Cloud Environment Selec1on and Configura1on: A So7ware Product Lines- Based Approach
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- Austen Horton
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1 Cloud Environment Selec1on and Configura1on: A So7ware Product Lines- Based Approach Clément Quinton Ph.D. Defense Wednesday, October 22 th 2014 Rapporteurs: Roberto Di Cosmo, Université Paris Diderot Chris3an Perez, LIP - ENS Lyon Examinateurs: Patrick Heymans, Université de Namur Daniel Le Berre, Université d Artois Daniel Romero, Université Lille 1 Directrice: Laurence Duchien, Université Lille 1
2 Cloud Compu1ng 2
3 Cloud Compu1ng 2
4 Cloud Compu1ng 2
5 Cloud Compu1ng Cloud compuhng is a model for enabling convenient, on- demand network access to a shared pool of configurable compuhng resources that can be rapidly provisioned and released with minimal management effort or service provider interachon [NIST 2009] 3
6 Cloud Compu1ng Cloud compuhng is a model for enabling convenient, on- demand network access to a shared pool of configurable compuhng resources that can be rapidly provisioned and released with minimal management effort or service provider interachon [NIST 2009] SaaS Application Application Server PaaS Libraries, Database Operating System IaaS Infrastructure Application 3
7 Cloud Compu1ng Cloud compuhng is a model for enabling convenient, on- demand network access to a shared pool of configurable compuhng resources that can be rapidly provisioned and released with minimal management effort or service provider interachon [NIST 2009] SaaS Application Application Server PaaS Libraries, Database Operating System IaaS Infrastructure Application 3
8 Cloud Compu1ng Cloud compuhng is a model for enabling convenient, on- demand network access to a shared pool of configurable compuhng resources that can be rapidly provisioned and released with minimal management effort or service provider interachon [NIST 2009] SaaS Application Application Server PaaS Libraries, Database Operating System IaaS Infrastructure Application Virtual Machines, resources (RAM, CPU, disk), etc. 3
9 Cloud Compu1ng Cloud compuhng is a model for enabling convenient, on- demand network access to a shared pool of configurable compuhng resources that can be rapidly provisioned and released with minimal management effort or service provider interachon [NIST 2009] SaaS Application Application Server PaaS Libraries, Database Operating System IaaS Infrastructure Application Virtual Machines, resources (RAM, CPU, disk), etc. 3
10 Cloud Compu1ng PlaForm- as- a- Service Infrastructure- as- a- Service 4
11 Problem #1 Which Cloud? CML 5
12 Problem #1 CML 5
13 Problem #2 6
14 Problem #2 6
15 Problem #2 6
16 Problem Statement 7
17 Problem Statement - Lack of selec3on support 7
18 Problem Statement - Lack of selec3on support - Lack of unified representa3on 7
19 Problem Statement - Lack of selec3on support - Lack of unified representa3on - Heterogeneous configura3on processes 7
20 Problem Statement - Lack of selec3on support - Lack of unified representa3on - Heterogeneous configura3on processes - Limited automated support 7
21 Main Criteria 8
22 Main Criteria 8
23 Main Criteria - Flexibility 8
24 Main Criteria - Flexibility Requirement specifica3on, reasoning mechanism 8
25 Main Criteria - Flexibility Requirement specifica3on, reasoning mechanism - Maintainability 8
26 Main Criteria - Flexibility Requirement specifica3on, reasoning mechanism - Maintainability Add, remove, update Clouds 8
27 Main Criteria - Flexibility Requirement specifica3on, reasoning mechanism - Maintainability Add, remove, update Clouds - Abstrac3on 8
28 Main Criteria - Flexibility Requirement specifica3on, reasoning mechanism - Maintainability Add, remove, update Clouds - Abstrac3on Correct granularity level(s) 8
29 Main Criteria - Flexibility Requirement specifica3on, reasoning mechanism - Maintainability Add, remove, update Clouds - Abstrac3on Correct granularity level(s) - Heterogeneity 8
30 Main Criteria - Flexibility Requirement specifica3on, reasoning mechanism - Maintainability Add, remove, update Clouds - Abstrac3on Correct granularity level(s) - Heterogeneity Different Clouds 8
31 Exis1ng Approaches : proposes or deals (par3ally) with the criteria 9
32 Research Goals 10
33 Research Goals - Manage Cloud variability 10
34 Research Goals - Manage Cloud variability - Guarantee environment independance 10
35 Research Goals - Manage Cloud variability - Guarantee environment independance - Provide a flexible and prac3cal solu3on 10
36 Research Goals - Manage Cloud variability - Guarantee environment independance - Provide a flexible and prac3cal solu3on - Deliver an automated support 10
37 Research Goals - Manage Cloud variability - Guarantee environment independance - Provide a flexible and prac3cal solu3on - Deliver an automated support - Maintain consistency 10
38 Agenda I. Introduc3on 11
39 Agenda I. Introduc3on II. Contribu3ons 11
40 Agenda I. Introduc3on II. Contribu3ons - Cloud environments variability modeling 11
41 Agenda I. Introduc3on II. Contribu3ons - Cloud environments variability modeling - SALOON 11
42 Agenda I. Introduc3on II. Contribu3ons - Cloud environments variability modeling - SALOON - Consistency checking for evolving Cloud models 11
43 Agenda I. Introduc3on II. Contribu3ons - Cloud environments variability modeling - SALOON - Consistency checking for evolving Cloud models III. Conclusion and Perspec3ves 11
44 Agenda I. Introduc3on II. Contribu3ons - Cloud environments variability modeling - SALOON - Consistency checking for evolving Cloud models III. Conclusion and Perspec3ves 11
45 Cloud Environment Variability Modeling PlaForm- as- a- Service Infrastructure- as- a- Service 12
46 Cloud Environment Variability Modeling PlaForm- as- a- Service Infrastructure- as- a- Service 12
47 Use Case : Jelas1c 13
48 Use Case : Jelas1c Legend optional mandatory or alternative 14
49 Use Case : Jelas1c Legend optional mandatory or alternative Application Server GlassFish 3.1 Jetty 6.1 TomEE+ 1.5 Tomcat
50 Use Case : Jelas1c Legend optional mandatory or alternative Application Server GlassFish 3.1 Jetty 6.1 TomEE+ 1.5 Tomcat
