (inconsequential) changes to stacked_dae.
fsavard
parents:
diff changeset
4 '''
acb942530923 Completely rewrote my series module, now based on HDF5 and PyTables (in a separate directory called 'tables_series' for retrocompatibility of running code). Minor (inconsequential) changes to stacked_dae.
fsavard
parents:
diff changeset
5 The way these "IsDescription constructor" work is simple: write the
acb942530923 Completely rewrote my series module, now based on HDF5 and PyTables (in a separate directory called 'tables_series' for retrocompatibility of running code). Minor (inconsequential) changes to stacked_dae.
fsavard
parents:
diff changeset
6 code as if it were in a file, then exec()ute it, leaving us with
acb942530923 Completely rewrote my series module, now based on HDF5 and PyTables (in a separate directory called 'tables_series' for retrocompatibility of running code). Minor (inconsequential) changes to stacked_dae.
fsavard
parents:
diff changeset
7 a local-scoped LocalDescription which may be used to call createTable.
acb942530923 Completely rewrote my series module, now based on HDF5 and PyTables (in a separate directory called 'tables_series' for retrocompatibility of running code). Minor (inconsequential) changes to stacked_dae.
fsavard
parents:
diff changeset
8
acb942530923 Completely rewrote my series module, now based on HDF5 and PyTables (in a separate directory called 'tables_series' for retrocompatibility of running code). Minor (inconsequential) changes to stacked_dae.
fsavard
parents:
diff changeset
9 It's a small hack, but it's necessary as the names of the columns
acb942530923 Completely rewrote my series module, now based on HDF5 and PyTables (in a separate directory called 'tables_series' for retrocompatibility of running code). Minor (inconsequential) changes to stacked_dae.
fsavard
parents:
diff changeset
10 are retrieved based on the variable name, which we can't programmatically set
acb942530923 Completely rewrote my series module, now based on HDF5 and PyTables (in a separate directory called 'tables_series' for retrocompatibility of running code). Minor (inconsequential) changes to stacked_dae.
fsavard
parents:
diff changeset
11 otherwise.
acb942530923 Completely rewrote my series module, now based on HDF5 and PyTables (in a separate directory called 'tables_series' for retrocompatibility of running code). Minor (inconsequential) changes to stacked_dae.
fsavard
parents:
diff changeset
12 '''
acb942530923 Completely rewrote my series module, now based on HDF5 and PyTables (in a separate directory called 'tables_series' for retrocompatibility of running code). Minor (inconsequential) changes to stacked_dae.
fsavard
parents:
diff changeset
13
acb942530923 Completely rewrote my series module, now based on HDF5 and PyTables (in a separate directory called 'tables_series' for retrocompatibility of running code). Minor (inconsequential) changes to stacked_dae.
fsavard
parents:
diff changeset
14 def get_beginning_description_n_ints(int_names, int_width=64):
210
dc0d77c8a878 Commented table_series code, changed ParamsStatisticsArray to take shared params instead, create DummySeries to use when we don't want to save a named series
savardf
parents: 208
diff changeset
15 """
dc0d77c8a878 Commented table_series code, changed ParamsStatisticsArray to take shared params instead, create DummySeries to use when we don't want to save a named series
savardf
parents: 208
diff changeset
16 Begins construction of a class inheriting from IsDescription
dc0d77c8a878 Commented table_series code, changed ParamsStatisticsArray to take shared params instead, create DummySeries to use when we don't want to save a named series
savardf
parents: 208
diff changeset
17 to construct an HDF5 table with index columns named with int_names.
dc0d77c8a878 Commented table_series code, changed ParamsStatisticsArray to take shared params instead, create DummySeries to use when we don't want to save a named series
savardf
parents: 208
diff changeset
18
dc0d77c8a878 Commented table_series code, changed ParamsStatisticsArray to take shared params instead, create DummySeries to use when we don't want to save a named series
savardf
parents: 208
diff changeset
19 See Series().__init__ to see how those are used.
dc0d77c8a878 Commented table_series code, changed ParamsStatisticsArray to take shared params instead, create DummySeries to use when we don't want to save a named series
savardf
parents: 208
diff changeset
20 """
208
acb942530923 Completely rewrote my series module, now based on HDF5 and PyTables (in a separate directory called 'tables_series' for retrocompatibility of running code). Minor (inconsequential) changes to stacked_dae.
fsavard
parents:
diff changeset
21 int_constructor = "Int64Col"
acb942530923 Completely rewrote my series module, now based on HDF5 and PyTables (in a separate directory called 'tables_series' for retrocompatibility of running code). Minor (inconsequential) changes to stacked_dae.
fsavard
parents:
diff changeset
22 if int_width == 32:
acb942530923 Completely rewrote my series module, now based on HDF5 and PyTables (in a separate directory called 'tables_series' for retrocompatibility of running code). Minor (inconsequential) changes to stacked_dae.
fsavard
parents:
diff changeset
23 int_constructor = "Int32Col"
acb942530923 Completely rewrote my series module, now based on HDF5 and PyTables (in a separate directory called 'tables_series' for retrocompatibility of running code). Minor (inconsequential) changes to stacked_dae.
fsavard
parents:
diff changeset
24
acb942530923 Completely rewrote my series module, now based on HDF5 and PyTables (in a separate directory called 'tables_series' for retrocompatibility of running code). Minor (inconsequential) changes to stacked_dae.
fsavard
parents:
diff changeset
25 toexec = "class LocalDescription(IsDescription):\n"
acb942530923 Completely rewrote my series module, now based on HDF5 and PyTables (in a separate directory called 'tables_series' for retrocompatibility of running code). Minor (inconsequential) changes to stacked_dae.
fsavard
parents:
diff changeset
26
acb942530923 Completely rewrote my series module, now based on HDF5 and PyTables (in a separate directory called 'tables_series' for retrocompatibility of running code). Minor (inconsequential) changes to stacked_dae.
fsavard
parents:
diff changeset
27 pos = 0
acb942530923 Completely rewrote my series module, now based on HDF5 and PyTables (in a separate directory called 'tables_series' for retrocompatibility of running code). Minor (inconsequential) changes to stacked_dae.
fsavard
parents:
diff changeset
28
acb942530923 Completely rewrote my series module, now based on HDF5 and PyTables (in a separate directory called 'tables_series' for retrocompatibility of running code). Minor (inconsequential) changes to stacked_dae.
fsavard
parents:
diff changeset
29 for n in int_names:
acb942530923 Completely rewrote my series module, now based on HDF5 and PyTables (in a separate directory called 'tables_series' for retrocompatibility of running code). Minor (inconsequential) changes to stacked_dae.
fsavard
parents:
diff changeset
30 toexec += "\t" + n + " = " + int_constructor + "(pos=" + str(pos) + ")\n"
acb942530923 Completely rewrote my series module, now based on HDF5 and PyTables (in a separate directory called 'tables_series' for retrocompatibility of running code). Minor (inconsequential) changes to stacked_dae.
fsavard
parents:
diff changeset
31
acb942530923 Completely rewrote my series module, now based on HDF5 and PyTables (in a separate directory called 'tables_series' for retrocompatibility of running code). Minor (inconsequential) changes to stacked_dae.
fsavard
parents:
diff changeset
32 return toexec
acb942530923 Completely rewrote my series module, now based on HDF5 and PyTables (in a separate directory called 'tables_series' for retrocompatibility of running code). Minor (inconsequential) changes to stacked_dae.
fsavard
parents:
diff changeset
33
acb942530923 Completely rewrote my series module, now based on HDF5 and PyTables (in a separate directory called 'tables_series' for retrocompatibility of running code). Minor (inconsequential) changes to stacked_dae.
fsavard
parents:
diff changeset
34 def get_description_with_n_ints_n_floats(int_names, float_names, int_width=64, float_width=32):
acb942530923 Completely rewrote my series module, now based on HDF5 and PyTables (in a separate directory called 'tables_series' for retrocompatibility of running code). Minor (inconsequential) changes to stacked_dae.
fsavard
parents:
diff changeset
35 """
acb942530923 Completely rewrote my series module, now based on HDF5 and PyTables (in a separate directory called 'tables_series' for retrocompatibility of running code). Minor (inconsequential) changes to stacked_dae.
fsavard
parents:
diff changeset
36 Constructs a class to be used when constructing a table with PyTables.
acb942530923 Completely rewrote my series module, now based on HDF5 and PyTables (in a separate directory called 'tables_series' for retrocompatibility of running code). Minor (inconsequential) changes to stacked_dae.
fsavard
parents:
diff changeset
37
acb942530923 Completely rewrote my series module, now based on HDF5 and PyTables (in a separate directory called 'tables_series' for retrocompatibility of running code). Minor (inconsequential) changes to stacked_dae.
fsavard
parents:
diff changeset
38 This is useful to construct a series with an index with multiple levels.
acb942530923 Completely rewrote my series module, now based on HDF5 and PyTables (in a separate directory called 'tables_series' for retrocompatibility of running code). Minor (inconsequential) changes to stacked_dae.
fsavard
parents:
diff changeset
39 E.g. if you want to index your "validation error" with "epoch" first, then
acb942530923 Completely rewrote my series module, now based on HDF5 and PyTables (in a separate directory called 'tables_series' for retrocompatibility of running code). Minor (inconsequential) changes to stacked_dae.
fsavard
parents:
diff changeset
40 "minibatch_index" second, you'd use two "int_names".
acb942530923 Completely rewrote my series module, now based on HDF5 and PyTables (in a separate directory called 'tables_series' for retrocompatibility of running code). Minor (inconsequential) changes to stacked_dae.
fsavard
parents:
diff changeset
41
acb942530923 Completely rewrote my series module, now based on HDF5 and PyTables (in a separate directory called 'tables_series' for retrocompatibility of running code). Minor (inconsequential) changes to stacked_dae.
