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Produces a list of files and and formats it for Files class. Requires fixed_width filename Parameters ---------- data_path : string Top level directory to search files for. This directory is provided by pysat to the instrument_module.list_files functions as data_path. format_str : string with python format codes Provides the naming pattern of the instrument files and the locations of date information so an ordered list may be produced. Supports 'year', 'month', 'day', 'hour', 'min', 'sec', 'version', and 'revision' Ex: 'cnofs_cindi_ivm_500ms_{year:4d}{month:02d}{day:02d}_v01.cdf' two_digit_year_break : int If filenames only store two digits for the year, then '1900' will be added for years >= two_digit_year_break and '2000' will be added for years < two_digit_year_break. Note ---- Does not produce a Files instance, but the proper output from instrument_module.list_files method. The '?' may be used to indicate a set number of spaces for a variable part of the name that need not be extracted. 'cnofs_cindi_ivm_500ms_{year:4d}{month:02d}{day:02d}_v??.cdf' def from_os(cls, data_path=None, format_str=None, two_digit_year_break=None): """ Produces a list of files and and formats it for Files class. Requires fixed_width filename Parameters ---------- data_path : string Top level directory to search files for. This directory is provided by pysat to the instrument_module.list_files functions as data_path. format_str : string with python format codes Provides the naming pattern of the instrument files and the locations of date information so an ordered list may be produced. Supports 'year', 'month', 'day', 'hour', 'min', 'sec', 'version', and 'revision' Ex: 'cnofs_cindi_ivm_500ms_{year:4d}{month:02d}{day:02d}_v01.cdf' two_digit_year_break : int If filenames only store two digits for the year, then '1900' will be added for years >= two_digit_year_break and '2000' will be added for years < two_digit_year_break. Note ---- Does not produce a Files instance, but the proper output from instrument_module.list_files method. The '?' may be used to indicate a set number of spaces for a variable part of the name that need not be extracted. 'cnofs_cindi_ivm_500ms_{year:4d}{month:02d}{day:02d}_v??.cdf' """ import collections from pysat.utils import create_datetime_index if format_str is None: raise ValueError("Must supply a filename template (format_str).") if data_path is None: raise ValueError("Must supply instrument directory path (dir_path)") # parse format string to figure out the search string to use # to identify files in the filesystem search_str = '' form = string.Formatter() # stores the keywords extracted from format_string keys = [] #, and length of string snips = [] length = [] stored = collections.OrderedDict() stored['year'] = []; stored['month'] = []; stored['day'] = []; stored['hour'] = []; stored['min'] = []; stored['sec'] = []; stored['version'] = []; stored['revision'] = []; for snip in form.parse(format_str): # collect all of the format keywords # replace them in the string with the '*' wildcard # then try and get width from format keywords so we know # later on where to parse information out from search_str += snip[0] snips.append(snip[0]) if snip[1] is not None: keys.append(snip[1]) search_str += '*' # try and determine formatting width temp = re.findall(r'\d+', snip[2]) if temp: # there are items, try and grab width for i in temp: if i != 0: length.append(int(i)) break else: raise ValueError("Couldn't determine formatting width") abs_search_str = os.path.join(data_path, search_str) files = glob.glob(abs_search_str) # we have a list of files, now we need to extract the date information # code below works, but only if the size of file string # remains unchanged # determine the locations the date information in a filename is stored # use these indices to slice out date from loaded filenames # test_str = format_str.format(**periods) if len(files) > 0: idx = 0 begin_key = [] end_key = [] for i,snip in enumerate(snips): idx += len(snip) if i < (len(length)): begin_key.append(idx) idx += length[i] end_key.append(idx) max_len = idx # setting up negative indexing to pick out filenames key_str_idx = [np.array(begin_key, dtype=int) - max_len, np.array(end_key, dtype=int) - max_len] # need to parse out dates for datetime index for i,temp in enumerate(files): for j,key in enumerate(keys): val = temp[key_str_idx[0][j]:key_str_idx[1][j]] stored[key].append(val) # convert to numpy arrays for key in stored.keys(): stored[key] = np.array(stored[key]).astype(int) if len(stored[key]) == 0: stored[key]=None # deal with the possibility of two digit years # years above or equal to break are considered to be 1900+ # years below break are considered to be 2000+ if two_digit_year_break is not None: idx, = np.where(np.array(stored['year']) >= two_digit_year_break) stored['year'][idx] = stored['year'][idx] + 1900 idx, = np.where(np.array(stored['year']) < two_digit_year_break) stored['year'][idx] = stored['year'][idx] + 2000 # need to sort the information for things to work rec_arr = [stored[key] for key in keys] rec_arr.append(files) # sort all arrays val_keys = keys + ['files'] rec_arr = np.rec.fromarrays(rec_arr, names=val_keys) rec_arr.sort(order=val_keys, axis=0) # pull out sorted info for key in keys: stored[key] = rec_arr[key] files = rec_arr['files'] # add hour and minute information to 'sec' if stored['sec'] is None: stored['sec'] = np.zeros(len(files)) if stored['hour'] is not None: stored['sec'] += 3600 * stored['hour'] if stored['min'] is not None: stored['sec'] += 60 * stored['min'] # if stored['version'] is None: # stored['version'] = np.zeros(len(files)) if stored['revision'] is None: stored['revision'] = np.zeros(len(files)) index = create_datetime_index(year=stored['year'], month=stored['month'], day=stored['day'], uts=stored['sec']) # if version and revision are supplied # use these parameters to weed out files that have been replaced # with updated versions # first, check for duplicate index times dups = index.get_duplicates() if (len(dups) > 0) and (stored['version'] is not None): # we have duplicates # keep the highest version/revision combo version = pds.Series(stored['version'], index=index) revision = pds.Series(stored['revision'], index=index) revive = version*100000. + revision frame = pds.DataFrame({'files':files, 'revive':revive, 'time':index}, index=index) frame = frame.sort_values(by=['time', 'revive'], ascending=[True, False]) frame = frame.drop_duplicates(subset='time', keep='first') return frame['files'] else: return pds.Series(files, index=index) else: return pds.Series(None)
Adds metadata variables to self that are in other but not in self. Parameters ---------- other : pysat.Meta def merge(self, other): """Adds metadata variables to self that are in other but not in self. Parameters ---------- other : pysat.Meta """ for key in other.keys(): if key not in self: # copies over both lower and higher dimensional data self[key] = other[key]
Drops variables (names) from metadata. def drop(self, names): """Drops variables (names) from metadata.""" # drop lower dimension data self._data = self._data.drop(names, axis=0) # drop higher dimension data for name in names: if name in self._ho_data: _ = self._ho_data.pop(name)
Keeps variables (keep_names) while dropping other parameters def keep(self, keep_names): """Keeps variables (keep_names) while dropping other parameters""" current_names = self._data.columns drop_names = [] for name in current_names: if name not in keep_names: drop_names.append(name) self.drop(drop_names)
Applies labels for default meta labels from self onto other. Parameters ---------- other : Meta Meta object to have default labels applied Returns ------- Meta def apply_default_labels(self, other): """Applies labels for default meta labels from self onto other. Parameters ---------- other : Meta Meta object to have default labels applied Returns ------- Meta """ other_updated = other.copy() other_updated.units_label = self.units_label other_updated.name_label = self.name_label other_updated.notes_label = self.notes_label other_updated.desc_label = self.desc_label other_updated.plot_label = self.plot_label other_updated.axis_label = self.axis_label other_updated.scale_label = self.scale_label other_updated.min_label = self.min_label other_updated.max_label = self.max_label other_updated.fill_label = self.fill_label return other
Applies labels for default meta labels from other onto self. Parameters ---------- other : Meta Meta object to take default labels from Returns ------- Meta def accept_default_labels(self, other): """Applies labels for default meta labels from other onto self. Parameters ---------- other : Meta Meta object to take default labels from Returns ------- Meta """ self.units_label = other.units_label self.name_label = other.name_label self.notes_label = other.notes_label self.desc_label = other.desc_label self.plot_label = other.plot_label self.axis_label = other.axis_label self.scale_label = other.scale_label self.min_label = other.min_label self.max_label = other.max_label self.fill_label = other.fill_label return
Generalized setter of default meta attributes Parameters ---------- new_label : str New label to use in the Meta object current_label : str The hidden attribute to be updated that actually stores metadata default : Deafult setting to use for label if there is no attribute value use_names_default : bool if True, MetaData variable names are used as the default value for the specified Meta attributes settings Examples -------- : @name_label.setter def name_label(self, new_label): self._label_setter(new_label, self._name_label, use_names_default=True) Notes ----- Not intended for end user def _label_setter(self, new_label, current_label, attr_label, default=np.NaN, use_names_default=False): """Generalized setter of default meta attributes Parameters ---------- new_label : str New label to use in the Meta object current_label : str The hidden attribute to be updated that actually stores metadata default : Deafult setting to use for label if there is no attribute value use_names_default : bool if True, MetaData variable names are used as the default value for the specified Meta attributes settings Examples -------- : @name_label.setter def name_label(self, new_label): self._label_setter(new_label, self._name_label, use_names_default=True) Notes ----- Not intended for end user """ if new_label not in self.attrs(): # new label not in metadata, including case # update existing label, if present if current_label in self.attrs(): # old label exists and has expected case self.data.loc[:, new_label] = self.data.loc[:, current_label] self.data.drop(current_label, axis=1, inplace=True) else: if self.has_attr(current_label): # there is something like label, wrong case though current_label = self.attr_case_name(current_label) self.data.loc[:, new_label] = self.data.loc[:, current_label] self.data.drop(current_label, axis=1, inplace=True) else: # there is no existing label # setting for the first time if use_names_default: self.data[new_label] = self.data.index else: self.data[new_label] = default # check higher order structures as well # recursively change labels here for key in self.keys_nD(): setattr(self.ho_data[key], attr_label, new_label) # now update 'hidden' attribute value # current_label = new_label setattr(self, ''.join(('_',attr_label)), new_label)
