Merge "Add ML based optimization to PCI opt"
[optf/osdf.git] / osdf / adapters / conductor / translation.py
1 # -------------------------------------------------------------------------
2 #   Copyright (c) 2015-2017 AT&T Intellectual Property
3 #   Copyright (C) 2020 Wipro Limited.
4 #
5 #   Licensed under the Apache License, Version 2.0 (the "License");
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7 #   You may obtain a copy of the License at
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9 #       http://www.apache.org/licenses/LICENSE-2.0
10 #
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12 #   distributed under the License is distributed on an "AS IS" BASIS,
13 #   WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
14 #   See the License for the specific language governing permissions and
15 #   limitations under the License.
16 #
17 # -------------------------------------------------------------------------
18 #
19 import copy
20 import json
21 import re
22
23 import yaml
24 from osdf.utils.programming_utils import dot_notation
25
26 policy_config_mapping = yaml.safe_load(open('config/has_config.yaml')).get('policy_config_mapping')
27
28 CONSTRAINT_TYPE_MAP = {"onap.policies.optimization.resource.AttributePolicy": "attribute",
29                        "onap.policies.optimization.resource.DistancePolicy": "distance_to_location",
30                        "onap.policies.optimization.resource.InventoryGroupPolicy": "inventory_group",
31                        "onap.policies.optimization.resource.ResourceInstancePolicy": "instance_fit",
32                        "onap.policies.optimization.resource.ResourceRegionPolicy": "region_fit",
33                        "onap.policies.optimization.resource.AffinityPolicy": "zone",
34                        "onap.policies.optimization.resource.InstanceReservationPolicy":
35                            "instance_reservation",
36                        "onap.policies.optimization.resource.Vim_fit": "vim_fit",
37                        "onap.policies.optimization.resource.HpaPolicy": "hpa",
38                        "onap.policies.optimization.resource.ThresholdPolicy": "threshold",
39                        "onap.policies.optimization.resource.AggregationPolicy": "aggregation"
40                        }
41
42
43 def get_opt_query_data(request_parameters, policies):
44     """
45         Fetch service and order specific details from the requestParameters field of a request.
46         :param request_parameters: A list of request parameters
47         :param policies: A set of policies
48         :return: A dictionary with service and order-specific attributes.
49         """
50     req_param_dict = {}
51     if request_parameters:
52         for policy in policies:
53             for queryProp in policy[list(policy.keys())[0]]['properties']['queryProperties']:
54                 attr_val = queryProp['value'] if 'value' in queryProp and queryProp['value'] != "" \
55                     else dot_notation(request_parameters, queryProp['attribute_location'])
56                 if attr_val is not None:
57                     req_param_dict.update({queryProp['attribute']: attr_val})
58     return req_param_dict
59
60
61 def gen_optimization_policy(vnf_list, optimization_policy):
62     """Generate optimization policy details to pass to Conductor
63     :param vnf_list: List of vnf's to used in placement request
64     :param optimization_policy: optimization objective policy information provided in the incoming request
65     :return: List of optimization objective policies in a format required by Conductor
66     """
67     optimization_policy_list = []
68     for policy in optimization_policy:
69         content = policy[list(policy.keys())[0]]['properties']
70         parameter_list = []
71         parameters = ["cloud_version", "hpa_score"]
72
73         for attr in content['objectiveParameter']['parameterAttributes']:
74             parameter = attr['parameter'] if attr['parameter'] in parameters else attr['parameter']+"_between"
75             default, vnfs = get_matching_vnfs(attr['resources'], vnf_list)
76             for vnf in vnfs:
77                 value = [vnf] if attr['parameter'] in parameters else [attr['customerLocationInfo'], vnf]
78                 parameter_list.append({
79                     attr['operator']: [attr['weight'], {parameter: value}]
80                 })
81
82         optimization_policy_list.append({
83                 content['objective']: {content['objectiveParameter']['operator']: parameter_list }
84         })
85     return optimization_policy_list
86
87
88 def get_matching_vnfs(resources, vnf_list, match_type="intersection"):
89     """Get a list of matching VNFs from the list of resources
90     :param resources:
91     :param vnf_list: List of vnfs to used in placement request
92     :param match_type: "intersection" or "all" or "any" (any => send all_vnfs if there is any intersection)
93     :return: List of matching VNFs
94     """
95     # Check if it is a default policy
96     default = True if resources == [] else False
97     resources_lcase = [x.lower() for x in resources] if not default else [x.lower() for x in vnf_list]
98     if match_type == "all":  # don't bother with any comparisons
99         return default, resources if set(resources_lcase) <= set(vnf_list) else None
100     common_vnfs = set(vnf_list) & set(resources_lcase) if not default else set(vnf_list)
101     common_resources = [x for x in resources if x.lower() in common_vnfs] if not default else list(common_vnfs)
102     if match_type == "intersection":  # specifically requested intersection
103         return default, list(common_resources)
104     return default, resources if common_vnfs else None  # "any" match => all resources to be returned
105
106
107 def gen_policy_instance(vnf_list, resource_policy, match_type="intersection", rtype=None):