fsavard
parents:
diff changeset
42 Parameters
acb942530923 Completely rewrote my series module, now based on HDF5 and PyTables (in a separate directory called 'tables_series' for retrocompatibility of running code). Minor (inconsequential) changes to stacked_dae.
fsavard
parents:
diff changeset
43 ----------
acb942530923 Completely rewrote my series module, now based on HDF5 and PyTables (in a separate directory called 'tables_series' for retrocompatibility of running code). Minor (inconsequential) changes to stacked_dae.
fsavard
parents:
diff changeset
44 int_names : tuple of str
acb942530923 Completely rewrote my series module, now based on HDF5 and PyTables (in a separate directory called 'tables_series' for retrocompatibility of running code). Minor (inconsequential) changes to stacked_dae.
fsavard
parents:
diff changeset
45 Names of the int (e.g. index) columns
acb942530923 Completely rewrote my series module, now based on HDF5 and PyTables (in a separate directory called 'tables_series' for retrocompatibility of running code). Minor (inconsequential) changes to stacked_dae.
fsavard
parents:
diff changeset
46 float_names : tuple of str
acb942530923 Completely rewrote my series module, now based on HDF5 and PyTables (in a separate directory called 'tables_series' for retrocompatibility of running code). Minor (inconsequential) changes to stacked_dae.
fsavard
parents:
diff changeset
47 Names of the float (e.g. error) columns
acb942530923 Completely rewrote my series module, now based on HDF5 and PyTables (in a separate directory called 'tables_series' for retrocompatibility of running code). Minor (inconsequential) changes to stacked_dae.
fsavard
parents:
diff changeset
48 int_width : {'32', '64'}
acb942530923 Completely rewrote my series module, now based on HDF5 and PyTables (in a separate directory called 'tables_series' for retrocompatibility of running code). Minor (inconsequential) changes to stacked_dae.
fsavard
parents:
diff changeset
49 Type of ints.
acb942530923 Completely rewrote my series module, now based on HDF5 and PyTables (in a separate directory called 'tables_series' for retrocompatibility of running code). Minor (inconsequential) changes to stacked_dae.
fsavard
parents:
diff changeset
50 float_width : {'32', '64'}
acb942530923 Completely rewrote my series module, now based on HDF5 and PyTables (in a separate directory called 'tables_series' for retrocompatibility of running code). Minor (inconsequential) changes to stacked_dae.
fsavard
parents:
diff changeset
51 Type of floats.
acb942530923 Completely rewrote my series module, now based on HDF5 and PyTables (in a separate directory called 'tables_series' for retrocompatibility of running code). Minor (inconsequential) changes to stacked_dae.
fsavard
parents:
diff changeset
52
acb942530923 Completely rewrote my series module, now based on HDF5 and PyTables (in a separate directory called 'tables_series' for retrocompatibility of running code). Minor (inconsequential) changes to stacked_dae.
fsavard
parents:
diff changeset
53 Returns
acb942530923 Completely rewrote my series module, now based on HDF5 and PyTables (in a separate directory called 'tables_series' for retrocompatibility of running code). Minor (inconsequential) changes to stacked_dae.
fsavard
parents:
diff changeset
54 -------
acb942530923 Completely rewrote my series module, now based on HDF5 and PyTables (in a separate directory called 'tables_series' for retrocompatibility of running code). Minor (inconsequential) changes to stacked_dae.
fsavard
parents:
diff changeset
55 A class object, to pass to createTable()
acb942530923 Completely rewrote my series module, now based on HDF5 and PyTables (in a separate directory called 'tables_series' for retrocompatibility of running code). Minor (inconsequential) changes to stacked_dae.
fsavard
parents:
diff changeset
56 """
acb942530923 Completely rewrote my series module, now based on HDF5 and PyTables (in a separate directory called 'tables_series' for retrocompatibility of running code). Minor (inconsequential) changes to stacked_dae.
fsavard
parents:
diff changeset
57
acb942530923 Completely rewrote my series module, now based on HDF5 and PyTables (in a separate directory called 'tables_series' for retrocompatibility of running code). Minor (inconsequential) changes to stacked_dae.
fsavard
parents:
diff changeset
58 toexec = get_beginning_description_n_ints(int_names, int_width=int_width)
acb942530923 Completely rewrote my series module, now based on HDF5 and PyTables (in a separate directory called 'tables_series' for retrocompatibility of running code). Minor (inconsequential) changes to stacked_dae.
fsavard
parents:
diff changeset
59
acb942530923 Completely rewrote my series module, now based on HDF5 and PyTables (in a separate directory called 'tables_series' for retrocompatibility of running code). Minor (inconsequential) changes to stacked_dae.
fsavard
parents:
diff changeset
60 float_constructor = "Float32Col"
acb942530923 Completely rewrote my series module, now based on HDF5 and PyTables (in a separate directory called 'tables_series' for retrocompatibility of running code). Minor (inconsequential) changes to stacked_dae.
fsavard
parents:
diff changeset
61 if float_width == 64:
acb942530923 Completely rewrote my series module, now based on HDF5 and PyTables (in a separate directory called 'tables_series' for retrocompatibility of running code). Minor (inconsequential) changes to stacked_dae.
fsavard
parents:
diff changeset
62 float_constructor = "Float64Col"
acb942530923 Completely rewrote my series module, now based on HDF5 and PyTables (in a separate directory called 'tables_series' for retrocompatibility of running code). Minor (inconsequential) changes to stacked_dae.
fsavard
parents:
diff changeset
63
acb942530923 Completely rewrote my series module, now based on HDF5 and PyTables (in a separate directory called 'tables_series' for retrocompatibility of running code). Minor (inconsequential) changes to stacked_dae.
fsavard
parents:
diff changeset
64 pos = len(int_names)
acb942530923 Completely rewrote my series module, now based on HDF5 and PyTables (in a separate directory called 'tables_series' for retrocompatibility of running code). Minor (inconsequential) changes to stacked_dae.
fsavard
parents:
diff changeset
65
acb942530923 Completely rewrote my series module, now based on HDF5 and PyTables (in a separate directory called 'tables_series' for retrocompatibility of running code). Minor (inconsequential) changes to stacked_dae.
fsavard
parents:
diff changeset
66 for n in float_names:
acb942530923 Completely rewrote my series module, now based on HDF5 and PyTables (in a separate directory called 'tables_series' for retrocompatibility of running code). Minor (inconsequential) changes to stacked_dae.
fsavard
parents:
diff changeset
67 toexec += "\t" + n + " = " + float_constructor + "(pos=" + str(pos) + ")\n"
acb942530923 Completely rewrote my series module, now based on HDF5 and PyTables (in a separate directory called 'tables_series' for retrocompatibility of running code). Minor (inconsequential) changes to stacked_dae.
fsavard
parents:
diff changeset
68
acb942530923 Completely rewrote my series module, now based on HDF5 and PyTables (in a separate directory called 'tables_series' for retrocompatibility of running code). Minor (inconsequential) changes to stacked_dae.
fsavard
parents:
diff changeset
69 exec(toexec)
acb942530923 Completely rewrote my series module, now based on HDF5 and PyTables (in a separate directory called 'tables_series' for retrocompatibility of running code). Minor (inconsequential) changes to stacked_dae.
fsavard
parents:
diff changeset
70
acb942530923 Completely rewrote my series module, now based on HDF5 and PyTables (in a separate directory called 'tables_series' for retrocompatibility of running code). Minor (inconsequential) changes to stacked_dae.
fsavard
parents:
diff changeset
71 return LocalDescription
acb942530923 Completely rewrote my series module, now based on HDF5 and PyTables (in a separate directory called 'tables_series' for retrocompatibility of running code). Minor (inconsequential) changes to stacked_dae.
fsavard
parents:
diff changeset
72
acb942530923 Completely rewrote my series module, now based on HDF5 and PyTables (in a separate directory called 'tables_series' for retrocompatibility of running code). Minor (inconsequential) changes to stacked_dae.
fsavard
parents:
diff changeset
73 class Series():
acb942530923 Completely rewrote my series module, now based on HDF5 and PyTables (in a separate directory called 'tables_series' for retrocompatibility of running code). Minor (inconsequential) changes to stacked_dae.
fsavard
parents:
diff changeset
74 def __init__(self, table_name, hdf5_file, index_names=('epoch',), title=None, hdf5_group='/'):
210
dc0d77c8a878 Commented table_series code, changed ParamsStatisticsArray to take shared params instead, create DummySeries to use when we don't want to save a named series
savardf
parents: 208
diff changeset
75 """Basic arguments each Series must get.
dc0d77c8a878 Commented table_series code, changed ParamsStatisticsArray to take shared params instead, create DummySeries to use when we don't want to save a named series
savardf
parents: 208
diff changeset
76
dc0d77c8a878 Commented table_series code, changed ParamsStatisticsArray to take shared params instead, create DummySeries to use when we don't want to save a named series
savardf
parents: 208
diff changeset
77 Parameters
dc0d77c8a878 Commented table_series code, changed ParamsStatisticsArray to take shared params instead, create DummySeries to use when we don't want to save a named series
savardf
parents: 208
diff changeset
78 ----------
dc0d77c8a878 Commented table_series code, changed ParamsStatisticsArray to take shared params instead, create DummySeries to use when we don't want to save a named series
savardf
parents: 208
diff changeset
79 table_name : str
dc0d77c8a878 Commented table_series code, changed ParamsStatisticsArray to take shared params instead, create DummySeries to use when we don't want to save a named series
savardf
parents: 208
diff changeset
80 Name of the table to create under group "hd5_group" (other parameter). No spaces, ie. follow variable naming restrictions.