51 Use Case : Jelas1c Legend optional mandatory or alternative Application Server Java GlassFish 3.1 Jetty TomEE+ 1.5 Tomcat
52 Use Case : Jelas1c Legend optional mandatory or alternative 15
53 Use Case : Jelas1c Legend optional mandatory or alternative 15
54 Use Case : Jelas1c Legend optional mandatory or alternative Database SQL NoSQL MySQL 5.5 MongoDB 2.2 CouchDB 1.2 MariaDB PostgreSQL
55 Use Case : Jelas1c Legend optional mandatory or alternative Database SQL NoSQL MySQL 5.5 MongoDB 2.2 CouchDB 1.2 MariaDB PostgreSQL
56 Use Case : Jelas1c Jelastic Legend optional mandatory or Language Application Server VDS SSL Build Database alternative Java PHP GlassFish 3.1 Jetty 6.1 SQL NoSQL 7 6 Tomcat TomEE+ 1.5 MySQL 5.5 MongoDB 2.2 CouchDB 1.2 PostgreSQL MariaDB Tomcat 7.0 Java
57 Use Case : Jelas1c 17
58 Use Case : Jelas1c 17
59 Use Case : Jelas1c 17
60 Use Case : Jelas1c Load balancer 17
61 Use Case : Jelas1c Jelastic ge Application Server VDS SSL Build Database PHP GlassFish 3.1 Jetty 6.1 SQL NoSQL TomEE+ 1.5 Tomcat MySQL 5.5 MongoDB 2.2 CouchDB MariaDB PostgreSQL Tomcat 7.0 Java
62 Use Case : Jelas1c Jelastic ge Application Server VDS SSL Build Database PHP GlassFish 3.1 Jetty 6.1 SQL NoSQL TomEE+ 1.5 Tomcat MySQL 5.5 MongoDB 2.2 CouchDB MariaDB PostgreSQL Tomcat 7.0 Java
63 Use Case : Jelas1c Jelastic [1..8] ge Nginx Application Server VDS SSL Build Database PHP GlassFish 3.1 Jetty 6.1 SQL NoSQL TomEE+ 1.5 Tomcat MySQL 5.5 MongoDB 2.2 CouchDB 1.2 PostgreSQL MariaDB Tomcat 7.0 Java 7 18
64 Use Case : Jelas1c Jelastic [1..8] ge Nginx Application Server VDS SSL Build Database PHP GlassFish 3.1 Jetty 6.1 SQL NoSQL TomEE+ 1.5 Tomcat MySQL 5.5 MongoDB 2.2 CouchDB 1.2 PostgreSQL MariaDB Tomcat 7.0 Java 7 # Applica1on Server >= 2 Nginx 18
65 Use Case : Jelas1c 19
66 Use Case : Jelas1c 19
67 Use Case : Jelas1c 19
68 Use Case : Jelas1c for each (Tomcat) 1 Cloudlet 19
69 Use Case : Jelas1c Jelastic [1..8] [1..64] Language Nginx Application Server VDS SSL Build Database HA Cloudlet Java 7 6 PHP GlassFish 3.1 Tomcat TomEE+ 1.5 Jetty 6.1 MySQL 5.5 SQL MongoDB 2.2 NoSQL CouchDB 1.2 Name: CPU Type: int Value: 200 Name: RAM Type: int Value: 128 Tomcat'7.0' 'Java' MariaDB PostgreSQL Legend optional alternative mandatory [1..4] cardinality or attribute 20
70 Use Case : Jelas1c Jelastic [1..8] [1..64] Language Nginx Application Server VDS SSL Build Database HA Cloudlet Java 7 6 PHP GlassFish 3.1 Tomcat TomEE+ 1.5 Jetty 6.1 MySQL 5.5 SQL MongoDB 2.2 NoSQL CouchDB 1.2 Name: CPU Type: int Value: 200 Name: RAM Type: int Value: 128 Tomcat'7.0' 'Java' MariaDB PostgreSQL Legend optional alternative mandatory [1..4] cardinality or attribute 20
71 Use Case : Jelas1c Jelastic [1..8] [1..64] Language Nginx Application Server VDS SSL Build Database HA Cloudlet Java 7 6 PHP GlassFish 3.1 Tomcat TomEE+ 1.5 Jetty 6.1 MySQL 5.5 SQL MongoDB 2.2 NoSQL CouchDB 1.2 Name: CPU Type: int Value: 200 Name: RAM Type: int Value: 128 Tomcat'7.0' 'Java' MariaDB PostgreSQL Legend optional alternative mandatory [1..4] cardinality or attribute 20
72 Configura1on Constraints - Boolean constraints Tomcat 7 Java 7 21
73 Configura1on Constraints - Boolean constraints Tomcat 7 Java 7 - Constraints on feature instances # ApplicaHonServer >= 2 Nginx Tomcat 1 Cloudlet 21
74 Configura1on Constraints - Boolean constraints Tomcat 7 Java 7 - Constraints on feature instances # ApplicaHonServer >= 2 Nginx Tomcat 1 Cloudlet - Constraints on a]ribute values Server.size = S CPU Core.size = 500 [1,2] RAM.size Disk.size = 10 21
75 Feature Metamodel Legend subfeatures root 1 FeatureModel 0..* Constraint Feature Operation Literature: Init MM CardEx extensions Attribute name: String 0..* 2..* 0..* Feature name: String 1 1 F from F to Boolean Constraint variants Alternative Implies Excludes Exclusive Cardinality min: Int max: Int Group Cardinality 1 Feature Cardinality Feature Legend Literature: Init MM 22
76 Feature Metamodel Constrainable Element Legend subfeatures root 1 FeatureModel 0..* Constraint Feature Operation Literature: Init MM CardEx extensions Attribute name: String 0..* 0..* 2..* Feature name: String 1 1 F from F to Boolean Constraint Condition CardEx Constraint Action variants Alternative Implies Excludes 1 Operation 1..* <<enum>> LogicalOperator A: And O: Or Exclusive 1..* Cardinality min: Int max: Int Duplicated Exclusive Abstract Operation Value Operation Comparison Operation value: Int Functional Operation value: Int local: Boolean Group Cardinality 1 Feature Cardinality Legend Cardinality- Based Feature Models With Feature Constraints: Literature: Init A MM Pragma1c Approach. Clément Quinton, Daniel Romero and Laurence Duchien. In Proceedings of the 17th InternaHonal So]ware Product Line Conference, SPLC'13. Tokyo, Japan, August
77 Feature Metamodel Constrainable Element Legend subfeatures root 1 FeatureModel 0..* Constraint Feature Operation Literature: Init MM CardEx extensions Attribute name: String 0..* 0..* 2..* Feature name: String 1 1 F from F to Boolean Constraint Condition CardEx Constraint Action variants Alternative Implies Excludes 1 Operation 1..* <<enum>> LogicalOperator A: And O: Or Exclusive 1..* Cardinality min: Int max: Int Duplicated Exclusive Abstract Operation Value Operation Comparison Operation value: Int Functional Operation value: Int local: Boolean Group Cardinality 1 Feature Cardinality Feature Legend Literature: Init MM # [2,*]ApplicaHonServer >= 2 Nginx 23
78 Feature Metamodel Constrainable Element Legend subfeatures root 1 FeatureModel 0..* Constraint Feature Operation Literature: Init MM CardEx extensions Attribute name: String 0..* 0..* 2..* Feature name: String 1 1 F from F to Boolean Constraint Condition CardEx Constraint Action variants Alternative Implies Excludes 1 Operation 1..* <<enum>> LogicalOperator A: And O: Or Exclusive 1..* Cardinality min: Int max: Int Duplicated Exclusive Abstract Operation Value Operation Comparison Operation value: Int Functional Operation value: Int local: Boolean Group Cardinality 1 Feature Cardinality Feature Legend Literature: Init MM # [2,*]ApplicaHonServer >= 2 Nginx 23
