1 ###### Apache License, Version 2.0
3 ===========================
5 ``Copyright (C) 2017 AT&T Intellectual Property. All rights reserved.``
7 Licensed under the Apache License, Version 2.0 (the "License"); you may not use this file except in compliance with the License. You may obtain a copy of the License at
9 http://www.apache.org/licenses/LICENSE-2.0
11 Unless required by applicable law or agreed to in writing, software distributed under the License is distributed on an "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. See the License for the specific language governing permissions and limitations under the License.
13 # Homing Specification Guide
15 *Updated: 10 October 2017*
17 This document describes the Homing Template format, used by the Homing service. It is a work in progress and subject to frequent revision.
21 Homing templates are defined in YAML and follow the structure outlined below.
24 homing_template_version: 2017-10-10
39 * ``homing_template_version``: This key with value 2017-10-10 (or a later date) indicates that the YAML document is a Homing template of the specified version.
40 * ``parameters``: This section allows for specifying input parameters that have to be provided when instantiating the homing template. Typically, this section is used for providing runtime parameters (like SLA thresholds), which in turn is used in the existing homing policies. The section is optional and can be omitted when no input is required.
41 * ``locations``: This section contains the declaration of geographic locations. This section is optional and can be omitted when no input is required.
42 * ``demands``: This section contains the declaration of demands. This section with at least one demand should be defined in any Homing template, or the template would not really do anything when being instantiated.
43 * ``constraints``: This section contains the declaration of constraints. The section is optional and can be omitted when no input is required.
44 * ``reservations``: This section contains the declaration of required reservations. This section is optional and can be omitted when reservations are not required.
45 * ``optimization``: This section allows the declaration of an optimization. This section is optional and can be omitted when no input is required.
47 ## Homing Template Version
49 The value of ``homing_template_version`` tells HAS not only the format of the template but also features that will be validated and supported. Only one value is supported: ``2017-10-10`` in the initial release of HAS.
52 homing_template_version: 2017-10-10
57 The **parameters** section allows for specifying input parameters that have to be provided when instantiating the template. Such parameters are typically used for providing runtime inputs (like SLA thresholds), which in turn is used in the existing homing policies. This also helps build reusable homing constraints where these parameters can be embedded design time, and it corresponding values can be supplied during runtime.
59 Each parameter is specified with the name followed by its value. Values can be strings, lists, or dictionaries.
63 In this example, ``provider_name`` is a string and ``service_info`` is a dictionary containing both a string and a list (keyed by ``base_url`` and ``nod_config``, respectively).
67 provider_name: multicloud
69 base_url: http://serviceprovider.sdngc.com/
71 - http://nod/config_a.yaml
72 - http://nod/config_b.yaml
73 - http://nod/config_c.yaml
74 - http://nod/config_d.yaml
77 A parameter can be referenced in place of any value. See the **Intrinsic Functions** section for more details.
81 One or more **locations** may be declared. A location may be referenced by one or more ``constraints``. Locations may be defined in any of the following ways:
85 A geographic coordinate expressed as a latitude and longitude.
88 |-----------------------------|----------------------------|
89 | ``latitude`` | Latitude of the location. |
90 | ``longitude`` | Longitude of the location. |
94 An opaque host name that can be translated to a coordinate via an inventory provider (e.g., A&AI).
97 |-----------------------------|----------------------------|
98 | ``host_name`` | Host name identifying a location. |
102 Common Language Location Identification (CLLI) code(https://en.wikipedia.org/wiki/CLLI_code).
105 |-----------------------------|----------------------------|
106 | ``clli_code`` | 8 character CLLI. |
110 * Do we need functions that can convert one of these to the other? E.g., CLLI Codes to a latitude/longitude
114 An address expressed in geographic region-agnostic terms (referred to as a *placemark*).
116 *Support for this schema is deferred.*
119 |-----------------------------|----------------------------|
120 | ``iso_country_code`` | The abbreviated country name associated with the placemark. |
121 | ``postal_code`` | The postal code associated with the placemark. |
122 | ``administrative_area`` | The state or province associated with the placemark. |
123 | ``sub_administrative_area`` | Additional administrative area information for the placemark. |
124 | ``locality`` | The city associated with the placemark. |
125 | ``sub_locality`` | Additional city-level information for the placemark. |
126 | ``thoroughfare`` | The street address associated with the placemark. |
127 | ``sub_thoroughfare`` | Additional street-level information for the placemark. |
131 * What geocoder can we use to convert placemarks to a latitude/longitude?