Provides stored name (case preserved) for case insensitive input If name is not found (case-insensitive check) then name is returned, as input. This function is intended to be used to help ensure the case of a given variable name is the same across the Meta object. Parameters ---------- name : str variable name in any case Returns ------- str string with case preserved as in metaobject def var_case_name(self, name): """Provides stored name (case preserved) for case insensitive input If name is not found (case-insensitive check) then name is returned, as input. This function is intended to be used to help ensure the case of a given variable name is the same across the Meta object. Parameters ---------- name : str variable name in any case Returns ------- str string with case preserved as in metaobject """ lower_name = name.lower() if name in self: for i in self.keys(): if lower_name == i.lower(): return i for i in self.keys_nD(): if lower_name == i.lower(): return i return name
Returns boolean indicating presence of given attribute name Case-insensitive check Notes ----- Does not check higher order meta objects Parameters ---------- name : str name of variable to get stored case form Returns ------- bool True if case-insesitive check for attribute name is True def has_attr(self, name): """Returns boolean indicating presence of given attribute name Case-insensitive check Notes ----- Does not check higher order meta objects Parameters ---------- name : str name of variable to get stored case form Returns ------- bool True if case-insesitive check for attribute name is True """ if name.lower() in [i.lower() for i in self.data.columns]: return True return False
Returns preserved case name for case insensitive value of name. Checks first within standard attributes. If not found there, checks attributes for higher order data structures. If not found, returns supplied name as it is available for use. Intended to be used to help ensure that the same case is applied to all repetitions of a given variable name. Parameters ---------- name : str name of variable to get stored case form Returns ------- str name in proper case def attr_case_name(self, name): """Returns preserved case name for case insensitive value of name. Checks first within standard attributes. If not found there, checks attributes for higher order data structures. If not found, returns supplied name as it is available for use. Intended to be used to help ensure that the same case is applied to all repetitions of a given variable name. Parameters ---------- name : str name of variable to get stored case form Returns ------- str name in proper case """ lower_name = name.lower() for i in self.attrs(): if lower_name == i.lower(): return i # check if attribute present in higher order structures for key in self.keys_nD(): for i in self[key].children.attrs(): if lower_name == i.lower(): return i # nothing was found if still here # pass name back, free to be whatever return name
Concats two metadata objects together. Parameters ---------- other : Meta Meta object to be concatenated strict : bool if True, ensure there are no duplicate variable names Notes ----- Uses units and name label of self if other is different Returns ------- Meta Concatenated object def concat(self, other, strict=False): """Concats two metadata objects together. Parameters ---------- other : Meta Meta object to be concatenated strict : bool if True, ensure there are no duplicate variable names Notes ----- Uses units and name label of self if other is different Returns ------- Meta Concatenated object """ mdata = self.copy() # checks if strict: for key in other.keys(): if key in mdata: raise RuntimeError('Duplicated keys (variable names) ' + 'across Meta objects in keys().') for key in other.keys_nD(): if key in mdata: raise RuntimeError('Duplicated keys (variable names) across ' 'Meta objects in keys_nD().') # make sure labels between the two objects are the same other_updated = self.apply_default_labels(other) # concat 1D metadata in data frames to copy of # current metadata # <<<<<<< ho_meta_fix for key in other_updated.keys(): mdata.data.loc[key] = other.data.loc[key] # add together higher order data for key in other_updated.keys_nD(): mdata.ho_data[key] = other.ho_data[key] # ======= # for key in other_updated.keys(): # mdata[key] = other_updated[key] # # add together higher order data # for key in other_updated.keys_nD(): # mdata[key] = other_updated[key] return mdata
Remove and return metadata about variable Parameters ---------- name : str variable name Returns ------- pandas.Series Series of metadata for variable def pop(self, name): """Remove and return metadata about variable Parameters ---------- name : str variable name Returns ------- pandas.Series Series of metadata for variable """ # check if present if name in self: # get case preserved name for variable new_name = self.var_case_name(name) # check if 1D or nD if new_name in self.keys(): output = self[new_name] self.data.drop(new_name, inplace=True, axis=0) else: output = self.ho_data.pop(new_name) return output else: raise KeyError('Key not present in metadata variables')
Transfer non-standard attributes in Meta to Instrument object. Pysat's load_netCDF and similar routines are only able to attach netCDF4 attributes to a Meta object. This routine identifies these attributes and removes them from the Meta object. Intent is to support simple transfers to the pysat.Instrument object. Will not transfer names that conflict with pysat default attributes. Parameters ---------- inst : pysat.Instrument Instrument object to transfer attributes to strict_names : boolean (False) If True, produces an error if the Instrument object already has an attribute with the same name to be copied. Returns ------- None pysat.Instrument object modified in place with new attributes def transfer_attributes_to_instrument(self, inst, strict_names=False): """Transfer non-standard attributes in Meta to Instrument object. Pysat's load_netCDF and similar routines are only able to attach netCDF4 attributes to a Meta object. This routine identifies these attributes and removes them from the Meta object. Intent is to support simple transfers to the pysat.Instrument object. Will not transfer names that conflict with pysat default attributes. Parameters ---------- inst : pysat.Instrument Instrument object to transfer attributes to strict_names : boolean (False) If True, produces an error if the Instrument object already has an attribute with the same name to be copied. Returns ------- None pysat.Instrument object modified in place with new attributes """ # base Instrument attributes banned = inst._base_attr # get base attribute set, and attributes attached to instance base_attrb = self._base_attr this_attrb = dir(self) # collect these attributes into a dict adict = {} transfer_key = [] for key in this_attrb: if key not in banned: if key not in base_attrb: # don't store _ leading attributes if key[0] != '_': adict[key] = self.__getattribute__(key) transfer_key.append(key) # store any non-standard attributes in Instrument # get list of instrument objects attributes first # to check if a duplicate inst_attr = dir(inst) for key in transfer_key: if key not in banned: if key not in inst_attr: inst.__setattr__(key, adict[key]) else: if not strict_names: # new_name = 'pysat_attr_'+key inst.__setattr__(key, adict[key]) else: raise RuntimeError('Attribute ' + key + 'attached to Meta object can not be ' + 'transferred as it already exists' + ' in the Instrument object.')
Create instrument metadata object from csv. Parameters ---------- name : string absolute filename for csv file or name of file stored in pandas instruments location col_names : list-like collection of strings column names in csv and resultant meta object sep : string column seperator for supplied csv filename Note ---- column names must include at least ['name', 'long_name', 'units'], assumed if col_names is None. def from_csv(cls, name=None, col_names=None, sep=None, **kwargs): """Create instrument metadata object from csv. Parameters ---------- name : string absolute filename for csv file or name of file stored in pandas instruments location col_names : list-like collection of strings column names in csv and resultant meta object sep : string column seperator for supplied csv filename Note ---- column names must include at least ['name', 'long_name', 'units'], assumed if col_names is None. """ import pysat req_names = ['name','long_name','units'] if col_names is None: col_names = req_names elif not all([i in col_names for i in req_names]): raise ValueError('col_names must include name, long_name, units.') if sep is None: sep = ',' if name is None: raise ValueError('Must supply an instrument name or file path.') elif not isinstance(name, str): raise ValueError('keyword name must be related to a string') elif not os.path.isfile(name): # Not a real file, assume input is a pysat instrument name # and look in the standard pysat location. test = os.path.join(pysat.__path__[0],'instruments',name) if os.path.isfile(test): name = test else: #trying to form an absolute path for success test = os.path.abspath(name) if not os.path.isfile(test): raise ValueError("Unable to create valid file path.") else: #success name = test mdata = pds.read_csv(name, names=col_names, sep=sep, **kwargs) if not mdata.empty: # make sure the data name is the index mdata.index = mdata['name'] del mdata['name'] return cls(metadata=mdata) else: raise ValueError('Unable to retrieve information from ' + name)
Routine to return C/NOFS IVM data cleaned to the specified level Parameters ----------- inst : (pysat.Instrument) Instrument class object, whose attribute clean_level is used to return the desired level of data selectivity. Returns -------- Void : (NoneType) data in inst is modified in-place. Notes -------- Supports 'clean', 'dusty', 'dirty' def clean(self): """Routine to return C/NOFS IVM data cleaned to the specified level Parameters ----------- inst : (pysat.Instrument) Instrument class object, whose attribute clean_level is used to return the desired level of data selectivity. Returns -------- Void : (NoneType) data in inst is modified in-place. Notes -------- Supports 'clean', 'dusty', 'dirty' """ # cleans cindi data if self.clean_level == 'clean': # choose areas below 550km # self.data = self.data[self.data.alt <= 550] idx, = np.where(self.data.altitude <= 550) self.data = self[idx,:] # make sure all -999999 values are NaN self.data.replace(-999999., np.nan, inplace=True) if (self.clean_level == 'clean') | (self.clean_level == 'dusty'): try: idx, = np.where(np.abs(self.data.ionVelmeridional) < 10000.) self.data = self[idx,:] except AttributeError: pass if self.clean_level == 'dusty': # take out all values where RPA data quality is > 1 idx, = np.where(self.data.RPAflag <= 1) self.data = self[idx,:] # IDM quality flags self.data = self.data[ (self.data.driftMeterflag<= 3) ] else: # take out all values where RPA data quality is > 0 idx, = np.where(self.data.RPAflag <= 0) self.data = self[idx,:] # IDM quality flags self.data = self.data[ (self.data.driftMeterflag<= 0) ] if self.clean_level == 'dirty': # take out all values where RPA data quality is > 4 idx, = np.where(self.data.RPAflag <= 4) self.data = self[idx,:] # IDM quality flags self.data = self.data[ (self.data.driftMeterflag<= 6) ] # basic quality check on drifts and don't let UTS go above 86400. idx, = np.where(self.data.time <= 86400.) self.data = self[idx,:] # make sure MLT is between 0 and 24 idx, = np.where((self.data.mlt >= 0) & (self.data.mlt <= 24.)) self.data = self[idx,:] return
