From ce10b9f7506c3690f29b1532d20e2e2f8c875d9e Mon Sep 17 00:00:00 2001 From: Tomasz Kaczynski Date: Tue, 8 Mar 2016 09:58:06 +0100 Subject: [PATCH] Add specification for Watcher Scoring Module This specification defines a Scoring Module which attempts to standarize interactions between Watcher Decision Engine and scoring engines, which can be implemented using external machine learning tools or frameworks. Change-Id: I3325f80924b70376def77e692296079dd45cc495 Implements: blueprint scoring-module --- .../images/scoring-engine-in-the-cloud.png | Bin 0 -> 84128 bytes .../scoring-engine-inside-decision-engine.png | Bin 0 -> 44193 bytes .../scoring-engine-inside-scoring-module.png | Bin 0 -> 50879 bytes .../images/scoring-module-deployment.png | Bin 0 -> 84323 bytes specs/newton/approved/scoring-module.rst | 405 ++++++++++++++++++ 5 files changed, 405 insertions(+) create mode 100644 doc/source/images/scoring-engine-in-the-cloud.png create mode 100644 doc/source/images/scoring-engine-inside-decision-engine.png create mode 100644 doc/source/images/scoring-engine-inside-scoring-module.png create mode 100644 doc/source/images/scoring-module-deployment.png create mode 100644 specs/newton/approved/scoring-module.rst diff --git a/doc/source/images/scoring-engine-in-the-cloud.png b/doc/source/images/scoring-engine-in-the-cloud.png new file mode 100644 index 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b/specs/newton/approved/scoring-module.rst new file mode 100644 index 0000000..b10d612 --- /dev/null +++ b/specs/newton/approved/scoring-module.rst @@ -0,0 +1,405 @@ +.. + This work is licensed under a Creative Commons Attribution 3.0 Unported + License. + + http://creativecommons.org/licenses/by/3.0/legalcode + +====================================== + Provide a scoring module for Watcher +====================================== + +https://blueprints.launchpad.net/watcher/+spec/scoring-module + +`Watcher Decision Engine`_ currently allows to define multiple `Goals`_ and +implement several `Strategies`_ to reach them. However, in some more advanced +scenarios, `Strategies`_ might use machine learning models, which can be +trained and evaluated using external machine learning engines. + +This blueprint aims at providing a generic scoring engine module, which will +standarize interactions with scoring engines through the common API. Also, +it will be possible to use the scoring engine by different `Strategies`_, which +will improve the code and data model re-use. + +The scoring module will be independent and optional. There is no need for any +`Strategy`_ to use it. + +Problem description +=================== + +Today, the `Strategy`_ implementation is free to use any algorithm or any +external framework in order to achieve a given `Goal`_. There is no standard +interface or API which would help to share these algorithms or frameworks +between different `Strategies`_. + +It should be possible to implement scoring engines independently from +`Strategies`_. Once implemented prediction or classifier could be shared and +re-used allowing to implement more advanced `Strategies`_, which could even use +multiple scoring engines. + + +Use Cases +--------- + +As a developer. +I want to be able to list the available Scoring Engines. So that I can quickly +identify them and reuse the available predicted results in my strategy, e.g. +prediction energy consumption of the VMs, predicted CPU of the VMs, etc. + +As a developer. +I want to be able to create and use Scoring Engines in the optimization +`Strategies`_. So that I can quickly switch the Scoring Engine or implement +multiple versions of the same Scoring Engine (e.g. created using a different +data set for learning). + +As a developer. +I want to be able to configure multiple Scoring Engines without needing an +upgrade of Watcher. + +As a developer. +I want to be able to provide a dynamic list of Scoring Engines in a single +plug-in. So that I can register/unregister similar types of Scoring Engines +without restarting any Watcher service. + +As a developer. +When implementing a new `Strategy`_ I want to work with different Scoring +Engines (possibly from different vendors) in a similar way, using similar +API. + +As a developer. +I want to get metadata information about a given Scoring Engine. The metadata +might contain an important information how to work with a specific Scoring +Engine, for example: number of input parameters (e.g. number of features), +the response format (e.g. label order used by classifier). + +Project Priority +---------------- + +Not relevant because Watcher is not in the big tent so far. + +Proposed change +=============== + +The proposal is to define an abstraction layer in the `Decision Engine`_, +which will provide an abstract ScoringEngine class, which will have to be +implemented by all Scoring Engines and a ScoringFactory class, which will be +used by a `Strategy`_ implementation to select a Scoring Engine to work with. + +Usage scenarios +--------------- + +The most basic scenario is presented on the following diagram: + +.. image:: ../../../doc/source/images/scoring-engine-inside-decision-engine.png + +It's important to notice that Scoring Engines might have different +requirements and the implementations might vary. Some of them might be +implemented as plain Python classes executing (possibly heavy) calculations. +In these cases it makes a sense to delegate the execution to Watcher Scoring +module, which will be a new Watcher service, similar