policy.py

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#!/usr/bin/env python
 
#
# LSST Data Management System
# Copyright 2015 LSST Corporation.
#
# This product includes software developed by the
# LSST Project (http://www.lsst.org/).
#
# This program is free software: you can redistribute it and/or modify
# it under the terms of the GNU General Public License as published by
# the Free Software Foundation, either version 3 of the License, or
# (at your option) any later version.
#
# This program is distributed in the hope that it will be useful,
# but WITHOUT ANY WARRANTY; without even the implied warranty of
# MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE.  See the
# GNU General Public License for more details.
#
# You should have received a copy of the LSST License Statement and
# the GNU General Public License along with this program.  If not,
# see <http://www.lsstcorp.org/LegalNotices/>.
#
import collections
import collections.abc
import copy
import os
import warnings
import yaml
 
import lsst.pex.policy as pexPolicy
import lsst.utils
 
from yaml.representer import Representer
yaml.add_representer(collections.defaultdict, Representer.represent_dict)
 
 
# UserDict and yaml have defined metaclasses and Python 3 does not allow multiple
# inheritance of classes with distinct metaclasses. We therefore have to
# create a new baseclass that Policy can inherit from.
class _PolicyMeta(type(collections.UserDict), type(yaml.YAMLObject)):
    pass
 
 
class _PolicyBase(collections.UserDict, yaml.YAMLObject, metaclass=_PolicyMeta):
    pass
 
 
class Policy(_PolicyBase):
    """Policy implements a datatype that is used by Butler for configuration parameters.
    It is essentially a dict with key/value pairs, including nested dicts (as values). In fact, it can be
    initialized with a dict. The only caveat is that keys may NOT contain dots ('.'). This is explained next:
    Policy extends the dict api so that hierarchical values may be accessed with dot-delimited notiation.
    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
    of these syntaxes may be used.
 
    Storage formats supported:
    - yaml: read and write is supported.
    - pex policy: read is supported, although this is deprecated and will at some point be removed.
    """
 
    def __init__(self, other=None):
        """Initialize the Policy. Other can be used to initialize the Policy in a variety of ways:
        other (string) Treated as a path to a policy file on disk. Must end with '.paf' or '.yaml'.
        other (Pex Policy) Initializes this Policy with the values in the passed-in Pex Policy.
        other (Policy) Copies the other Policy's values into this one.
        other (dict) Copies the values from the dict into this Policy.
        """
        collections.UserDict.__init__(self)
 
        if other is None:
            return
 
        if isinstance(other, collections.abc.Mapping):
            self.update(other)
        elif isinstance(other, Policy):
            self.data = copy.deepcopy(other.data)
        elif isinstance(other, str):
            # if other is a string, assume it is a file path.
            self.__initFromFile(other)
        elif isinstance(other, pexPolicy.Policy):
            # if other is an instance of a Pex Policy, load it accordingly.
            self.__initFromPexPolicy(other)
        else:
            # if the policy specified by other could not be loaded raise a runtime error.
            raise RuntimeError("A Policy could not be loaded from other:%s" % other)
 
    def ppprint(self):
        """helper function for debugging, prints a policy out in a readable way in the debugger.
 
        use: pdb> print myPolicyObject.pprint()
        :return: a prettyprint formatted string representing the policy
        """
        import pprint
        return pprint.pformat(self.data, indent=2, width=1)
 
    def __repr__(self):
        return self.data.__repr__()
 
    def __initFromFile(self, path):
        """Load a file from path. If path is a list, will pick one to use, according to order specified
        by extensionPreference.
 
        :param path: string or list of strings, to a persisted policy file.
        :param extensionPreference: the order in which to try to open files. Will use the first one that
        succeeds.
        :return:
        """
        policy = None
        if path.endswith('yaml'):
            self.__initFromYamlFile(path)
        elif path.endswith('paf'):
            policy = pexPolicy.Policy.createPolicy(path)
            self.__initFromPexPolicy(policy)
        else:
            raise RuntimeError("Unhandled policy file type:%s" % path)
 
    def __initFromPexPolicy(self, pexPolicy):
        """Load values from a pex policy.
 