135 The following examples illustrate a location expressed in coordinate, host_name, CLLI, and placemark, respectively.
139 location_using_coordinates:
141 longitude: -97.040443
143 host_location_using_host_name:
144 host_name: USESTCDLLSTX55ANZ123
149 location_using_placemark:
151 thoroughfare: ATT Way
153 administrative_area: NJ
154 postal_code: 07921-2694
159 A **demand** can be satisfied by using candidates drawn from inventories. Each demand is uniquely named. Inventory is considered to be opaque and can represent anything from which candidates can be drawn.
161 A demand's resource requirements are determined by asking an **inventory provider** for one or more sets of **inventory candidates** against which the demand will be made. An explicit set of candidates may also be declared, for example, if the only candidates for a demand are predetermined.
163 Demand criteria is dependent upon the inventory provider in use.
165 **Provider-agnostic Schema**
168 |------------------------|--------------------------|
169 | ``inventory_provider`` | A HAS-supported inventory provider. |
170 | ``inventory_type`` | The reserved word ``cloud`` (for cloud regions) or the reserved word ``service`` (for existing service instances). Exactly one inventory type may be specified. |
171 | ``attributes`` (Optional) | A list of key-value pairs, that is used to select inventory candidates that match *all* the specified attributes. The key should be a uniquely identifiable attribute at the inventory provider. |
172 | ``service_type`` (Optional) | If ``inventory_type`` is ``service``, a list of one or more provider-defined service types. If only one service type is specified, it may appear without list markers (``[]``). |
173 | ``service_id`` (Optional) | If ``inventory_type`` is ``service``, a list of one or more provider-defined service ids. If only one service id is specified, it may appear without list markers (``[]``). |
174 | ``default_cost`` (Optional) | The default cost of an inventory candidate, expressed as currency. This must be specified if the inventory provider may not always return a cost. |
175 | ``required_candidates`` (Optional) | A list of one or more candidates from which a solution will be explored. Must be a valid candidate as described in the **candidate schema**. |
176 | ``excluded_candidates`` (Optional) | A list of one or more candidates that should be excluded from the search space. Must be a valid candidate as described in the **candidate schema**. |
177 | ``existing_placement`` (Optional) | The current placement for the demand. Must be a valid candidate as described in the **candidate schema**. |
182 The following example helps understand a demand specification using Active & Available Inventory (A&AI), the inventory provider-of-record for ONAP.
184 **Inventory Provider Criteria**
187 |------------------------|--------------------------|
188 | ``inventory_provider`` | Examples: ``aai``, ``multicloud``. |
189 | ``inventory_type`` | The reserved word ``cloud`` (for new inventory) or the reserved word ``service`` (for existing inventory). Exactly one inventory type may be specified. |
190 | ``attributes`` (Optional) | A list of key-value pairs to match against inventory when drawing candidates. |
191 | ``service_type`` (Optional) | Examples may include ``vG``, ``vG_MuxInfra``, etc. |
192 | ``service_id`` (Optional) | Must be a valid service id. Examples may include ``vCPE``, ``VoLTE``, etc. |
193 | ``default_cost`` (Optional) | The default cost of an inventory candidate, expressed as a unitless number. |
194 | ``required_candidates`` (Optional) | A list of one or more valid candidates. See **Candidate Schema** for details. |
195 | ``excluded_candidates`` (Optional) | A list of one or more valid candidates. See **Candidate Schema** for details. |
196 | ``existing_placement`` (Optional) | A single valid candidate, representing the current placement for the demand. See **candidate schema** for details. |
200 The following is the schema for a valid ``candidate``:
201 * ``candidate_id`` uniquely identifies a candidate. Currently, it is either a Service Instance ID or Cloud Region ID.
202 * ``candidate_type`` identifies the type of the candidate. Currently, it is either ``cloud`` or ``service``.
203 * ``inventory_type`` is defined as described in **Inventory Provider Criteria** (above).
204 * ``inventory_provider`` identifies the inventory from which the candidate was drawn.
205 * ``host_id`` is an ID of a specific host (used only when referring to service/existing inventory).