dc0d77c8a878 Commented table_series code, changed ParamsStatisticsArray to take shared params instead, create DummySeries to use when we don't want to save a named series
savardf
parents: 208
diff changeset
81 hdf5_file : open HDF5 file
dc0d77c8a878 Commented table_series code, changed ParamsStatisticsArray to take shared params instead, create DummySeries to use when we don't want to save a named series
savardf
parents: 208
diff changeset
82 File opened with openFile() in PyTables (ie. return value of openFile).
dc0d77c8a878 Commented table_series code, changed ParamsStatisticsArray to take shared params instead, create DummySeries to use when we don't want to save a named series
savardf
parents: 208
diff changeset
83 index_names : tuple of str
dc0d77c8a878 Commented table_series code, changed ParamsStatisticsArray to take shared params instead, create DummySeries to use when we don't want to save a named series
savardf
parents: 208
diff changeset
84 Columns to use as index for elements in the series, other example would be ('epoch', 'minibatch'). This would then allow you to call append(index, element) with index made of two ints, one for epoch index, one for minibatch index in epoch.
dc0d77c8a878 Commented table_series code, changed ParamsStatisticsArray to take shared params instead, create DummySeries to use when we don't want to save a named series
savardf
parents: 208
diff changeset
85 title : str
dc0d77c8a878 Commented table_series code, changed ParamsStatisticsArray to take shared params instead, create DummySeries to use when we don't want to save a named series
savardf
parents: 208
diff changeset
86 Title to attach to this table as metadata. Can contain spaces and be longer then the table_name.
dc0d77c8a878 Commented table_series code, changed ParamsStatisticsArray to take shared params instead, create DummySeries to use when we don't want to save a named series
savardf
parents: 208
diff changeset
87 hdf5_group : str
dc0d77c8a878 Commented table_series code, changed ParamsStatisticsArray to take shared params instead, create DummySeries to use when we don't want to save a named series
savardf
parents: 208
diff changeset
88 Path of the group (kind of a file) in the HDF5 file under which to create the table.
dc0d77c8a878 Commented table_series code, changed ParamsStatisticsArray to take shared params instead, create DummySeries to use when we don't want to save a named series
savardf
parents: 208
diff changeset
89 """
208
acb942530923 Completely rewrote my series module, now based on HDF5 and PyTables (in a separate directory called 'tables_series' for retrocompatibility of running code). Minor (inconsequential) changes to stacked_dae.
fsavard
parents:
diff changeset
90 self.table_name = table_name
acb942530923 Completely rewrote my series module, now based on HDF5 and PyTables (in a separate directory called 'tables_series' for retrocompatibility of running code). Minor (inconsequential) changes to stacked_dae.
fsavard
parents:
diff changeset
91 self.hdf5_file = hdf5_file
acb942530923 Completely rewrote my series module, now based on HDF5 and PyTables (in a separate directory called 'tables_series' for retrocompatibility of running code). Minor (inconsequential) changes to stacked_dae.
fsavard
parents:
diff changeset
92 self.index_names = index_names
acb942530923 Completely rewrote my series module, now based on HDF5 and PyTables (in a separate directory called 'tables_series' for retrocompatibility of running code). Minor (inconsequential) changes to stacked_dae.
fsavard
parents:
diff changeset
93 self.title = title
acb942530923 Completely rewrote my series module, now based on HDF5 and PyTables (in a separate directory called 'tables_series' for retrocompatibility of running code). Minor (inconsequential) changes to stacked_dae.
fsavard
parents:
diff changeset
94
acb942530923 Completely rewrote my series module, now based on HDF5 and PyTables (in a separate directory called 'tables_series' for retrocompatibility of running code). Minor (inconsequential) changes to stacked_dae.
fsavard
parents:
diff changeset
95 def append(self, index, element):
acb942530923 Completely rewrote my series module, now based on HDF5 and PyTables (in a separate directory called 'tables_series' for retrocompatibility of running code). Minor (inconsequential) changes to stacked_dae.
fsavard
parents:
diff changeset
96 raise NotImplementedError
acb942530923 Completely rewrote my series module, now based on HDF5 and PyTables (in a separate directory called 'tables_series' for retrocompatibility of running code). Minor (inconsequential) changes to stacked_dae.
fsavard
parents:
diff changeset
97
210
dc0d77c8a878 Commented table_series code, changed ParamsStatisticsArray to take shared params instead, create DummySeries to use when we don't want to save a named series
savardf
parents: 208
diff changeset
98 # To put in a series dictionary instead of a real series, to do nothing
dc0d77c8a878 Commented table_series code, changed ParamsStatisticsArray to take shared params instead, create DummySeries to use when we don't want to save a named series
savardf
parents: 208
diff changeset
99 # when we don't want a given series to be saved.
dc0d77c8a878 Commented table_series code, changed ParamsStatisticsArray to take shared params instead, create DummySeries to use when we don't want to save a named series
savardf
parents: 208
diff changeset
100 class DummySeries():
dc0d77c8a878 Commented table_series code, changed ParamsStatisticsArray to take shared params instead, create DummySeries to use when we don't want to save a named series
savardf
parents: 208
diff changeset
101 def append(self, index, element):
dc0d77c8a878 Commented table_series code, changed ParamsStatisticsArray to take shared params instead, create DummySeries to use when we don't want to save a named series
savardf
parents: 208
diff changeset
102 pass
dc0d77c8a878 Commented table_series code, changed ParamsStatisticsArray to take shared params instead, create DummySeries to use when we don't want to save a named series
savardf
parents: 208
diff changeset
103
208
acb942530923 Completely rewrote my series module, now based on HDF5 and PyTables (in a separate directory called 'tables_series' for retrocompatibility of running code). Minor (inconsequential) changes to stacked_dae.
fsavard
parents:
diff changeset
104 class ErrorSeries(Series):
acb942530923 Completely rewrote my series module, now based on HDF5 and PyTables (in a separate directory called 'tables_series' for retrocompatibility of running code). Minor (inconsequential) changes to stacked_dae.
fsavard
parents:
diff changeset
105 def __init__(self, error_name, table_name, hdf5_file, index_names=('epoch',), title=None, hdf5_group='/'):
acb942530923 Completely rewrote my series module, now based on HDF5 and PyTables (in a separate directory called 'tables_series' for retrocompatibility of running code). Minor (inconsequential) changes to stacked_dae.
fsavard
parents:
diff changeset
106 Series.__init__(self, table_name, hdf5_file, index_names, title)
acb942530923 Completely rewrote my series module, now based on HDF5 and PyTables (in a separate directory called 'tables_series' for retrocompatibility of running code). Minor (inconsequential) changes to stacked_dae.
fsavard
parents:
diff changeset
107
acb942530923 Completely rewrote my series module, now based on HDF5 and PyTables (in a separate directory called 'tables_series' for retrocompatibility of running code). Minor (inconsequential) changes to stacked_dae.
fsavard
parents:
diff changeset
108 self.error_name = error_name
acb942530923 Completely rewrote my series module, now based on HDF5 and PyTables (in a separate directory called 'tables_series' for retrocompatibility of running code). Minor (inconsequential) changes to stacked_dae.
fsavard
parents:
diff changeset
109
acb942530923 Completely rewrote my series module, now based on HDF5 and PyTables (in a separate directory called 'tables_series' for retrocompatibility of running code). Minor (inconsequential) changes to stacked_dae.
fsavard
parents:
diff changeset
110 table_description = self._get_table_description()
acb942530923 Completely rewrote my series module, now based on HDF5 and PyTables (in a separate directory called 'tables_series' for retrocompatibility of running code). Minor (inconsequential) changes to stacked_dae.
fsavard
parents:
diff changeset
111
acb942530923 Completely rewrote my series module, now based on HDF5 and PyTables (in a separate directory called 'tables_series' for retrocompatibility of running code). Minor (inconsequential) changes to stacked_dae.
fsavard
parents:
diff changeset
112 self._table = hdf5_file.createTable(hdf5_group, self.table_name, table_description, title=title)
acb942530923 Completely rewrote my series module, now based on HDF5 and PyTables (in a separate directory called 'tables_series' for retrocompatibility of running code). Minor (inconsequential) changes to stacked_dae.
fsavard
parents:
diff changeset
113
acb942530923 Completely rewrote my series module, now based on HDF5 and PyTables (in a separate directory called 'tables_series' for retrocompatibility of running code). Minor (inconsequential) changes to stacked_dae.
fsavard
parents:
diff changeset
114 def _get_table_description(self):
acb942530923 Completely rewrote my series module, now based on HDF5 and PyTables (in a separate directory called 'tables_series' for retrocompatibility of running code). Minor (inconsequential) changes to stacked_dae.
fsavard
parents:
diff changeset
115 return get_description_with_n_ints_n_floats(self.index_names, (self.error_name,))
acb942530923 Completely rewrote my series module, now based on HDF5 and PyTables (in a separate directory called 'tables_series' for retrocompatibility of running code). Minor (inconsequential) changes to stacked_dae.
fsavard
parents:
diff changeset
116
acb942530923 Completely rewrote my series module, now based on HDF5 and PyTables (in a separate directory called 'tables_series' for retrocompatibility of running code). Minor (inconsequential) changes to stacked_dae.