79 Feature Metamodel Constrainable Element Legend subfeatures root 1 FeatureModel 0..* Constraint Feature Operation Literature: Init MM CardEx extensions Attribute name: String 0..* 0..* 2..* Feature name: String 1 1 F from F to Boolean Constraint Condition CardEx Constraint Action variants Alternative Implies Excludes 1 Operation 1..* <<enum>> LogicalOperator A: And O: Or Exclusive 1..* Cardinality min: Int max: Int Duplicated Exclusive Abstract Operation Value Operation Comparison Operation value: Int Functional Operation value: Int local: Boolean Group Cardinality 1 Feature Cardinality Feature Legend Literature: Init MM [2,*]ApplicaHonServer Nginx 23
80 Feature Metamodel Constrainable Element Legend subfeatures root 1 FeatureModel 0..* Constraint Feature Operation Literature: Init MM CardEx extensions Attribute name: String 0..* 0..* 2..* Feature name: String 1 1 F from F to Boolean Constraint Condition CardEx Constraint Action variants Alternative Implies Excludes 1 Operation 1..* <<enum>> LogicalOperator A: And O: Or Exclusive 1..* Cardinality min: Int max: Int Duplicated Exclusive Abstract Operation Value Operation Comparison Operation value: Int Functional Operation value: Int local: Boolean Group Cardinality 1 Feature Cardinality Feature Legend Tomcat 1 Cloudlet Literature: Init MM 24
81 Feature Metamodel Constrainable Element Legend subfeatures root 1 FeatureModel 0..* Constraint Feature Operation Literature: Init MM CardEx extensions Attribute name: String 0..* 0..* 2..* Feature name: String 1 1 F from F to Boolean Constraint Condition CardEx Constraint Action variants Alternative Implies Excludes 1 Operation 1..* <<enum>> LogicalOperator A: And O: Or Exclusive 1..* Cardinality min: Int max: Int Duplicated Exclusive Abstract Operation Value Operation Comparison Operation value: Int Functional Operation value: Int local: Boolean Group Cardinality 1 Feature Cardinality Feature Legend Tomcat 1 Cloudlet Literature: Init MM 24
82 Feature Metamodel Constrainable Element Legend subfeatures root 1 FeatureModel 0..* Constraint Feature Operation Literature: Init MM CardEx extensions Attribute name: String 0..* 0..* 2..* Feature name: String 1 1 F from F to Boolean Constraint Condition CardEx Constraint Action variants Alternative Implies Excludes 1 Operation 1..* <<enum>> LogicalOperator A: And O: Or Exclusive 1..* Cardinality min: Int max: Int Duplicated Exclusive Abstract Operation Value Operation Comparison Operation value: Int Functional Operation value: Int local: Boolean Group Cardinality 1 Feature Cardinality Feature Legend GlassFish 5 Cloudlet Literature: Init MM 24
83 Reasoning with Constraints Reasoning Sa1sfac1on Problems 25
84 Reasoning with Constraints Sa1sfac1on Problems 25
85 Reasoning with Constraints Sa1sfac1on Problems 26
86 Reasoning with Constraints Sa1sfac1on Problems 26
87 In Prac1ce 27
88 In Prac1ce SALOON: A Pla^orm for Selec1ng and Configuring Cloud Environments. Clément Quinton, Daniel Romero and Laurence Duchien. In So]ware: PracHce and Experience journal (SPE). Accepted with minor revisions, September
89 In Prac1ce Average 19 SALOON: A Pla^orm for Selec1ng and Configuring Cloud Environments. Clément Quinton, Daniel Romero and Laurence Duchien. In So]ware: PracHce and Experience journal (SPE). Accepted with minor revisions, September
90 Research Goals - Manage Cloud variability - Guarantee environment independance - Provide a flexible solu3on - Deliver an automated support - Maintain consistency 28
91 Research Goals - Manage Cloud variability - Guarantee environment independance - Provide a flexible solu3on - Deliver an automated support - Maintain consistency 28
92 Agenda I. Introduc3on II. Contribu3ons - Cloud environments variability modeling - SALOON - Consistency checking for evolving Cloud models III. Conclusion and Perspec3ves 29
93 Selec1ng & Configuring Cloud Environments 30
94 Selec1ng & Configuring Cloud Environments User {"id":&"sensapp", &&"nodetypes":&[{&"id":&"t14micro", & &&&&&&&&"os":&"gnulinux", & &&&&&&&&& }&], &&"artefacttypes":&[ {"id":&"nosql", &"retrieval":&"wget& &"deployment":&"sudo&nosql.sh", &"provides":&[{&"id":&"nosqldb"&}]&&}, {"id":&"jetty", &"retrieval":&"wget& &"deployment":&"sudo&jetty.sh", &"provides":&[{&"id":&"jettycontainer"&}]&&}, & {"id":&"sensapp", & &"deployment":&"sudo&sensapp.sh", &"requires":&[{&"id":&"jettycontainer"&}, && &&&&&&&&&&&&{&"id":&"nosqldb"&}]&&} ] }&&&&&&&&&&&&&&&&&&&&&&&&&& &&&&&&&&&&&&&&&&&&&&&&&&&&&&&&&&&... Configura3on files / scripts 30
95 Selec1ng & Configuring Cloud Environments Cloud Application Server Database Tomcat Jetty SQL NoSQL Feature Model 31
96 Selec1ng & Configuring Cloud Environments Cloud Application Server Database Tomcat Jetty SQL NoSQL Feature Model 31
97 Selec1ng & Configuring Cloud Environments Cloud Application Server Database Tomcat Jetty SQL NoSQL Feature Model Cloud Cloud Cloud Application Application Server Application Server Server Database Database Database Tomcat Jetty Tomcat Tomcat Jetty Jetty SQL NoSQL SQL SQL NoSQL NoSQL Configura1on Configura1on Configura1on 31
98 Selec1ng & Configuring Cloud Environments Cloud {"id":&"sensapp", &&"nodetypes":&[{&"id":&"t14micro", & &&&&&&&&"os":&"gnulinux", & &&&&&&&&& }&], &&"artefacttypes":&[ {"id":&"nosql", &"retrieval":&"wget& &"deployment":&"sudo&nosql.sh", &"provides":&[{&"id":&"nosqldb"&}]&&}, {"id":&"sensapp", &&"nodetypes":&[{&"id":&"t14micro", & &&&&&&&&"os":&"gnulinux", & &&&&&&&&& }&], &&"artefacttypes":&[ {"id":&"nosql", &"retrieval":&"wget& &"deployment":&"sudo&nosql.sh", &"provides":&[{&"id":&"nosqldb"&}]&&}, Tomcat Application Server Jetty SQL Database NoSQL {"id":&"jetty", {"id":&"jetty", &"retrieval":&"wget& &"retrieval":&"wget& &"deployment":&"sudo&jetty.sh", &"deployment":&"sudo&jetty.sh", &"provides":&[{&"id":&"jettycontainer"&}]&&}, {"id":&"sensapp", &"provides":&[{&"id":&"jettycontainer"&}]&&}, & &&"nodetypes":&[{&"id":&"t14micro", & {"id":&"sensapp", & &&&&&&&&"os":&"gnulinux", {"id":&"sensapp", & & &&&&&&&&& }&], & &"deployment":&"sudo&sensapp.sh", &&"artefacttypes":&[ &"deployment":&"sudo&sensapp.sh", &"requires":&[{&"id":&"jettycontainer"&}, {"id":&"nosql", &"requires":&[{&"id":&"jettycontainer"&}, && &&&&&&&&&&&&{&"id":&"nosqldb"&}]&&} &"retrieval":&"wget& && &&&&&&&&&&&&{&"id":&"nosqldb"&}]&&} ] &"deployment":&"sudo&nosql.sh", ] }&&&&&&&&&&&&&&&&&&&&&&&&&& &"provides":&[{&"id":&"nosqldb"&}]&&}, }&&&&&&&&&&&&&&&&&&&&&&&&&& &&&&&&&&&&&&&&&&&&&&&&&&&&&&&&&&&... &&&&&&&&&&&&&&&&&&&&&&&&&&&&&&&&&... {"id":&"jetty", &"retrieval":&"wget& &"deployment":&"sudo&jetty.sh", &"provides":&[{&"id":&"jettycontainer"&}]&&}, & {"id":&"sensapp", & &"deployment":&"sudo&sensapp.sh", &"requires":&[{&"id":&"jettycontainer"&}, && &&&&&&&&&&&&{&"id":&"nosqldb"&}]&&} ] }&&&&&&&&&&&&&&&&&&&&&&&&&& &&&&&&&&&&&&&&&&&&&&&&&&&&&&&&&&&... Feature Model So7ware Ar1facts Cloud Cloud Cloud Application Application Server Application Server Server Database Database Database Tomcat Jetty SQL NoSQL Tomcat Tomcat Jetty Jetty SQL SQL NoSQL NoSQL Configura1on Configura1on Configura1on 31
