{"id":478650,"date":"2018-04-07T20:26:56","date_gmt":"2018-04-08T03:26:56","guid":{"rendered":"https:\/\/www.microsoft.com\/en-us\/research\/?post_type=msr-research-item&#038;p=478650"},"modified":"2018-10-16T22:27:55","modified_gmt":"2018-10-17T05:27:55","slug":"programming-non-volatile-main-memory-hard","status":"publish","type":"msr-research-item","link":"https:\/\/www.microsoft.com\/en-us\/research\/publication\/programming-non-volatile-main-memory-hard\/","title":{"rendered":"Programming for Non-Volatile Main Memory Is Hard"},"content":{"rendered":"<p>Using non-volatile memory as main memory (NVMM) can largely improve the performance of applications, but adds to the challenge of programming &#8212; it turns out to be very error-prone to write real-world NVMM programs, especially with object-oriented programming. This paper presents a field study of erroneous NVMM programs written by programmers who are trained to use a general NVMM programming interface. We performed the field study in a training workshop of 30 participants. Our observations and derived best practices offer a reference for future NVMM programming techniques design. Toward that end, we propose a taxonomy of latest NVMM programming techniques and, accordingly, a set of paradigms that can reduce the risk of NVMM-specific bugs. The paradigms incorporate a minimal NVMM library interface design and a new design pattern inspired by the field study.<\/p>\n","protected":false},"excerpt":{"rendered":"<p>Using non-volatile memory as main memory (NVMM) can largely improve the performance of applications, but adds to the challenge of programming &#8212; it turns out to be very error-prone to write real-world NVMM programs, especially with object-oriented programming. This paper presents a field study of erroneous NVMM programs written by programmers who are trained to [&hellip;]<\/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":"","msr-author-ordering":null,"msr_publishername":"ACM","msr_publisher_other":"","msr_booktitle":"","msr_chapter":"","msr_edition":"8th Asia-Pacific Workshop on Systems (APSys)","msr_editors":"","msr_how_published":"","msr_isbn":"","msr_issue":"","msr_journal":"","msr_number":"","msr_organization":"","msr_pages_string":"13:1--13:8","msr_page_range_start":"13:01","msr_page_range_end":"13:08","msr_series":"","msr_volume":"","msr_copyright":"","msr_conference_name":"Proceedings of the 8th Asia-Pacific Workshop on Systems (APSys 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