108     """Generate a list of policies
109     :param vnf_list: List of vnf's to used in placement request
110     :param resource_policy: policy for this specific resource
111     :param match_type: How to match the vnf_names with the vnf_list (intersection or "any")
112              intersection => return intersection; "any" implies return all vnf_names if intersection is not null
113     :param rtype: resource type (e.g. resourceRegionProperty or resourceInstanceProperty)
114              None => no controller information added to the policy specification to Conductor
115     :return: resource policy list in a format required by Conductor
116     """
117     resource_policy_list = []
118     related_policies = []
119     for policy in resource_policy:
120         pc = policy[list(policy.keys())[0]]
121         default, demands = get_matching_vnfs(pc['properties']['resources'], vnf_list, match_type=match_type)
122         resource = {pc['properties']['identity']: {'type': CONSTRAINT_TYPE_MAP.get(pc['type']), 'demands': demands}}
123
124         if rtype:
125             resource[pc['properties']['identity']]['properties'] = {'controller': pc[rtype]['controller'],
126                                                                     'request': json.loads(pc[rtype]['request'])}
127         if demands and len(demands) != 0:
128             # The default policy shall not override the specific policy that already appended
129             if default:
130                 for d in demands:
131                     resource_repeated = True \
132                         if {pc['properties']['identity']: {'type': CONSTRAINT_TYPE_MAP.get(pc['type']), 'demands': d}} \
133                            in resource_policy_list else False
134                     if resource_repeated:
135                         continue
136                     else:
137                         resource_policy_list.append(
138                             {pc['properties']['identity']: {'type': CONSTRAINT_TYPE_MAP.get(pc['type']), 'demands': d }})
139                         policy[list(policy.keys())[0]]['properties']['resources'] = d
140                         related_policies.append(policy)
141             # Need to override the default policies, here delete the outdated policy stored in the db
142             if resource in resource_policy_list:
143                 for pc in related_policies:
144                     if pc[list(pc.keys()[0])]['properties']['resources'] == resource:
145                         related_policies.remove(pc)
146                 resource_policy_list.remove(resource)
147             related_policies.append(policy)
148             resource_policy_list.append(resource)
149
150     return resource_policy_list, related_policies
151
152
153 def gen_resource_instance_policy(vnf_list, resource_instance_policy):
154     """Get policies governing resource instances in order to populate the Conductor API call"""
155     cur_policies, _ = gen_policy_instance(vnf_list, resource_instance_policy, rtype='resourceInstanceProperty')
156     return cur_policies
157
158
159 def gen_resource_region_policy(vnf_list, resource_region_policy):
160     """Get policies governing resource region in order to populate the Conductor API call"""
161     cur_policies, _ = gen_policy_instance(vnf_list, resource_region_policy, rtype='resourceRegionProperty')
162     return cur_policies
163
164
165 def gen_inventory_group_policy(vnf_list, inventory_group_policy):
166     """Get policies governing inventory group in order to populate the Conductor API call"""
167     cur_policies, _ = gen_policy_instance(vnf_list, inventory_group_policy, rtype=None)
168     return cur_policies
169
170
171 def gen_reservation_policy(vnf_list, reservation_policy):
172     """Get policies governing resource instances in order to populate the Conductor API call"""
173     cur_policies, _ = gen_policy_instance(vnf_list, reservation_policy, rtype='instanceReservationProperty')
174     return cur_policies
175
176
177 def gen_distance_to_location_policy(vnf_list, distance_to_location_policy):
178     """Get policies governing distance-to-location for VNFs in order to populate the Conductor API call"""
179     cur_policies, related_policies = gen_policy_instance(vnf_list, distance_to_location_policy, rtype=None)
180     for p_new, p_main in zip(cur_policies, related_policies):  # add additional fields to each policy
181         properties = p_main[list(p_main.keys())[0]]['properties']['distanceProperties']
182         pcp_d = properties['distance']
183         p_new[p_main[list(p_main.keys())[0]]['properties']['identity']]['properties'] = {
184             'distance': pcp_d['operator'] + " " + pcp_d['value'].lower() + " " + pcp_d['unit'].lower(),
185             'location': properties['locationInfo']
186         }
187     return cur_policies
188
189
190 def gen_attribute_policy(vnf_list, attribute_policy):
191     """Get policies governing attributes of VNFs in order to populate the Conductor API call"""
192     cur_policies, related_policies = gen_policy_instance(vnf_list, attribute_policy, rtype=None)
193     for p_new, p_main in zip(cur_policies, related_policies):  # add additional fields to each policy
194         properties = p_main[list(p_main.keys())[0]]['properties']['attributeProperties']
195         attribute_mapping = policy_config_mapping['filtering_attributes']  # wanted attributes and mapping
196         p_new[p_main[list(p_main.keys())[0]]['properties']['identity']]['properties'] = {
197             'evaluate': dict((attribute_mapping[k], properties.get(k) 
198                               if k != "cloudRegion" else gen_cloud_region(properties)) 
199                               for k in attribute_mapping.keys()) 
200         }
201     return cur_policies  # cur_policies gets updated in place...