A signal receiver decorator that fetch the complete instance from db when it's passed as raw def nonraw_instance(receiver): """ A signal receiver decorator that fetch the complete instance from db when it's passed as raw """ @wraps(receiver) def wrapper(sender, instance, raw, using, **kwargs): if raw: instance = sender._default_manager.using(using).get(pk=instance.pk) return receiver(sender=sender, raw=raw, instance=instance, using=using, **kwargs) return wrapper
This is used to pass data required for deletion to the post_delete signal that is no more available thereafter. def base_definition_pre_delete(sender, instance, **kwargs): """ This is used to pass data required for deletion to the post_delete signal that is no more available thereafter. """ # see CASCADE_MARK_ORIGIN's docstring cascade_deletion_origin = popattr( instance._state, '_cascade_deletion_origin', None ) if cascade_deletion_origin == 'model_def': return if (instance.base and issubclass(instance.base, models.Model) and instance.base._meta.abstract): instance._state._deletion = instance.model_def.model_class().render_state()
Make sure to delete fields inherited from an abstract model base. def base_definition_post_delete(sender, instance, **kwargs): """ Make sure to delete fields inherited from an abstract model base. """ if hasattr(instance._state, '_deletion'): # Make sure to flatten abstract bases since Django # migrations can't deal with them. model = popattr(instance._state, '_deletion') for field in instance.base._meta.fields: perform_ddl('remove_field', model, field)
When proxy field definitions are loaded from a fixture they're not passing through the `field_definition_post_save` signal. Make sure they are. def raw_field_definition_proxy_post_save(sender, instance, raw, **kwargs): """ When proxy field definitions are loaded from a fixture they're not passing through the `field_definition_post_save` signal. Make sure they are. """ if raw: model_class = instance.content_type.model_class() opts = model_class._meta if opts.proxy and opts.concrete_model is sender: field_definition_post_save( sender=model_class, instance=instance.type_cast(), raw=raw, **kwargs )
This signal is connected by all FieldDefinition subclasses see comment in FieldDefinitionBase for more details def field_definition_post_save(sender, instance, created, raw, **kwargs): """ This signal is connected by all FieldDefinition subclasses see comment in FieldDefinitionBase for more details """ model_class = instance.model_def.model_class().render_state() field = instance.construct_for_migrate() field.model = model_class if created: if hasattr(instance._state, '_creation_default_value'): field.default = instance._state._creation_default_value delattr(instance._state, '_creation_default_value') add_column = popattr(instance._state, '_add_column', True) if add_column: perform_ddl('add_field', model_class, field) # If the field definition is raw we must re-create the model class # since ModelDefinitionAttribute.save won't be called if raw: instance.model_def.model_class().mark_as_obsolete() else: old_field = instance._state._pre_save_field delattr(instance._state, '_pre_save_field') perform_ddl('alter_field', model_class, old_field, field, strict=True)
Useful for retrieving an object attr and removing it if it's part of it's dict while allowing retrieving from subclass. i.e. class A: a = 'a' class B(A): b = 'b' >>> popattr(B, 'a', None) 'a' >>> A.a 'a' def popattr(obj, attr, default=NOT_PROVIDED): """ Useful for retrieving an object attr and removing it if it's part of it's dict while allowing retrieving from subclass. i.e. class A: a = 'a' class B(A): b = 'b' >>> popattr(B, 'a', None) 'a' >>> A.a 'a' """ val = getattr(obj, attr, default) try: delattr(obj, attr) except AttributeError: if default is NOT_PROVIDED: raise return val
An helper that correctly deepcopy model cache state def _app_cache_deepcopy(obj): """ An helper that correctly deepcopy model cache state """ if isinstance(obj, defaultdict): return deepcopy(obj) elif isinstance(obj, dict): return type(obj)((_app_cache_deepcopy(key), _app_cache_deepcopy(val)) for key, val in obj.items()) elif isinstance(obj, list): return list(_app_cache_deepcopy(val) for val in obj) elif isinstance(obj, AppConfig): app_conf = Empty() app_conf.__class__ = AppConfig app_conf.__dict__ = _app_cache_deepcopy(obj.__dict__) return app_conf return obj
A context manager that restore model cache state as it was before entering context. def app_cache_restorer(): """ A context manager that restore model cache state as it was before entering context. """ state = _app_cache_deepcopy(apps.__dict__) try: yield state finally: with apps_lock(): apps.__dict__ = state # Rebind the app registry models cache to # individual app config ones. for app_conf in apps.get_app_configs(): app_conf.models = apps.all_models[app_conf.label] apps.clear_cache()
Custom on_delete handler which sets _cascade_deletion_origin on the _state of the all relating objects that will deleted. We use this handler on ModelDefinitionAttribute.model_def, so when we delete a ModelDefinition we can skip field_definition_post_delete and base_definition_post_delete and avoid an incremental columns deletion before the entire table is dropped. def CASCADE_MARK_ORIGIN(collector, field, sub_objs, using): """ Custom on_delete handler which sets _cascade_deletion_origin on the _state of the all relating objects that will deleted. We use this handler on ModelDefinitionAttribute.model_def, so when we delete a ModelDefinition we can skip field_definition_post_delete and base_definition_post_delete and avoid an incremental columns deletion before the entire table is dropped. """ CASCADE(collector, field, sub_objs, using) if sub_objs: for obj in sub_objs: obj._state._cascade_deletion_origin = field.name
Make sure all related model class are created and marked as dependency when a mutable model class is prepared def mutable_model_prepared(signal, sender, definition, existing_model_class, **kwargs): """ Make sure all related model class are created and marked as dependency when a mutable model class is prepared """ referenced_models = set() # Collect all model class the obsolete model class was referring to if existing_model_class: for field in existing_model_class._meta.local_fields: if isinstance(field, RelatedField): remote_field_model = get_remote_field_model(field) if not isinstance(remote_field_model, string_types): referenced_models.add(remote_field_model) # Add sender as a dependency of all mutable models it refers to for field in sender._meta.local_fields: if isinstance(field, RelatedField): remote_field_model = get_remote_field_model(field) if not isinstance(remote_field_model, string_types): referenced_models.add(remote_field_model) if (issubclass(remote_field_model, MutableModel) and remote_field_model._definition != sender._definition): remote_field_model._dependencies.add(sender._definition) # Mark all model referring to this one as dependencies related_model_defs = ModelDefinition.objects.filter( Q(fielddefinitions__foreignkeydefinition__to=definition) | Q(fielddefinitions__manytomanyfielddefinition__to=definition) ).distinct() for model_def in related_model_defs: if model_def != definition: # Generate model class from definition and add it as a dependency sender._dependencies.add(model_def.model_class()._definition) # Clear the referenced models opts related cache for model_class in referenced_models: clear_opts_related_cache(model_class)
Helper used to unpickle MutableModel model class from their definition pk. def _model_class_from_pk(definition_cls, definition_pk): """ Helper used to unpickle MutableModel model class from their definition pk. """ try: return definition_cls.objects.get(pk=definition_pk).model_class() except definition_cls.DoesNotExist: pass
Make sure the lookup makes sense def clean(self): """ Make sure the lookup makes sense """ if self.lookup == '?': # Randomly sort return else: lookups = self.lookup.split(LOOKUP_SEP) opts = self.model_def.model_class()._meta valid = True while len(lookups): lookup = lookups.pop(0) try: field = opts.get_field(lookup) except FieldDoesNotExist: valid = False else: if isinstance(field, models.ForeignKey): opts = get_remote_field_model(field)._meta elif len(lookups): # Cannot go any deeper valid = False finally: if not valid: msg = _("This field doesn't exist") raise ValidationError({'lookup': [msg]})
Compute the time-derivative of a Lorentz system. def lorentz_deriv((x, y, z), t0, sigma=10., beta=8./3, rho=28.0): """Compute the time-derivative of a Lorentz system.""" return [sigma * (y - x), x * (rho - z) - y, x * y - beta * z]
Builds the parser for reading the command line arguments def buildParser(): ''' Builds the parser for reading the command line arguments''' parser = argparse.ArgumentParser(description='Bagfile reader') parser.add_argument('-b', '--bag', help='Bag file to read', required=True, type=str) parser.add_argument('-s', '--series', help='Msg data fields to graph', required=True, nargs='*') parser.add_argument('-y ', '--ylim', help='Set min and max y lim', required=False, nargs=2) parser.add_argument('-c', '--combined', help="Graph them all on one", required=False, action="store_true", dest="sharey") return parser
Return which topics and which field keys need to be examined for plotting def parse_series_args(topics, fields): '''Return which topics and which field keys need to be examined for plotting''' keys = {} for field in fields: for topic in topics: if field.startswith(topic): keys[field] = (topic, field[len(topic) + 1:]) return keys
Read in a rosbag file and create a pandas data frame that is indexed by the time the message was recorded in the bag. :bag_name: String name for the bag file :include: None, String, or List Topics to include in the dataframe if None all topics added, if string it is used as regular expression, if list that list is used. :exclude: None, String, or List Topics to be removed from those added using the include option using set difference. If None no topics removed. If String it is treated as a regular expression. A list removes those in the list. :seconds: time index is in seconds :returns: a pandas dataframe object def bag_to_dataframe(bag_name, include=None, exclude=None, parse_header=False, seconds=False): ''' Read in a rosbag file and create a pandas data frame that is indexed by the time the message was recorded in the bag. :bag_name: String name for the bag file :include: None, String, or List Topics to include in the dataframe if None all topics added, if string it is used as regular expression, if list that list is used. :exclude: None, String, or List Topics to be removed from those added using the include option using set difference. If None no topics removed. If String it is treated as a regular expression. A list removes those in the list. :seconds: time index is in seconds :returns: a pandas dataframe object ''' # get list of topics to parse yaml_info = get_bag_info(bag_name) bag_topics = get_topics(yaml_info) bag_topics = prune_topics(bag_topics, include, exclude) length = get_length(bag_topics, yaml_info) msgs_to_read, msg_type = get_msg_info(yaml_info, bag_topics, parse_header) bag = rosbag.Bag(bag_name) dmap = create_data_map(msgs_to_read) # create datastore datastore = {} for topic in dmap.keys(): for f, key in dmap[topic].iteritems(): t = msg_type[topic][f] if isinstance(t, int) or isinstance(t, float): arr = np.empty(length) arr.fill(np.NAN) elif isinstance(t, list): arr = np.empty(length) arr.fill(np.NAN) for i in range(len(t)): key_i = '{0}{1}'.format(key, i) datastore[key_i] = arr.copy() continue else: arr = np.empty(length, dtype=np.object) datastore[key] = arr # create the index index = np.empty(length) index.fill(np.NAN) # all of the data is loaded for idx, (topic, msg, mt) in enumerate(bag.read_messages(topics=bag_topics)): try: if seconds: index[idx] = msg.header.stamp.to_sec() else: index[idx] = msg.header.stamp.to_nsec() except: if seconds: index[idx] = mt.to_sec() else: index[idx] = mt.to_nsec() fields = dmap[topic] for f, key in fields.iteritems(): try: d = get_message_data(msg, f) if isinstance(d, tuple): for i, val in enumerate(d): key_i = '{0}{1}'.format(key, i) datastore[key_i][idx] = val else: datastore[key][idx] = d except: pass bag.close() # convert the index if not seconds: index = pd.to_datetime(index, unit='ns') # now we have read all of the messages its time to assemble the dataframe return pd.DataFrame(data=datastore, index=index)
