{"id":336503,"date":"2016-12-14T12:15:49","date_gmt":"2016-12-14T20:15:49","guid":{"rendered":"https:\/\/www.microsoft.com\/en-us\/research\/?post_type=msr-research-item&p=336503"},"modified":"2018-10-16T20:12:09","modified_gmt":"2018-10-17T03:12:09","slug":"combination-framework-tracking-partition-sizes","status":"publish","type":"msr-research-item","link":"https:\/\/www.microsoft.com\/en-us\/research\/publication\/combination-framework-tracking-partition-sizes\/","title":{"rendered":"A Combination Framework for Tracking Partition Sizes"},"content":{"rendered":"
We describe an abstract interpretation based framework for proving relationships between sizes of memory partitions. Instances of this framework can prove traditional properties such as memory safety and program termination but can also establish upper bounds on usage of dynamically allocated memory. Our framework also stands out in its ability to prove properties of programs manipulating both heap and arrays which is considered a difficult task.<\/p>\n
Technically, we define an abstract domain that is parameterized by an abstract domain for tracking memory partitions (sets of memory locations) and by a numerical abstract domain for tracking relationships between cardinalities of the partitions. We describe algorithms to construct the transfer functions for the abstract domain in terms of the corresponding transfer functions of the parameterized abstract domains.<\/p>\n
A prototype of the framework was implemented and used to prove interesting properties of realistic programs, including programs that could not have been automatically analyzed before.<\/p>\n","protected":false},"excerpt":{"rendered":"
We describe an abstract interpretation based framework for proving relationships between sizes of memory partitions. Instances of this framework can prove traditional properties such as memory safety and program termination but can also establish upper bounds on usage of dynamically allocated memory. Our framework also stands out in its ability to prove properties of programs […]<\/p>\n","protected":false},"featured_media":0,"template":"","meta":{"msr-url-field":"","msr-podcast-episode":"","msrModifiedDate":"","msrModifiedDateEnabled":false,"ep_exclude_from_search":false,"_classifai_error":"","footnotes":""},"msr-content-type":[3],"msr-research-highlight":[],"research-area":[13560],"msr-publication-type":[193716],"msr-product-type":[],"msr-focus-area":[],"msr-platform":[],"msr-download-source":[],"msr-locale":[268875],"msr-post-option":[],"msr-field-of-study":[],"msr-conference":[],"msr-journal":[],"msr-impact-theme":[],"msr-pillar":[],"class_list":["post-336503","msr-research-item","type-msr-research-item","status-publish","hentry","msr-research-area-programming-languages-software-engineering","msr-locale-en_us"],"msr_publishername":"","msr_edition":"POPL\u201909, January 18\u201324, 2009, Savannah, Georgia, USA","msr_affiliation":"","msr_published_date":"2009-01-18","msr_host":"","msr_duration":"","msr_version":"","msr_speaker":"","msr_other_contributors":"","msr_booktitle":"","msr_pages_string":"","msr_chapter":"","msr_isbn":"","msr_journal":"","msr_volume":"","msr_number":"","msr_editors":"","msr_series":"","msr_issue":"","msr_organization":"","msr_how_published":"","msr_notes":"","msr_highlight_text":"","msr_release_tracker_id":"","msr_original_fields_of_study":"","msr_download_urls":"","msr_external_url":"","msr_secondary_video_url":"","msr_longbiography":"","msr_microsoftintellectualproperty":1,"msr_main_download":"336509","msr_publicationurl":"","msr_doi":"","msr_publication_uploader":[{"type":"file","title":"A Combination Framework for Tracking Partition Sizes","viewUrl":"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2016\/12\/popl09_partition.pdf","id":336509,"label_id":0},{"type":"file","title":"A Combination Framework for Tracking Partition Sizes (Full-version)","viewUrl":"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2016\/12\/popl09_partition_full.pdf","id":336515,"label_id":0},{"type":"file","title":"A Combination Framework for Tracking Partition Sizes (Slides)","viewUrl":"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2016\/12\/popl09_partition.pptx","id":336512,"label_id":0}],"msr_related_uploader":"","msr_attachments":[{"id":336515,"url":"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2016\/12\/popl09_partition_full.pdf"},{"id":336512,"url":"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2016\/12\/popl09_partition.pptx"},{"id":336509,"url":"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2016\/12\/popl09_partition.pdf"}],"msr-author-ordering":[{"type":"user_nicename","value":"sumitg","user_id":33755,"rest_url":"https:\/\/www.microsoft.com\/en-us\/research\/wp-json\/microsoft-research\/v1\/researchers?person=sumitg"},{"type":"text","value":"Tal Lev-Ami","user_id":0,"rest_url":false},{"type":"text","value":"Mooly Sagiv","user_id":0,"rest_url":false}],"msr_impact_theme":[],"msr_research_lab":[],"msr_event":[],"msr_group":[],"msr_project":[170031,361004],"publication":[],"video":[],"download":[],"msr_publication_type":"inproceedings","related_content":{"projects":[{"ID":170031,"post_title":"SPEED (Symbolic Resource Time\/Space Bounds Analysis)","post_name":"speed-symbolic-timespace-bound-analysis","post_type":"msr-project","post_date":"2008-12-01 20:34:07","post_modified":"2019-08-19 15:40:50","post_status":"publish","permalink":"https:\/\/www.microsoft.com\/en-us\/research\/project\/speed-symbolic-timespace-bound-analysis\/","post_excerpt":"Introduction Performance measurement of software is a critical component of software development. Performance is traditionally measured using profiling, which is often too little (only certain inputs are profiled) or too late (to make requisite changes to address the root cause before shipping). The SPEED project attempts to address these limitations by static estimation of symbolic computational complexity of programs. It builds over recent advances in static program analysis, which has traditionally been used for checking…","_links":{"self":[{"href":"https:\/\/www.microsoft.com\/en-us\/research\/wp-json\/wp\/v2\/msr-project\/170031"}]}},{"ID":361004,"post_title":"Logical Abstract Interpretation","post_name":"logical-abstract-interpretation","post_type":"msr-project","post_date":"2017-02-02 12:53:47","post_modified":"2017-06-19 14:29:58","post_status":"publish","permalink":"https:\/\/www.microsoft.com\/en-us\/research\/project\/logical-abstract-interpretation\/","post_excerpt":"Abstract Interpretation over Logical Formulas Powerpoint Slides on Logical Abstract Interpretation\u00a0(Lectures given in a graduate class on Static Program Analysis at UCLA and at IISc-Bangalore) Introduction Logical Abstract Interpretation means performing abstract interpretation over abstract domains whose elements are logical formulas over some theory and the partial order relationship is the implication relationship (or some refinement of it). Theorem proving community has studied decision procedures for several theories. 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