202
203
204 def gen_zone_policy(vnf_list, zone_policy):
205     """Get zone policies in order to populate the Conductor API call"""
206     cur_policies, related_policies = gen_policy_instance(vnf_list, zone_policy, match_type="all", rtype=None)
207     for p_new, p_main in zip(cur_policies, related_policies):  # add additional fields to each policy
208         pmz = p_main[list(p_main.keys())[0]]['properties']['affinityProperties']
209         p_new[p_main[list(p_main.keys())[0]]['properties']['identity']]['properties'] = \
210             {'category': pmz['category'], 'qualifier': pmz['qualifier']}
211     return cur_policies
212
213
214 def gen_capacity_policy(vnf_list, capacity_policy):
215     """Get zone policies in order to populate the Conductor API call"""
216     cur_policies, related_policies = gen_policy_instance(vnf_list, capacity_policy, rtype=None)
217     for p_new, p_main in zip(cur_policies, related_policies):  # add additional fields to each policy
218         pmz = p_main[list(p_main.keys())[0]]['properties']['capacityProperty']
219         p_new[p_main[list(p_main.keys())[0]]['properties']['identity']]['properties'] = \
220             {"controller": pmz['controller'], 'request': json.loads(pmz['request'])}
221     return cur_policies
222
223
224 def gen_hpa_policy(vnf_list, hpa_policy):
225     """Get zone policies in order to populate the Conductor API call"""
226     cur_policies, related_policies = gen_policy_instance(vnf_list, hpa_policy, rtype=None)
227     for p_new, p_main in zip(cur_policies, related_policies):  # add additional fields to each policy
228         p_new[p_main[list(p_main.keys())[0]]['properties']['identity']]['properties'] = \
229             {'evaluate': p_main[list(p_main.keys())[0]]['properties']['flavorFeatures']}
230     return cur_policies
231
232
233 def gen_threshold_policy(vnf_list, threshold_policy):
234     cur_policies, related_policies = gen_policy_instance(vnf_list, threshold_policy, rtype=None)
235     for p_new, p_main in zip(cur_policies, related_policies):
236         pmz = p_main[list(p_main.keys())[0]]['properties']['thresholdProperties']
237         p_new[p_main[list(p_main.keys())[0]]['properties']['identity']]['properties'] = {'evaluate': pmz}
238     return cur_policies
239
240
241 def gen_aggregation_policy(vnf_list, cross_policy):
242     cur_policies, related_policies = gen_policy_instance(vnf_list, cross_policy, rtype=None)
243     for p_new, p_main in zip(cur_policies, related_policies):
244         pmz = p_main[list(p_main.keys())[0]]['properties']['aggregationProperties']
245         p_new[p_main[list(p_main.keys())[0]]['properties']['identity']]['properties'] = {'evaluate': pmz}
246     return cur_policies
247
248
249 def get_augmented_policy_attributes(policy_property, demand):
250     """Get policy attributes and augment them using policy_config_mapping and demand information"""
251     attributes = copy.copy(policy_property['attributes'])
252     remapping = policy_config_mapping['remapping']
253     extra = dict((x, demand['resourceModelInfo'][remapping[x]]) for x in attributes if x in remapping)
254     attributes.update(extra)
255     return attributes
256
257
258 def get_candidates_demands(demand):
259     """Get demands related to candidates; e.g. excluded/required"""
260     res = {}
261     for k, v in policy_config_mapping['candidates'].items():
262         if k not in demand:
263             continue
264         res[v] = [{'inventory_type': x['identifierType'], 'candidate_id': x['identifiers']} for x in demand[k]]
265     return res
266
267
268 def get_policy_properties(demand, policies):
269     """Get policy_properties for cases where there is a match with the demand"""
270     for policy in policies:
271         policy_demands = set([x.lower() for x in policy[list(policy.keys())[0]]['properties']['resources']])
272         if policy_demands and demand['resourceModuleName'].lower() not in policy_demands:
273             continue  # no match for this policy
274         elif policy_demands == set(): # Append resource name for default policy
275             policy[list(policy.keys())[0]]['properties'].update(resources=list(demand.get('resourceModuleName')))
276         for policy_property in policy[list(policy.keys())[0]]['properties']['vnfProperties']:
277             yield policy_property
278