Find the length (# of rows) in the created dataframe def get_length(topics, yaml_info): ''' Find the length (# of rows) in the created dataframe ''' total = 0 info = yaml_info['topics'] for topic in topics: for t in info: if t['topic'] == topic: total = total + t['messages'] break return total
Create a data map for usage when parsing the bag def create_data_map(msgs_to_read): ''' Create a data map for usage when parsing the bag ''' dmap = {} for topic in msgs_to_read.keys(): base_name = get_key_name(topic) + '__' fields = {} for f in msgs_to_read[topic]: key = (base_name + f).replace('.', '_') fields[f] = key dmap[topic] = fields return dmap
prune the topics. If include is None add all to the set of topics to use if include is a string regex match that string, if it is a list use the list If exclude is None do nothing, if string remove the topics with regex, if it is a list remove those topics def prune_topics(bag_topics, include, exclude): '''prune the topics. If include is None add all to the set of topics to use if include is a string regex match that string, if it is a list use the list If exclude is None do nothing, if string remove the topics with regex, if it is a list remove those topics''' topics_to_use = set() # add all of the topics if include is None: for t in bag_topics: topics_to_use.add(t) elif isinstance(include, basestring): check = re.compile(include) for t in bag_topics: if re.match(check, t) is not None: topics_to_use.add(t) else: try: # add all of the includes if it is in the topic for topic in include: if topic in bag_topics: topics_to_use.add(topic) except: warnings.warn('Error in topic selection Using All!') topics_to_use = set() for t in bag_topics: topics_to_use.add(t) to_remove = set() # now exclude the exclusions if exclude is None: pass elif isinstance(exclude, basestring): check = re.compile(exclude) for t in list(topics_to_use): if re.match(check, t) is not None: to_remove.add(t) else: for remove in exclude: if remove in exclude: to_remove.add(remove) # final set stuff to get topics to use topics_to_use = topics_to_use - to_remove # return a list for the results return list(topics_to_use)
Get info from all of the messages about what they contain and will be added to the dataframe def get_msg_info(yaml_info, topics, parse_header=True): ''' Get info from all of the messages about what they contain and will be added to the dataframe ''' topic_info = yaml_info['topics'] msgs = {} classes = {} for topic in topics: base_key = get_key_name(topic) msg_paths = [] msg_types = {} for info in topic_info: if info['topic'] == topic: msg_class = get_message_class(info['type']) if msg_class is None: warnings.warn( 'Could not find types for ' + topic + ' skpping ') else: (msg_paths, msg_types) = get_base_fields(msg_class(), "", parse_header) msgs[topic] = msg_paths classes[topic] = msg_types return (msgs, classes)
Get uamle dict of the bag information by calling the subprocess -- used to create correct sized arrays def get_bag_info(bag_file): '''Get uamle dict of the bag information by calling the subprocess -- used to create correct sized arrays''' # Get the info on the bag bag_info = yaml.load(subprocess.Popen( ['rosbag', 'info', '--yaml', bag_file], stdout=subprocess.PIPE).communicate()[0]) return bag_info
Returns the names of all of the topics in the bag, and prints them to stdout if requested def get_topics(yaml_info): ''' Returns the names of all of the topics in the bag, and prints them to stdout if requested ''' # Pull out the topic info names = [] # Store all of the topics in a dictionary topics = yaml_info['topics'] for topic in topics: names.append(topic['topic']) return names
function to get the full names of every message field in the message def get_base_fields(msg, prefix='', parse_header=True): '''function to get the full names of every message field in the message''' slots = msg.__slots__ ret_val = [] msg_types = dict() for i in slots: slot_msg = getattr(msg, i) if not parse_header and i == 'header': continue if hasattr(slot_msg, '__slots__'): (subs, type_map) = get_base_fields( slot_msg, prefix=prefix + i + '.', parse_header=parse_header, ) for i in subs: ret_val.append(i) for k, v in type_map.items(): msg_types[k] = v else: ret_val.append(prefix + i) msg_types[prefix + i] = slot_msg return (ret_val, msg_types)
get the datapoint from the dot delimited message field key e.g. translation.x looks up translation than x and returns the value found in x def get_message_data(msg, key): '''get the datapoint from the dot delimited message field key e.g. translation.x looks up translation than x and returns the value found in x''' data = msg paths = key.split('.') for i in paths: data = getattr(data, i) return data
Builds the parser for reading the command line arguments def buildParser(): ''' Builds the parser for reading the command line arguments''' parser = argparse.ArgumentParser( description='Script to parse bagfile to csv file') parser.add_argument('bag', help='Bag file to read', type=str) parser.add_argument('-i', '--include', help='list or regex for topics to include', nargs='*') parser.add_argument('-e', '--exclude', help='list or regex for topics to exclude', nargs='*') parser.add_argument('-o', '--output', help='name of the output file', nargs='*') parser.add_argument('-f', '--fill', help='Fill the bag forward and backwards so no missing values when present', action='store_true') parser.add_argument('--include-header', help='Include the header fields. By default they are excluded', action='store_true') return parser
Dump the payload to JSON def jsonify_payload(self): """ Dump the payload to JSON """ # Assume already json serialized if isinstance(self.payload, string_types): return self.payload return json.dumps(self.payload, cls=StandardJSONEncoder)
Send the webhook method def _send(self): """ Send the webhook method """ payload = self.payload sending_metadata = {'success': False} post_attributes = {'timeout': self.timeout} if self.custom_headers: post_attributes['headers'] = self.custom_headers if not post_attributes.get('headers', None): post_attributes['headers'] = {} post_attributes['headers']['Content-Type'] = self.encoding post_attributes['data'] = self.format_payload() if self.signing_secret: post_attributes['headers']['x-hub-signature'] = self.create_signature(post_attributes['data'], \ self.signing_secret) for i, wait in enumerate(range(len(self.attempts) - 1)): self.attempt = i + 1 sending_metadata['attempt'] = self.attempt try: print(self.url) self.response = requests.post(self.url, **post_attributes) if sys.version > '3': # Converts bytes object to str object in Python 3+ self.response_content = self.response.content.decode('utf-8') else: self.response_content = self.response.content sending_metadata['status_code'] = self.response.status_code # anything with a 200 status code is a success if self.response.status_code >= 200 and self.response.status_code < 300: # Exit the sender method. Here we provide the payload as a result. # This is useful for reporting. self.notify("Attempt {}: Successfully sent webhook {}".format( self.attempt, self.hash_value) ) sending_metadata['response'] = self.response_content sending_metadata['success'] = True break else: self.error = "Status code (%d). Message: %s" % (self.response.status_code, self.response.text) except Exception as ex: err_formatted = str(ex).replace('"',"'") sending_metadata['response'] = '{"status_code": 500, "status":"failure","error":"'+err_formatted+'"}' self.error = err_formatted self.notify("Attempt {}: Could not send webhook {}".format( self.attempt, self.hash_value) ) self.notify_debug("Webhook {}. Body: {}".format( self.hash_value, self.payload) ) # If last attempt if self.attempt == (len(self.attempts) - 1): self.notify_error("Failed to send webhook {}. Body: {}".format( self.hash_value, self.payload) ) else: # Wait a bit before the next attempt sleep(wait) sending_metadata['error'] = None if sending_metadata['success'] or not self.error else self.error sending_metadata['post_attributes'] = post_attributes merged_dict = sending_metadata.copy() if isinstance(payload, string_types): payload = {'payload': payload} # Add the hash value if there is one. if self.hash_value is not None and len(self.hash_value) > 0: payload['hash'] = self.hash_value merged_dict.update(payload) return merged_dict
:type signatureKey: ECPublicKey def verifySignature(self, signatureKey): """ :type signatureKey: ECPublicKey """ try: parts = ByteUtil.split(self.serialized, len(self.serialized) - self.__class__.SIGNATURE_LENGTH, self.__class__.SIGNATURE_LENGTH) if not Curve.verifySignature(signatureKey, parts[0], parts[1]): raise InvalidMessageException("Invalid signature!") except InvalidKeyException as e: raise InvalidMessageException(e)
:type signatureKey: ECPrivateKey :type serialized: bytearray def getSignature(self, signatureKey, serialized): """ :type signatureKey: ECPrivateKey :type serialized: bytearray """ try: return Curve.calculateSignature(signatureKey, serialized) except InvalidKeyException as e: raise AssertionError(e)
:param sessionRecord: :param message: :type message: PreKeyWhisperMessage def process(self, sessionRecord, message): """ :param sessionRecord: :param message: :type message: PreKeyWhisperMessage """ messageVersion = message.getMessageVersion() theirIdentityKey = message.getIdentityKey() unsignedPreKeyId = None if not self.identityKeyStore.isTrustedIdentity(self.recipientId, theirIdentityKey): raise UntrustedIdentityException(self.recipientId, theirIdentityKey) if messageVersion == 2: unsignedPreKeyId = self.processV2(sessionRecord, message) elif messageVersion == 3: unsignedPreKeyId = self.processV3(sessionRecord, message) else: raise AssertionError("Unkown version %s" % messageVersion) self.identityKeyStore.saveIdentity(self.recipientId, theirIdentityKey) return unsignedPreKeyId
:type sessionRecord: SessionRecord :type message: PreKeyWhisperMessage def processV2(self, sessionRecord, message): """ :type sessionRecord: SessionRecord :type message: PreKeyWhisperMessage """ if message.getPreKeyId() is None: raise InvalidKeyIdException("V2 message requires one time prekey id!") if not self.preKeyStore.containsPreKey(message.getPreKeyId()) and \ self.sessionStore.containsSession(self.recipientId, self.deviceId): logging.warn("We've already processed the prekey part of this V2 session, " "letting bundled message fall through...") return None ourPreKey = self.preKeyStore.loadPreKey(message.getPreKeyId()).getKeyPair() parameters = BobAxolotlParameters.newBuilder() parameters.setOurIdentityKey(self.identityKeyStore.getIdentityKeyPair())\ .setOurSignedPreKey(ourPreKey)\ .setOurRatchetKey(ourPreKey)\ .setOurOneTimePreKey(None)\ .setTheirIdentityKey(message.getIdentityKey())\ .setTheirBaseKey(message.getBaseKey()) if not sessionRecord.isFresh(): sessionRecord.archiveCurrentState() RatchetingSession.initializeSessionAsBob(sessionRecord.getSessionState(), message.getMessageVersion(), parameters.create()) sessionRecord.getSessionState().setLocalRegistrationId(self.identityKeyStore.getLocalRegistrationId()) sessionRecord.getSessionState().setRemoteRegistrationId(message.getRegistrationId()) sessionRecord.getSessionState().setAliceBaseKey(message.getBaseKey().serialize()) if message.getPreKeyId() != Medium.MAX_VALUE: return message.getPreKeyId() else: return None
