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Developer-Centric Knowledge Mining from
Large Open-Source Software Repositories
Paris Open Source Summit, Floss - Innovation
collaborative 2017
Alessandra Bagnato - Softeam
Softeam Paris Open Source Summit 2017 1
 Related activities
- Searching for candidate components
- Evaluating a set of retrieved candidate components to find
the most suitable one
- Understanding how to use the selected components
- Monitoring the selected components
Context
Development of new software systems
by reusing existing open source components
2Paris Open Source Summit 2017Softeam
Floss Collaborative Innovation: Open Source Software Analysis & Monitoring
 Open Source Software analysis &
Monitoring: storing, tracking,
searching and analyzing software
artefacts:
• OSSMETER FP7 Project -
Automated Measurement and
Analysis of Open Source Software
(1er October 2012 – 31st December
2014)
• CROSSMINER H2020 Project -
Developer-Centric Knowledge
Mining from
Large Open-Source Software
Repositories
• (1er January 2017 – 31st Dec 2019)
OW2Con 2017 4
FP7 OSSMETER
https://github.com/ossmeter/ossmeter
Softeam
OW2Con 2017 5
H2020 CROSSMINER https://github.com/crossminer
Softeam
 Related activities
- Searching for candidate components
- Evaluating a set of retrieved candidate components to find
the most suitable one
- Understanding how to use the selected components
- Monitoring the selected components
Context
Development of new software systems
by reusing existing open source components
6Paris Open Source Summit 2017Softeam
 Challenging tasks
- assessing quality, maturity,
activity of development and user
support is not a straightforward
process
 Different and
heterogeneous source of
information
- e.g., code repositories,
communication channels, bug
tracking systems
Selecting and Using OSS components
Source code
Q&A systems
Bug Reports
API
Documentation
Tutorials
Configuration
Management Systems
7Paris Open Source Summit 2017Softeam
8Paris Open Source Summit 2017Softeam
9
Analysis of OSS projects in OSSMETER
OSS
Project
Communication channel
(Newsgroup/forum/
mailing list)
Source Code
Repository
Bug Tracking
System
OSS Forge
Metadata
Paris Open Source Summit 2017Softeam
10
Analysis of OSS projects in OSSMETER
Paris Open Source Summit 2017Softeam
 Wealth of data to present
 Needs to be user-friendly / digestible
 Presentation driven by the quality model
Presentation
Paris Open Source Summit 2017Softeam
The default OSSMETER quality model
12Paris Open Source Summit 2017Softeam
13Paris Open Source Summit 2017Softeam
14Paris Open Source Summit 2017Softeam
CROSSMINER aims at
doing more
15Paris Open Source Summit 2017Softeam
16
Source code
Q&A systems
Bug Reports
API
Documentation
Tutorials
Configuration
Management Systems
Paris Open Source Summit 2017Softeam
OW2Con 2017 17
CROSSMINER: high-level view
Data Preprocessing Capturing Context
Producing
Recommendations
Presenting
Recommendations
Softeam
Mining and Analysis Tools
18
CROSSMINER: high-level view
Data Preprocessing Capturing Context
Producing
Recommendations
Presenting
Recommendations
Knowledge Base
Source Code
Miner
NLP
Miner
Configuration
Miner
Cross project
Analysis
OSS forges
Source Code
Natural
language
channels
Configuration
Scripts
lookup/store
mine
Paris Open Source Summit 2017Softeam
19
CROSSMINER: high-level view
Data Preprocessing Capturing Context
Producing
Recommendations
Presenting
Recommendations
Developer
IDE
Knowledge Base
query
recommendations
Data
Storage
Real-time recommendations that serve productivity and quality increase
Paris Open Source Summit 2017Softeam
20
CROSSMINER Deployment diagram
Paris Open Source Summit 2017Softeam
 FP7 OSSMETER:
https://github.com/ossmeter/ossmeter
 H2020 CROSSMINER https://github.com/crossminer
 Docker Images for the platform component for
ossmeter & the web app for ossmeter:
https://hub.docker.com/u/crossminer/ (this is a
prototype: images are built from a dedicated git
repo, and pushed to docker hub)
21
OSSMETER & CROSSMINER on GitHub & Docker
Softeam Paris Open Source Summit 2017
22
Web site: http://www.ossmeter.org/
Softeam Paris Open Source Summit 2017
23
Web Site: https://www.crossminer.org/
Softeam Paris Open Source Summit 2017
www.crossminer.org
@crossminer
University of L'Aquila OW2Con 2017 24
Thanks!