fsavard
parents:
diff changeset
117 def append(self, index, error):
210
dc0d77c8a878 Commented table_series code, changed ParamsStatisticsArray to take shared params instead, create DummySeries to use when we don't want to save a named series
savardf
parents: 208
diff changeset
118 """
dc0d77c8a878 Commented table_series code, changed ParamsStatisticsArray to take shared params instead, create DummySeries to use when we don't want to save a named series
savardf
parents: 208
diff changeset
119 Parameters
dc0d77c8a878 Commented table_series code, changed ParamsStatisticsArray to take shared params instead, create DummySeries to use when we don't want to save a named series
savardf
parents: 208
diff changeset
120 ----------
dc0d77c8a878 Commented table_series code, changed ParamsStatisticsArray to take shared params instead, create DummySeries to use when we don't want to save a named series
savardf
parents: 208
diff changeset
121 index : tuple of int
dc0d77c8a878 Commented table_series code, changed ParamsStatisticsArray to take shared params instead, create DummySeries to use when we don't want to save a named series
savardf
parents: 208
diff changeset
122 Following index_names passed to __init__, e.g. (12, 15) if index_names were ('epoch', 'minibatch_size')
dc0d77c8a878 Commented table_series code, changed ParamsStatisticsArray to take shared params instead, create DummySeries to use when we don't want to save a named series
savardf
parents: 208
diff changeset
123 error : float
dc0d77c8a878 Commented table_series code, changed ParamsStatisticsArray to take shared params instead, create DummySeries to use when we don't want to save a named series
savardf
parents: 208
diff changeset
124 Next error in the series.
dc0d77c8a878 Commented table_series code, changed ParamsStatisticsArray to take shared params instead, create DummySeries to use when we don't want to save a named series
savardf
parents: 208
diff changeset
125 """
208
acb942530923 Completely rewrote my series module, now based on HDF5 and PyTables (in a separate directory called 'tables_series' for retrocompatibility of running code). Minor (inconsequential) changes to stacked_dae.
fsavard
parents:
diff changeset
126 if len(index) != len(self.index_names):
acb942530923 Completely rewrote my series module, now based on HDF5 and PyTables (in a separate directory called 'tables_series' for retrocompatibility of running code). Minor (inconsequential) changes to stacked_dae.
fsavard
parents:
diff changeset
127 raise ValueError("index provided does not have the right length (expected " \
acb942530923 Completely rewrote my series module, now based on HDF5 and PyTables (in a separate directory called 'tables_series' for retrocompatibility of running code). Minor (inconsequential) changes to stacked_dae.
fsavard
parents:
diff changeset
128 + str(len(self.index_names)) + " got " + str(len(index)))
acb942530923 Completely rewrote my series module, now based on HDF5 and PyTables (in a separate directory called 'tables_series' for retrocompatibility of running code). Minor (inconsequential) changes to stacked_dae.
fsavard
parents:
diff changeset
129
acb942530923 Completely rewrote my series module, now based on HDF5 and PyTables (in a separate directory called 'tables_series' for retrocompatibility of running code). Minor (inconsequential) changes to stacked_dae.
fsavard
parents:
diff changeset
130 newrow = self._table.row
acb942530923 Completely rewrote my series module, now based on HDF5 and PyTables (in a separate directory called 'tables_series' for retrocompatibility of running code). Minor (inconsequential) changes to stacked_dae.
fsavard
parents:
diff changeset
131
210
dc0d77c8a878 Commented table_series code, changed ParamsStatisticsArray to take shared params instead, create DummySeries to use when we don't want to save a named series
savardf
parents: 208
diff changeset
132 # Columns for index in table are based on index_names
208
acb942530923 Completely rewrote my series module, now based on HDF5 and PyTables (in a separate directory called 'tables_series' for retrocompatibility of running code). Minor (inconsequential) changes to stacked_dae.
fsavard
parents:
diff changeset
133 for col_name, value in zip(self.index_names, index):
acb942530923 Completely rewrote my series module, now based on HDF5 and PyTables (in a separate directory called 'tables_series' for retrocompatibility of running code). Minor (inconsequential) changes to stacked_dae.
fsavard
parents:
diff changeset
134 newrow[col_name] = value
acb942530923 Completely rewrote my series module, now based on HDF5 and PyTables (in a separate directory called 'tables_series' for retrocompatibility of running code). Minor (inconsequential) changes to stacked_dae.
fsavard
parents:
diff changeset
135 newrow[self.error_name] = error
acb942530923 Completely rewrote my series module, now based on HDF5 and PyTables (in a separate directory called 'tables_series' for retrocompatibility of running code). Minor (inconsequential) changes to stacked_dae.
fsavard
parents:
diff changeset
136
acb942530923 Completely rewrote my series module, now based on HDF5 and PyTables (in a separate directory called 'tables_series' for retrocompatibility of running code). Minor (inconsequential) changes to stacked_dae.
fsavard
parents:
diff changeset
137 newrow.append()
acb942530923 Completely rewrote my series module, now based on HDF5 and PyTables (in a separate directory called 'tables_series' for retrocompatibility of running code). Minor (inconsequential) changes to stacked_dae.
fsavard
parents:
diff changeset
138
acb942530923 Completely rewrote my series module, now based on HDF5 and PyTables (in a separate directory called 'tables_series' for retrocompatibility of running code). Minor (inconsequential) changes to stacked_dae.
fsavard
parents:
diff changeset
139 self.hdf5_file.flush()
acb942530923 Completely rewrote my series module, now based on HDF5 and PyTables (in a separate directory called 'tables_series' for retrocompatibility of running code). Minor (inconsequential) changes to stacked_dae.
fsavard
parents:
diff changeset
140
acb942530923 Completely rewrote my series module, now based on HDF5 and PyTables (in a separate directory called 'tables_series' for retrocompatibility of running code). Minor (inconsequential) changes to stacked_dae.
fsavard
parents:
diff changeset
141 # Does not inherit from Series because it does not itself need to
acb942530923 Completely rewrote my series module, now based on HDF5 and PyTables (in a separate directory called 'tables_series' for retrocompatibility of running code). Minor (inconsequential) changes to stacked_dae.
fsavard
parents:
diff changeset
142 # access the hdf5_file and does not need a series_name (provided
acb942530923 Completely rewrote my series module, now based on HDF5 and PyTables (in a separate directory called 'tables_series' for retrocompatibility of running code). Minor (inconsequential) changes to stacked_dae.
fsavard
parents:
diff changeset
143 # by the base_series.)
acb942530923 Completely rewrote my series module, now based on HDF5 and PyTables (in a separate directory called 'tables_series' for retrocompatibility of running code). Minor (inconsequential) changes to stacked_dae.
fsavard
parents:
diff changeset
144 class AccumulatorSeriesWrapper():
acb942530923 Completely rewrote my series module, now based on HDF5 and PyTables (in a separate directory called 'tables_series' for retrocompatibility of running code). Minor (inconsequential) changes to stacked_dae.
fsavard
parents:
diff changeset
145 """
acb942530923 Completely rewrote my series module, now based on HDF5 and PyTables (in a separate directory called 'tables_series' for retrocompatibility of running code). Minor (inconsequential) changes to stacked_dae.
fsavard
parents:
diff changeset
146
acb942530923 Completely rewrote my series module, now based on HDF5 and PyTables (in a separate directory called 'tables_series' for retrocompatibility of running code). Minor (inconsequential) changes to stacked_dae.
fsavard
parents:
diff changeset
147 """
acb942530923 Completely rewrote my series module, now based on HDF5 and PyTables (in a separate directory called 'tables_series' for retrocompatibility of running code). Minor (inconsequential) changes to stacked_dae.
fsavard
parents:
diff changeset
148 def __init__(self, base_series, reduce_every, reduce_function=numpy.mean):
210
dc0d77c8a878 Commented table_series code, changed ParamsStatisticsArray to take shared params instead, create DummySeries to use when we don't want to save a named series
savardf
parents: 208
diff changeset
149 """
dc0d77c8a878 Commented table_series code, changed ParamsStatisticsArray to take shared params instead, create DummySeries to use when we don't want to save a named series
savardf
parents: 208
diff changeset
150 Parameters
dc0d77c8a878 Commented table_series code, changed ParamsStatisticsArray to take shared params instead, create DummySeries to use when we don't want to save a named series
savardf
parents: 208
diff changeset
151 ----------
dc0d77c8a878 Commented table_series code, changed ParamsStatisticsArray to take shared params instead, create DummySeries to use when we don't want to save a named series
savardf
parents: 208
diff changeset
152 base_series : Series
dc0d77c8a878 Commented table_series code, changed ParamsStatisticsArray to take shared params instead, create DummySeries to use when we don't want to save a named series
savardf
parents: 208
diff changeset
153 This object must have an append(index, value) function.
dc0d77c8a878 Commented table_series code, changed ParamsStatisticsArray to take shared params instead, create DummySeries to use when we don't want to save a named series
savardf
parents: 208
diff changeset
154 reduce_every : int
dc0d77c8a878 Commented table_series code, changed ParamsStatisticsArray to take shared params instead, create DummySeries to use when we don't want to save a named series
savardf
parents: 208
diff changeset
155 Apply the reduction function (e.g. mean()) every time we get this number of elements. E.g. if this is 100, then every 100 numbers passed to append(), we'll take the mean and call append(this_mean) on the BaseSeries.
dc0d77c8a878 Commented table_series code, changed ParamsStatisticsArray to take shared params instead, create DummySeries to use when we don't want to save a named series
savardf
parents: 208
diff changeset
156 reduce_function : function
dc0d77c8a878 Commented table_series code, changed ParamsStatisticsArray to take shared params instead, create DummySeries to use when we don't want to save a named series
savardf
parents: 208
diff changeset
157 Must take as input an array of "elements", as passed to (this accumulator's) append(). Basic case would be to take an array of floats and sum them into one float, for example.
dc0d77c8a878 Commented table_series code, changed ParamsStatisticsArray to take shared params instead, create DummySeries to use when we don't want to save a named series
savardf
parents: 208
diff changeset
158 """
208
acb942530923 Completely rewrote my series module, now based on HDF5 and PyTables (in a separate directory called 'tables_series' for retrocompatibility of running code). Minor (inconsequential) changes to stacked_dae.
fsavard
parents:
diff changeset
159 self.base_series = base_series
acb942530923 Completely rewrote my series module, now based on HDF5 and PyTables (in a separate directory called 'tables_series' for retrocompatibility of running code). Minor (inconsequential) changes to stacked_dae.