99 Selec1ng & Configuring Cloud Environments Cloud {"id":&"sensapp", &&"nodetypes":&[{&"id":&"t14micro", & &&&&&&&&"os":&"gnulinux", & &&&&&&&&& }&], &&"artefacttypes":&[ {"id":&"nosql", &"retrieval":&"wget& &"deployment":&"sudo&nosql.sh", &"provides":&[{&"id":&"nosqldb"&}]&&}, {"id":&"sensapp", &&"nodetypes":&[{&"id":&"t14micro", & &&&&&&&&"os":&"gnulinux", & &&&&&&&&& }&], &&"artefacttypes":&[ {"id":&"nosql", &"retrieval":&"wget& &"deployment":&"sudo&nosql.sh", &"provides":&[{&"id":&"nosqldb"&}]&&}, Tomcat Application Server Jetty SQL Database NoSQL {"id":&"jetty", {"id":&"jetty", &"retrieval":&"wget& &"retrieval":&"wget& &"deployment":&"sudo&jetty.sh", &"deployment":&"sudo&jetty.sh", &"provides":&[{&"id":&"jettycontainer"&}]&&}, {"id":&"sensapp", &"provides":&[{&"id":&"jettycontainer"&}]&&}, & &&"nodetypes":&[{&"id":&"t14micro", & {"id":&"sensapp", & &&&&&&&&"os":&"gnulinux", {"id":&"sensapp", & & &&&&&&&&& }&], & &"deployment":&"sudo&sensapp.sh", &&"artefacttypes":&[ &"deployment":&"sudo&sensapp.sh", &"requires":&[{&"id":&"jettycontainer"&}, {"id":&"nosql", &"requires":&[{&"id":&"jettycontainer"&}, && &&&&&&&&&&&&{&"id":&"nosqldb"&}]&&} &"retrieval":&"wget& && &&&&&&&&&&&&{&"id":&"nosqldb"&}]&&} ] &"deployment":&"sudo&nosql.sh", ] }&&&&&&&&&&&&&&&&&&&&&&&&&& &"provides":&[{&"id":&"nosqldb"&}]&&}, }&&&&&&&&&&&&&&&&&&&&&&&&&& &&&&&&&&&&&&&&&&&&&&&&&&&&&&&&&&&... &&&&&&&&&&&&&&&&&&&&&&&&&&&&&&&&&... {"id":&"jetty", &"retrieval":&"wget& &"deployment":&"sudo&jetty.sh", &"provides":&[{&"id":&"jettycontainer"&}]&&}, & {"id":&"sensapp", & &"deployment":&"sudo&sensapp.sh", &"requires":&[{&"id":&"jettycontainer"&}, && &&&&&&&&&&&&{&"id":&"nosqldb"&}]&&} ] }&&&&&&&&&&&&&&&&&&&&&&&&&& &&&&&&&&&&&&&&&&&&&&&&&&&&&&&&&&&... Feature Model So7ware Ar1facts Cloud Cloud Cloud Application Application Server Database Application Server Database Server Database Tomcat Jetty SQL NoSQL Tomcat Tomcat Jetty Jetty SQL SQL NoSQL NoSQL Configura1on Configura1on Configura1on Deriva1on {"id":&"sensapp", &&"nodetypes":&[{&"id":&"t14micro", & &&&&&&&&"os":&"gnulinux", & &&&&&&&&& }&], &&"artefacttypes":&[ {"id":&"nosql", &"retrieval":&"wget& &"deployment":&"sudo&nosql.sh", &"provides":&[{&"id":&"nosqldb"&}]&&}, {"id":&"jetty", &"retrieval":&"wget& &"deployment":&"sudo&jetty.sh", &"provides":&[{&"id":&"jettycontainer"&}]&&}, & {"id":&"sensapp", & &"deployment":&"sudo&sensapp.sh", &"requires":&[{&"id":&"jettycontainer"&}, && &&&&&&&&&&&&{&"id":&"nosqldb"&}]&&} ] }&&&&&&&&&&&&&&&&&&&&&&&&&& &&&&&&&&&&&&&&&&&&&&&&&&&&&&&&&&&... 31
100 Selec1ng & Configuring Cloud Environments SALOON : SocwAre product Lines for cloud compu3ng Domain Engineering Tomcat Application Server Jetty Cloud SQL Database Feature Model NoSQL {"id":&"sensapp", {"id":&"sensapp", &&"nodetypes":&[{&"id":&"t14micro", &&"nodetypes":&[{&"id":&"t14micro", & &&&&&&&&"os":&"gnulinux", & &&&&&&&&"os":&"gnulinux", & &&&&&&&&& }&], & &&&&&&&&& }&], &&"artefacttypes":&[ &&"artefacttypes":&[ {"id":&"nosql", {"id":&"nosql", &"retrieval":&"wget& &"retrieval":&"wget& &"deployment":&"sudo&nosql.sh", &"deployment":&"sudo&nosql.sh", &"provides":&[{&"id":&"nosqldb"&}]&&}, &"provides":&[{&"id":&"nosqldb"&}]&&}, {"id":&"jetty", {"id":&"jetty", &"retrieval":&"wget& &"retrieval":&"wget& &"deployment":&"sudo&jetty.sh", &"deployment":&"sudo&jetty.sh", &"provides":&[{&"id":&"jettycontainer"&}]&&}, {"id":&"sensapp", &"provides":&[{&"id":&"jettycontainer"&}]&&}, & &&"nodetypes":&[{&"id":&"t14micro", & {"id":&"sensapp", & &&&&&&&&"os":&"gnulinux", {"id":&"sensapp", & & &&&&&&&&& }&], & &"deployment":&"sudo&sensapp.sh", &&"artefacttypes":&[ &"deployment":&"sudo&sensapp.sh", &"requires":&[{&"id":&"jettycontainer"&}, {"id":&"nosql", &"requires":&[{&"id":&"jettycontainer"&}, && &&&&&&&&&&&&{&"id":&"nosqldb"&}]&&} &"retrieval":&"wget& && &&&&&&&&&&&&{&"id":&"nosqldb"&}]&&} ] &"deployment":&"sudo&nosql.sh", ] }&&&&&&&&&&&&&&&&&&&&&&&&&& &"provides":&[{&"id":&"nosqldb"&}]&&}, }&&&&&&&&&&&&&&&&&&&&&&&&&& &&&&&&&&&&&&&&&&&&&&&&&&&&&&&&&&&... &&&&&&&&&&&&&&&&&&&&&&&&&&&&&&&&&... {"id":&"jetty", &"retrieval":&"wget& &"deployment":&"sudo&jetty.sh", &"provides":&[{&"id":&"jettycontainer"&}]&&}, & {"id":&"sensapp", & &"deployment":&"sudo&sensapp.sh", &"requires":&[{&"id":&"jettycontainer"&}, && &&&&&&&&&&&&{&"id":&"nosqldb"&}]&&} ] }&&&&&&&&&&&&&&&&&&&&&&&&&& &&&&&&&&&&&&&&&&&&&&&&&&&&&&&&&&&... So7ware Ar1facts Applica1on Engineering Cloud Cloud Cloud Application Application Server Database Application Server Database Server Database Tomcat Jetty SQL NoSQL Tomcat Tomcat Jetty Jetty SQL SQL NoSQL NoSQL Configura1on Configura1on Configura1on Deriva1on {"id":&"sensapp", &&"nodetypes":&[{&"id":&"t14micro", & &&&&&&&&"os":&"gnulinux", & &&&&&&&&& }&], &&"artefacttypes":&[ {"id":&"nosql", &"retrieval":&"wget& &"deployment":&"sudo&nosql.sh", &"provides":&[{&"id":&"nosqldb"&}]&&}, {"id":&"jetty", &"retrieval":&"wget& &"deployment":&"sudo&jetty.sh", &"provides":&[{&"id":&"jettycontainer"&}]&&}, & {"id":&"sensapp", & &"deployment":&"sudo&sensapp.sh", &"requires":&[{&"id":&"jettycontainer"&}, && &&&&&&&&&&&&{&"id":&"nosqldb"&}]&&} ] }&&&&&&&&&&&&&&&&&&&&&&&&&& &&&&&&&&&&&&&&&&&&&&&&&&&&&&&&&&&... 31
