LSSTApplications  19.0.0-14-gb0260a2+72efe9b372,20.0.0+7927753e06,20.0.0+8829bf0056,20.0.0+995114c5d2,20.0.0+b6f4b2abd1,20.0.0+bddc4f4cbe,20.0.0-1-g253301a+8829bf0056,20.0.0-1-g2b7511a+0d71a2d77f,20.0.0-1-g5b95a8c+7461dd0434,20.0.0-12-g321c96ea+23efe4bbff,20.0.0-16-gfab17e72e+fdf35455f6,20.0.0-2-g0070d88+ba3ffc8f0b,20.0.0-2-g4dae9ad+ee58a624b3,20.0.0-2-g61b8584+5d3db074ba,20.0.0-2-gb780d76+d529cf1a41,20.0.0-2-ged6426c+226a441f5f,20.0.0-2-gf072044+8829bf0056,20.0.0-2-gf1f7952+ee58a624b3,20.0.0-20-geae50cf+e37fec0aee,20.0.0-25-g3dcad98+544a109665,20.0.0-25-g5eafb0f+ee58a624b3,20.0.0-27-g64178ef+f1f297b00a,20.0.0-3-g4cc78c6+e0676b0dc8,20.0.0-3-g8f21e14+4fd2c12c9a,20.0.0-3-gbd60e8c+187b78b4b8,20.0.0-3-gbecbe05+48431fa087,20.0.0-38-ge4adf513+a12e1f8e37,20.0.0-4-g97dc21a+544a109665,20.0.0-4-gb4befbc+087873070b,20.0.0-4-gf910f65+5d3db074ba,20.0.0-5-gdfe0fee+199202a608,20.0.0-5-gfbfe500+d529cf1a41,20.0.0-6-g64f541c+d529cf1a41,20.0.0-6-g9a5b7a1+a1cd37312e,20.0.0-68-ga3f3dda+5fca18c6a4,20.0.0-9-g4aef684+e18322736b,w.2020.45
LSSTDataManagementBasePackage
policy.py
Go to the documentation of this file.
1 #!/usr/bin/env python
2 
3 #
4 # LSST Data Management System
5 # Copyright 2015 LSST Corporation.
6 #
7 # This product includes software developed by the
8 # LSST Project (http://www.lsst.org/).
9 #
10 # This program is free software: you can redistribute it and/or modify
11 # it under the terms of the GNU General Public License as published by
12 # the Free Software Foundation, either version 3 of the License, or
13 # (at your option) any later version.
14 #
15 # This program is distributed in the hope that it will be useful,
16 # but WITHOUT ANY WARRANTY; without even the implied warranty of
17 # MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the
18 # GNU General Public License for more details.
19 #
20 # You should have received a copy of the LSST License Statement and
21 # the GNU General Public License along with this program. If not,
22 # see <http://www.lsstcorp.org/LegalNotices/>.
23 #
24 import collections
25 import collections.abc
26 import copy
27 import os
28 import warnings
29 import yaml
30 
31 import lsst.utils
32 
33 from yaml.representer import Representer
34 yaml.add_representer(collections.defaultdict, Representer.represent_dict)
35 
36 
37 # UserDict and yaml have defined metaclasses and Python 3 does not allow multiple
38 # inheritance of classes with distinct metaclasses. We therefore have to
39 # create a new baseclass that Policy can inherit from.
40 class _PolicyMeta(type(collections.UserDict), type(yaml.YAMLObject)):
41  pass
42 
43 
44 class _PolicyBase(collections.UserDict, yaml.YAMLObject, metaclass=_PolicyMeta):
45  pass
46 
47 
49  """Policy implements a datatype that is used by Butler for configuration parameters.
50  It is essentially a dict with key/value pairs, including nested dicts (as values). In fact, it can be
51  initialized with a dict. The only caveat is that keys may NOT contain dots ('.'). This is explained next:
52  Policy extends the dict api so that hierarchical values may be accessed with dot-delimited notiation.
53  That is, foo.getValue('a.b.c') is the same as foo['a']['b']['c'] is the same as foo['a.b.c'], and either
54  of these syntaxes may be used.
55 
56  Storage format supported:
57  - yaml: read and write is supported.
58  """
59 
60  def __init__(self, other=None):
61  """Initialize the Policy. Other can be used to initialize the Policy in a variety of ways:
62  other (string) Treated as a path to a policy file on disk. Must end with '.yaml'.
63  other (Policy) Copies the other Policy's values into this one.
64  other (dict) Copies the values from the dict into this Policy.
65  """
66  collections.UserDict.__init__(self)
67 
68  if other is None:
69  return
70 
71  if isinstance(other, collections.abc.Mapping):
72  self.update(other)
73  elif isinstance(other, Policy):
74  self.data = copy.deepcopy(other.data)
75  elif isinstance(other, str):
76  # if other is a string, assume it is a file path.