fsavard
parents:
diff changeset
160 self.reduce_function = reduce_function
acb942530923 Completely rewrote my series module, now based on HDF5 and PyTables (in a separate directory called 'tables_series' for retrocompatibility of running code). Minor (inconsequential) changes to stacked_dae.
fsavard
parents:
diff changeset
161 self.reduce_every = reduce_every
acb942530923 Completely rewrote my series module, now based on HDF5 and PyTables (in a separate directory called 'tables_series' for retrocompatibility of running code). Minor (inconsequential) changes to stacked_dae.
fsavard
parents:
diff changeset
162
acb942530923 Completely rewrote my series module, now based on HDF5 and PyTables (in a separate directory called 'tables_series' for retrocompatibility of running code). Minor (inconsequential) changes to stacked_dae.
fsavard
parents:
diff changeset
163 self._buffer = []
acb942530923 Completely rewrote my series module, now based on HDF5 and PyTables (in a separate directory called 'tables_series' for retrocompatibility of running code). Minor (inconsequential) changes to stacked_dae.
fsavard
parents:
diff changeset
164
acb942530923 Completely rewrote my series module, now based on HDF5 and PyTables (in a separate directory called 'tables_series' for retrocompatibility of running code). Minor (inconsequential) changes to stacked_dae.
fsavard
parents:
diff changeset
165
acb942530923 Completely rewrote my series module, now based on HDF5 and PyTables (in a separate directory called 'tables_series' for retrocompatibility of running code). Minor (inconsequential) changes to stacked_dae.
fsavard
parents:
diff changeset
166 def append(self, index, element):
acb942530923 Completely rewrote my series module, now based on HDF5 and PyTables (in a separate directory called 'tables_series' for retrocompatibility of running code). Minor (inconsequential) changes to stacked_dae.
fsavard
parents:
diff changeset
167 """
acb942530923 Completely rewrote my series module, now based on HDF5 and PyTables (in a separate directory called 'tables_series' for retrocompatibility of running code). Minor (inconsequential) changes to stacked_dae.
fsavard
parents:
diff changeset
168 Parameters
acb942530923 Completely rewrote my series module, now based on HDF5 and PyTables (in a separate directory called 'tables_series' for retrocompatibility of running code). Minor (inconsequential) changes to stacked_dae.
fsavard
parents:
diff changeset
169 ----------
acb942530923 Completely rewrote my series module, now based on HDF5 and PyTables (in a separate directory called 'tables_series' for retrocompatibility of running code). Minor (inconsequential) changes to stacked_dae.
fsavard
parents:
diff changeset
170 index : tuple of int
acb942530923 Completely rewrote my series module, now based on HDF5 and PyTables (in a separate directory called 'tables_series' for retrocompatibility of running code). Minor (inconsequential) changes to stacked_dae.
fsavard
parents:
diff changeset
171 The index used is the one of the last element reduced. E.g. if
acb942530923 Completely rewrote my series module, now based on HDF5 and PyTables (in a separate directory called 'tables_series' for retrocompatibility of running code). Minor (inconsequential) changes to stacked_dae.
fsavard
parents:
diff changeset
172 you accumulate over the first 1000 minibatches, the index
acb942530923 Completely rewrote my series module, now based on HDF5 and PyTables (in a separate directory called 'tables_series' for retrocompatibility of running code). Minor (inconsequential) changes to stacked_dae.
fsavard
parents:
diff changeset
173 passed to the base_series.append() function will be 1000.
210
dc0d77c8a878 Commented table_series code, changed ParamsStatisticsArray to take shared params instead, create DummySeries to use when we don't want to save a named series
savardf
parents: 208
diff changeset
174 element : float
dc0d77c8a878 Commented table_series code, changed ParamsStatisticsArray to take shared params instead, create DummySeries to use when we don't want to save a named series
savardf
parents: 208
diff changeset
175 Element that will be accumulated.
208
acb942530923 Completely rewrote my series module, now based on HDF5 and PyTables (in a separate directory called 'tables_series' for retrocompatibility of running code). Minor (inconsequential) changes to stacked_dae.
fsavard
parents:
diff changeset
176 """
acb942530923 Completely rewrote my series module, now based on HDF5 and PyTables (in a separate directory called 'tables_series' for retrocompatibility of running code). Minor (inconsequential) changes to stacked_dae.
fsavard
parents:
diff changeset
177 self._buffer.append(element)
acb942530923 Completely rewrote my series module, now based on HDF5 and PyTables (in a separate directory called 'tables_series' for retrocompatibility of running code). Minor (inconsequential) changes to stacked_dae.
fsavard
parents:
diff changeset
178
acb942530923 Completely rewrote my series module, now based on HDF5 and PyTables (in a separate directory called 'tables_series' for retrocompatibility of running code). Minor (inconsequential) changes to stacked_dae.
fsavard
parents:
diff changeset
179 if len(self._buffer) == self.reduce_every:
acb942530923 Completely rewrote my series module, now based on HDF5 and PyTables (in a separate directory called 'tables_series' for retrocompatibility of running code). Minor (inconsequential) changes to stacked_dae.
fsavard
parents:
diff changeset
180 reduced = self.reduce_function(self._buffer)
acb942530923 Completely rewrote my series module, now based on HDF5 and PyTables (in a separate directory called 'tables_series' for retrocompatibility of running code). Minor (inconsequential) changes to stacked_dae.
fsavard
parents:
diff changeset
181 self.base_series.append(index, reduced)
acb942530923 Completely rewrote my series module, now based on HDF5 and PyTables (in a separate directory called 'tables_series' for retrocompatibility of running code). Minor (inconsequential) changes to stacked_dae.
fsavard
parents:
diff changeset
182 self._buffer = []
acb942530923 Completely rewrote my series module, now based on HDF5 and PyTables (in a separate directory called 'tables_series' for retrocompatibility of running code). Minor (inconsequential) changes to stacked_dae.
fsavard
parents:
diff changeset
183
acb942530923 Completely rewrote my series module, now based on HDF5 and PyTables (in a separate directory called 'tables_series' for retrocompatibility of running code). Minor (inconsequential) changes to stacked_dae.
fsavard
parents:
diff changeset
184 # This should never happen, except if lists
acb942530923 Completely rewrote my series module, now based on HDF5 and PyTables (in a separate directory called 'tables_series' for retrocompatibility of running code). Minor (inconsequential) changes to stacked_dae.
fsavard
parents:
diff changeset
185 # were appended, which should be a red flag.
acb942530923 Completely rewrote my series module, now based on HDF5 and PyTables (in a separate directory called 'tables_series' for retrocompatibility of running code). Minor (inconsequential) changes to stacked_dae.
fsavard
parents:
diff changeset
186 assert len(self._buffer) < self.reduce_every
acb942530923 Completely rewrote my series module, now based on HDF5 and PyTables (in a separate directory called 'tables_series' for retrocompatibility of running code). Minor (inconsequential) changes to stacked_dae.
fsavard
parents:
diff changeset
187
acb942530923 Completely rewrote my series module, now based on HDF5 and PyTables (in a separate directory called 'tables_series' for retrocompatibility of running code). Minor (inconsequential) changes to stacked_dae.
fsavard
parents:
diff changeset
188 # Outside of class to fix an issue with exec in Python 2.6.
acb942530923 Completely rewrote my series module, now based on HDF5 and PyTables (in a separate directory called 'tables_series' for retrocompatibility of running code). Minor (inconsequential) changes to stacked_dae.
fsavard
parents:
diff changeset
189 # My sorries to the God of pretty code.
210
dc0d77c8a878 Commented table_series code, changed ParamsStatisticsArray to take shared params instead, create DummySeries to use when we don't want to save a named series
savardf
parents: 208
diff changeset
190 def _BasicStatisticsSeries_construct_table_toexec(index_names):
208
acb942530923 Completely rewrote my series module, now based on HDF5 and PyTables (in a separate directory called 'tables_series' for retrocompatibility of running code). Minor (inconsequential) changes to stacked_dae.
fsavard
parents:
diff changeset
191 toexec = get_beginning_description_n_ints(index_names)
acb942530923 Completely rewrote my series module, now based on HDF5 and PyTables (in a separate directory called 'tables_series' for retrocompatibility of running code). Minor (inconsequential) changes to stacked_dae.
fsavard
parents:
diff changeset
192
acb942530923 Completely rewrote my series module, now based on HDF5 and PyTables (in a separate directory called 'tables_series' for retrocompatibility of running code). Minor (inconsequential) changes to stacked_dae.
fsavard
parents:
diff changeset
193 bpos = len(index_names)
acb942530923 Completely rewrote my series module, now based on HDF5 and PyTables (in a separate directory called 'tables_series' for retrocompatibility of running code). Minor (inconsequential) changes to stacked_dae.
fsavard
parents:
diff changeset
194 toexec += "\tmean = Float32Col(pos=" + str(bpos) + ")\n"
acb942530923 Completely rewrote my series module, now based on HDF5 and PyTables (in a separate directory called 'tables_series' for retrocompatibility of running code). Minor (inconsequential) changes to stacked_dae.
fsavard
parents:
diff changeset
195 toexec += "\tmin = Float32Col(pos=" + str(bpos+1) + ")\n"
acb942530923 Completely rewrote my series module, now based on HDF5 and PyTables (in a separate directory called 'tables_series' for retrocompatibility of running code). Minor (inconsequential) changes to stacked_dae.
fsavard
parents:
diff changeset
196 toexec += "\tmax = Float32Col(pos=" + str(bpos+2) + ")\n"
acb942530923 Completely rewrote my series module, now based on HDF5 and PyTables (in a separate directory called 'tables_series' for retrocompatibility of running code). Minor (inconsequential) changes to stacked_dae.
fsavard
parents:
diff changeset
197 toexec += "\tstd = Float32Col(pos=" + str(bpos+3) + ")\n"
acb942530923 Completely rewrote my series module, now based on HDF5 and PyTables (in a separate directory called 'tables_series' for retrocompatibility of running code). Minor (inconsequential) changes to stacked_dae.
