An Efficient and Parallel Abstract Interpreter in Scala — Preparatory Work — Presentation

Presentation for "MEMO-F403 Preparatory work for the master thesis" (ULB).

https://bitbucket.org/OPiMedia/efficient-parallel-abstract-interpreter-in-scala-preparatory

Transcript

1. Universit´ e Libre de Bruxelles Computer Science Department MEMO-F403 Preparatory work for the master thesis An Efficient and Parallel Abstract Interpreter in Scala — Preparatory Work — Presentation Olivier Pirson — opi@opimedia.be orcid.org/0000-0001-6296-9659 August 25, 2017 Vrije Universiteit Brussel Promotors Coen De Roover Wolfgang De Meuter Advisor Quentin Stievenart
2. An Efficient and Parallel Abstract Interpreter in Scala — Preparatory Work — Presentation Abstract interpretation for static analysis Concrete vs abstract interpretation Parallelism References 1 Abstract interpretation for static analysis 2 Concrete vs abstract interpretation 3 Parallelism 4 References An Efficient and Parallel Abstract Interpreter in Scala — Preparatory Work — Presentation 2 / 12
3. An Efficient and Parallel Abstract Interpreter in Scala — Preparatory Work — Presentation Abstract interpretation for static analysis Concrete vs abstract interpretation Parallelism References Abstract interpretation for static analysis Abstract interpretation is a technique to perform static analysis A static analysis of a program is made without executing the program The goal is to prove the correctness (or other property) of the program An Efficient and Parallel Abstract Interpreter in Scala — Preparatory Work — Presentation 3 / 12
4. An Efficient and Parallel Abstract Interpreter in Scala — Preparatory Work — Presentation Abstract interpretation for static analysis Concrete vs abstract interpretation Parallelism References 1 Abstract interpretation for static analysis 2 Concrete vs abstract interpretation 3 Parallelism 4 References An Efficient and Parallel Abstract Interpreter in Scala — Preparatory Work — Presentation 4 / 12
5. An Efficient and Parallel Abstract Interpreter in Scala — Preparatory Work — Presentation Abstract interpretation for static analysis Concrete vs abstract interpretation Parallelism References Concrete interpretation trace: concrete interpretation with small-step semantics, for one instance e s0 s1 s2 s3 s4 · · · injection function concrete transition function A program is executed by interpreter = Abstract Machine (AM) e is for expression, i.e. a program one execution is for one instance on this program si are states during this execution An Efficient and Parallel Abstract Interpreter in Scala — Preparatory Work — Presentation 5 / 12
6. An Efficient and Parallel Abstract Interpreter in Scala — Preparatory Work — Presentation Abstract interpretation for static analysis Concrete vs abstract interpretation Parallelism References Abstract interpretation trace: concrete interpretation with small-step semantics, for one instance e s0 s1 s2 s3 s4 · · · s0 s1 s2 s3 s4 s3′ injection function injection function abstraction function α abstract transition function 2 approximations: finite state space abstract transition function returns all directly reachable states state graph: abstract interpretation, for all instances Abstracting Abstract Machine (AAM) “The abstract simulates the concrete” (Matthew Might) An Efficient and Parallel Abstract Interpreter in Scala — Preparatory Work — Presentation 6 / 12
7. An Efficient and Parallel Abstract Interpreter in Scala — Preparatory Work — Presentation Abstract interpretation for static analysis Concrete vs abstract interpretation Parallelism References Concrete interpretation Correct program Incorrect program We want to prove the correctness of the program Testing: is not enough to prove exhaustivity is impossible An Efficient and Parallel Abstract Interpreter in Scala — Preparatory Work — Presentation 7 / 12
8. An Efficient and Parallel Abstract Interpreter in Scala — Preparatory Work — Presentation Abstract interpretation for static analysis Concrete vs abstract interpretation Parallelism References Abstract interpretation Correct program Incorrect program Correct abstract interpretation Incorrect abstract interpretation An Efficient and Parallel Abstract Interpreter in Scala — Preparatory Work — Presentation 7 / 12
9. An Efficient and Parallel Abstract Interpreter in Scala — Preparatory Work — Presentation Abstract interpretation for static analysis Concrete vs abstract interpretation Parallelism References Abstract interpretation Correct abstract interpretation Incorrect abstract interpretation Decidability? Soundness vs completeness? Good complexity vs precision? =⇒ parallelism to improve speed An Efficient and Parallel Abstract Interpreter in Scala — Preparatory Work — Presentation 8 / 12
10. An Efficient and Parallel Abstract Interpreter in Scala — Preparatory Work — Presentation Abstract interpretation for static analysis Concrete vs abstract interpretation Parallelism References 1 Abstract interpretation for static analysis 2 Concrete vs abstract interpretation 3 Parallelism 4 References An Efficient and Parallel Abstract Interpreter in Scala — Preparatory Work — Presentation 9 / 12
11. An Efficient and Parallel Abstract Interpreter in Scala — Preparatory Work — Presentation Abstract interpretation for static analysis Concrete vs abstract interpretation Parallelism References Goal of the future master thesis: parallelism Parallelism to have good precision and speed Choices for the future master thesis: Actor model: model of concurrency with no shared resources exchanges of messages Akka: framework Scala Time is up! An Efficient and Parallel Abstract Interpreter in Scala — Preparatory Work — Presentation 10 / 12
12. An Efficient and Parallel Abstract Interpreter in Scala — Preparatory Work — Presentation Abstract interpretation for static analysis Concrete vs abstract interpretation Parallelism References 1 Abstract interpretation for static analysis 2 Concrete vs abstract interpretation 3 Parallelism 4 References An Efficient and Parallel Abstract Interpreter in Scala — Preparatory Work — Presentation 11 / 12
13. An Efficient and Parallel Abstract Interpreter in Scala — Preparatory Work — Presentation Abstract interpretation for static analysis Concrete vs abstract interpretation Parallelism References References Thank you! References: All documents and L A TEX sources: https://bitbucket.org/OPiMedia/efficient-parallel-abstract-interpreter-in-scala-preparatory Ren´ e Magritte, Le Calcul Mental, 1940 http://www.artnet.com/artists/ren%C3%A9-magritte/le-calcul-mental-oU6yWQzE-ERgxZSTgANE-g2 An Efficient and Parallel Abstract Interpreter in Scala — Preparatory Work — Presentation 12 / 12