77  self.__initFromFile(other)
78  else:
79  # if the policy specified by other could not be loaded raise a runtime error.
80  raise RuntimeError("A Policy could not be loaded from other:%s" % other)
81 
82  def ppprint(self):
83  """helper function for debugging, prints a policy out in a readable way in the debugger.
84 
85  use: pdb> print myPolicyObject.pprint()
86  :return: a prettyprint formatted string representing the policy
87  """
88  import pprint
89  return pprint.pformat(self.data, indent=2, width=1)
90 
91  def __repr__(self):
92  return self.data.__repr__()
93 
94  def __initFromFile(self, path):
95  """Load a file from path. If path is a list, will pick one to use, according to order specified
96  by extensionPreference.
97 
98  :param path: string or list of strings, to a persisted policy file.
99  :param extensionPreference: the order in which to try to open files. Will use the first one that
100  succeeds.
101  :return:
102  """
103  if path.endswith('yaml'):
104  self.__initFromYamlFile(path)
105  else:
106  raise RuntimeError("Unhandled policy file type:%s" % path)
107 
108  def __initFromYamlFile(self, path):
109  """Opens a file at a given path and attempts to load it in from yaml.
110 
111  :param path:
112  :return:
113  """
114  with open(path, 'r') as f:
115  self.__initFromYaml(f)
116 
117  def __initFromYaml(self, stream):
118  """Loads a YAML policy from any readable stream that contains one.
119 
120  :param stream:
121  :return:
122  """
123  # will raise yaml.YAMLError if there is an error loading the file.
124  try:
125  # PyYAML >=5.1 prefers a different loader
126  loader = yaml.FullLoader
127  except AttributeError:
128  loader = yaml.Loader
129  self.data = yaml.load(stream, Loader=loader)
130  return self
131 
132  def __getitem__(self, name):
133  data = self.data
134  for key in name.split('.'):
135  if data is None:
136  return None
137  if key in data:
138  data = data[key]
139  else:
140  return None
141  if isinstance(data, collections.abc.Mapping):
142  data = Policy(data)
143  return data
144 
145  def __setitem__(self, name, value):
146  if isinstance(value, collections.abc.Mapping):
147  keys = name.split('.')
148  d = {}
149  cur = d
150  for key in keys[0:-1]:
151  cur[key] = {}
152  cur = cur[key]
153  cur[keys[-1]] = value
154  self.update(d)
155  data = self.data
156  keys = name.split('.')
157  for key in keys[0:-1]:
158  data = data.setdefault(key, {})
159  data[keys[-1]] = value
160 
161  def __contains__(self, key):
162  d = self.data
163  keys = key.split('.')
164  for k in keys[0:-1]:
165  if k in d:
166  d = d[k]
167  else:
168  return False
169  return keys[-1] in d
170 
171  @staticmethod
172  def defaultPolicyFile(productName, fileName, relativePath=None):
173  """Get the path to a default policy file.
174 
175  Determines a directory for the product specified by productName. Then Concatenates
176  productDir/relativePath/fileName (or productDir/fileName if relativePath is None) to find the path
177  to the default Policy file
178 
179  @param productName (string) The name of the product that the default policy is installed as part of
180  @param fileName (string) The name of the policy file. Can also include a path to the file relative to
181  the directory where the product is installed.
182  @param relativePath (string) The relative path from the directior where the product is installed to
183  the location where the file (or the path to the file) is found. If None
184  (default), the fileName argument is relative to the installation
185  directory.
186  """
187  basePath = lsst.utils.getPackageDir(productName)
188  if not basePath:
189  raise RuntimeError("No product installed for productName: %s" % basePath)
190  if relativePath is not None:
191  basePath = os.path.join(basePath, relativePath)
192  fullFilePath = os.path.join(basePath, fileName)
193  return fullFilePath
194 
195  def update(self, other):
196  """Like dict.update, but will add or modify keys in nested dicts, instead of overwriting the nested
197  dict entirely.
198 
199  For example, for the given code:
200  foo = {'a': {'b': 1}}
201  foo.update({'a': {'c': 2}})
202 
203  If foo is a dict, then after the update foo == {'a': {'c': 2}}
204  But if foo is a Policy, then after the update foo == {'a': {'b': 1, 'c': 2}}
205  """
206  def doUpdate(d, u):
207  for k, v in u.items():
208  if isinstance(d, collections.abc.Mapping):
209  if isinstance(v, collections.abc.Mapping):
210  r = doUpdate(d.get(k, {}), v)
211  d[k] = r
212  else:
213  d[k] = u[k]
214  else:
215  d = {k: u[k]}
216  return d
217  doUpdate(self.data, other)
218 
219  def merge(self, other):
220  """Like Policy.update, but will add keys & values from other that DO NOT EXIST in self. Keys and
221  values that already exist in self will NOT be overwritten.