fsavard
parents:
diff changeset
198
acb942530923 Completely rewrote my series module, now based on HDF5 and PyTables (in a separate directory called 'tables_series' for retrocompatibility of running code). Minor (inconsequential) changes to stacked_dae.
fsavard
parents:
diff changeset
199 # This creates "LocalDescription", which we may then use
acb942530923 Completely rewrote my series module, now based on HDF5 and PyTables (in a separate directory called 'tables_series' for retrocompatibility of running code). Minor (inconsequential) changes to stacked_dae.
fsavard
parents:
diff changeset
200 exec(toexec)
acb942530923 Completely rewrote my series module, now based on HDF5 and PyTables (in a separate directory called 'tables_series' for retrocompatibility of running code). Minor (inconsequential) changes to stacked_dae.
fsavard
parents:
diff changeset
201
acb942530923 Completely rewrote my series module, now based on HDF5 and PyTables (in a separate directory called 'tables_series' for retrocompatibility of running code). Minor (inconsequential) changes to stacked_dae.
fsavard
parents:
diff changeset
202 return LocalDescription
acb942530923 Completely rewrote my series module, now based on HDF5 and PyTables (in a separate directory called 'tables_series' for retrocompatibility of running code). Minor (inconsequential) changes to stacked_dae.
fsavard
parents:
diff changeset
203
210
dc0d77c8a878 Commented table_series code, changed ParamsStatisticsArray to take shared params instead, create DummySeries to use when we don't want to save a named series
savardf
parents: 208
diff changeset
204 basic_stats_functions = {'mean': lambda(x): numpy.mean(x),
dc0d77c8a878 Commented table_series code, changed ParamsStatisticsArray to take shared params instead, create DummySeries to use when we don't want to save a named series
savardf
parents: 208
diff changeset
205 'min': lambda(x): numpy.min(x),
dc0d77c8a878 Commented table_series code, changed ParamsStatisticsArray to take shared params instead, create DummySeries to use when we don't want to save a named series
savardf
parents: 208
diff changeset
206 'max': lambda(x): numpy.max(x),
dc0d77c8a878 Commented table_series code, changed ParamsStatisticsArray to take shared params instead, create DummySeries to use when we don't want to save a named series
savardf
parents: 208
diff changeset
207 'std': lambda(x): numpy.std(x)}
dc0d77c8a878 Commented table_series code, changed ParamsStatisticsArray to take shared params instead, create DummySeries to use when we don't want to save a named series
savardf
parents: 208
diff changeset
208
208
acb942530923 Completely rewrote my series module, now based on HDF5 and PyTables (in a separate directory called 'tables_series' for retrocompatibility of running code). Minor (inconsequential) changes to stacked_dae.
fsavard
parents:
diff changeset
209 class BasicStatisticsSeries(Series):
acb942530923 Completely rewrote my series module, now based on HDF5 and PyTables (in a separate directory called 'tables_series' for retrocompatibility of running code). Minor (inconsequential) changes to stacked_dae.
fsavard
parents:
diff changeset
210 """
acb942530923 Completely rewrote my series module, now based on HDF5 and PyTables (in a separate directory called 'tables_series' for retrocompatibility of running code). Minor (inconsequential) changes to stacked_dae.
fsavard
parents:
diff changeset
211 Parameters
acb942530923 Completely rewrote my series module, now based on HDF5 and PyTables (in a separate directory called 'tables_series' for retrocompatibility of running code). Minor (inconsequential) changes to stacked_dae.
fsavard
parents:
diff changeset
212 ----------
acb942530923 Completely rewrote my series module, now based on HDF5 and PyTables (in a separate directory called 'tables_series' for retrocompatibility of running code). Minor (inconsequential) changes to stacked_dae.
fsavard
parents:
diff changeset
213 series_name : str
acb942530923 Completely rewrote my series module, now based on HDF5 and PyTables (in a separate directory called 'tables_series' for retrocompatibility of running code). Minor (inconsequential) changes to stacked_dae.
fsavard
parents:
diff changeset
214 Not optional here. Will be prepended with "Basic statistics for "
210
dc0d77c8a878 Commented table_series code, changed ParamsStatisticsArray to take shared params instead, create DummySeries to use when we don't want to save a named series
savardf
parents: 208
diff changeset
215 stats_functions : dict, optional
dc0d77c8a878 Commented table_series code, changed ParamsStatisticsArray to take shared params instead, create DummySeries to use when we don't want to save a named series
savardf
parents: 208
diff changeset
216 Dictionary with a function for each key "mean", "min", "max", "std". The function must take whatever is passed to append(...) and return a single number (float).
208
acb942530923 Completely rewrote my series module, now based on HDF5 and PyTables (in a separate directory called 'tables_series' for retrocompatibility of running code). Minor (inconsequential) changes to stacked_dae.
fsavard
parents:
diff changeset
217 """
210
dc0d77c8a878 Commented table_series code, changed ParamsStatisticsArray to take shared params instead, create DummySeries to use when we don't want to save a named series
savardf
parents: 208
diff changeset
218 def __init__(self, table_name, hdf5_file, stats_functions=basic_stats_functions, index_names=('epoch',), title=None, hdf5_group='/'):
208
acb942530923 Completely rewrote my series module, now based on HDF5 and PyTables (in a separate directory called 'tables_series' for retrocompatibility of running code). Minor (inconsequential) changes to stacked_dae.
fsavard
parents:
diff changeset
219 Series.__init__(self, table_name, hdf5_file, index_names, title)
acb942530923 Completely rewrote my series module, now based on HDF5 and PyTables (in a separate directory called 'tables_series' for retrocompatibility of running code). Minor (inconsequential) changes to stacked_dae.
fsavard
parents:
diff changeset
220
acb942530923 Completely rewrote my series module, now based on HDF5 and PyTables (in a separate directory called 'tables_series' for retrocompatibility of running code). Minor (inconsequential) changes to stacked_dae.
fsavard
parents:
diff changeset
221 self.hdf5_group = hdf5_group
acb942530923 Completely rewrote my series module, now based on HDF5 and PyTables (in a separate directory called 'tables_series' for retrocompatibility of running code). Minor (inconsequential) changes to stacked_dae.
fsavard
parents:
diff changeset
222
210
dc0d77c8a878 Commented table_series code, changed ParamsStatisticsArray to take shared params instead, create DummySeries to use when we don't want to save a named series
savardf
parents: 208
diff changeset
223 self.stats_functions = stats_functions
208
acb942530923 Completely rewrote my series module, now based on HDF5 and PyTables (in a separate directory called 'tables_series' for retrocompatibility of running code). Minor (inconsequential) changes to stacked_dae.
fsavard
parents:
diff changeset
224
210
dc0d77c8a878 Commented table_series code, changed ParamsStatisticsArray to take shared params instead, create DummySeries to use when we don't want to save a named series
savardf
parents: 208
diff changeset
225 self._construct_table()
dc0d77c8a878 Commented table_series code, changed ParamsStatisticsArray to take shared params instead, create DummySeries to use when we don't want to save a named series
savardf
parents: 208
diff changeset
226
dc0d77c8a878 Commented table_series code, changed ParamsStatisticsArray to take shared params instead, create DummySeries to use when we don't want to save a named series
savardf
parents: 208
diff changeset
227 def _construct_table(self):
dc0d77c8a878 Commented table_series code, changed ParamsStatisticsArray to take shared params instead, create DummySeries to use when we don't want to save a named series
savardf
parents: 208
diff changeset
228 table_description = _BasicStatisticsSeries_construct_table_toexec(self.index_names)
208
acb942530923 Completely rewrote my series module, now based on HDF5 and PyTables (in a separate directory called 'tables_series' for retrocompatibility of running code). Minor (inconsequential) changes to stacked_dae.
fsavard
parents:
diff changeset
229
acb942530923 Completely rewrote my series module, now based on HDF5 and PyTables (in a separate directory called 'tables_series' for retrocompatibility of running code). Minor (inconsequential) changes to stacked_dae.
fsavard
parents:
diff changeset
230 self._table = self.hdf5_file.createTable(self.hdf5_group, self.table_name, table_description)
acb942530923 Completely rewrote my series module, now based on HDF5 and PyTables (in a separate directory called 'tables_series' for retrocompatibility of running code). Minor (inconsequential) changes to stacked_dae.
fsavard
parents:
diff changeset
231
acb942530923 Completely rewrote my series module, now based on HDF5 and PyTables (in a separate directory called 'tables_series' for retrocompatibility of running code). Minor (inconsequential) changes to stacked_dae.
fsavard
parents:
diff changeset
232 def append(self, index, array):
210
dc0d77c8a878 Commented table_series code, changed ParamsStatisticsArray to take shared params instead, create DummySeries to use when we don't want to save a named series
savardf
parents: 208
diff changeset
233 """
dc0d77c8a878 Commented table_series code, changed ParamsStatisticsArray to take shared params instead, create DummySeries to use when we don't want to save a named series
savardf
parents: 208
diff changeset
234 Parameters
dc0d77c8a878 Commented table_series code, changed ParamsStatisticsArray to take shared params instead, create DummySeries to use when we don't want to save a named series
savardf
parents: 208
diff changeset
235 ----------
dc0d77c8a878 Commented table_series code, changed ParamsStatisticsArray to take shared params instead, create DummySeries to use when we don't want to save a named series
savardf
parents: 208
diff changeset
236 index : tuple of int
dc0d77c8a878 Commented table_series code, changed ParamsStatisticsArray to take shared params instead, create DummySeries to use when we don't want to save a named series
savardf
parents: 208
diff changeset
237 Following index_names passed to __init__, e.g. (12, 15) if index_names were ('epoch', 'minibatch_size')
dc0d77c8a878 Commented table_series code, changed ParamsStatisticsArray to take shared params instead, create DummySeries to use when we don't want to save a named series
savardf
parents: 208
diff changeset
238 array
dc0d77c8a878 Commented table_series code, changed ParamsStatisticsArray to take shared params instead, create DummySeries to use when we don't want to save a named series
savardf
parents: 208
diff changeset
239 Is of whatever type the stats_functions passed to __init__ can take. Default is anything numpy.mean(), min(), max(), std() can take.