101 Selec1ng & Configuring Cloud Environments SALOON : SocwAre product Lines for cloud compu3ng Domain Engineering Tomcat Application Server Jetty Cloud SQL Database Feature Model NoSQL {"id":&"sensapp", {"id":&"sensapp", &&"nodetypes":&[{&"id":&"t14micro", &&"nodetypes":&[{&"id":&"t14micro", & &&&&&&&&"os":&"gnulinux", & &&&&&&&&"os":&"gnulinux", & &&&&&&&&& }&], & &&&&&&&&& }&], &&"artefacttypes":&[ &&"artefacttypes":&[ {"id":&"nosql", {"id":&"nosql", &"retrieval":&"wget& &"retrieval":&"wget& &"deployment":&"sudo&nosql.sh", &"deployment":&"sudo&nosql.sh", &"provides":&[{&"id":&"nosqldb"&}]&&}, &"provides":&[{&"id":&"nosqldb"&}]&&}, {"id":&"jetty", {"id":&"jetty", &"retrieval":&"wget& &"retrieval":&"wget& &"deployment":&"sudo&jetty.sh", &"deployment":&"sudo&jetty.sh", &"provides":&[{&"id":&"jettycontainer"&}]&&}, {"id":&"sensapp", &"provides":&[{&"id":&"jettycontainer"&}]&&}, & &&"nodetypes":&[{&"id":&"t14micro", & {"id":&"sensapp", & &&&&&&&&"os":&"gnulinux", {"id":&"sensapp", & & &&&&&&&&& }&], & &"deployment":&"sudo&sensapp.sh", &&"artefacttypes":&[ &"deployment":&"sudo&sensapp.sh", &"requires":&[{&"id":&"jettycontainer"&}, {"id":&"nosql", &"requires":&[{&"id":&"jettycontainer"&}, && &&&&&&&&&&&&{&"id":&"nosqldb"&}]&&} &"retrieval":&"wget& && &&&&&&&&&&&&{&"id":&"nosqldb"&}]&&} ] &"deployment":&"sudo&nosql.sh", ] }&&&&&&&&&&&&&&&&&&&&&&&&&& &"provides":&[{&"id":&"nosqldb"&}]&&}, }&&&&&&&&&&&&&&&&&&&&&&&&&& &&&&&&&&&&&&&&&&&&&&&&&&&&&&&&&&&... &&&&&&&&&&&&&&&&&&&&&&&&&&&&&&&&&... {"id":&"jetty", &"retrieval":&"wget& &"deployment":&"sudo&jetty.sh", &"provides":&[{&"id":&"jettycontainer"&}]&&}, & {"id":&"sensapp", & &"deployment":&"sudo&sensapp.sh", &"requires":&[{&"id":&"jettycontainer"&}, && &&&&&&&&&&&&{&"id":&"nosqldb"&}]&&} ] }&&&&&&&&&&&&&&&&&&&&&&&&&& &&&&&&&&&&&&&&&&&&&&&&&&&&&&&&&&&... So7ware Ar1facts Applica1on Engineering Cloud Cloud Cloud Application Application Server Database Application Server Database Server Database Tomcat Jetty SQL NoSQL Tomcat Tomcat Jetty Jetty SQL SQL NoSQL NoSQL Configura1on Configura1on Configura1on Deriva1on {"id":&"sensapp", &&"nodetypes":&[{&"id":&"t14micro", & &&&&&&&&"os":&"gnulinux", & &&&&&&&&& }&], &&"artefacttypes":&[ {"id":&"nosql", &"retrieval":&"wget& &"deployment":&"sudo&nosql.sh", &"provides":&[{&"id":&"nosqldb"&}]&&}, {"id":&"jetty", &"retrieval":&"wget& &"deployment":&"sudo&jetty.sh", &"provides":&[{&"id":&"jettycontainer"&}]&&}, & {"id":&"sensapp", & &"deployment":&"sudo&sensapp.sh", &"requires":&[{&"id":&"jettycontainer"&}, && &&&&&&&&&&&&{&"id":&"nosqldb"&}]&&} ] }&&&&&&&&&&&&&&&&&&&&&&&&&& &&&&&&&&&&&&&&&&&&&&&&&&&&&&&&&&&... 31
102 Selec1ng & Configuring Cloud Environments SALOON : SocwAre product Lines for cloud compu3ng Domain Engineering Tomcat Application Server Jetty Cloud SQL Database Feature Model NoSQL {"id":&"sensapp", {"id":&"sensapp", &&"nodetypes":&[{&"id":&"t14micro", &&"nodetypes":&[{&"id":&"t14micro", & &&&&&&&&"os":&"gnulinux", & &&&&&&&&"os":&"gnulinux", & &&&&&&&&& }&], & &&&&&&&&& }&], &&"artefacttypes":&[ &&"artefacttypes":&[ {"id":&"nosql", {"id":&"nosql", &"retrieval":&"wget& &"retrieval":&"wget& &"deployment":&"sudo&nosql.sh", &"deployment":&"sudo&nosql.sh", &"provides":&[{&"id":&"nosqldb"&}]&&}, &"provides":&[{&"id":&"nosqldb"&}]&&}, {"id":&"jetty", {"id":&"jetty", &"retrieval":&"wget& &"retrieval":&"wget& &"deployment":&"sudo&jetty.sh", &"deployment":&"sudo&jetty.sh", &"provides":&[{&"id":&"jettycontainer"&}]&&}, {"id":&"sensapp", &"provides":&[{&"id":&"jettycontainer"&}]&&}, & &&"nodetypes":&[{&"id":&"t14micro", & {"id":&"sensapp", & &&&&&&&&"os":&"gnulinux", {"id":&"sensapp", & & &&&&&&&&& }&], & &"deployment":&"sudo&sensapp.sh", &&"artefacttypes":&[ &"deployment":&"sudo&sensapp.sh", &"requires":&[{&"id":&"jettycontainer"&}, {"id":&"nosql", &"requires":&[{&"id":&"jettycontainer"&}, && &&&&&&&&&&&&{&"id":&"nosqldb"&}]&&} &"retrieval":&"wget& && &&&&&&&&&&&&{&"id":&"nosqldb"&}]&&} ] &"deployment":&"sudo&nosql.sh", ] }&&&&&&&&&&&&&&&&&&&&&&&&&& &"provides":&[{&"id":&"nosqldb"&}]&&}, }&&&&&&&&&&&&&&&&&&&&&&&&&& &&&&&&&&&&&&&&&&&&&&&&&&&&&&&&&&&... &&&&&&&&&&&&&&&&&&&&&&&&&&&&&&&&&... {"id":&"jetty", &"retrieval":&"wget& &"deployment":&"sudo&jetty.sh", &"provides":&[{&"id":&"jettycontainer"&}]&&}, & {"id":&"sensapp", & &"deployment":&"sudo&sensapp.sh", &"requires":&[{&"id":&"jettycontainer"&}, && &&&&&&&&&&&&{&"id":&"nosqldb"&}]&&} ] }&&&&&&&&&&&&&&&&&&&&&&&&&& &&&&&&&&&&&&&&&&&&&&&&&&&&&&&&&&&... So7ware Ar1facts Applica1on Engineering Cloud Cloud Cloud Application Application Server Database Application Server Database Server Database Tomcat Jetty SQL NoSQL Tomcat Tomcat Jetty Jetty SQL SQL NoSQL NoSQL Configura1on Configura1on Configura1on Deriva1on {"id":&"sensapp", &&"nodetypes":&[{&"id":&"t14micro", & &&&&&&&&"os":&"gnulinux", & &&&&&&&&& }&], &&"artefacttypes":&[ {"id":&"nosql", &"retrieval":&"wget& &"deployment":&"sudo&nosql.sh", &"provides":&[{&"id":&"nosqldb"&}]&&}, {"id":&"jetty", &"retrieval":&"wget& &"deployment":&"sudo&jetty.sh", &"provides":&[{&"id":&"jettycontainer"&}]&&}, & {"id":&"sensapp", & &"deployment":&"sudo&sensapp.sh", &"requires":&[{&"id":&"jettycontainer"&}, && &&&&&&&&&&&&{&"id":&"nosqldb"&}]&&} ] }&&&&&&&&&&&&&&&&&&&&&&&&&& &&&&&&&&&&&&&&&&&&&&&&&&&&&&&&&&&... 31
103 Selec1ng & Configuring Cloud Environments SALOON : SocwAre product Lines for cloud compu3ng Cloud {"id":&"sensapp", &&"nodetypes":&[{&"id":&"t14micro", & &&&&&&&&"os":&"gnulinux", & &&&&&&&&& }&], &&"artefacttypes":&[ {"id":&"nosql", &"retrieval":&"wget& &"deployment":&"sudo&nosql.sh", &"provides":&[{&"id":&"nosqldb"&}]&&}, {"id":&"sensapp", &&"nodetypes":&[{&"id":&"t14micro", & &&&&&&&&"os":&"gnulinux", & &&&&&&&&& }&], &&"artefacttypes":&[ {"id":&"nosql", &"retrieval":&"wget& &"deployment":&"sudo&nosql.sh", &"provides":&[{&"id":&"nosqldb"&}]&&}, Tomcat Application Server Jetty SQL Database NoSQL {"id":&"jetty", {"id":&"jetty", &"retrieval":&"wget& &"retrieval":&"wget& &"deployment":&"sudo&jetty.sh", &"deployment":&"sudo&jetty.sh", &"provides":&[{&"id":&"jettycontainer"&}]&&}, {"id":&"sensapp", &"provides":&[{&"id":&"jettycontainer"&}]&&}, & &&"nodetypes":&[{&"id":&"t14micro", & {"id":&"sensapp", & &&&&&&&&"os":&"gnulinux", {"id":&"sensapp", & & &&&&&&&&& }&], & &"deployment":&"sudo&sensapp.sh", &&"artefacttypes":&[ &"deployment":&"sudo&sensapp.sh", &"requires":&[{&"id":&"jettycontainer"&}, {"id":&"nosql", &"requires":&[{&"id":&"jettycontainer"&}, && &&&&&&&&&&&&{&"id":&"nosqldb"&}]&&} &"retrieval":&"wget& && &&&&&&&&&&&&{&"id":&"nosqldb"&}]&&} ] &"deployment":&"sudo&nosql.sh", ] }&&&&&&&&&&&&&&&&&&&&&&&&&& &"provides":&[{&"id":&"nosqldb"&}]&&}, }&&&&&&&&&&&&&&&&&&&&&&&&&& &&&&&&&&&&&&&&&&&&&&&&&&&&&&&&&&&... &&&&&&&&&&&&&&&&&&&&&&&&&&&&&&&&&... {"id":&"jetty", &"retrieval":&"wget& &"deployment":&"sudo&jetty.sh", &"provides":&[{&"id":&"jettycontainer"&}]&&}, & {"id":&"sensapp", & &"deployment":&"sudo&sensapp.sh", &"requires":&[{&"id":&"jettycontainer"&}, && &&&&&&&&&&&&{&"id":&"nosqldb"&}]&&} ] }&&&&&&&&&&&&&&&&&&&&&&&&&& &&&&&&&&&&&&&&&&&&&&&&&&&&&&&&&&&... Feature Model So7ware Ar1facts Cloud Cloud Cloud Application Application Server Database Application Server Database Server Database Tomcat Jetty SQL NoSQL Tomcat Tomcat Jetty Jetty SQL SQL NoSQL NoSQL Configura1on Configura1on Configura1on Deriva1on {"id":&"sensapp", &&"nodetypes":&[{&"id":&"t14micro", & &&&&&&&&"os":&"gnulinux", & &&&&&&&&& }&], &&"artefacttypes":&[ {"id":&"nosql", &"retrieval":&"wget& &"deployment":&"sudo&nosql.sh", &"provides":&[{&"id":&"nosqldb"&}]&&}, {"id":&"jetty", &"retrieval":&"wget& &"deployment":&"sudo&jetty.sh", &"provides":&[{&"id":&"jettycontainer"&}]&&}, & {"id":&"sensapp", & &"deployment":&"sudo&sensapp.sh", &"requires":&[{&"id":&"jettycontainer"&}, && &&&&&&&&&&&&{&"id":&"nosqldb"&}]&&} ] }&&&&&&&&&&&&&&&&&&&&&&&&&& &&&&&&&&&&&&&&&&&&&&&&&&&&&&&&&&&... 32
104 Selec1ng & Configuring Cloud Environments SALOON : SocwAre product Lines for cloud compu3ng Cloud {"id":&"sensapp", &&"nodetypes":&[{&"id":&"t14micro", & &&&&&&&&"os":&"gnulinux", & &&&&&&&&& }&], &&"artefacttypes":&[ {"id":&"nosql", &"retrieval":&"wget& &"deployment":&"sudo&nosql.sh", &"provides":&[{&"id":&"nosqldb"&}]&&}, {"id":&"sensapp", &&"nodetypes":&[{&"id":&"t14micro", & &&&&&&&&"os":&"gnulinux", & &&&&&&&&& }&], &&"artefacttypes":&[ {"id":&"nosql", &"retrieval":&"wget& &"deployment":&"sudo&nosql.sh", &"provides":&[{&"id":&"nosqldb"&}]&&}, 4 Tomcat Application Server Jetty SQL Database NoSQL {"id":&"jetty", {"id":&"jetty", &"retrieval":&"wget& &"retrieval":&"wget& &"deployment":&"sudo&jetty.sh", &"deployment":&"sudo&jetty.sh", &"provides":&[{&"id":&"jettycontainer"&}]&&}, {"id":&"sensapp", &"provides":&[{&"id":&"jettycontainer"&}]&&}, & &&"nodetypes":&[{&"id":&"t14micro", & {"id":&"sensapp", & &&&&&&&&"os":&"gnulinux", {"id":&"sensapp", & & &&&&&&&&& }&], & &"deployment":&"sudo&sensapp.sh", &&"artefacttypes":&[ &"deployment":&"sudo&sensapp.sh", &"requires":&[{&"id":&"jettycontainer"&}, {"id":&"nosql", &"requires":&[{&"id":&"jettycontainer"&}, && &&&&&&&&&&&&{&"id":&"nosqldb"&}]&&} &"retrieval":&"wget& && &&&&&&&&&&&&{&"id":&"nosqldb"&}]&&} ] &"deployment":&"sudo&nosql.sh", ] }&&&&&&&&&&&&&&&&&&&&&&&&&& &"provides":&[{&"id":&"nosqldb"&}]&&}, }&&&&&&&&&&&&&&&&&&&&&&&&&& &&&&&&&&&&&&&&&&&&&&&&&&&&&&&&&&&... &&&&&&&&&&&&&&&&&&&&&&&&&&&&&&&&&... {"id":&"jetty", &"retrieval":&"wget& &"deployment":&"sudo&jetty.sh", &"provides":&[{&"id":&"jettycontainer"&}]&&}, & {"id":&"sensapp", & &"deployment":&"sudo&sensapp.sh", &"requires":&[{&"id":&"jettycontainer"&}, && &&&&&&&&&&&&{&"id":&"nosqldb"&}]&&} ] }&&&&&&&&&&&&&&&&&&&&&&&&&& &&&&&&&&&&&&&&&&&&&&&&&&&&&&&&&&&... Feature Model So7ware Ar1facts Cloud Cloud Cloud Application Application Server Database Application Server Database Server Database Tomcat Jetty SQL NoSQL Tomcat Tomcat Jetty Jetty SQL SQL NoSQL NoSQL Configura1on Configura1on Configura1on Deriva1on {"id":&"sensapp", &&"nodetypes":&[{&"id":&"t14micro", & &&&&&&&&"os":&"gnulinux", & &&&&&&&&& }&], &&"artefacttypes":&[ {"id":&"nosql", &"retrieval":&"wget& &"deployment":&"sudo&nosql.sh", &"provides":&[{&"id":&"nosqldb"&}]&&}, {"id":&"jetty", &"retrieval":&"wget& &"deployment":&"sudo&jetty.sh", &"provides":&[{&"id":&"jettycontainer"&}]&&}, & {"id":&"sensapp", & &"deployment":&"sudo&sensapp.sh", &"requires":&[{&"id":&"jettycontainer"&}, && &&&&&&&&&&&&{&"id":&"nosqldb"&}]&&} ] }&&&&&&&&&&&&&&&&&&&&&&&&&& &&&&&&&&&&&&&&&&&&&&&&&&&&&&&&&&&... 32
105 Selec1ng & Configuring Cloud Environments SALOON : SocwAre product Lines for cloud compu3ng Cloud {"id":&"sensapp", &&"nodetypes":&[{&"id":&"t14micro", & &&&&&&&&"os":&"gnulinux", & &&&&&&&&& }&], &&"artefacttypes":&[ {"id":&"nosql", &"retrieval":&"wget& &"deployment":&"sudo&nosql.sh", &"provides":&[{&"id":&"nosqldb"&}]&&}, {"id":&"sensapp", &&"nodetypes":&[{&"id":&"t14micro", & &&&&&&&&"os":&"gnulinux", & &&&&&&&&& }&], &&"artefacttypes":&[ {"id":&"nosql", &"retrieval":&"wget& &"deployment":&"sudo&nosql.sh", &"provides":&[{&"id":&"nosqldb"&}]&&}, Tomcat Application Server Jetty SQL Database NoSQL {"id":&"jetty", {"id":&"jetty", &"retrieval":&"wget& &"retrieval":&"wget& &"deployment":&"sudo&jetty.sh", &"deployment":&"sudo&jetty.sh", &"provides":&[{&"id":&"jettycontainer"&}]&&}, {"id":&"sensapp", &"provides":&[{&"id":&"jettycontainer"&}]&&}, & &&"nodetypes":&[{&"id":&"t14micro", & {"id":&"sensapp", & &&&&&&&&"os":&"gnulinux", {"id":&"sensapp", & & &&&&&&&&& }&], & &"deployment":&"sudo&sensapp.sh", &&"artefacttypes":&[ &"deployment":&"sudo&sensapp.sh", &"requires":&[{&"id":&"jettycontainer"&}, {"id":&"nosql", &"requires":&[{&"id":&"jettycontainer"&}, && &&&&&&&&&&&&{&"id":&"nosqldb"&}]&&} &"retrieval":&"wget& && &&&&&&&&&&&&{&"id":&"nosqldb"&}]&&} ] &"deployment":&"sudo&nosql.sh", ] }&&&&&&&&&&&&&&&&&&&&&&&&&& &"provides":&[{&"id":&"nosqldb"&}]&&}, }&&&&&&&&&&&&&&&&&&&&&&&&&& &&&&&&&&&&&&&&&&&&&&&&&&&&&&&&&&&... &&&&&&&&&&&&&&&&&&&&&&&&&&&&&&&&&... {"id":&"jetty", &"retrieval":&"wget& &"deployment":&"sudo&jetty.sh", &"provides":&[{&"id":&"jettycontainer"&}]&&}, & {"id":&"sensapp", & &"deployment":&"sudo&sensapp.sh", &"requires":&[{&"id":&"jettycontainer"&}, && &&&&&&&&&&&&{&"id":&"nosqldb"&}]&&} ] }&&&&&&&&&&&&&&&&&&&&&&&&&& &&&&&&&&&&&&&&&&&&&&&&&&&&&&&&&&&... Feature Model So7ware Ar1facts Cloud Cloud Cloud Application Application Server Database Application Server Database Server Database Tomcat Jetty SQL NoSQL Tomcat Tomcat Jetty Jetty SQL SQL NoSQL NoSQL Configura1on Configura1on Configura1on Deriva1on {"id":&"sensapp", &&"nodetypes":&[{&"id":&"t14micro", & &&&&&&&&"os":&"gnulinux", & &&&&&&&&& }&], &&"artefacttypes":&[ {"id":&"nosql", &"retrieval":&"wget& &"deployment":&"sudo&nosql.sh", &"provides":&[{&"id":&"nosqldb"&}]&&}, {"id":&"jetty", &"retrieval":&"wget& &"deployment":&"sudo&jetty.sh", &"provides":&[{&"id":&"jettycontainer"&}]&&}, & {"id":&"sensapp", & &"deployment":&"sudo&sensapp.sh", &"requires":&[{&"id":&"jettycontainer"&}, && &&&&&&&&&&&&{&"id":&"nosqldb"&}]&&} ] }&&&&&&&&&&&&&&&&&&&&&&&&&& &&&&&&&&&&&&&&&&&&&&&&&&&&&&&&&&&... 32