206 * ``cost`` is expressed as a unitless number.
207 * ``location_id`` is always a location ID of the specified location type (e.g., for a type of ``cloud`` this will be an Cloud Region ID).
208 * ``location_type`` is an inventory provider supported location type.
209 * ``latitude`` is a valid latitude corresponding to the *location_id*.
210 * ``longitude`` is a valid longitude corresponding to the *location_id*.
211 * ``city`` (Optional) city corresponding to the *location_id*.
212 * ``state`` (Optional) state corresponding to the *location_id*.
213 * ``country`` (Optional) country corresponding to the *location_id*.
214 * ``region`` (Optional) geographic region corresponding to the *location_id*.
215 * ``complex_name`` (Optional) Name of the complex corresponding to the *location_id*.
216 * ``cloud_owner`` (Optional) refers to the *cloud owner* (e.g., ``azure``, ``aws``, ``att``, etc.).
217 * ``cloud_region_version`` (Optional) is an inventory provider supported version of the cloud region.
218 * ``physical_location_id`` (Optional) is an inventory provider supported CLLI code corresponding to the cloud region.
224 "candidate_id": "1ac71fb8-ad43-4e16-9459-c3f372b8236d",
225 "candidate_type": "service",
226 "inventory_type": "service",
227 "inventory_provider": "aai",
228 "host_id": "vnf_123456",
230 "location_id": "DLLSTX9A",
231 "location_type": "azure",
232 "latitude": "32.897480",
233 "longitude": "-97.040443",
238 "complex_name": "dalls_one",
239 "cloud_owner": "att-aic",
240 "cloud_region_version": "1.1",
241 "physical_location_id": "DLLSTX9A",
246 * Currently, candidates are either service instances or cloud regions. As new services are on-boarded, this can be evolved to represent different types of resources.
250 The following examples illustrate two demands:
252 * ``vGMuxInfra``: A vGMuxInfra service, drawing candidates of type *service* from the inventory. Only candidates that match the customer_id and orchestration-status will be included in the search space.
253 * ``vG``: A vG, drawing candidates of type *service* and *cloud* from the inventory. Only candidates that match the customer_id and provisioning-status will be included in the search space.
259 - inventory_provider: aai
260 inventory_type: service
262 equipment_type: vG_Mux
263 customer_id: some_company
264 orchestration-status: Activated
265 model-id: 174e371e-f514-4913-a93d-ed7e7f8fbdca
268 - inventory_provider: aai
269 inventory_type: service
272 customer_id: some_company
273 provisioning-status: provisioned
274 - inventory_provider: aai
275 inventory_type: cloud
279 * Do we need to support cost as a function ?
283 A **Constraint** is used to *eliminate* inventory candidates from one or more demands that do not meet the requirements specified by the constraint. Since reusability is one of the cornerstones of HAS, Constraints are designed to be service-agnostic, and is parameterized such that it can be reused across a wide range of services. Further, HAS is designed with a plug-in architecture that facilitates easy addition of new constraint types.
285 Constraints are denoted by a ``constraints`` key. Each constraint is uniquely named and set to a dictionary containing a constraint type, a list of demands to apply the constraint to, and a dictionary of constraint properties.
287 **Considerations while using multiple constraints**
288 * Constraints should be treated as a unordered list, and no assumptions should be made as regards to the order in which the constraints are evaluated for any given demand.
289 * All constraints are effectively AND-ed together. Constructs such as "Constraint X OR Y" are unsupported.
290 * Constraints are reducing in nature, and does not increase the available candidates at any point during the constraint evaluations.
296 |---------------------|-------------|
297 | ``CONSTRAINT_NAME`` | Key is a unique name. |
298 | ``type`` | The type of constraint. See **Constraint Types** for a list of currently supported values. |
299 | ``demands`` | One or more previously declared demands. If only one demand is specified, it may appear without list markers (``[]``). |
300 | ``properties`` (Optional) | Properties particular to the specified constraint type. Use if required by the constraint. |
305 type: CONSTRAINT_TYPE
306 demands: DEMAND_NAME | [DEMAND_NAME_1, DEMAND_NAME_2, ...]
307 properties: PROPERTY_DICT
310 type: CONSTRAINT_TYPE
311 demands: DEMAND_NAME | [DEMAND_NAME_1, DEMAND_NAME_2, ...]