dc0d77c8a878 Commented table_series code, changed ParamsStatisticsArray to take shared params instead, create DummySeries to use when we don't want to save a named series
savardf
parents: 208
diff changeset
240 """
208
acb942530923 Completely rewrote my series module, now based on HDF5 and PyTables (in a separate directory called 'tables_series' for retrocompatibility of running code). Minor (inconsequential) changes to stacked_dae.
fsavard
parents:
diff changeset
241 if len(index) != len(self.index_names):
acb942530923 Completely rewrote my series module, now based on HDF5 and PyTables (in a separate directory called 'tables_series' for retrocompatibility of running code). Minor (inconsequential) changes to stacked_dae.
fsavard
parents:
diff changeset
242 raise ValueError("index provided does not have the right length (expected " \
acb942530923 Completely rewrote my series module, now based on HDF5 and PyTables (in a separate directory called 'tables_series' for retrocompatibility of running code). Minor (inconsequential) changes to stacked_dae.
fsavard
parents:
diff changeset
243 + str(len(self.index_names)) + " got " + str(len(index)))
acb942530923 Completely rewrote my series module, now based on HDF5 and PyTables (in a separate directory called 'tables_series' for retrocompatibility of running code). Minor (inconsequential) changes to stacked_dae.
fsavard
parents:
diff changeset
244
acb942530923 Completely rewrote my series module, now based on HDF5 and PyTables (in a separate directory called 'tables_series' for retrocompatibility of running code). Minor (inconsequential) changes to stacked_dae.
fsavard
parents:
diff changeset
245 newrow = self._table.row
acb942530923 Completely rewrote my series module, now based on HDF5 and PyTables (in a separate directory called 'tables_series' for retrocompatibility of running code). Minor (inconsequential) changes to stacked_dae.
fsavard
parents:
diff changeset
246
acb942530923 Completely rewrote my series module, now based on HDF5 and PyTables (in a separate directory called 'tables_series' for retrocompatibility of running code). Minor (inconsequential) changes to stacked_dae.
fsavard
parents:
diff changeset
247 for col_name, value in zip(self.index_names, index):
acb942530923 Completely rewrote my series module, now based on HDF5 and PyTables (in a separate directory called 'tables_series' for retrocompatibility of running code). Minor (inconsequential) changes to stacked_dae.
fsavard
parents:
diff changeset
248 newrow[col_name] = value
acb942530923 Completely rewrote my series module, now based on HDF5 and PyTables (in a separate directory called 'tables_series' for retrocompatibility of running code). Minor (inconsequential) changes to stacked_dae.
fsavard
parents:
diff changeset
249
210
dc0d77c8a878 Commented table_series code, changed ParamsStatisticsArray to take shared params instead, create DummySeries to use when we don't want to save a named series
savardf
parents: 208
diff changeset
250 newrow["mean"] = self.stats_functions['mean'](array)
dc0d77c8a878 Commented table_series code, changed ParamsStatisticsArray to take shared params instead, create DummySeries to use when we don't want to save a named series
savardf
parents: 208
diff changeset
251 newrow["min"] = self.stats_functions['min'](array)
dc0d77c8a878 Commented table_series code, changed ParamsStatisticsArray to take shared params instead, create DummySeries to use when we don't want to save a named series
savardf
parents: 208
diff changeset
252 newrow["max"] = self.stats_functions['max'](array)
dc0d77c8a878 Commented table_series code, changed ParamsStatisticsArray to take shared params instead, create DummySeries to use when we don't want to save a named series
savardf
parents: 208
diff changeset
253 newrow["std"] = self.stats_functions['std'](array)
208
acb942530923 Completely rewrote my series module, now based on HDF5 and PyTables (in a separate directory called 'tables_series' for retrocompatibility of running code). Minor (inconsequential) changes to stacked_dae.
fsavard
parents:
diff changeset
254
acb942530923 Completely rewrote my series module, now based on HDF5 and PyTables (in a separate directory called 'tables_series' for retrocompatibility of running code). Minor (inconsequential) changes to stacked_dae.
fsavard
parents:
diff changeset
255 newrow.append()
acb942530923 Completely rewrote my series module, now based on HDF5 and PyTables (in a separate directory called 'tables_series' for retrocompatibility of running code). Minor (inconsequential) changes to stacked_dae.
fsavard
parents:
diff changeset
256
acb942530923 Completely rewrote my series module, now based on HDF5 and PyTables (in a separate directory called 'tables_series' for retrocompatibility of running code). Minor (inconsequential) changes to stacked_dae.
fsavard
parents:
diff changeset
257 self.hdf5_file.flush()
acb942530923 Completely rewrote my series module, now based on HDF5 and PyTables (in a separate directory called 'tables_series' for retrocompatibility of running code). Minor (inconsequential) changes to stacked_dae.
fsavard
parents:
diff changeset
258
acb942530923 Completely rewrote my series module, now based on HDF5 and PyTables (in a separate directory called 'tables_series' for retrocompatibility of running code). Minor (inconsequential) changes to stacked_dae.
fsavard
parents:
diff changeset
259 class SeriesArrayWrapper():
acb942530923 Completely rewrote my series module, now based on HDF5 and PyTables (in a separate directory called 'tables_series' for retrocompatibility of running code). Minor (inconsequential) changes to stacked_dae.
fsavard
parents:
diff changeset
260 """
acb942530923 Completely rewrote my series module, now based on HDF5 and PyTables (in a separate directory called 'tables_series' for retrocompatibility of running code). Minor (inconsequential) changes to stacked_dae.
fsavard
parents:
diff changeset
261 Simply redistributes any number of elements to sub-series to respective append()s.
210
dc0d77c8a878 Commented table_series code, changed ParamsStatisticsArray to take shared params instead, create DummySeries to use when we don't want to save a named series
savardf
parents: 208
diff changeset
262
dc0d77c8a878 Commented table_series code, changed ParamsStatisticsArray to take shared params instead, create DummySeries to use when we don't want to save a named series
savardf
parents: 208
diff changeset
263 To use if you have many elements to append in similar series, e.g. if you have an array containing [train_error, valid_error, test_error], and 3 corresponding series, this allows you to simply pass this array of 3 values to append() instead of passing each element to each individual series in turn.
208
acb942530923 Completely rewrote my series module, now based on HDF5 and PyTables (in a separate directory called 'tables_series' for retrocompatibility of running code). Minor (inconsequential) changes to stacked_dae.
fsavard
parents:
diff changeset
264 """
acb942530923 Completely rewrote my series module, now based on HDF5 and PyTables (in a separate directory called 'tables_series' for retrocompatibility of running code). Minor (inconsequential) changes to stacked_dae.
fsavard
parents:
diff changeset
265
acb942530923 Completely rewrote my series module, now based on HDF5 and PyTables (in a separate directory called 'tables_series' for retrocompatibility of running code). Minor (inconsequential) changes to stacked_dae.
fsavard
parents:
diff changeset
266 def __init__(self, base_series_list):
acb942530923 Completely rewrote my series module, now based on HDF5 and PyTables (in a separate directory called 'tables_series' for retrocompatibility of running code). Minor (inconsequential) changes to stacked_dae.
fsavard
parents:
diff changeset
267 self.base_series_list = base_series_list
acb942530923 Completely rewrote my series module, now based on HDF5 and PyTables (in a separate directory called 'tables_series' for retrocompatibility of running code). Minor (inconsequential) changes to stacked_dae.
fsavard
parents:
diff changeset
268
acb942530923 Completely rewrote my series module, now based on HDF5 and PyTables (in a separate directory called 'tables_series' for retrocompatibility of running code). Minor (inconsequential) changes to stacked_dae.
fsavard
parents:
diff changeset
269 def append(self, index, elements):
acb942530923 Completely rewrote my series module, now based on HDF5 and PyTables (in a separate directory called 'tables_series' for retrocompatibility of running code). Minor (inconsequential) changes to stacked_dae.
fsavard
parents:
diff changeset
270 if len(elements) != len(self.base_series_list):
acb942530923 Completely rewrote my series module, now based on HDF5 and PyTables (in a separate directory called 'tables_series' for retrocompatibility of running code). Minor (inconsequential) changes to stacked_dae.
fsavard
parents:
diff changeset
271 raise ValueError("not enough or too much elements provided (expected " \
acb942530923 Completely rewrote my series module, now based on HDF5 and PyTables (in a separate directory called 'tables_series' for retrocompatibility of running code). Minor (inconsequential) changes to stacked_dae.
fsavard
parents:
diff changeset
272 + str(len(self.base_series_list)) + " got " + str(len(elements)))
acb942530923 Completely rewrote my series module, now based on HDF5 and PyTables (in a separate directory called 'tables_series' for retrocompatibility of running code). Minor (inconsequential) changes to stacked_dae.
fsavard
parents:
diff changeset
273
acb942530923 Completely rewrote my series module, now based on HDF5 and PyTables (in a separate directory called 'tables_series' for retrocompatibility of running code). Minor (inconsequential) changes to stacked_dae.
fsavard
parents:
diff changeset
274 for series, el in zip(self.base_series_list, elements):
acb942530923 Completely rewrote my series module, now based on HDF5 and PyTables (in a separate directory called 'tables_series' for retrocompatibility of running code). Minor (inconsequential) changes to stacked_dae.