:param sessionRecord: :param message: :type message: PreKeyWhisperMessage :return: def processV3(self, sessionRecord, message): """ :param sessionRecord: :param message: :type message: PreKeyWhisperMessage :return: """ if sessionRecord.hasSessionState(message.getMessageVersion(), message.getBaseKey().serialize()): logger.warn("We've already setup a session for this V3 message, letting bundled message fall through...") return None ourSignedPreKey = self.signedPreKeyStore.loadSignedPreKey(message.getSignedPreKeyId()).getKeyPair() parameters = BobAxolotlParameters.newBuilder() parameters.setTheirBaseKey(message.getBaseKey())\ .setTheirIdentityKey(message.getIdentityKey())\ .setOurIdentityKey(self.identityKeyStore.getIdentityKeyPair())\ .setOurSignedPreKey(ourSignedPreKey)\ .setOurRatchetKey(ourSignedPreKey) if message.getPreKeyId() is not None: parameters.setOurOneTimePreKey(self.preKeyStore.loadPreKey(message.getPreKeyId()).getKeyPair()) else: parameters.setOurOneTimePreKey(None) if not sessionRecord.isFresh(): sessionRecord.archiveCurrentState() RatchetingSession.initializeSessionAsBob(sessionRecord.getSessionState(), message.getMessageVersion(), parameters.create()) sessionRecord.getSessionState().setLocalRegistrationId(self.identityKeyStore.getLocalRegistrationId()) sessionRecord.getSessionState().setRemoteRegistrationId(message.getRegistrationId()) sessionRecord.getSessionState().setAliceBaseKey(message.getBaseKey().serialize()) if message.getPreKeyId() is not None and message.getPreKeyId() != Medium.MAX_VALUE: return message.getPreKeyId() else: return None
:type preKey: PreKeyBundle def processPreKeyBundle(self, preKey): """ :type preKey: PreKeyBundle """ if not self.identityKeyStore.isTrustedIdentity(self.recipientId, preKey.getIdentityKey()): raise UntrustedIdentityException(self.recipientId, preKey.getIdentityKey()) if preKey.getSignedPreKey() is not None and\ not Curve.verifySignature(preKey.getIdentityKey().getPublicKey(), preKey.getSignedPreKey().serialize(), preKey.getSignedPreKeySignature()): raise InvalidKeyException("Invalid signature on device key!") if preKey.getSignedPreKey() is None and preKey.getPreKey() is None: raise InvalidKeyException("Both signed and unsigned prekeys are absent!") supportsV3 = preKey.getSignedPreKey() is not None sessionRecord = self.sessionStore.loadSession(self.recipientId, self.deviceId) ourBaseKey = Curve.generateKeyPair() theirSignedPreKey = preKey.getSignedPreKey() if supportsV3 else preKey.getPreKey() theirOneTimePreKey = preKey.getPreKey() theirOneTimePreKeyId = preKey.getPreKeyId() if theirOneTimePreKey is not None else None parameters = AliceAxolotlParameters.newBuilder() parameters.setOurBaseKey(ourBaseKey)\ .setOurIdentityKey(self.identityKeyStore.getIdentityKeyPair())\ .setTheirIdentityKey(preKey.getIdentityKey())\ .setTheirSignedPreKey(theirSignedPreKey)\ .setTheirRatchetKey(theirSignedPreKey)\ .setTheirOneTimePreKey(theirOneTimePreKey if supportsV3 else None) if not sessionRecord.isFresh(): sessionRecord.archiveCurrentState() RatchetingSession.initializeSessionAsAlice(sessionRecord.getSessionState(), 3 if supportsV3 else 2, parameters.create()) sessionRecord.getSessionState().setUnacknowledgedPreKeyMessage(theirOneTimePreKeyId, preKey.getSignedPreKeyId(), ourBaseKey.getPublicKey()) sessionRecord.getSessionState().setLocalRegistrationId(self.identityKeyStore.getLocalRegistrationId()) sessionRecord.getSessionState().setRemoteRegistrationId(preKey.getRegistrationId()) sessionRecord.getSessionState().setAliceBaseKey(ourBaseKey.getPublicKey().serialize()) self.sessionStore.storeSession(self.recipientId, self.deviceId, sessionRecord) self.identityKeyStore.saveIdentity(self.recipientId, preKey.getIdentityKey())
:type senderKeyName: SenderKeyName :type senderKeyDistributionMessage: SenderKeyDistributionMessage def process(self, senderKeyName, senderKeyDistributionMessage): """ :type senderKeyName: SenderKeyName :type senderKeyDistributionMessage: SenderKeyDistributionMessage """ senderKeyRecord = self.senderKeyStore.loadSenderKey(senderKeyName) senderKeyRecord.addSenderKeyState(senderKeyDistributionMessage.getId(), senderKeyDistributionMessage.getIteration(), senderKeyDistributionMessage.getChainKey(), senderKeyDistributionMessage.getSignatureKey()) self.senderKeyStore.storeSenderKey(senderKeyName, senderKeyRecord)
:type senderKeyName: SenderKeyName def create(self, senderKeyName): """ :type senderKeyName: SenderKeyName """ try: senderKeyRecord = self.senderKeyStore.loadSenderKey(senderKeyName); if senderKeyRecord.isEmpty() : senderKeyRecord.setSenderKeyState(KeyHelper.generateSenderKeyId(), 0, KeyHelper.generateSenderKey(), KeyHelper.generateSenderSigningKey()); self.senderKeyStore.storeSenderKey(senderKeyName, senderKeyRecord); state = senderKeyRecord.getSenderKeyState(); return SenderKeyDistributionMessage(state.getKeyId(), state.getSenderChainKey().getIteration(), state.getSenderChainKey().getSeed(), state.getSigningKeyPublic()); except (InvalidKeyException, InvalidKeyIdException) as e: raise AssertionError(e)
:type sessionState: SessionState :type sessionVersion: int :type parameters: SymmetricAxolotlParameters def initializeSession(sessionState, sessionVersion, parameters): """ :type sessionState: SessionState :type sessionVersion: int :type parameters: SymmetricAxolotlParameters """ if RatchetingSession.isAlice(parameters.getOurBaseKey().getPublicKey(), parameters.getTheirBaseKey()): aliceParameters = AliceAxolotlParameters.newBuilder() aliceParameters.setOurBaseKey(parameters.getOurBaseKey()) \ .setOurIdentityKey(parameters.getOurIdentityKey()) \ .setTheirRatchetKey(parameters.getTheirRatchetKey()) \ .setTheirIdentityKey(parameters.getTheirIdentityKey()) \ .setTheirSignedPreKey(parameters.getTheirBaseKey()) \ .setTheirOneTimePreKey(None) RatchetingSession.initializeSessionAsAlice(sessionState, sessionVersion, aliceParameters.create()) else: bobParameters = BobAxolotlParameters.newBuilder() bobParameters.setOurIdentityKey(parameters.getOurIdentityKey()) \ .setOurRatchetKey(parameters.getOurRatchetKey()) \ .setOurSignedPreKey(parameters.getOurBaseKey()) \ .setOurOneTimePreKey(None) \ .setTheirBaseKey(parameters.getTheirBaseKey()) \ .setTheirIdentityKey(parameters.getTheirIdentityKey()) RatchetingSession.initializeSessionAsBob(sessionState, sessionVersion, bobParameters.create())
:type sessionState: SessionState :type sessionVersion: int :type parameters: AliceAxolotlParameters def initializeSessionAsAlice(sessionState, sessionVersion, parameters): """ :type sessionState: SessionState :type sessionVersion: int :type parameters: AliceAxolotlParameters """ sessionState.setSessionVersion(sessionVersion) sessionState.setRemoteIdentityKey(parameters.getTheirIdentityKey()) sessionState.setLocalIdentityKey(parameters.getOurIdentityKey().getPublicKey()) sendingRatchetKey = Curve.generateKeyPair() secrets = bytearray() if sessionVersion >= 3: secrets.extend(RatchetingSession.getDiscontinuityBytes()) secrets.extend(Curve.calculateAgreement(parameters.getTheirSignedPreKey(), parameters.getOurIdentityKey().getPrivateKey())) secrets.extend(Curve.calculateAgreement(parameters.getTheirIdentityKey().getPublicKey(), parameters.getOurBaseKey().getPrivateKey())) secrets.extend(Curve.calculateAgreement(parameters.getTheirSignedPreKey(), parameters.getOurBaseKey().getPrivateKey())) if sessionVersion >= 3 and parameters.getTheirOneTimePreKey() is not None: secrets.extend(Curve.calculateAgreement(parameters.getTheirOneTimePreKey(), parameters.getOurBaseKey().getPrivateKey())) derivedKeys = RatchetingSession.calculateDerivedKeys(sessionVersion, secrets) sendingChain = derivedKeys.getRootKey().createChain(parameters.getTheirRatchetKey(), sendingRatchetKey) sessionState.addReceiverChain(parameters.getTheirRatchetKey(), derivedKeys.getChainKey()) sessionState.setSenderChain(sendingRatchetKey, sendingChain[1]) sessionState.setRootKey(sendingChain[0])
:type sessionState: SessionState :type sessionVersion: int :type parameters: BobAxolotlParameters def initializeSessionAsBob(sessionState, sessionVersion, parameters): """ :type sessionState: SessionState :type sessionVersion: int :type parameters: BobAxolotlParameters """ sessionState.setSessionVersion(sessionVersion) sessionState.setRemoteIdentityKey(parameters.getTheirIdentityKey()) sessionState.setLocalIdentityKey(parameters.getOurIdentityKey().getPublicKey()) secrets = bytearray() if sessionVersion >= 3: secrets.extend(RatchetingSession.getDiscontinuityBytes()) secrets.extend(Curve.calculateAgreement(parameters.getTheirIdentityKey().getPublicKey(), parameters.getOurSignedPreKey().getPrivateKey())) secrets.extend(Curve.calculateAgreement(parameters.getTheirBaseKey(), parameters.getOurIdentityKey().getPrivateKey())) secrets.extend(Curve.calculateAgreement(parameters.getTheirBaseKey(), parameters.getOurSignedPreKey().getPrivateKey())) if sessionVersion >= 3 and parameters.getOurOneTimePreKey() is not None: secrets.extend(Curve.calculateAgreement(parameters.getTheirBaseKey(), parameters.getOurOneTimePreKey().getPrivateKey())) derivedKeys = RatchetingSession.calculateDerivedKeys(sessionVersion, secrets) sessionState.setSenderChain(parameters.getOurRatchetKey(), derivedKeys.getChainKey()) sessionState.setRootKey(derivedKeys.getRootKey())
:type id: int :type iteration: int :type chainKey: bytearray :type signatureKey: ECPublicKey def addSenderKeyState(self, id, iteration, chainKey, signatureKey): """ :type id: int :type iteration: int :type chainKey: bytearray :type signatureKey: ECPublicKey """ self.senderKeyStates.append(SenderKeyState(id, iteration, chainKey, signatureKey))
:type id: int :type iteration: int :type chainKey: bytearray :type signatureKey: ECKeyPair def setSenderKeyState(self, id, iteration, chainKey, signatureKey): """ :type id: int :type iteration: int :type chainKey: bytearray :type signatureKey: ECKeyPair """ del self.senderKeyStates[:] self.senderKeyStates.append(SenderKeyState(id, iteration, chainKey, signatureKeyPair=signatureKey))
:type paddedMessage: str def encrypt(self, paddedMessage): """ :type paddedMessage: str """ # TODO: make this less ugly and python 2 and 3 compatible # paddedMessage = bytearray(paddedMessage.encode() if (sys.version_info >= (3, 0) and not type(paddedMessage) in (bytes, bytearray)) or type(paddedMessage) is unicode else paddedMessage) if (sys.version_info >= (3, 0) and not type(paddedMessage) in (bytes, bytearray)) or type(paddedMessage) is unicode: paddedMessage = bytearray(paddedMessage.encode()) else: paddedMessage = bytearray(paddedMessage) sessionRecord = self.sessionStore.loadSession(self.recipientId, self.deviceId) sessionState = sessionRecord.getSessionState() chainKey = sessionState.getSenderChainKey() messageKeys = chainKey.getMessageKeys() senderEphemeral = sessionState.getSenderRatchetKey() previousCounter = sessionState.getPreviousCounter() sessionVersion = sessionState.getSessionVersion() ciphertextBody = self.getCiphertext(sessionVersion, messageKeys, paddedMessage) ciphertextMessage = WhisperMessage(sessionVersion, messageKeys.getMacKey(), senderEphemeral, chainKey.getIndex(), previousCounter, ciphertextBody, sessionState.getLocalIdentityKey(), sessionState.getRemoteIdentityKey()) if sessionState.hasUnacknowledgedPreKeyMessage(): items = sessionState.getUnacknowledgedPreKeyMessageItems() localRegistrationid = sessionState.getLocalRegistrationId() ciphertextMessage = PreKeyWhisperMessage(sessionVersion, localRegistrationid, items.getPreKeyId(), items.getSignedPreKeyId(), items.getBaseKey(), sessionState.getLocalIdentityKey(), ciphertextMessage) sessionState.setSenderChainKey(chainKey.getNextChainKey()) self.sessionStore.storeSession(self.recipientId, self.deviceId, sessionRecord) return ciphertextMessage