106 So7ware Ar1facts as Configura1on Files & Scripts Procfile Heroku file heroku'ps:scale'web= [1..150] Dyno heroku'run'22size= Language command (or part of) Name: size Type: enum Values: {1X, 2X} Name: ram Type: enum Values: {512, 1024} project/ build.sbt Scala Java system.properties project/build.properties build.sbt 33
107 So7ware Ar1facts as Configura1on Files & Scripts Procfile Heroku file heroku'ps:scale'web= [1..150] Dyno heroku'run'22size= Language command (or part of) Name: size Type: enum Values: {1X, 2X} Name: ram Type: enum Values: {512, 1024} project/ build.sbt Scala Java system.properties project/build.properties build.sbt 33
108 So7ware Ar1facts as Configura1on Files & Scripts Procfile Heroku file heroku'ps:scale'web= [1..150] Dyno heroku'run'22size= Language command (or part of) Name: size Type: enum Values: {1X, 2X} #!/bin/bash git init git add. git commit -m "Scala app" heroku create git push heroku master heroku run --size=1x heroku ps:scale web=2 heroku open Name: ram Type: enum Values: {512, 1024} project/ build.sbt project/build.properties commands.sh Scala Java build.sbt system.properties 33
109 So7ware Ar1facts as Configura1on Files & Scripts Procfile Heroku file heroku'ps:scale'web= [1..150] Dyno heroku'run'22size= Language command (or part of) Name: size Type: enum Values: {1X, 2X} #!/bin/bash git init git add. git commit -m "Scala app" heroku create git push heroku master heroku run --size=1x heroku ps:scale web=2 heroku open Name: ram Type: enum Values: {512, 1024} project/ build.sbt project/build.properties commands.sh Scala Java build.sbt system.properties 33
110 SALOON Overview 34 Application Server Cloud Database SQL NoSQL Tomcat Jetty Variability)Model Application Server Cloud Database SQL NoSQL Tomcat Jetty Product)configura4on Assets {"id":&"sensapp", &&"nodetypes":&[{&"id":&"t14micro", & &&&&&&&&"os":&"gnulinux", & &&&&&&&&& }&], &&"artefacttypes":&[ {"id":&"nosql", &"retrieval":&"wget& &"deployment":&"sudo&nosql.sh", &"provides":&[{&"id":&"nosqldb"&}]&&}, {"id":&"jetty", &"retrieval":&"wget& &"deployment":&"sudo&jetty.sh", &"provides":&[{&"id":&"jettycontainer"&}]&&}, & {"id":&"sensapp", & &"deployment":&"sudo&sensapp.sh", &"requires":&[{&"id":&"jettycontainer"&}, && &&&&&&&&&&&&{&"id":&"nosqldb"&}]&&} ] }&&&&&&&&&&&&&&&&&&&&&&&&&& &&&&&&&&&&&&&&&&&&&&&&&&&&&&&&&&&... {"id":&"sensapp", &&"nodetypes":&[{&"id":&"t14micro", & &&&&&&&&"os":&"gnulinux", & &&&&&&&&& }&], &&"artefacttypes":&[ {"id":&"nosql", &"retrieval":&"wget& &"deployment":&"sudo&nosql.sh", &"provides":&[{&"id":&"nosqldb"&}]&&}, {"id":&"jetty", &"retrieval":&"wget& &"deployment":&"sudo&jetty.sh", &"provides":&[{&"id":&"jettycontainer"&}]&&}, & {"id":&"sensapp", & &"deployment":&"sudo&sensapp.sh", &"requires":&[{&"id":&"jettycontainer"&}, && &&&&&&&&&&&&{&"id":&"nosqldb"&}]&&} ] }&&&&&&&&&&&&&&&&&&&&&&&&&& &&&&&&&&&&&&&&&&&&&&&&&&&&&&&&&&&... {"id":&"sensapp", &&"nodetypes":&[{&"id":&"t14micro", & &&&&&&&&"os":&"gnulinux", & &&&&&&&&& }&], &&"artefacttypes":&[ {"id":&"nosql", &"retrieval":&"wget& &"deployment":&"sudo&nosql.sh", &"provides":&[{&"id":&"nosqldb"&}]&&}, {"id":&"jetty", &"retrieval":&"wget& &"deployment":&"sudo&jetty.sh", &"provides":&[{&"id":&"jettycontainer"&}]&&}, & {"id":&"sensapp", & &"deployment":&"sudo&sensapp.sh", &"requires":&[{&"id":&"jettycontainer"&}, && &&&&&&&&&&&&{&"id":&"nosqldb"&}]&&} ] }&&&&&&&&&&&&&&&&&&&&&&&&&& &&&&&&&&&&&&&&&&&&&&&&&&&&&&&&&&&... {"id":&"sensapp", &&"nodetypes":&[{&"id":&"t14micro", & &&&&&&&&"os":&"gnulinux", & &&&&&&&&& }&], &&"artefacttypes":&[ {"id":&"nosql", &"retrieval":&"wget& &"deployment":&"sudo&nosql.sh", &"provides":&[{&"id":&"nosqldb"&}]&&}, {"id":&"jetty", &"retrieval":&"wget& &"deployment":&"sudo&jetty.sh", &"provides":&[{&"id":&"jettycontainer"&}]&&}, & {"id":&"sensapp", & &"deployment":&"sudo&sensapp.sh", &"requires":&[{&"id":&"jettycontainer"&}, && &&&&&&&&&&&&{&"id":&"nosqldb"&}]&&} ] }&&&&&&&&&&&&&&&&&&&&&&&&&& &&&&&&&&&&&&&&&&&&&&&&&&&&&&&&&&&... Composi4on configuration Cloud A! Feature Model Derivation executes User Software artifacts
111 SALOON Overview Cloud Application Server Tomcat {"id":&"sensapp", &&"nodetypes":&[{&"id":&"t14micro", & &&&&&&&&"os":&"gnulinux", & &&&&&&&&& }&], &&"artefacttypes":&[ {"id":&"nosql", &"retrieval":&"wget& &"deployment":&"sudo&nosql.sh", &"provides":&[{&"id":&"nosqldb"&}]&&}, {"id":&"jetty", {"id":&"jetty", &"retrieval":&"wget& {"id":&"sensapp", &"retrieval":&"wget& &"deployment":&"sudo&jetty.sh", &"deployment":&"sudo&jetty.sh", &&"nodetypes":&[{&"id":&"t14micro", &"provides":&[{&"id":&"jettycontainer"&}]&&}, & &"provides":&[{&"id":&"jettycontainer"&}]&&}, &&&&&&&&"os":&"gnulinux", & & & &&&&&&&&& }&], {"id":&"sensapp", {"id":&"sensapp", &&"artefacttypes":&[ & & {"id":&"nosql", &"deployment":&"sudo&sensapp.sh", &"deployment":&"sudo&sensapp.sh", &"retrieval":&"wget& &"requires":&[{&"id":&"jettycontainer"&}, &"requires":&[{&"id":&"jettycontainer"&}, &"deployment":&"sudo&nosql.sh", && &&&&&&&&&&&&{&"id":&"nosqldb"&}]&&} &&&&&&&&&&&&{&"id":&"nosqldb"&}]&&} &"provides":&[{&"id":&"nosqldb"&}]&&},&& ] ] }&&&&&&&&&&&&&&&&&&&&&&&&&& }&&&&&&&&&&&&&&&&&&&&&&&&&& {"id":&"jetty", &&&&&&&&&&&&&&&&&&&&&&&&&&&&&&&&&... &&&&&&&&&&&&&&&&&&&&&&&&&&&&&&&&&... &"retrieval":&"wget& &"deployment":&"sudo&jetty.sh", &"provides":&[{&"id":&"jettycontainer"&}]&&}, & {"id":&"sensapp", & &"deployment":&"sudo&sensapp.sh", &"requires":&[{&"id":&"jettycontainer"&}, && &&&&&&&&&&&&{&"id":&"nosqldb"&}]&&} ] }&&&&&&&&&&&&&&&&&&&&&&&&&& &&&&&&&&&&&&&&&&&&&&&&&&&&&&&&&&&... Database Jetty SQL {"id":&"sensapp", &&"nodetypes":&[{&"id":&"t14micro", & &&&&&&&&"os":&"gnulinux", & &&&&&&&&& }&], &&"artefacttypes":&[ {"id":&"nosql", &"retrieval":&"wget& &"deployment":&"sudo&nosql.sh", &"provides":&[{&"id":&"nosqldb"&}]&&}, NoSQL Feature Model A A( Variability)Model Software artifacts Assets User Cloud executes Application Server Tomcat Jetty {"id":&"sensapp", &&"nodetypes":&[{&"id":&"t14micro", & &&&&&&&&"os":&"gnulinux", & &&&&&&&&& }&], &&"artefacttypes":&[ {"id":&"nosql", &"retrieval":&"wget& &"deployment":&"sudo&nosql.sh", &"provides":&[{&"id":&"nosqldb"&}]&&}, Database SQL {"id":&"jetty", &"retrieval":&"wget& &"deployment":&"sudo&jetty.sh", &"provides":&[{&"id":&"jettycontainer"&}]&&}, & {"id":&"sensapp", & &"deployment":&"sudo&sensapp.sh", &"requires":&[{&"id":&"jettycontainer"&}, && &&&&&&&&&&&&{&"id":&"nosqldb"&}]&&} ] }&&&&&&&&&&&&&&&&&&&&&&&&&& &&&&&&&&&&&&&&&&&&&&&&&&&&&&&&&&&... NoSQL Product)configura4on configuration Cloud A Derivation Composi4on So#ware(Product(Line(A(... SPL(i( Cloud i... SPL(N( Cloud N 35
112 SALOON Overview Cloud Application Server Tomcat {"id":&"sensapp", &&"nodetypes":&[{&"id":&"t14micro", & &&&&&&&&"os":&"gnulinux", & &&&&&&&&& }&], &&"artefacttypes":&[ {"id":&"nosql", &"retrieval":&"wget& &"deployment":&"sudo&nosql.sh", &"provides":&[{&"id":&"nosqldb"&}]&&}, {"id":&"jetty", {"id":&"jetty", &"retrieval":&"wget& {"id":&"sensapp", &"retrieval":&"wget& &"deployment":&"sudo&jetty.sh", &"deployment":&"sudo&jetty.sh", &&"nodetypes":&[{&"id":&"t14micro", &"provides":&[{&"id":&"jettycontainer"&}]&&}, & &"provides":&[{&"id":&"jettycontainer"&}]&&}, &&&&&&&&"os":&"gnulinux", & & & &&&&&&&&& }&], {"id":&"sensapp", {"id":&"sensapp", &&"artefacttypes":&[ & & {"id":&"nosql", &"deployment":&"sudo&sensapp.sh", &"deployment":&"sudo&sensapp.sh", &"retrieval":&"wget& &"requires":&[{&"id":&"jettycontainer"&}, &"requires":&[{&"id":&"jettycontainer"&}, &"deployment":&"sudo&nosql.sh", && &&&&&&&&&&&&{&"id":&"nosqldb"&}]&&} &&&&&&&&&&&&{&"id":&"nosqldb"&}]&&} &"provides":&[{&"id":&"nosqldb"&}]&&},&& ] ] }&&&&&&&&&&&&&&&&&&&&&&&&&& }&&&&&&&&&&&&&&&&&&&&&&&&&& {"id":&"jetty", &&&&&&&&&&&&&&&&&&&&&&&&&&&&&&&&&... &&&&&&&&&&&&&&&&&&&&&&&&&&&&&&&&&... &"retrieval":&"wget& &"deployment":&"sudo&jetty.sh", &"provides":&[{&"id":&"jettycontainer"&}]&&}, & {"id":&"sensapp", & &"deployment":&"sudo&sensapp.sh", &"requires":&[{&"id":&"jettycontainer"&}, && &&&&&&&&&&&&{&"id":&"nosqldb"&}]&&} ] }&&&&&&&&&&&&&&&&&&&&&&&&&& &&&&&&&&&&&&&&&&&&&&&&&&&&&&&&&&&... Database Jetty SQL {"id":&"sensapp", &&"nodetypes":&[{&"id":&"t14micro", & &&&&&&&&"os":&"gnulinux", & &&&&&&&&& }&], &&"artefacttypes":&[ {"id":&"nosql", &"retrieval":&"wget& &"deployment":&"sudo&nosql.sh", &"provides":&[{&"id":&"nosqldb"&}]&&}, NoSQL Feature Model A A( Variability)Model Software artifacts Assets User Cloud User Requirements Specification executes Application Server Tomcat Jetty {"id":&"sensapp", &&"nodetypes":&[{&"id":&"t14micro", & &&&&&&&&"os":&"gnulinux", & &&&&&&&&& }&], &&"artefacttypes":&[ {"id":&"nosql", &"retrieval":&"wget& &"deployment":&"sudo&nosql.sh", &"provides":&[{&"id":&"nosqldb"&}]&&}, Database SQL {"id":&"jetty", &"retrieval":&"wget& &"deployment":&"sudo&jetty.sh", &"provides":&[{&"id":&"jettycontainer"&}]&&}, & {"id":&"sensapp", & &"deployment":&"sudo&sensapp.sh", &"requires":&[{&"id":&"jettycontainer"&}, && &&&&&&&&&&&&{&"id":&"nosqldb"&}]&&} ] }&&&&&&&&&&&&&&&&&&&&&&&&&& &&&&&&&&&&&&&&&&&&&&&&&&&&&&&&&&&... NoSQL Product)configura4on Cloud Knowledge Model (CKM) Mapping configuration Cloud A Derivation Composi4on So#ware(Product(Line(A(... SPL(i( Cloud i... SPL(N( Cloud N 36
113 SALOON Overview Cloud Application Server Tomcat {"id":&"sensapp", &&"nodetypes":&[{&"id":&"t14micro", & &&&&&&&&"os":&"gnulinux", & &&&&&&&&& }&], &&"artefacttypes":&[ {"id":&"nosql", &"retrieval":&"wget& &"deployment":&"sudo&nosql.sh", &"provides":&[{&"id":&"nosqldb"&}]&&}, {"id":&"jetty", {"id":&"jetty", &"retrieval":&"wget& {"id":&"sensapp", &"retrieval":&"wget& &"deployment":&"sudo&jetty.sh", &"deployment":&"sudo&jetty.sh", &&"nodetypes":&[{&"id":&"t14micro", &"provides":&[{&"id":&"jettycontainer"&}]&&}, & &"provides":&[{&"id":&"jettycontainer"&}]&&}, &&&&&&&&"os":&"gnulinux", & & & &&&&&&&&& }&], {"id":&"sensapp", {"id":&"sensapp", &&"artefacttypes":&[ & & {"id":&"nosql", &"deployment":&"sudo&sensapp.sh", &"deployment":&"sudo&sensapp.sh", &"retrieval":&"wget& &"requires":&[{&"id":&"jettycontainer"&}, &"requires":&[{&"id":&"jettycontainer"&}, &"deployment":&"sudo&nosql.sh", && &&&&&&&&&&&&{&"id":&"nosqldb"&}]&&} &&&&&&&&&&&&{&"id":&"nosqldb"&}]&&} &"provides":&[{&"id":&"nosqldb"&}]&&},&& ] ] }&&&&&&&&&&&&&&&&&&&&&&&&&& }&&&&&&&&&&&&&&&&&&&&&&&&&& {"id":&"jetty", &&&&&&&&&&&&&&&&&&&&&&&&&&&&&&&&&... &&&&&&&&&&&&&&&&&&&&&&&&&&&&&&&&&... &"retrieval":&"wget& &"deployment":&"sudo&jetty.sh", &"provides":&[{&"id":&"jettycontainer"&}]&&}, & {"id":&"sensapp", & &"deployment":&"sudo&sensapp.sh", &"requires":&[{&"id":&"jettycontainer"&}, && &&&&&&&&&&&&{&"id":&"nosqldb"&}]&&} ] }&&&&&&&&&&&&&&&&&&&&&&&&&& &&&&&&&&&&&&&&&&&&&&&&&&&&&&&&&&&... Database Jetty SQL {"id":&"sensapp", &&"nodetypes":&[{&"id":&"t14micro", & &&&&&&&&"os":&"gnulinux", & &&&&&&&&& }&], &&"artefacttypes":&[ {"id":&"nosql", &"retrieval":&"wget& &"deployment":&"sudo&nosql.sh", &"provides":&[{&"id":&"nosqldb"&}]&&}, NoSQL Feature Model A A( Variability)Model Software artifacts Assets User Cloud User Requirements Specification executes Application Server Tomcat Jetty {"id":&"sensapp", &&"nodetypes":&[{&"id":&"t14micro", & &&&&&&&&"os":&"gnulinux", & &&&&&&&&& }&], &&"artefacttypes":&[ {"id":&"nosql", &"retrieval":&"wget& &"deployment":&"sudo&nosql.sh", &"provides":&[{&"id":&"nosqldb"&}]&&}, Database SQL {"id":&"jetty", &"retrieval":&"wget& &"deployment":&"sudo&jetty.sh", &"provides":&[{&"id":&"jettycontainer"&}]&&}, & {"id":&"sensapp", & &"deployment":&"sudo&sensapp.sh", &"requires":&[{&"id":&"jettycontainer"&}, && &&&&&&&&&&&&{&"id":&"nosqldb"&}]&&} ] }&&&&&&&&&&&&&&&&&&&&&&&&&& &&&&&&&&&&&&&&&&&&&&&&&&&&&&&&&&&... NoSQL Product)configura4on Cloud Knowledge Model (CKM) Mapping configuration Cloud A Derivation Composi4on So#ware(Product(Line(A(... SPL(i( Cloud i... SPL(N( Cloud N 36
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