222 
223  :param other:
224  :return:
225  """
226  otherCopy = copy.deepcopy(other)
227  otherCopy.update(self)
228  self.data = otherCopy.data
229 
230  def names(self, topLevelOnly=False):
231  """Get the dot-delimited name of all the keys in the hierarchy.
232  NOTE: this is different than the built-in method dict.keys, which will return only the first level
233  keys.
234  """
235  if topLevelOnly:
236  return list(self.keys())
237 
238  def getKeys(d, keys, base):
239  for key in d:
240  val = d[key]
241  levelKey = base + '.' + key if base is not None else key
242  keys.append(levelKey)
243  if isinstance(val, collections.abc.Mapping):
244  getKeys(val, keys, levelKey)
245  keys = []
246  getKeys(self.data, keys, None)
247  return keys
248 
249  def asArray(self, name):
250  """Get a value as an array. May contain one or more elements.
251 
252  :param key:
253  :return:
254  """
255  val = self.get(name)
256  if isinstance(val, str):
257  val = [val]
258  elif not isinstance(val, collections.abc.Container):
259  val = [val]
260  return val
261 
262  # Deprecated methods that mimic pex_policy api.
263  # These are supported (for now), but callers should use the dict api.
264 
265  def getValue(self, name):
266  """Get the value for a parameter name/key. See class notes about dot-delimited access.
267 
268  :param name:
269  :return: the value for the given name.
270  """
271  warnings.warn_explicit("Deprecated. Use []", DeprecationWarning)
272  return self[name]
273 
274  def setValue(self, name, value):
275  """Set the value for a parameter name/key. See class notes about dot-delimited access.
276 
277  :param name:
278  :return: None
279  """
280  warnings.warn("Deprecated. Use []", DeprecationWarning)
281  self[name] = value
282 
283  def mergeDefaults(self, other):
284  """For any keys in other that are not present in self, sets that key and its value into self.
285 
286  :param other: another Policy
287  :return: None
288  """
289  warnings.warn("Deprecated. Use .merge()", DeprecationWarning)
290  self.merge(other)
291 
292  def exists(self, key):
293  """Query if a key exists in this Policy
294 
295  :param key:
296  :return: True if the key exists, else false.
297  """
298  warnings.warn("Deprecated. Use 'key in object'", DeprecationWarning)
299  return key in self
300 
301  def getString(self, key):
302  """Get the string value of a key.
303 
304  :param key:
305  :return: the value for key
306  """
307  warnings.warn("Deprecated. Use []", DeprecationWarning)
308  return str(self[key])
309 
310  def getBool(self, key):
311  """Get the value of a key.
312 
313  :param key:
314  :return: the value for key
315  """
316  warnings.warn("Deprecated. Use []", DeprecationWarning)
317  return bool(self[key])
318 
319  def getPolicy(self, key):
320  """Get a subpolicy.
321 
322  :param key:
323  :return:
324  """
325  warnings.warn("Deprecated. Use []", DeprecationWarning)
326  return self[key]
327 
328  def getStringArray(self, key):
329  """Get a value as an array. May contain one or more elements.
330 
331  :param key:
332  :return:
333  """
334  warnings.warn("Deprecated. Use asArray()", DeprecationWarning)
335  val = self.get(key)
336  if isinstance(val, str):
337  val = [val]
338  elif not isinstance(val, collections.abc.Container):
339  val = [val]
340  return val
341 
342  def __lt__(self, other):
343  if isinstance(other, Policy):
344  other = other.data
345  return self.data < other
346 
347  def __le__(self, other):
348  if isinstance(other, Policy):
349  other = other.data
350  return self.data <= other
351 
352  def __eq__(self, other):
353  if isinstance(other, Policy):
354  other = other.data
355  return self.data == other
356 
357  def __ne__(self, other):
358  if isinstance(other, Policy):
359  other = other.data
360  return self.data != other
361 
362  def __gt__(self, other):
363  if isinstance(other, Policy):
364  other = other.data
365  return self.data > other
366 
367  def __ge__(self, other):
368  if isinstance(other, Policy):
369  other = other.data
370  return self.data >= other
371 
372 
374 
375  def dump(self, output):
376  """Writes the policy to a yaml stream.
377 
378  :param stream:
379  :return:
380  """
381  # First a set of known keys is handled and written to the stream in a specific order for readability.
382  # After the expected/ordered keys are weritten to the stream the remainder of the keys are written to
383  # the stream.