to `Watcher Decision +Engine`_ or `Watcher Applier`_: + +.. image:: ../../../doc/source/images/scoring-engine-inside-scoring-module.png + +Some other Scoring Engines might be implemented using external frameworks or +even live entirely in the cloud, exposing only some API to work with them. +In this scenario, the abstraction layer will simply delegate work to these +external systems (e.g. using some HTTP client libraries), as illustrated on +the diagram below: + +.. image:: ../../../doc/source/images/scoring-engine-in-the-cloud.png + +Implementation details +---------------------- + +This above an impact on the design of the Scoring Module and its +implementation. The goal of the abstraction layer proposed above is to allow +for both: + +* Simple usage of any Scoring Engine by any `Strategy`_. +* Implementation freedom: if a Scoring Engine performs some heavy + calculations, its implementation could be moved to external process, which + will not affect the `Watcher Decision Engine`_ module. + +That said, the following changes are going to be implemented: + +* In the watcher/common package: + + * ScoringEngine class defining an abstract base class for all Scoring + Engine implementations. The abstract class will include the following + abstract methods: + + :get_engine_id: + Method will return a unique string identifier of the Scoring Engine. + This ID will be used by factory classes and `Strategies`_ wanting to + use a specific Scoring Engine + + :Input: + none + + :Result: + unique string ID (must be unique across all Scoring Engines) + + :get_model_metadata: + Method will return a map with metadata information about the data + model. This might include informations about used algorithm, labels + for data returned by the score method (useful for interpreting the + results) + + :Input: + none + + :Result: + dictionary with metadata, both keys and values as strings + + For example, the metadata can contain the following information (real + world example): + + * scoring engine is a classifier, which is based on the learning data + with these column labels (last column is the result used for + learning): [MEM_USAGE, PROC_USAGE, PCI_USAGE, POWER_CONSUMPTION, + CLASSIFICATION_ID] + * during the learning process, the machine learning decides that it + actually only needs these columns to calculate the expected + CLASSIFICATION_ID: [MEM_USAGE, PROC_USAGE] + * because the scoring result is a list of doubles, we need to know + what it means, e.g. 0.0 == CLASSIFICATION_ID_2, 1.0 == + CLASSIFICATION_ID_1, etc. + * there is no guarantee of the order of the columns or even the + existence of them in input/output list + * this information must be passed as metadata, so the user of the + scoring engine is able to "understand" the results + * in addition, the metadata might provide some insights like what was + the algorithm used for learning or how many training records were + used + + :calculate_score: + Method responsible for performing the actual scoring, such as + classifying or predicting data + + :Input: + list of float numbers (e.g. feature values) + + :Result: + list of float numbers (e.g. classified values, predicted results) + +* In the `Watcher Decision Engine`_: + + * New scoring package containing: + + * ScoringFactory class defining a factory for Scoring Engine + implementations. + * engines subpackage containing implementations of the Scoring Engines. + The Scoring Engines must all extend the ScoringEngine base class. + * Two sample Scoring Engine implementations: + + * simple Scoring Engine working within `Decision Engine` module. + * simple Scoring Engine using the Scoring Module, which will demonstrate + how to defer the heavy calculations to the external Python process. + + * In `Strategies`_: two sample `Strategies`_ using the above Scoring + Engines. + +* In the `Watcher API`_: + + * New REST resource URLs to expose list of Scoring Engines and their + metadata (read-only) + + * GET /v1/scoring_engines/ + * GET /v1/scoring_engines/(scoring_engine_uuid) + +* In the Watcher CLI: + + * Expose new API in the command line + +* New Watcher Scoring Module: + + * New top level scoring_engine directory inside watcher directory with + Watcher source code. + * A new service: watcher-scoring. + * A sample Scoring Engine (not using any external dependencies). + +Deployment +---------- + +The deployment model for Scoring Engine implementations will use the Stevedore +pluggability model. There will be entry points defined for the abstraction +layer and for the Watcher Scoring module as well. The abstraction layer part +will be required to implement, whether the Watcher Scoring module part will be +optional (it's not needed for example when using external analytics platforms +running in the cloud). + +.. image:: ../../../doc/source/images/scoring-module-deployment.png + +In addition, it will be possible to register multiple Scoring Engines from a +single plug-in. The Scoring Engine list will also be dynamic, meaning that it +will be possible to register and unregister a Scoring Engine without any need +to restart Watcher services. + +Scoring Engine versioning +------------------------- + +The rules similar to API versioning should apply to Scoring Engine versioning. +Scoring Engines will be identified using their unique ID. A new version of the +Scoring Engine should have a different ID, so it doesn't break the existing +usage. Of course it's possible that the Scoring Engine developer will decide +to update