Alessandra Bagnato, Softeam R&D
Alessandra.bagnato@softeam.fr
alebagnato@yahoo.com
@alebagnato

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Paris Open Source Summit, Floss - Innovation collaborative 2017 Alessandra Bagnato - Softeam

  • 1. Developer-Centric Knowledge Mining from Large Open-Source Software Repositories Paris Open Source Summit, Floss - Innovation collaborative 2017 Alessandra Bagnato - Softeam Softeam Paris Open Source Summit 2017 1
  • 2.  Related activities - Searching for candidate components - Evaluating a set of retrieved candidate components to find the most suitable one - Understanding how to use the selected components - Monitoring the selected components Context Development of new software systems by reusing existing open source components 2Paris Open Source Summit 2017Softeam
  • 3. Floss Collaborative Innovation: Open Source Software Analysis & Monitoring  Open Source Software analysis & Monitoring: storing, tracking, searching and analyzing software artefacts: • OSSMETER FP7 Project - Automated Measurement and Analysis of Open Source Software (1er October 2012 – 31st December 2014) • CROSSMINER H2020 Project - Developer-Centric Knowledge Mining from Large Open-Source Software Repositories • (1er January 2017 – 31st Dec 2019)
  • 4. OW2Con 2017 4 FP7 OSSMETER https://github.com/ossmeter/ossmeter Softeam
  • 5. OW2Con 2017 5 H2020 CROSSMINER https://github.com/crossminer Softeam
  • 6.  Related activities - Searching for candidate components - Evaluating a set of retrieved candidate components to find the most suitable one - Understanding how to use the selected components - Monitoring the selected components Context Development of new software systems by reusing existing open source components 6Paris Open Source Summit 2017Softeam
  • 7.  Challenging tasks - assessing quality, maturity, activity of development and user support is not a straightforward process  Different and heterogeneous source of information - e.g., code repositories, communication channels, bug tracking systems Selecting and Using OSS components Source code Q&A systems Bug Reports API Documentation Tutorials Configuration Management Systems 7Paris Open Source Summit 2017Softeam
  • 8. 8Paris Open Source Summit 2017Softeam
  • 9. 9 Analysis of OSS projects in OSSMETER OSS Project Communication channel (Newsgroup/forum/ mailing list) Source Code Repository Bug Tracking System OSS Forge Metadata Paris Open Source Summit 2017Softeam
  • 10. 10 Analysis of OSS projects in OSSMETER Paris Open Source Summit 2017Softeam
  • 11.  Wealth of data to present  Needs to be user-friendly / digestible  Presentation driven by the quality model Presentation Paris Open Source Summit 2017Softeam
  • 12. The default OSSMETER quality model 12Paris Open Source Summit 2017Softeam
  • 13. 13Paris Open Source Summit 2017Softeam
  • 14. 14Paris Open Source Summit 2017Softeam
  • 15. CROSSMINER aims at doing more 15Paris Open Source Summit 2017Softeam
  • 16. 16 Source code Q&A systems Bug Reports API Documentation Tutorials Configuration Management Systems Paris Open Source Summit 2017Softeam
  • 17. OW2Con 2017 17 CROSSMINER: high-level view Data Preprocessing Capturing Context Producing Recommendations Presenting Recommendations Softeam
  • 18. Mining and Analysis Tools 18 CROSSMINER: high-level view Data Preprocessing Capturing Context Producing Recommendations Presenting Recommendations Knowledge Base Source Code Miner NLP Miner Configuration Miner Cross project Analysis OSS forges Source Code Natural language channels Configuration Scripts lookup/store mine Paris Open Source Summit 2017Softeam
  • 19. 19 CROSSMINER: high-level view Data Preprocessing Capturing Context Producing Recommendations Presenting Recommendations Developer IDE Knowledge Base query recommendations Data Storage Real-time recommendations that serve productivity and quality increase Paris Open Source Summit 2017Softeam
  • 20. 20 CROSSMINER Deployment diagram Paris Open Source Summit 2017Softeam
  • 21.  FP7 OSSMETER: https://github.com/ossmeter/ossmeter  H2020 CROSSMINER https://github.com/crossminer  Docker Images for the platform component for ossmeter & the web app for ossmeter: https://hub.docker.com/u/crossminer/ (this is a prototype: images are built from a dedicated git repo, and pushed to docker hub) 21 OSSMETER & CROSSMINER on GitHub & Docker Softeam Paris Open Source Summit 2017
  • 22. 22 Web site: http://www.ossmeter.org/ Softeam Paris Open Source Summit 2017
  • 23. 23 Web Site: https://www.crossminer.org/ Softeam Paris Open Source Summit 2017
  • 25. Thanks! Alessandra Bagnato, Softeam R&D Alessandra.bagnato@softeam.fr alebagnato@yahoo.com @alebagnato