        :param pexPolicy:
        :return:
        """
        names = pexPolicy.names()
        names.sort()
        for name in names:
            if pexPolicy.getValueType(name) == pexPolicy.POLICY:
                if name in self:
                    continue
                else:
                    self[name] = {}
            else:
                if pexPolicy.isArray(name):
                    self[name] = pexPolicy.getArray(name)
                else:
                    self[name] = pexPolicy.get(name)
        return self
 
    def __initFromYamlFile(self, path):
        """Opens a file at a given path and attempts to load it in from yaml.
 
        :param path:
        :return:
        """
        with open(path, 'r') as f:
            self.__initFromYaml(f)
 
    def __initFromYaml(self, stream):
        """Loads a YAML policy from any readable stream that contains one.
 
        :param stream:
        :return:
        """
        # will raise yaml.YAMLError if there is an error loading the file.
        try:
            # PyYAML >=5.1 prefers a different loader
            loader = yaml.FullLoader
        except AttributeError:
            loader = yaml.Loader
        self.data = yaml.load(stream, Loader=loader)
        return self
 
    def __getitem__(self, name):
        data = self.data
        for key in name.split('.'):
            if data is None:
                return None
            if key in data:
                data = data[key]
            else:
                return None
        if isinstance(data, collections.abc.Mapping):
            data = Policy(data)
        return data
 
    def __setitem__(self, name, value):
        if isinstance(value, collections.abc.Mapping):
            keys = name.split('.')
            d = {}
            cur = d
            for key in keys[0:-1]:
                cur[key] = {}
                cur = cur[key]
            cur[keys[-1]] = value
            self.update(d)
        data = self.data
        keys = name.split('.')
        for key in keys[0:-1]:
            data = data.setdefault(key, {})
        data[keys[-1]] = value
 
    def __contains__(self, key):
        d = self.data
        keys = key.split('.')
        for k in keys[0:-1]:
            if k in d:
                d = d[k]
            else:
                return False
        return keys[-1] in d
 
    @staticmethod
    def defaultPolicyFile(productName, fileName, relativePath=None):
        """Get the path to a default policy file.
 
        Determines a directory for the product specified by productName. Then Concatenates
        productDir/relativePath/fileName (or productDir/fileName if relativePath is None) to find the path
        to the default Policy file
 
        @param productName (string) The name of the product that the default policy is installed as part of
        @param fileName (string) The name of the policy file. Can also include a path to the file relative to
                                 the directory where the product is installed.
        @param relativePath (string) The relative path from the directior where the product is installed to
                                     the location where the file (or the path to the file) is found. If None
                                     (default), the fileName argument is relative to the installation
                                     directory.
        """
        basePath = lsst.utils.getPackageDir(productName)
        if not basePath:
            raise RuntimeError("No product installed for productName: %s" % basePath)
        if relativePath is not None:
            basePath = os.path.join(basePath, relativePath)
        fullFilePath = os.path.join(basePath, fileName)
        return fullFilePath
 
    def update(self, other):
        """Like dict.update, but will add or modify keys in nested dicts, instead of overwriting the nested
        dict entirely.
 
        For example, for the given code:
        foo = {'a': {'b': 1}}
        foo.update({'a': {'c': 2}})
 
        If foo is a dict, then after the update foo == {'a': {'c': 2}}
        But if foo is a Policy, then after the update foo == {'a': {'b': 1, 'c': 2}}
        """
        def doUpdate(d, u):
            for k, v in u.items():
                if isinstance(d, collections.abc.Mapping):
                    if isinstance(v, collections.abc.Mapping):
                        r = doUpdate(d.get(k, {}), v)
                        d[k] = r
                    else:
                        d[k] = u[k]
                else:
                    d = {k: u[k]}
            return d
        doUpdate(self.data, other)
 
    def merge(self, other):
        """Like Policy.update, but will add keys & values from other that DO NOT EXIST in self. Keys and
        values that already exist in self will NOT be overwritten.
 
        :param other:
        :return:
        """
        otherCopy = copy.deepcopy(other)
        otherCopy.update(self)
        self.data = otherCopy.data
 
    def names(self, topLevelOnly=False):
        """Get the dot-delimited name of all the keys in the hierarchy.
        NOTE: this is different than the built-in method dict.keys, which will return only the first level
        keys.
        """
        if topLevelOnly:
            return list(self.keys())
 
        def getKeys(d, keys, base):
            for key in d:
                val = d[key]
                levelKey = base + '.' + key if base is not None else key
                keys.append(levelKey)
                if isinstance(val, collections.abc.Mapping):
                    getKeys(val, keys, levelKey)
        keys = []
        getKeys(self.data, keys, None)
        return keys
 
    def asArray(self, name):
        """Get a value as an array. May contain one or more elements.
 