312 properties: PROPERTY_DICT
317 #### Constraint Types
319 | Type | Description |
320 |---------------------|-------------|
321 | ``attribute`` | Constraint that matches the specified list of Attributes. |
322 | ``distance_between_demands`` | Geographic distance constraint between each pair of a list of demands. |
323 | ``distance_to_location`` | Geographic distance constraint between each of a list of demands and a specific location. |
324 | ``instance_fit`` | Constraint that ensures available capacity in an existing service instance for an incoming demand. |
325 | ``inventory_group`` | Constraint that enforces two or more demands are satisfied using candidates from a pre-established group in the inventory. |
326 | ``region_fit`` | Constraint that ensures available capacity in an existing cloud region for an incoming demand. |
327 | ``zone`` | Constraint that enforces co-location/diversity at the granularities of clouds/regions/availability-zones. |
328 | ``license`` (Deferred) | License availability constraint. |
329 | ``network_between_demands`` (Deferred) | Network constraint between each pair of a list of demands. |
330 | ``network_to_location`` (Deferred) | Network constraint between each of a list of demands and a specific location/address. |
332 *Note: Constraint names marked "Deferred" **will not** be supported in the initial release of HAS.*
334 #### Threshold Values
336 Constraint property values representing a threshold may be an integer or floating point number, optionally prefixed with a comparison operator: ``=``, ``<``, ``>``, ``<=``, or ``>=``. The default is ``=`` and optionally suffixed with a unit.
338 Whitespace may appear between the comparison operator and value, and between the value and units. When a range values is specified (e.g., ``10-20 km``), the comparison operator is omitted.
340 Each property is documented with a default unit. The following units are supported:
342 | Unit | Values | Default |
343 |------------|------------------------------|----------|
344 | Currency | ``USD`` | ``USD`` |
345 | Time | ``ms``, ``sec`` | ``ms`` |
346 | Distance | ``km``, ``mi`` | ``km`` |
347 | Throughput | ``Kbps``, ``Mbps``, ``Gbps`` | ``Mbps`` |
351 Constrain one or more demands by one or more attributes, expressed as properties. Attributes are mapped to the **inventory provider** specified properties, referenced by the demands. For example, properties could be hardware capabilities provided by the platform (flavor, CPU-Pinning, NUMA), features supported by the services, etc.
356 |--------------|-------------------------------------------------------------|
357 | ``evaluate`` | Opaque dictionary of attribute name and value pairs. Values must be strings or numbers. Encoded and sent to the service provider via a plugin. |
359 *Note: Attribute values are not detected/parsed as thresholds by the Homing framework. Such interpretations and evaluations are inventory provider-specific and delegated to the corresponding plugin*
365 demands: [my_vnf_demand, my_other_vnf_demand]
372 numa_topology: numa_spanning
375 #### Proposal: Evaluation Operators
377 To assist in evaluating attributes, the following operators and notation are proposed:
379 | Operator | Name | Operand |
380 |--------------|-----------|------------------------------------------------|
381 | ``eq`` | ``==`` | Any object (string, number, list, dict) |
382 | ``ne`` | ``!=`` | |
383 | ``lt`` | ``<`` | A number (strings are converted to float) |
385 | ``lte`` | ``<=`` | |
386 | ``gte`` | ``>=`` | |
387 | ``any`` | ``Any`` | A list of objects (string, number, list, dict) |
388 | ``all`` | ``All`` | |
389 | ``regex`` | ``RegEx`` | A regular expression pattern |
397 demands: [my_vnf_demand, my_other_vnf_demand]
400 cloud_version: {gt: 1.0}
401 flavor: {regex: /^SRIOV$/i}
402 subdivision: {any: [US-TX, US-NY, US-CA]}
405 ### Distance Between Demands
407 Constrain each pairwise combination of two or more demands by distance requirements.
412 |--------------|-------------------------------------------------------------|
413 | ``distance`` | Distance between demands, measured by the geographic path. |
415 The constraint is applied between each pairwise combination of demands. For this reason, at least two demands must be specified, implicitly or explicitly.