:type ciphertext: WhisperMessage :type textMsg: Bool set this to False if you are decrypting bytes instead of string def decryptMsg(self, ciphertext, textMsg=True): """ :type ciphertext: WhisperMessage :type textMsg: Bool set this to False if you are decrypting bytes instead of string """ if not self.sessionStore.containsSession(self.recipientId, self.deviceId): raise NoSessionException("No session for: %s, %s" % (self.recipientId, self.deviceId)) sessionRecord = self.sessionStore.loadSession(self.recipientId, self.deviceId) plaintext = self.decryptWithSessionRecord(sessionRecord, ciphertext) self.sessionStore.storeSession(self.recipientId, self.deviceId, sessionRecord) return plaintext
:type ciphertext: PreKeyWhisperMessage def decryptPkmsg(self, ciphertext, textMsg=True): """ :type ciphertext: PreKeyWhisperMessage """ sessionRecord = self.sessionStore.loadSession(self.recipientId, self.deviceId) unsignedPreKeyId = self.sessionBuilder.process(sessionRecord, ciphertext) plaintext = self.decryptWithSessionRecord(sessionRecord, ciphertext.getWhisperMessage()) # callback.handlePlaintext(plaintext) self.sessionStore.storeSession(self.recipientId, self.deviceId, sessionRecord) if unsignedPreKeyId is not None: self.preKeyStore.removePreKey(unsignedPreKeyId) return plaintext
:type sessionRecord: SessionRecord :type cipherText: WhisperMessage def decryptWithSessionRecord(self, sessionRecord, cipherText): """ :type sessionRecord: SessionRecord :type cipherText: WhisperMessage """ previousStates = sessionRecord.getPreviousSessionStates() exceptions = [] try: sessionState = SessionState(sessionRecord.getSessionState()) plaintext = self.decryptWithSessionState(sessionState, cipherText) sessionRecord.setState(sessionState) return plaintext except InvalidMessageException as e: exceptions.append(e) for i in range(0, len(previousStates)): previousState = previousStates[i] try: promotedState = SessionState(previousState) plaintext = self.decryptWithSessionState(promotedState, cipherText) previousStates.pop(i) sessionRecord.promoteState(promotedState) return plaintext except InvalidMessageException as e: exceptions.append(e) raise InvalidMessageException("No valid sessions", exceptions)
:type version: int :type messageKeys: MessageKeys :type plainText: bytearray def getCiphertext(self, version, messageKeys, plainText): """ :type version: int :type messageKeys: MessageKeys :type plainText: bytearray """ cipher = None if version >= 3: cipher = self.getCipher(messageKeys.getCipherKey(), messageKeys.getIv()) else: cipher = self.getCipher_v2(messageKeys.getCipherKey(), messageKeys.getCounter()) return cipher.encrypt(bytes(plainText))
:type publicKey: ECPublicKey :type privateKey: ECPrivateKey def calculateAgreement(publicKey, privateKey): """ :type publicKey: ECPublicKey :type privateKey: ECPrivateKey """ if publicKey.getType() != privateKey.getType(): raise InvalidKeyException("Public and private keys must be of the same type!") if publicKey.getType() == Curve.DJB_TYPE: return _curve.calculateAgreement(privateKey.getPrivateKey(), publicKey.getPublicKey()) else: raise InvalidKeyException("Unknown type: %s" % publicKey.getType())
:type ecPublicSigningKey: ECPublicKey :type message: bytearray :type signature: bytearray def verifySignature(ecPublicSigningKey, message, signature): """ :type ecPublicSigningKey: ECPublicKey :type message: bytearray :type signature: bytearray """ if ecPublicSigningKey.getType() == Curve.DJB_TYPE: result = _curve.verifySignature(ecPublicSigningKey.getPublicKey(), message, signature) return result == 0 else: raise InvalidKeyException("Unknown type: %s" % ecPublicSigningKey.getType())
:type privateSigningKey: ECPrivateKey :type message: bytearray def calculateSignature(privateSigningKey, message): """ :type privateSigningKey: ECPrivateKey :type message: bytearray """ if privateSigningKey.getType() == Curve.DJB_TYPE: rand = os.urandom(64) res = _curve.calculateSignature(rand, privateSigningKey.getPrivateKey(), message) return res else: raise InvalidKeyException("Unknown type: %s" % privateSigningKey.getType())
:type paddedPlaintext: str def encrypt(self, paddedPlaintext): """ :type paddedPlaintext: str """ # TODO: make this less ugly and python 2 and 3 compatible # paddedMessage = bytearray(paddedMessage.encode() if (sys.version_info >= (3, 0) and not type(paddedMessage) in (bytes, bytearray)) or type(paddedMessage) is unicode else paddedMessage) if (sys.version_info >= (3, 0) and not type(paddedPlaintext) in (bytes, bytearray)) or type(paddedPlaintext) is unicode: paddedPlaintext = bytearray(paddedPlaintext.encode()) else: paddedPlaintext = bytearray(paddedPlaintext) try: record = self.senderKeyStore.loadSenderKey(self.senderKeyName) senderKeyState = record.getSenderKeyState() senderKey = senderKeyState.getSenderChainKey().getSenderMessageKey() ciphertext = self.getCipherText(senderKey.getIv(), senderKey.getCipherKey(), paddedPlaintext) senderKeyMessage = SenderKeyMessage(senderKeyState.getKeyId(), senderKey.getIteration(), ciphertext, senderKeyState.getSigningKeyPrivate()) senderKeyState.setSenderChainKey(senderKeyState.getSenderChainKey().getNext()) self.senderKeyStore.storeSenderKey(self.senderKeyName, record) return senderKeyMessage.serialize() except InvalidKeyIdException as e: raise NoSessionException(e)
:type senderKeyMessageBytes: bytearray def decrypt(self, senderKeyMessageBytes): """ :type senderKeyMessageBytes: bytearray """ try: record = self.senderKeyStore.loadSenderKey(self.senderKeyName) if record.isEmpty(): raise NoSessionException("No sender key for: %s" % self.senderKeyName) senderKeyMessage = SenderKeyMessage(serialized = bytes(senderKeyMessageBytes)) senderKeyState = record.getSenderKeyState(senderKeyMessage.getKeyId()) senderKeyMessage.verifySignature(senderKeyState.getSigningKeyPublic()) senderKey = self.getSenderKey(senderKeyState, senderKeyMessage.getIteration()) plaintext = self.getPlainText(senderKey.getIv(), senderKey.getCipherKey(), senderKeyMessage.getCipherText()) self.senderKeyStore.storeSenderKey(self.senderKeyName, record) return plaintext except (InvalidKeyException, InvalidKeyIdException) as e: raise InvalidMessageException(e)
:type iv: bytearray :type key: bytearray :type ciphertext: bytearray def getPlainText(self, iv, key, ciphertext): """ :type iv: bytearray :type key: bytearray :type ciphertext: bytearray """ try: cipher = AESCipher(key, iv) plaintext = cipher.decrypt(ciphertext) if sys.version_info >= (3, 0): return plaintext.decode() return plaintext except Exception as e: raise InvalidMessageException(e)
:type iv: bytearray :type key: bytearray :type plaintext: bytearray def getCipherText(self, iv, key, plaintext): """ :type iv: bytearray :type key: bytearray :type plaintext: bytearray """ cipher = AESCipher(key, iv) return cipher.encrypt(bytes(plaintext))
:type sequence: int :type ourBaseKey: ECKeyPair :type ourRatchetKey: ECKeyPair :type ourIdentityKey: IdentityKeyPair def setPendingKeyExchange(self, sequence, ourBaseKey, ourRatchetKey, ourIdentityKey): """ :type sequence: int :type ourBaseKey: ECKeyPair :type ourRatchetKey: ECKeyPair :type ourIdentityKey: IdentityKeyPair """ structure = self.sessionStructure.PendingKeyExchange() structure.sequence = sequence structure.localBaseKey = ourBaseKey.getPublicKey().serialize() structure.localBaseKeyPrivate = ourBaseKey.getPrivateKey().serialize() structure.localRatchetKey = ourRatchetKey.getPublicKey().serialize() structure.localRatchetKeyPrivate = ourRatchetKey.getPrivateKey().serialize() structure.localIdentityKey = ourIdentityKey.getPublicKey().serialize() structure.localIdentityKeyPrivate = ourIdentityKey.getPrivateKey().serialize() self.sessionStructure.pendingKeyExchange.MergeFrom(structure)
:type preKeyId: int :type signedPreKeyId: int :type baseKey: ECPublicKey def setUnacknowledgedPreKeyMessage(self, preKeyId, signedPreKeyId, baseKey): """ :type preKeyId: int :type signedPreKeyId: int :type baseKey: ECPublicKey """ self.sessionStructure.pendingPreKey.signedPreKeyId = signedPreKeyId self.sessionStructure.pendingPreKey.baseKey = baseKey.serialize() if preKeyId is not None: self.sessionStructure.pendingPreKey.preKeyId = preKeyId
Generate an identity key pair. Clients should only do this once, at install time. @return the generated IdentityKeyPair. def generateIdentityKeyPair(): """ Generate an identity key pair. Clients should only do this once, at install time. @return the generated IdentityKeyPair. """ keyPair = Curve.generateKeyPair() publicKey = IdentityKey(keyPair.getPublicKey()) serialized = '0a21056e8936e8367f768a7bba008ade7cf58407bdc7a6aae293e2c' \ 'b7c06668dcd7d5e12205011524f0c15467100dd603e0d6020f4d293' \ 'edfbcd82129b14a88791ac81365c' serialized = binascii.unhexlify(serialized.encode()) identityKeyPair = IdentityKeyPair(publicKey, keyPair.getPrivateKey()) return identityKeyPair
Generate a list of PreKeys. Clients should do this at install time, and subsequently any time the list of PreKeys stored on the server runs low. PreKey IDs are shorts, so they will eventually be repeated. Clients should store PreKeys in a circular buffer, so that they are repeated as infrequently as possible. @param start The starting PreKey ID, inclusive. @param count The number of PreKeys to generate. @return the list of generated PreKeyRecords. def generatePreKeys(start, count): """ Generate a list of PreKeys. Clients should do this at install time, and subsequently any time the list of PreKeys stored on the server runs low. PreKey IDs are shorts, so they will eventually be repeated. Clients should store PreKeys in a circular buffer, so that they are repeated as infrequently as possible. @param start The starting PreKey ID, inclusive. @param count The number of PreKeys to generate. @return the list of generated PreKeyRecords. """ results = [] start -= 1 for i in range(0, count): preKeyId = ((start + i) % (Medium.MAX_VALUE - 1)) + 1 results.append(PreKeyRecord(preKeyId, Curve.generateKeyPair())) return results
Choices for Enum :return: List of tuples (<value>, <human-readable value>) :rtype: list def choices(cls, blank=False): """ Choices for Enum :return: List of tuples (<value>, <human-readable value>) :rtype: list """ choices = sorted([(key, value) for key, value in cls.values.items()], key=lambda x: x[0]) if blank: choices.insert(0, ('', Enum.Value('', None, '', cls))) return choices
Get Enum.Value object matching the value argument. :param name_or_numeric: Integer value or attribute name :type name_or_numeric: int or str :rtype: Enum.Value def get(cls, name_or_numeric): """ Get Enum.Value object matching the value argument. :param name_or_numeric: Integer value or attribute name :type name_or_numeric: int or str :rtype: Enum.Value """ if isinstance(name_or_numeric, six.string_types): name_or_numeric = getattr(cls, name_or_numeric.upper()) return cls.values.get(name_or_numeric)