384  data = copy.copy(self.data)
385  keys = ['defects', 'needCalibRegistry', 'levels', 'defaultLevel', 'defaultSubLevels', 'camera',
386  'exposures', 'calibrations', 'datasets']
387  for key in keys:
388  try:
389  yaml.safe_dump({key: data.pop(key)}, output, default_flow_style=False)
390  output.write('\n')
391  except KeyError:
392  pass
393  if data:
394  yaml.safe_dump(data, output, default_flow_style=False)
395 
396  def dumpToFile(self, path):
397  """Writes the policy to a file.
398 
399  :param path:
400  :return:
401  """
402  with open(path, 'w') as f:
403  self.dump(f)
lsst::daf::persistence.policy.Policy.__initFromYamlFile
def __initFromYamlFile(self, path)
Definition: policy.py:108
lsst::daf::persistence.policy.Policy.ppprint
def ppprint(self)
Definition: policy.py:82
lsst::daf::persistence.policy._PolicyBase
Definition: policy.py:44
lsst::daf::persistence.policy.Policy.merge
def merge(self, other)
Definition: policy.py:219
lsst::daf::persistence.policy._PolicyMeta
Definition: policy.py:40
lsst::daf::persistence.policy.Policy.__contains__
def __contains__(self, key)
Definition: policy.py:161
lsst::daf::persistence.policy.Policy.exists
def exists(self, key)
Definition: policy.py:292
lsst::daf::persistence.policy.Policy.dump
def dump(self, output)
i/o #
Definition: policy.py:375
lsst::daf::persistence.policy.Policy.__repr__
def __repr__(self)
Definition: policy.py:91
lsst::daf::persistence.policy.Policy.__lt__
def __lt__(self, other)
Definition: policy.py:342
lsst::daf::persistence.policy.Policy.names
def names(self, topLevelOnly=False)
Definition: policy.py:230
lsst::daf::persistence.policy.Policy.defaultPolicyFile
def defaultPolicyFile(productName, fileName, relativePath=None)
Definition: policy.py:172
lsst::daf::persistence.policy.Policy.__getitem__
def __getitem__(self, name)
Definition: policy.py:132
lsst::daf::persistence.policy.Policy.__initFromYaml
def __initFromYaml(self, stream)
Definition: policy.py:117
lsst::utils::getPackageDir
std::string getPackageDir(std::string const &packageName)
return the root directory of a setup package
Definition: packaging.cc:33
lsst::daf::persistence.policy.Policy.setValue
def setValue(self, name, value)
Definition: policy.py:274
lsst::daf::persistence.policy.Policy.__init__
def __init__(self, other=None)
Definition: policy.py:60
lsst::daf::persistence.policy.Policy.update
def update(self, other)
Definition: policy.py:195
lsst::daf::persistence.policy.Policy.__eq__
def __eq__(self, other)
Definition: policy.py:352
lsst::daf::persistence.policy.Policy.asArray
def asArray(self, name)
Definition: policy.py:249
lsst::daf::persistence.policy.Policy.__le__
def __le__(self, other)
Definition: policy.py:347
lsst::daf::persistence.policy.Policy.mergeDefaults
def mergeDefaults(self, other)
Definition: policy.py:283
lsst::utils
Definition: Backtrace.h:29
lsst::daf::persistence.policy.Policy.getString
def getString(self, key)
Definition: policy.py:301
list
daf::base::PropertyList * list
Definition: fits.cc:913
lsst::daf::persistence.policy.Policy.data
data
Definition: policy.py:74
lsst::daf::persistence.policy.Policy.getValue
def getValue(self, name)
Definition: policy.py:265
type
table::Key< int > type
Definition: Detector.cc:163
lsst::daf::persistence.policy.Policy.__gt__
def __gt__(self, other)
Definition: policy.py:362
lsst::daf::persistence.policy.Policy.__setitem__
def __setitem__(self, name, value)
Definition: policy.py:145
lsst::daf::persistence.policy.Policy
Definition: policy.py:48
lsst::daf::persistence.policy.Policy.__ne__
def __ne__(self, other)
Definition: policy.py:357
lsst::daf::persistence.policy.Policy.getBool
def getBool(self, key)
Definition: policy.py:310
lsst::daf::persistence.policy.Policy.__ge__
def __ge__(self, other)
Definition: policy.py:367
lsst::daf::persistence.policy.Policy.dumpToFile
def dumpToFile(self, path)
Definition: policy.py:396
lsst::daf::persistence.policy.Policy.getStringArray
def getStringArray(self, key)
Definition: policy.py:328
lsst::daf::persistence.policy.Policy.__initFromFile
def __initFromFile(self, path)
Definition: policy.py:94
lsst::daf::persistence.policy.Policy.getPolicy
def getPolicy(self, key)
Definition: policy.py:319