the existing Scoring Engine (so ID of the updated version will stay +the same), but then she/he should take the full responsibility for that and +understand the fact, that it might change the other use cases. The +recommendation is to update Scoring Engines only for small bug fixing and give +a new ID to the Scoring Engines using different ML algorithm or trained using +different learning data. + +Alternatives +------------ + +Each developer could implement a new `Strategy`_ using a custom integration +with machine learning frameworks. Data Models and Scoring Engines are +relatively difficult and time consuming to create, so it would be a big loss +if they are not available for wider usage. + +Data model impact +----------------- + +None + +REST API impact +--------------- + +None + +Security impact +--------------- + +There will be a new Watcher Scoring Module service, which means an additional +network port open, which is always increasing the security impact. + +Notifications impact +-------------------- + +None + +Other end user impact +--------------------- + +None + +Performance Impact +------------------ + +None + +Other deployer impact +--------------------- + +When delivering a new Scoring Engine, the operator will deploy the following +softwares: + +Required: + +* the main Python class implementing the Scoring Engine +* all additional resources or classes required by the new Scoring Engine + implementation (for example client code to communicate with external service + if a Scoring Engine is implemented and hosted in the cloud) + +Optional: + +* `Strategy`_ implementation, which is using the new Scoring Engine (details + are out of scope of this document) +* `Action`_ handlers if they are required by the `Strategy`_ (details are out + of scope of this document) + +Developer impact +---------------- + +None + +Implementation +============== + +Assignee(s) +----------- + +Primary assignee: + tkaczynski + +Work Items +---------- + +The list of foreseen work items: + +* Review this BluePrint, improve it based on feedback received +* Implement generic Watcher Scoring Module +* Implement Scoring Engine loader +* Implement a sample Scoring Engine to demonstrate Scoring Module design + and provide a guidance how to use it (no external dependencies) +* Implement a sample `Strategy`_ using sample Scoring Engine from previous + point +* Provide documentation of the new Scoring Module + + * Update glossary with terms related to Watcher Scoring + * Provide a guidance / tutorial how to implement a Scoring Engine plugin + +Dependencies +============ + +There are no direct dependencies. + +However, in the long run Watcher should provide a flexible plugin model, which +would allow to easily integrate Scoring Engines, `Strategies`_ and `Actions`_ +with Watcher without needing to reinstall or upgrade it. The ideal scenario +would be that the third party developers would provide implementations in a +separate repository, which could then be included in one of the Watcher +configuration files. Solving this problem is not in scope of this document. + +Testing +======= + +Unit tests will be needed for the code in the new Scoring Module. Implementing +this module will be transparent for the existing Watcher code base, so no +existing tests or functionality will be affected. + +Documentation Impact +==================== + +The documentation will have to be updated, especially the glossary, in order to +explain the new concepts regarding Scoring Module definition and Scoring Engine +implementations. + +The API documentation and Watcher User-Guide will have to be updated to +demonstrate how to get information about available Scoring Engines and their +metadata. + +The architecture description will also need to be updated because there will +be a new Watcher component available. + +The documentation regarding Watcher installation and configuration will also +need to be updated in order to explain: + +* howto deploy new Scoring Engines into Watcher +* howto integrate `Strategies`_ with existing Scoring Engines + +References +========== + +None + +History +======= + +None + +.. _Action: https://factory.b-com.com/www/watcher/doc/watcher/glossary.html#action +.. _Actions: https://factory.b-com.com/www/watcher/doc/watcher/glossary.html#action +.. _Action Plan: https://factory.b-com.com/www/watcher/doc/watcher/glossary.html#action-plan +.. _Audit: https://factory.b-com.com/www/watcher/doc/watcher/glossary.html#audit +.. _Decision Engine: https://factory.b-com.com/www/watcher/doc/watcher/architecture.html#watcher-decision-engine +.. _Goal: https://factory.b-com.com/www/watcher/doc/watcher/glossary.html#goal +.. _Goals: https://factory.b-com.com/www/watcher/doc/watcher/glossary.html#goal +.. _SLA: https://factory.b-com.com/www/watcher/doc/watcher/glossary.html#sla +.. _Solution: https://factory.b-com.com/www/watcher/doc/watcher/glossary.html#solution +.. _Strategy: https://factory.b-com.com/www/watcher/doc/watcher/glossary.html#strategy +.. _Strategies: https://factory.b-com.com/www/watcher/doc/watcher/glossary.html#strategy +.. _Watcher API: https://factory.b-com.com/www/watcher/doc/watcher/webapi/v1.html +.. _Watcher Applier: https://factory.b-com.com/www/watcher/doc/watcher/architecture.html#watcher-applier +.. _Watcher Decision Engine: https://factory.b-com.com/www/watcher/doc/watcher/architecture.html#watcher-decision-engine +.. _Watcher Planner: https://factory.b-com.com/www/watcher/doc/watcher/glossary.html#watcher-planner