:return: List of tuples consisting of every enum value in the form [('NAME', value), ...] :rtype: list def items(cls): """ :return: List of tuples consisting of every enum value in the form [('NAME', value), ...] :rtype: list """ items = [(value.name, key) for key, value in cls.values.items()] return sorted(items, key=lambda x: x[1])
Will check if to_value is a valid transition from from_value. Returns true if it is a valid transition. :param from_value: Start transition point :param to_value: End transition point :type from_value: int :type to_value: int :return: Success flag :rtype: bool def is_valid_transition(cls, from_value, to_value): """ Will check if to_value is a valid transition from from_value. Returns true if it is a valid transition. :param from_value: Start transition point :param to_value: End transition point :type from_value: int :type to_value: int :return: Success flag :rtype: bool """ try: return from_value == to_value or from_value in cls.transition_origins(to_value) except KeyError: return False
User a customer setter for the field to validate new value against the old one. The current value is set as '_enum_[att_name]' on the model instance. def _setup_validation(self, sender, **kwargs): """ User a customer setter for the field to validate new value against the old one. The current value is set as '_enum_[att_name]' on the model instance. """ att_name = self.get_attname() private_att_name = '_enum_%s' % att_name enum = self.enum def set_enum(self, new_value): if hasattr(self, private_att_name): # Fetch previous value from private enum attribute. old_value = getattr(self, private_att_name) else: # First setattr no previous value on instance. old_value = new_value # Update private enum attribute with new value setattr(self, private_att_name, new_value) self.__dict__[att_name] = new_value # Run validation for new value. validators.validate_valid_transition(enum, old_value, new_value) def get_enum(self): return getattr(self, private_att_name) def delete_enum(self): self.__dict__[att_name] = None return setattr(self, private_att_name, None) if not sender._meta.abstract: setattr(sender, att_name, property(get_enum, set_enum, delete_enum))
Validate that to_value is a valid choice and that to_value is a valid transition from from_value. def validate_valid_transition(enum, from_value, to_value): """ Validate that to_value is a valid choice and that to_value is a valid transition from from_value. """ validate_available_choice(enum, to_value) if hasattr(enum, '_transitions') and not enum.is_valid_transition(from_value, to_value): message = _(six.text_type('{enum} can not go from "{from_value}" to "{to_value}"')) raise InvalidStatusOperationError(message.format( enum=enum.__name__, from_value=enum.name(from_value), to_value=enum.name(to_value) or to_value ))
Validate that to_value is defined as a value in enum. def validate_available_choice(enum, to_value): """ Validate that to_value is defined as a value in enum. """ if to_value is None: return if type(to_value) is not int: try: to_value = int(to_value) except ValueError: message_str = "'{value}' cannot be converted to int" message = _(six.text_type(message_str)) raise InvalidStatusOperationError(message.format(value=to_value)) if to_value not in list(dict(enum.choices()).keys()): message = _(six.text_type('Select a valid choice. {value} is not one of the available choices.')) raise InvalidStatusOperationError(message.format(value=to_value))
Get a diff between running config and a proposed file. def _get_diff(self, cp_file): """Get a diff between running config and a proposed file.""" diff = [] self._create_sot_file() diff_out = self.device.show( 'show diff rollback-patch file {0} file {1}'.format( 'sot_file', self.replace_file.split('/')[-1]), raw_text=True) try: diff_out = diff_out.split( '#Generating Rollback Patch')[1].replace( 'Rollback Patch is Empty', '').strip() for line in diff_out.splitlines(): if line: if line[0].strip() != '!': diff.append(line.rstrip(' ')) except (AttributeError, KeyError): raise ReplaceConfigException( 'Could not calculate diff. It\'s possible the given file doesn\'t exist.') return '\n'.join(diff)
Save the current running config to the given file. def _save_config(self, filename): """Save the current running config to the given file.""" self.device.show('checkpoint file {}'.format(filename), raw_text=True)
Open the connection wit the device. def open(self): """Open the connection wit the device.""" try: self.device.open() except ConnectTimeoutError as cte: raise ConnectionException(cte.message) self.device.timeout = self.timeout self.device._conn._session.transport.set_keepalive(self.keepalive) if hasattr(self.device, "cu"): # make sure to remove the cu attr from previous session # ValueError: requested attribute name cu already exists del self.device.cu self.device.bind(cu=Config) if self.config_lock: self._lock()
Lock the config DB. def _lock(self): """Lock the config DB.""" if not self.locked: self.device.cu.lock() self.locked = True
Unlock the config DB. def _unlock(self): """Unlock the config DB.""" if self.locked: self.device.cu.unlock() self.locked = False
Compare candidate config with running. def compare_config(self): """Compare candidate config with running.""" diff = self.device.cu.diff() if diff is None: return '' else: return diff.strip()
Commit configuration. def commit_config(self): """Commit configuration.""" self.device.cu.commit(ignore_warning=self.ignore_warning) if not self.config_lock: self._unlock()
Discard changes (rollback 0). def discard_config(self): """Discard changes (rollback 0).""" self.device.cu.rollback(rb_id=0) if not self.config_lock: self._unlock()
Return facts of the device. def get_facts(self): """Return facts of the device.""" output = self.device.facts uptime = self.device.uptime or -1 interfaces = junos_views.junos_iface_table(self.device) interfaces.get() interface_list = interfaces.keys() return { 'vendor': u'Juniper', 'model': py23_compat.text_type(output['model']), 'serial_number': py23_compat.text_type(output['serialnumber']), 'os_version': py23_compat.text_type(output['version']), 'hostname': py23_compat.text_type(output['hostname']), 'fqdn': py23_compat.text_type(output['fqdn']), 'uptime': uptime, 'interface_list': interface_list }
Return interfaces details. def get_interfaces(self): """Return interfaces details.""" result = {} interfaces = junos_views.junos_iface_table(self.device) interfaces.get() # convert all the tuples to our pre-defined dict structure for iface in interfaces.keys(): result[iface] = { 'is_up': interfaces[iface]['is_up'], 'is_enabled': interfaces[iface]['is_enabled'], 'description': (interfaces[iface]['description'] or u''), 'last_flapped': float((interfaces[iface]['last_flapped'] or -1)), 'mac_address': napalm_base.helpers.convert( napalm_base.helpers.mac, interfaces[iface]['mac_address'], py23_compat.text_type(interfaces[iface]['mac_address'])), 'speed': -1 } # result[iface]['last_flapped'] = float(result[iface]['last_flapped']) match = re.search(r'(\d+)(\w*)', interfaces[iface]['speed'] or u'') if match is None: continue speed_value = napalm_base.helpers.convert(int, match.group(1), -1) if speed_value == -1: continue speed_unit = match.group(2) if speed_unit.lower() == 'gbps': speed_value *= 1000 result[iface]['speed'] = speed_value return result
Function to derive address family from a junos table name. :params table: The name of the routing table :returns: address family def _get_address_family(table): """ Function to derive address family from a junos table name. :params table: The name of the routing table :returns: address family """ address_family_mapping = { 'inet': 'ipv4', 'inet6': 'ipv6', 'inetflow': 'flow' } family = table.split('.')[-2] try: address_family = address_family_mapping[family] except KeyError: address_family = family return address_family
Return BGP neighbors details. def get_bgp_neighbors(self): """Return BGP neighbors details.""" bgp_neighbor_data = {} default_neighbor_details = { 'local_as': 0, 'remote_as': 0, 'remote_id': '', 'is_up': False, 'is_enabled': False, 'description': '', 'uptime': 0, 'address_family': {} } keys = default_neighbor_details.keys() uptime_table = junos_views.junos_bgp_uptime_table(self.device) bgp_neighbors_table = junos_views.junos_bgp_table(self.device) uptime_table_lookup = {} def _get_uptime_table(instance): if instance not in uptime_table_lookup: uptime_table_lookup[instance] = uptime_table.get(instance=instance).items() return uptime_table_lookup[instance] def _get_bgp_neighbors_core(neighbor_data, instance=None, uptime_table_items=None): ''' Make sure to execute a simple request whenever using junos > 13. This is a helper used to avoid code redundancy and reuse the function also when iterating through the list BGP neighbors under a specific routing instance, also when the device is capable to return the routing instance name at the BGP neighbor level. ''' for bgp_neighbor in neighbor_data: peer_ip = napalm_base.helpers.ip(bgp_neighbor[0].split('+')[0]) neighbor_details = deepcopy(default_neighbor_details) neighbor_details.update( {elem[0]: elem[1] for elem in bgp_neighbor[1] if elem[1] is not None} ) if not instance: # not instance, means newer Junos version, # as we request everything in a single request peer_fwd_rti = neighbor_details.pop('peer_fwd_rti') instance = peer_fwd_rti else: # instance is explicitly requests, # thus it's an old Junos, so we retrieve the BGP neighbors # under a certain routing instance peer_fwd_rti = neighbor_details.pop('peer_fwd_rti', '') instance_name = 'global' if instance == 'master' else instance if instance_name not in bgp_neighbor_data: bgp_neighbor_data[instance_name] = {} if 'router_id' not in bgp_neighbor_data[instance_name]: # we only need to set this once bgp_neighbor_data[instance_name]['router_id'] = \ py23_compat.text_type(neighbor_details.get('local_id', '')) peer = { key: self._parse_value(value) for key, value in neighbor_details.items() if key in keys } peer['local_as'] = napalm_base.helpers.as_number(peer['local_as']) peer['remote_as'] = napalm_base.helpers.as_number(peer['remote_as']) peer['address_family'] = self._parse_route_stats(neighbor_details) if 'peers' not in bgp_neighbor_data[instance_name]: bgp_neighbor_data[instance_name]['peers'] = {} bgp_neighbor_data[instance_name]['peers'][peer_ip] = peer if not uptime_table_items: uptime_table_items = _get_uptime_table(instance) for neighbor, uptime in uptime_table_items: if neighbor not in bgp_neighbor_data[instance_name]['peers']: bgp_neighbor_data[instance_name]['peers'][neighbor] = {} bgp_neighbor_data[instance_name]['peers'][neighbor]['uptime'] = uptime[0][1] # Commenting out the following sections, till Junos # will provide a way to identify the routing instance name # from the details of the BGP neighbor # currently, there are Junos 15 version having a field called `peer_fwd_rti` # but unfortunately, this is not consistent. # Junos 17 might have this fixed, but this needs to be revisited later. # In the definition below, `old_junos` means a version that does not provide # the forwarding RTI information. # # old_junos = napalm_base.helpers.convert( # int, self.device.facts.get('version', '0.0').split('.')[0], 0) < 15 # if old_junos: instances = junos_views.junos_route_instance_table(self.device).get() for instance, instance_data in instances.items(): if instance.startswith('__'): # junos internal instances continue bgp_neighbor_data[instance] = {'peers': {}} instance_neighbors = bgp_neighbors_table.get(instance=instance).items() uptime_table_items = uptime_table.get(instance=instance).items() _get_bgp_neighbors_core(instance_neighbors, instance=instance, uptime_table_items=uptime_table_items) # If the OS provides the `peer_fwd_rti` or any way to identify the # rotuing instance name (see above), the performances of this getter # can be significantly improved, as we won't execute one request # for each an every RT. # However, this improvement would only be beneficial for multi-VRF envs. # # else: # instance_neighbors = bgp_neighbors_table.get().items() # _get_bgp_neighbors_core(instance_neighbors) bgp_tmp_dict = {} for k, v in bgp_neighbor_data.items(): if bgp_neighbor_data[k]['peers']: bgp_tmp_dict[k] = v return bgp_tmp_dict