279
280 def get_demand_properties(demand, policies):
281     """Get list demand properties objects (named tuples) from policy"""
282     demand_properties = []
283     for policy_property in get_policy_properties(demand, policies):
284         prop = dict(inventory_provider=policy_property['inventoryProvider'],
285                     inventory_type=policy_property['inventoryType'],
286                     service_type=demand.get('serviceResourceId', ''),
287                     service_resource_id=demand.get('serviceResourceId', ''))
288
289         prop.update({'unique': policy_property['unique']} if 'unique' in policy_property and
290                                                              policy_property['unique'] else {})
291         prop['filtering_attributes'] = dict()
292         if policy_property.get('attributes'):
293             for attr_key, attr_val in policy_property['attributes'].items():
294                 update_converted_attribute(attr_key, attr_val, prop, 'filtering_attributes')
295         if policy_property.get('passthroughAttributes'):
296             prop['passthrough_attributes'] = dict()
297             for attr_key, attr_val in policy_property['passthroughAttributes'].items():
298                 update_converted_attribute(attr_key, attr_val, prop, 'passthrough_attributes')
299
300         prop['filtering_attributes'].update({'global-customer-id': policy_property['customerId']}
301                                             if 'customerId' in policy_property and policy_property['customerId'] else {})
302         prop['filtering_attributes'].update({'model-invariant-id': demand['resourceModelInfo']['modelInvariantId']}
303                                             if 'modelInvariantId' in demand['resourceModelInfo'] and demand['resourceModelInfo']['modelInvariantId'] else {})
304         prop['filtering_attributes'].update({'model-version-id': demand['resourceModelInfo']['modelVersionId']}
305                                             if 'modelVersionId' in demand['resourceModelInfo'] and demand['resourceModelInfo']['modelVersionId'] else {})
306         prop['filtering_attributes'].update({'equipment-role': policy_property['equipmentRole']}
307                                             if 'equipmentRole' in policy_property and policy_property['equipmentRole'] else {})
308
309         prop.update(get_candidates_demands(demand))
310         demand_properties.append(prop)
311     return demand_properties
312
313
314 def update_converted_attribute(attr_key, attr_val, properties, attribute_type):
315     """
316     Updates dictonary of attributes with one specified in the arguments.
317     Automatically translates key namr from camelCase to hyphens
318     :param attribute_type: attribute section name
319     :param attr_key: key of the attribute
320     :param attr_val: value of the attribute
321     :param properties: dictionary with attributes to update
322     :return:
323     """
324     if attr_val:
325         remapping = policy_config_mapping[attribute_type]
326         if remapping.get(attr_key):
327             key_value = remapping.get(attr_key)
328         else:
329             key_value = re.sub('(.)([A-Z][a-z]+)', r'\1-\2', attr_key)
330             key_value = re.sub('([a-z0-9])([A-Z])', r'\1-\2', key_value).lower()
331         properties[attribute_type].update({key_value: attr_val})
332
333
334 def gen_demands(demands, vnf_policies):
335     """Generate list of demands based on request and VNF policies
336     :param demands: A List of demands
337     :param vnf_policies: Policies associated with demand resources
338            (e.g. from grouped_policies['vnfPolicy'])
339     :return: list of demand parameters to populate the Conductor API call
340     """
341     demand_dictionary = {}
342     for demand in demands:
343         prop = get_demand_properties(demand, vnf_policies)
344         if len(prop) > 0:
345             demand_dictionary.update({demand['resourceModuleName']: prop})
346     return demand_dictionary
347
348
349 def gen_cloud_region(property):
350     prop = {"cloud_region_attributes": dict()}
351     if 'cloudRegion' in property:
352         for k,v in property['cloudRegion'].items():
353             update_converted_attribute(k, v, prop, 'cloud_region_attributes')
354     return prop["cloud_region_attributes"]