        :param key:
        :return:
        """
        val = self.get(name)
        if isinstance(val, str):
            val = [val]
        elif not isinstance(val, collections.abc.Container):
            val = [val]
        return val
 
    # Deprecated methods that mimic pex_policy api.
    # These are supported (for now), but callers should use the dict api.
 
    def getValue(self, name):
        """Get the value for a parameter name/key. See class notes about dot-delimited access.
 
        :param name:
        :return: the value for the given name.
        """
        warnings.warn_explicit("Deprecated. Use []", DeprecationWarning)
        return self[name]
 
    def setValue(self, name, value):
        """Set the value for a parameter name/key. See class notes about dot-delimited access.
 
        :param name:
        :return: None
        """
        warnings.warn("Deprecated. Use []", DeprecationWarning)
        self[name] = value
 
    def mergeDefaults(self, other):
        """For any keys in other that are not present in self, sets that key and its value into self.
 
        :param other: another Policy
        :return: None
        """
        warnings.warn("Deprecated. Use .merge()", DeprecationWarning)
        self.merge(other)
 
    def exists(self, key):
        """Query if a key exists in this Policy
 
        :param key:
        :return: True if the key exists, else false.
        """
        warnings.warn("Deprecated. Use 'key in object'", DeprecationWarning)
        return key in self
 
    def getString(self, key):
        """Get the string value of a key.
 
        :param key:
        :return: the value for key
        """
        warnings.warn("Deprecated. Use []", DeprecationWarning)
        return str(self[key])
 
    def getBool(self, key):
        """Get the value of a key.
 
        :param key:
        :return: the value for key
        """
        warnings.warn("Deprecated. Use []", DeprecationWarning)
        return bool(self[key])
 
    def getPolicy(self, key):
        """Get a subpolicy.
 
        :param key:
        :return:
        """
        warnings.warn("Deprecated. Use []", DeprecationWarning)
        return self[key]
 
    def getStringArray(self, key):
        """Get a value as an array. May contain one or more elements.
 
        :param key:
        :return:
        """
        warnings.warn("Deprecated. Use asArray()", DeprecationWarning)
        val = self.get(key)
        if isinstance(val, str):
            val = [val]
        elif not isinstance(val, collections.abc.Container):
            val = [val]
        return val
 
    def __lt__(self, other):
        if isinstance(other, Policy):
            other = other.data
        return self.data < other
 
    def __le__(self, other):
        if isinstance(other, Policy):
            other = other.data
        return self.data <= other
 
    def __eq__(self, other):
        if isinstance(other, Policy):
            other = other.data
        return self.data == other
 
    def __ne__(self, other):
        if isinstance(other, Policy):
            other = other.data
        return self.data != other
 
    def __gt__(self, other):
        if isinstance(other, Policy):
            other = other.data
        return self.data > other
 
    def __ge__(self, other):
        if isinstance(other, Policy):
            other = other.data
        return self.data >= other
 
    
 
    def dump(self, output):
        """Writes the policy to a yaml stream.
 
        :param stream:
        :return:
        """
        # First a set of known keys is handled and written to the stream in a specific order for readability.
        # After the expected/ordered keys are weritten to the stream the remainder of the keys are written to
        # the stream.
        data = copy.copy(self.data)
        keys = ['defects', 'needCalibRegistry', 'levels', 'defaultLevel', 'defaultSubLevels', 'camera',
                'exposures', 'calibrations', 'datasets']
        for key in keys:
            try:
                yaml.safe_dump({key: data.pop(key)}, output, default_flow_style=False)
                output.write('\n')
            except KeyError:
                pass
        if data:
            yaml.safe_dump(data, output, default_flow_style=False)
 
    def dumpToFile(self, path):
        """Writes the policy to a file.
 
        :param path:
        :return:
        """
        with open(path, 'w') as f:
            self.dump(f)