Return LLDP neighbors details. def get_lldp_neighbors(self): """Return LLDP neighbors details.""" lldp = junos_views.junos_lldp_table(self.device) try: lldp.get() except RpcError as rpcerr: # this assumes the library runs in an environment # able to handle logs # otherwise, the user just won't see this happening log.error('Unable to retrieve the LLDP neighbors information:') log.error(rpcerr.message) return {} result = lldp.items() neighbors = {} for neigh in result: if neigh[0] not in neighbors.keys(): neighbors[neigh[0]] = [] neighbors[neigh[0]].append({x[0]: py23_compat.text_type(x[1]) for x in neigh[1]}) return neighbors
Detailed view of the LLDP neighbors. def get_lldp_neighbors_detail(self, interface=''): """Detailed view of the LLDP neighbors.""" lldp_neighbors = {} lldp_table = junos_views.junos_lldp_neighbors_detail_table(self.device) try: lldp_table.get() except RpcError as rpcerr: # this assumes the library runs in an environment # able to handle logs # otherwise, the user just won't see this happening log.error('Unable to retrieve the LLDP neighbors information:') log.error(rpcerr.message) return {} interfaces = lldp_table.get().keys() # get lldp neighbor by interface rpc for EX Series, QFX Series, J Series # and SRX Series is get-lldp-interface-neighbors-information, # and rpc for M, MX, and T Series is get-lldp-interface-neighbors # ref1: https://apps.juniper.net/xmlapi/operTags.jsp (Junos 13.1 and later) # ref2: https://www.juniper.net/documentation/en_US/junos12.3/information-products/topic-collections/junos-xml-ref-oper/index.html (Junos 12.3) # noqa lldp_table.GET_RPC = 'get-lldp-interface-neighbors' if self.device.facts.get('personality') not in ('MX', 'M', 'T'): lldp_table.GET_RPC = 'get-lldp-interface-neighbors-information' for interface in interfaces: if self.device.facts.get('personality') not in ('MX', 'M', 'T'): lldp_table.get(interface_name=interface) else: lldp_table.get(interface_device=interface) for item in lldp_table: if interface not in lldp_neighbors.keys(): lldp_neighbors[interface] = [] lldp_neighbors[interface].append({ 'parent_interface': item.parent_interface, 'remote_port': item.remote_port, 'remote_chassis_id': napalm_base.helpers.convert( napalm_base.helpers.mac, item.remote_chassis_id, item.remote_chassis_id), 'remote_port_description': napalm_base.helpers.convert( py23_compat.text_type, item.remote_port_description), 'remote_system_name': item.remote_system_name, 'remote_system_description': item.remote_system_description, 'remote_system_capab': item.remote_system_capab, 'remote_system_enable_capab': item.remote_system_enable_capab }) return lldp_neighbors
Return the ARP table. def get_arp_table(self): """Return the ARP table.""" # could use ArpTable # from jnpr.junos.op.phyport import ArpTable # and simply use it # but # we need: # - filters # - group by VLAN ID # - hostname & TTE fields as well arp_table = [] arp_table_raw = junos_views.junos_arp_table(self.device) arp_table_raw.get() arp_table_items = arp_table_raw.items() for arp_table_entry in arp_table_items: arp_entry = { elem[0]: elem[1] for elem in arp_table_entry[1] } arp_entry['mac'] = napalm_base.helpers.mac(arp_entry.get('mac')) arp_entry['ip'] = napalm_base.helpers.ip(arp_entry.get('ip')) arp_table.append(arp_entry) return arp_table
Return the NTP peers configured on the device. def get_ntp_peers(self): """Return the NTP peers configured on the device.""" ntp_table = junos_views.junos_ntp_peers_config_table(self.device) ntp_table.get() ntp_peers = ntp_table.items() if not ntp_peers: return {} return {napalm_base.helpers.ip(peer[0]): {} for peer in ntp_peers}
Return the NTP servers configured on the device. def get_ntp_servers(self): """Return the NTP servers configured on the device.""" ntp_table = junos_views.junos_ntp_servers_config_table(self.device) ntp_table.get() ntp_servers = ntp_table.items() if not ntp_servers: return {} return {napalm_base.helpers.ip(server[0]): {} for server in ntp_servers}
Return NTP stats (associations). def get_ntp_stats(self): """Return NTP stats (associations).""" # NTP Peers does not have XML RPC defined # thus we need to retrieve raw text and parse... # :( ntp_stats = [] REGEX = ( '^\s?(\+|\*|x|-)?([a-zA-Z0-9\.+-:]+)' '\s+([a-zA-Z0-9\.]+)\s+([0-9]{1,2})' '\s+(-|u)\s+([0-9h-]+)\s+([0-9]+)' '\s+([0-9]+)\s+([0-9\.]+)\s+([0-9\.-]+)' '\s+([0-9\.]+)\s?$' ) ntp_assoc_output = self.device.cli('show ntp associations no-resolve') ntp_assoc_output_lines = ntp_assoc_output.splitlines() for ntp_assoc_output_line in ntp_assoc_output_lines[3:]: # except last line line_search = re.search(REGEX, ntp_assoc_output_line, re.I) if not line_search: continue # pattern not found line_groups = line_search.groups() try: ntp_stats.append({ 'remote': napalm_base.helpers.ip(line_groups[1]), 'synchronized': (line_groups[0] == '*'), 'referenceid': py23_compat.text_type(line_groups[2]), 'stratum': int(line_groups[3]), 'type': py23_compat.text_type(line_groups[4]), 'when': py23_compat.text_type(line_groups[5]), 'hostpoll': int(line_groups[6]), 'reachability': int(line_groups[7]), 'delay': float(line_groups[8]), 'offset': float(line_groups[9]), 'jitter': float(line_groups[10]) }) except Exception: continue # jump to next line return ntp_stats
Return the MAC address table. def get_mac_address_table(self): """Return the MAC address table.""" mac_address_table = [] if self.device.facts.get('personality', '') in ['SWITCH']: # for EX & QFX devices if self.device.facts.get('switch_style', '') in ['VLAN_L2NG']: # for L2NG devices mac_table = junos_views.junos_mac_address_table_switch_l2ng(self.device) else: mac_table = junos_views.junos_mac_address_table_switch(self.device) else: mac_table = junos_views.junos_mac_address_table(self.device) mac_table.get() mac_table_items = mac_table.items() default_values = { 'mac': u'', 'interface': u'', 'vlan': 0, 'static': False, 'active': True, 'moves': 0, 'last_move': 0.0 } for mac_table_entry in mac_table_items: mac_entry = default_values.copy() mac_entry.update( {elem[0]: elem[1] for elem in mac_table_entry[1]} ) mac = mac_entry.get('mac') # JUNOS returns '*' for Type = Flood if mac == '*': continue mac_entry['mac'] = napalm_base.helpers.mac(mac) mac_address_table.append(mac_entry) return mac_address_table
Return the configuration of the RPM probes. def get_probes_config(self): """Return the configuration of the RPM probes.""" probes = {} probes_table = junos_views.junos_rpm_probes_config_table(self.device) probes_table.get() probes_table_items = probes_table.items() for probe_test in probes_table_items: test_name = py23_compat.text_type(probe_test[0]) test_details = { p[0]: p[1] for p in probe_test[1] } probe_name = napalm_base.helpers.convert( py23_compat.text_type, test_details.pop('probe_name')) target = napalm_base.helpers.convert( py23_compat.text_type, test_details.pop('target', '')) test_interval = napalm_base.helpers.convert(int, test_details.pop('test_interval', '0')) probe_count = napalm_base.helpers.convert(int, test_details.pop('probe_count', '0')) probe_type = napalm_base.helpers.convert( py23_compat.text_type, test_details.pop('probe_type', '')) source = napalm_base.helpers.convert( py23_compat.text_type, test_details.pop('source_address', '')) if probe_name not in probes.keys(): probes[probe_name] = {} probes[probe_name][test_name] = { 'probe_type': probe_type, 'target': target, 'source': source, 'probe_count': probe_count, 'test_interval': test_interval } return probes
Return the results of the RPM probes. def get_probes_results(self): """Return the results of the RPM probes.""" probes_results = {} probes_results_table = junos_views.junos_rpm_probes_results_table(self.device) probes_results_table.get() probes_results_items = probes_results_table.items() for probe_result in probes_results_items: probe_name = py23_compat.text_type(probe_result[0]) test_results = { p[0]: p[1] for p in probe_result[1] } test_results['last_test_loss'] = napalm_base.helpers.convert( int, test_results.pop('last_test_loss'), 0) for test_param_name, test_param_value in test_results.items(): if isinstance(test_param_value, float): test_results[test_param_name] = test_param_value * 1e-3 # convert from useconds to mseconds test_name = test_results.pop('test_name', '') source = test_results.get('source', u'') if source is None: test_results['source'] = u'' if probe_name not in probes_results.keys(): probes_results[probe_name] = {} probes_results[probe_name][test_name] = test_results return probes_results
Execute traceroute and return results. def traceroute(self, destination, source=C.TRACEROUTE_SOURCE, ttl=C.TRACEROUTE_TTL, timeout=C.TRACEROUTE_TIMEOUT, vrf=C.TRACEROUTE_VRF): """Execute traceroute and return results.""" traceroute_result = {} # calling form RPC does not work properly :( # but defined junos_route_instance_table just in case source_str = '' maxttl_str = '' wait_str = '' vrf_str = '' if source: source_str = ' source {source}'.format(source=source) if ttl: maxttl_str = ' ttl {ttl}'.format(ttl=ttl) if timeout: wait_str = ' wait {timeout}'.format(timeout=timeout) if vrf: vrf_str = ' routing-instance {vrf}'.format(vrf=vrf) traceroute_command = 'traceroute {destination}{source}{maxttl}{wait}{vrf}'.format( destination=destination, source=source_str, maxttl=maxttl_str, wait=wait_str, vrf=vrf_str ) traceroute_rpc = E('command', traceroute_command) rpc_reply = self.device._conn.rpc(traceroute_rpc)._NCElement__doc # make direct RPC call via NETCONF traceroute_results = rpc_reply.find('.//traceroute-results') traceroute_failure = napalm_base.helpers.find_txt( traceroute_results, 'traceroute-failure', '') error_message = napalm_base.helpers.find_txt( traceroute_results, 'rpc-error/error-message', '') if traceroute_failure and error_message: return {'error': '{}: {}'.format(traceroute_failure, error_message)} traceroute_result['success'] = {} for hop in traceroute_results.findall('hop'): ttl_value = napalm_base.helpers.convert( int, napalm_base.helpers.find_txt(hop, 'ttl-value'), 1) if ttl_value not in traceroute_result['success']: traceroute_result['success'][ttl_value] = {'probes': {}} for probe in hop.findall('probe-result'): probe_index = napalm_base.helpers.convert( int, napalm_base.helpers.find_txt(probe, 'probe-index'), 0) ip_address = napalm_base.helpers.convert( napalm_base.helpers.ip, napalm_base.helpers.find_txt(probe, 'ip-address'), '*') host_name = py23_compat.text_type( napalm_base.helpers.find_txt(probe, 'host-name', '*')) rtt = napalm_base.helpers.convert( float, napalm_base.helpers.find_txt(probe, 'rtt'), 0) * 1e-3 # ms traceroute_result['success'][ttl_value]['probes'][probe_index] = { 'ip_address': ip_address, 'host_name': host_name, 'rtt': rtt } return traceroute_result