420 type: distance_between_demands
421 demands: [my_vnf_demand, my_other_vnf_demand]
426 ### Distance To Location
428 Constrain one or more demands by distance requirements relative to a specific location.
433 |--------------|------------------------------------------------------------|
434 | ``distance`` | Distance between demands, measured by the geographic path. |
435 | ``location`` | A previously declared location. |
437 The constraint is applied between each demand and the referenced location, not across all pairwise combinations of Demands.
442 type: distance_to_location
443 demands: [my_vnf_demand, my_other_vnf_demand, another_vnf_demand]
446 location: LOCATION_ID
451 Constrain each demand by its service requirements.
453 Requirements are sent as a request to a **service controller**. Service controllers are defined by plugins in Homing (e.g., ``sdn-c``).
455 A service controller plugin knows how to communicate with a particular endpoint (via HTTP/REST, DMaaP, etc.), obtain necessary information, and make a decision. The endpoint and credentials can be configured through plugin settings.
459 | Property | Description |
460 |----------------|-----------------------------------|
461 | ``controller`` | Name of a service controller. |
462 | ``request`` | Opaque dictionary of key/value pairs. Values must be strings or numbers. Encoded and sent to the service provider via a plugin. |
466 check_for_availability:
468 demands: [my_vnf_demand, my_other_vnf_demand]
471 request: REQUEST_DICT
476 Constrain each demand's inventory candidates based on inventory provider membership.
478 Requirements are sent as a request to a **service controller**. Service controllers are defined by plugins in Homing (e.g., ``sdn-c``).
480 A service controller plugin knows how to communicate with a particular endpoint (via HTTP/REST, DMaaP, etc.), obtain necessary information, and make a decision. The endpoint and credentials can be configured through plugin settings.
484 | Property | Description |
485 |----------------|-----------------------------------|
486 | ``controller`` | Name of a service controller. |
487 | ``request`` | Opaque dictionary of key/value pairs. Values must be strings or numbers. Encoded and sent to the service provider via a plugin. |
491 check_for_membership:
493 demands: [my_vnf_demand, my_other_vnf_demand]
496 request: REQUEST_DICT
500 Constrain two or more demands such that each is located in the same or different zone category.
502 Zone categories are inventory provider-defined, based on the demands being constrained.
507 |---------------|-------------------------------------------------------------|
508 | ``qualifier`` | Zone qualifier. One of ``same`` or ``different``. |
509 | ``category`` | Zone category. One of ``disaster``, ``region``, ``complex``, ``time``, or ``maintenance``. |
511 For example, to place two demands in different disaster zones:
517 demands: [my_vnf_demand, my_other_vnf_demand]
523 Or, to place two demands in the same region:
529 demands: [my_vnf_demand, my_other_vnf_demand]
537 * These categories could be any of the following: ``disaster_zone``, ``region``, ``complex``, ``time_zone``, and ``maintenance_zone``. Really, we are talking affinity/anti-affinity at the level of DCs, but these terms may cause confusion with affinity/anti-affinity in OpenStack.
541 Constrain demands such that inventory items are grouped across two demands.
543 This constraint has no properties.
548 type: inventory_group
549 demands: [demand_1, demand_2]
552 *Note: Only pair-wise groups are supported at this time. If three or more demands are specified, only the first two will be used.*
556 Constrain demands according to license availability.
558 *Support for this constraint is deferred.*
563 |----------|----------------------------------------------------------|
564 | ``id`` | Unique license identifier |
565 | ``key`` | Opaque license key, particular to the license identifier |
571 demands: [demand_1, demand_2, ...]
577 ### Network Between Demands
579 Constrain each pairwise combination of two or more demands by network requirements.
581 *Support for this constraint is deferred.*
586 |--------------------------|-----------------------------------------------------------------|
587 | ``bandwidth`` (Optional) | Desired network bandwidth. |
588 | ``distance`` (Optional) | Desired distance between demands, measured by the network path. |
589 | ``latency`` (Optional) | Desired network latency. |
591 Any combination of ``bandwidth``, ``distance``, or ``latency`` must be specified. If none of these properties are used, it is treated as a malformed request.
593 The constraint is applied between each pairwise combination of demands. For this reason, at least two demands must be specified, implicitly or explicitly.