fsavard
parents:
diff changeset
275 series.append(index, el)
acb942530923 Completely rewrote my series module, now based on HDF5 and PyTables (in a separate directory called 'tables_series' for retrocompatibility of running code). Minor (inconsequential) changes to stacked_dae.
fsavard
parents:
diff changeset
276
210
dc0d77c8a878 Commented table_series code, changed ParamsStatisticsArray to take shared params instead, create DummySeries to use when we don't want to save a named series
savardf
parents: 208
diff changeset
277 class SharedParamsStatisticsWrapper(SeriesArrayWrapper):
dc0d77c8a878 Commented table_series code, changed ParamsStatisticsArray to take shared params instead, create DummySeries to use when we don't want to save a named series
savardf
parents: 208
diff changeset
278 '''Save mean, min/max, std of shared parameters place in an array.
dc0d77c8a878 Commented table_series code, changed ParamsStatisticsArray to take shared params instead, create DummySeries to use when we don't want to save a named series
savardf
parents: 208
diff changeset
279
dc0d77c8a878 Commented table_series code, changed ParamsStatisticsArray to take shared params instead, create DummySeries to use when we don't want to save a named series
savardf
parents: 208
diff changeset
280 This is specifically for cases where we have _shared_ parameters,
dc0d77c8a878 Commented table_series code, changed ParamsStatisticsArray to take shared params instead, create DummySeries to use when we don't want to save a named series
savardf
parents: 208
diff changeset
281 as we take the .value of each array'''
dc0d77c8a878 Commented table_series code, changed ParamsStatisticsArray to take shared params instead, create DummySeries to use when we don't want to save a named series
savardf
parents: 208
diff changeset
282
208
acb942530923 Completely rewrote my series module, now based on HDF5 and PyTables (in a separate directory called 'tables_series' for retrocompatibility of running code). Minor (inconsequential) changes to stacked_dae.
fsavard
parents:
diff changeset
283 def __init__(self, arrays_names, new_group_name, hdf5_file, base_group='/', index_names=('epoch',), title=""):
210
dc0d77c8a878 Commented table_series code, changed ParamsStatisticsArray to take shared params instead, create DummySeries to use when we don't want to save a named series
savardf
parents: 208
diff changeset
284 """
dc0d77c8a878 Commented table_series code, changed ParamsStatisticsArray to take shared params instead, create DummySeries to use when we don't want to save a named series
savardf
parents: 208
diff changeset
285 Parameters
dc0d77c8a878 Commented table_series code, changed ParamsStatisticsArray to take shared params instead, create DummySeries to use when we don't want to save a named series
savardf
parents: 208
diff changeset
286 ----------
dc0d77c8a878 Commented table_series code, changed ParamsStatisticsArray to take shared params instead, create DummySeries to use when we don't want to save a named series
savardf
parents: 208
diff changeset
287 array_names : array of str
dc0d77c8a878 Commented table_series code, changed ParamsStatisticsArray to take shared params instead, create DummySeries to use when we don't want to save a named series
savardf
parents: 208
diff changeset
288 Name of each array, in order of the array passed to append(). E.g. ('layer1_b', 'layer1_W', 'layer2_b', 'layer2_W')
dc0d77c8a878 Commented table_series code, changed ParamsStatisticsArray to take shared params instead, create DummySeries to use when we don't want to save a named series
savardf
parents: 208
diff changeset
289 new_group_name : str
dc0d77c8a878 Commented table_series code, changed ParamsStatisticsArray to take shared params instead, create DummySeries to use when we don't want to save a named series
savardf
parents: 208
diff changeset
290 Name of a new HDF5 group which will be created under base_group to store the new series.
dc0d77c8a878 Commented table_series code, changed ParamsStatisticsArray to take shared params instead, create DummySeries to use when we don't want to save a named series
savardf
parents: 208
diff changeset
291 base_group : str
dc0d77c8a878 Commented table_series code, changed ParamsStatisticsArray to take shared params instead, create DummySeries to use when we don't want to save a named series
savardf
parents: 208
diff changeset
292 Path of the group under which to create the new group which will store the series.
dc0d77c8a878 Commented table_series code, changed ParamsStatisticsArray to take shared params instead, create DummySeries to use when we don't want to save a named series
savardf
parents: 208
diff changeset
293 title : str
dc0d77c8a878 Commented table_series code, changed ParamsStatisticsArray to take shared params instead, create DummySeries to use when we don't want to save a named series
savardf
parents: 208
diff changeset
294 Here the title is attached to the new group, not a table.
dc0d77c8a878 Commented table_series code, changed ParamsStatisticsArray to take shared params instead, create DummySeries to use when we don't want to save a named series
savardf
parents: 208
diff changeset
295 """
208
acb942530923 Completely rewrote my series module, now based on HDF5 and PyTables (in a separate directory called 'tables_series' for retrocompatibility of running code). Minor (inconsequential) changes to stacked_dae.
fsavard
parents:
diff changeset
296 base_series_list = []
acb942530923 Completely rewrote my series module, now based on HDF5 and PyTables (in a separate directory called 'tables_series' for retrocompatibility of running code). Minor (inconsequential) changes to stacked_dae.
fsavard
parents:
diff changeset
297
acb942530923 Completely rewrote my series module, now based on HDF5 and PyTables (in a separate directory called 'tables_series' for retrocompatibility of running code). Minor (inconsequential) changes to stacked_dae.
fsavard
parents:
diff changeset
298 new_group = hdf5_file.createGroup(base_group, new_group_name, title=title)
acb942530923 Completely rewrote my series module, now based on HDF5 and PyTables (in a separate directory called 'tables_series' for retrocompatibility of running code). Minor (inconsequential) changes to stacked_dae.
fsavard
parents:
diff changeset
299
210
dc0d77c8a878 Commented table_series code, changed ParamsStatisticsArray to take shared params instead, create DummySeries to use when we don't want to save a named series
savardf
parents: 208
diff changeset
300 stats_functions = {'mean': lambda(x): numpy.mean(x.value),
dc0d77c8a878 Commented table_series code, changed ParamsStatisticsArray to take shared params instead, create DummySeries to use when we don't want to save a named series
savardf
parents: 208
diff changeset
301 'min': lambda(x): numpy.min(x.value),
dc0d77c8a878 Commented table_series code, changed ParamsStatisticsArray to take shared params instead, create DummySeries to use when we don't want to save a named series
savardf
parents: 208
diff changeset
302 'max': lambda(x): numpy.max(x.value),
dc0d77c8a878 Commented table_series code, changed ParamsStatisticsArray to take shared params instead, create DummySeries to use when we don't want to save a named series
savardf
parents: 208
diff changeset
303 'std': lambda(x): numpy.std(x.value)}
dc0d77c8a878 Commented table_series code, changed ParamsStatisticsArray to take shared params instead, create DummySeries to use when we don't want to save a named series
savardf
parents: 208
diff changeset
304
208
acb942530923 Completely rewrote my series module, now based on HDF5 and PyTables (in a separate directory called 'tables_series' for retrocompatibility of running code). Minor (inconsequential) changes to stacked_dae.
fsavard
parents:
diff changeset
305 for name in arrays_names:
acb942530923 Completely rewrote my series module, now based on HDF5 and PyTables (in a separate directory called 'tables_series' for retrocompatibility of running code). Minor (inconsequential) changes to stacked_dae.
fsavard
parents:
diff changeset
306 base_series_list.append(
acb942530923 Completely rewrote my series module, now based on HDF5 and PyTables (in a separate directory called 'tables_series' for retrocompatibility of running code). Minor (inconsequential) changes to stacked_dae.
fsavard
parents:
diff changeset
307 BasicStatisticsSeries(
acb942530923 Completely rewrote my series module, now based on HDF5 and PyTables (in a separate directory called 'tables_series' for retrocompatibility of running code). Minor (inconsequential) changes to stacked_dae.
fsavard
parents:
diff changeset
308 table_name=name,
acb942530923 Completely rewrote my series module, now based on HDF5 and PyTables (in a separate directory called 'tables_series' for retrocompatibility of running code). Minor (inconsequential) changes to stacked_dae.
fsavard
parents:
diff changeset
309 hdf5_file=hdf5_file,
210
dc0d77c8a878 Commented table_series code, changed ParamsStatisticsArray to take shared params instead, create DummySeries to use when we don't want to save a named series
savardf
parents: 208
diff changeset
310 index_names=index_names,
dc0d77c8a878 Commented table_series code, changed ParamsStatisticsArray to take shared params instead, create DummySeries to use when we don't want to save a named series
savardf
parents: 208
diff changeset
311 stats_functions=stats_functions,
208
acb942530923 Completely rewrote my series module, now based on HDF5 and PyTables (in a separate directory called 'tables_series' for retrocompatibility of running code). Minor (inconsequential) changes to stacked_dae.
fsavard
parents:
diff changeset
312 hdf5_group=new_group._v_pathname))
acb942530923 Completely rewrote my series module, now based on HDF5 and PyTables (in a separate directory called 'tables_series' for retrocompatibility of running code). Minor (inconsequential) changes to stacked_dae.
fsavard
parents:
diff changeset
313
acb942530923 Completely rewrote my series module, now based on HDF5 and PyTables (in a separate directory called 'tables_series' for retrocompatibility of running code). Minor (inconsequential) changes to stacked_dae.
fsavard
parents:
diff changeset
314 SeriesArrayWrapper.__init__(self, base_series_list)
acb942530923 Completely rewrote my series module, now based on HDF5 and PyTables (in a separate directory called 'tables_series' for retrocompatibility of running code). Minor (inconsequential) changes to stacked_dae.
fsavard
parents:
diff changeset
315
acb942530923 Completely rewrote my series module, now based on HDF5 and PyTables (in a separate directory called 'tables_series' for retrocompatibility of running code). Minor (inconsequential) changes to stacked_dae.
fsavard
parents:
diff changeset
316