597 network_requirements:
598 type: network_between_demands
599 demands: [my_vnf_demand, my_other_vnf_demand]
601 bandwidth: >= 1000 Mbps
606 ### Network To Location
608 Constrain one or more demands by network requirements relative to a specific location.
610 *Support for this constraint is deferred.*
615 |---------------|-----------------------------------------------------------------|
616 | ``bandwidth`` | Desired network bandwidth. |
617 | ``distance`` | Desired distance between demands, measured by the network path. |
618 | ``latency`` | Desired network latency. |
619 | ``location`` | A previously declared location. |
621 Any combination of ``bandwidth``, ``distance``, or ``latency`` must be specified. If none of these properties are used, it is treated as a malformed request.
623 The constraint is applied between each demand and the referenced location, not across all pairwise combinations of Demands.
627 my_access_network_constraint:
628 type: network_to_location
629 demands: [my_vnf_demand, my_other_vnf_demand]
631 bandwidth: >= 1000 Mbps
634 location: LOCATION_ID
638 Constrain each demand by its cluster capability requirements. For example, as described by an OpenStack Heat template and operational environment.
640 *Support for this constraint is deferred.*
645 |--------------|-------------------------------------------------------------|
646 | ``specification`` | Indicates the kind of specification being provided in the properties. Must be ``heat``. Future values may include ``tosca``, ``Homing``, etc. |
647 | ``template`` | For specifications of type ``heat``, a single stack in OpenStack Heat Orchestration Template (HOT) format. Stacks may be expressed as a URI reference or a string of well-formed YAML/JSON. Templates are validated by the Heat service configured for use by HAS. Nested stack references are unsupported. |
648 | ``environment`` (Optional) | For specifications of type ``heat``, an optional Heat environment. Environments may be expressed as a URI reference or a string of well-formed YAML/JSON. Environments are validated by the Heat service configured for use by Homing. |
654 demands: [my_vnf_demand, my_other_vnf_demand]
657 template: http://repository/my/stack_template
658 environment: http://repository/my/stack_environment
664 A **Reservation** allows reservation of resources associated with candidate that satisfies one or more demands.
666 Similar to the *instance_fit* constraint, requirements are sent as a request to a **service controller** that handles the reservation. Service controllers are defined by plugins in Homing (e.g., ``sdn-c``).
668 The service controller plugin knows how to make a reservation (and initiate rollback on a failure) with a particular endpoint (via HTTP/REST, DMaaP, etc.) of the service controller. The endpoint and credentials can be configured through plugin settings.
672 | Property | Description |
673 |----------------|-----------------------------------|
674 | ``controller`` | Name of a service controller. |
675 | ``request`` | Opaque dictionary of key/value pairs. Values must be strings or numbers. Encoded and sent to the service provider via a plugin. |
679 resource_reservation:
680 type: instance_reservation
681 demands: [my_vnf_demand, my_other_vnf_demand]
684 request: REQUEST_DICT
689 An **Optimization** allows specification of a objective function, which aims to maximize or minimize a certain value that varies based on the choice of candidates for one or more demands that are a part of the objective function. For example, an objective function may be to find the *closest* cloud-region to a customer to home a demand.
691 ### Optimization Components
693 Optimization definitions can be broken down into three components:
695 | Component | Key | Value |
696 |-----------|----------------------|---------------------------------------------------------|
697 | Goal | ``minimize`` | A single Operand (usually ``sum``) or Function |
698 | Operator | ``sum``, ``product`` | Two or more Operands (Numbers, Operators, Functions) |
699 | Function | ``distance_between`` | A two-element list consisting of a location and demand. |
704 Given a customer location ``cl``, two demands ``vG1`` and ``vG2``, and weights ``w1`` and ``w2``, the optimization criteria can be expressed as:
706 ``minimize(weight1 * distance_between(cl, vG1) + weight2 * distance_between(cl, vG2))``
708 This can be read as: "Minimize the sum of weighted distances from cl to vG1 and from cl to vG2."
710 Such optimizations may be expressed in a template as follows:
722 - {distance_between: [cl, vG1]}
725 - {distance_between: [cl, vG2]}
728 Or without the weights as:
734 - {distance_between: [cl, vG1]}
735 - {distance_between: [cl, vG2]}
738 **Template Restriction**
740 While the template format supports any number of arrangements of numbers, operators, and functions, HAS's solver presently expects a very specific arrangement.
742 Until further notice:
744 * Optimizations must conform to a single goal of ``minimize`` followed by a ``sum`` operator.
745 * The sum can consist of two ``distance_between`` function calls, or two ``product`` operators.
746 * If a ``product`` operator is present, it must contain at least a ``distance_between`` function call, plus one optional number to be used for weighting.
747 * Numbers may be referenced via ``get_param``.
748 * The objective function has to be written in the sum-of-product format. In the future, HAS can convert product-of-sum into sum-of-product automatically.
750 The first two examples in this section illustrate both of these use cases.
752 **Inline Operations**
754 If desired, operations can be rewritten inline. For example, the two ``product`` operations from the previous example can also be expressed as:
764 - {product: [{get_param: w1}, {distance_between: [cl, vG1]}]}
765 - {product: [{get_param: w2}, {distance_between: [cl, vG2]}]}
768 In turn, even the ``sum`` operation can be rewritten inline, however there is a point of diminishing returns in terms of readability!
772 * In the first version, we do not support more than one dimension in the optimization (e.g., Minimize distance and cost). For supporting multiple dimensions we would need a function the normalize the unit across dimensions.
774 ## Intrinsic Functions
776 Homing provides a set of intrinsic functions that can be used inside templates to perform specific tasks. The following section describes the role and syntax of the intrinsic functions.
778 Functions are written as a dictionary with one key/value pair. The key is the function name. The value is a list of arguments. If only one argument is provided, a string may be used instead.
781 a_property: {FUNCTION_NAME: [ARGUMENT_LIST]}
783 a_property: {FUNCTION_NAME: ARGUMENT_STRING}
786 *Note: These functions can only be used within "properties" sections.*
790 The ``get_file`` function inserts the content of a file into the template. It is generally used as a file inclusion mechanism for files containing templates from other services (e.g., Heat).
792 The syntax of the ``get_file`` function is:
795 {get_file: <content key>}
798 The ``content`` key is used to look up the ``files`` dictionary that is provided in the REST API call. The Homing client command (``Homing``) is ``get_file`` aware and populates the ``files`` dictionary with the actual content of fetched paths and URLs. The Homing client command supports relative paths and transforms these to the absolute URLs required by the Homing API.
800 **Note**: The ``get_file`` argument must be a static path or URL and not rely on intrinsic functions like ``get_param``. The Homing client does not process intrinsic functions. They are only processed by the Homing engine.
802 The example below demonstrates the ``get_file`` function usage with both relative and absolute URLs:
808 demands: [my_vnf_demand, my_other_vnf_demand]
810 template: {get_file: stack_template.yaml}
811 environment: {get_file: http://hostname/environment.yaml}
814 The ``files`` dictionary generated by the Homing client during instantiation of the plan would contain the following keys. Each value would be of that file's contents.
816 * ``file:///path/to/stack_template.yaml``
817 * ``http://hostname/environment.yaml``
821 * If Homing will only be accessed over DMaaP, files will need to be embedded using the Homing API request format.
825 The ``get_param`` function references an input parameter of a template. It resolves to the value provided for this input parameter at runtime.
827 The syntax of the ``get_param`` function is:
830 {get_param: <parameter name>}
832 {get_param: [<parameter name>, <key/index1> (optional), <key/index2> (optional), ...]}
835 **parameter name** is the parameter name to be resolved. If the parameters returns a complex data structure such as a list or a dict, then subsequent keys or indices can be specified. These additional parameters are used to navigate the data structure to return the desired value. Indices are zero-based.
837 The following example demonstrates how the ``get_param`` function is used:
841 software_id: SOFTWARE_ID
842 license_key: LICENSE_KEY
844 provider: dmaap:///full.topic.name
845 costs: [10, 20, 30, 40, 50, 60, 70, 80, 90, 100]
850 demands: [demand_1, demand_2, ...]
852 id: {get_param: software_id}
853 key: {get_param: license_key}
855 check_for_availability:
857 demands: [my_vnf_demand, my_other_vnf_demand]
859 provider_url: {get_param: [service_info, provider]}
860 request: REQUEST_DICT
861 cost: {get_param: [service_info, costs, 4]}
864 In this example, properties would be set as follows:
867 |------------------|--------------------------|
868 | ``id`` | SOFTWARE_ID |
869 | ``key`` | LICENSE_KEY |
870 | ``provider_url`` | dmaap:///full.topic.name |
875 Shankar Narayanan <shankarpnsn@gmail.com>