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Black-box Concurrent Data Structures for NUMA Architectures
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Black-box Concurrent Data Structures for NUMA Architectures Based on: http://cs.brown.edu/~irina/papers/asplos2017-final.pdf By: Irina Calciu, Siddhartha Sen, Mahesh Balakrishnan, Marcos K. Aguilera Node #1 Node #2 ╔═══════╦═══════╦═══════╦═══════╗ ╔═══════╦═══════╦═══════╦═══════╗ ║ Core ║ Core ║ Core ║ Core ┣━━━━┫ Core ║ Core ║ Core ║ Core ║ ╟───────╫───────╫───────╫───────╊━━━━╉───────╫───────╫───────╫───────╢ ║ Cache ║ Cache ║ Cache ║ Cache ┣━━━━┫ Cache ║ Cache ║ Cache ║ Cache ║ ╟───────╨───────╨───────╨───────╢ ╟───────╨───────╨───────╨───────╢ ║ Cache ║ ║ Cache ║ ╚═════════════┳━┳━┳═════════════╝ ╚═════════════┳━┳━┳═════════════╝ ┃ ┃ ┃ ┃ ┃ ┃ ┌─────────────┺━┻━┹─────────────┐ ┌─────────────┺━┻━┹─────────────┐ │ Memory │ │ Memory │ └───────────────────────────────┘ └───────────────────────────────┘ /************************************************************/ /************ My implementation *********************/ /************************************************************/ This is the general scheme of my implementation: ┌────────────────────────┐ │ libgenericDS │ ├────────────────────────┤ │ genericDataStructure.h │ │ genericDataStructure.c │ └────────────────────────┘ ▲ ║ Shared Memory ▼ ┌──────────────────────┐ ┌──────────────────┐ ┌────────────┐ │ libgenerateCommands │═══▶│ gds_commands.bin │═══▶│ libNUMAbb │ ├──────────────────────┤ └──────────────────┘ ├────────────┤ │ generateCommands.c │ │ NUMAbb.h │ │ │ │ NUMAbb.c │ └──────────────────────┘ └────────────┘ ▲ ▲ ║ ┌────────────┐ ║ ╚══════════════════│ myprogram │═════════════╝ ├────────────┤ │ main.c │ └────────────┘ The code was designed to work on unix system and was written in C. In order to run the program there is only one file that need to be run, But the files are still acting like a separate libraries. There is more work that need to be done, Feel free to fork my project. Run the program: Build and run the program by running the command: "sh makefile.sh" Limitation from the current implementation: 1) The mmap size is a limitaion on the amount of commands. 2) Variable MAX_CORES limit the program to work with up-to 512 cores. 3) Maximum 'op' and 'args' size is 1024 chars each. Problems: Unfortunately, My code isn't perfect yet, More upgrades that can be done: Section 5.2 To avoid small inefficient batches, the combiner in NR waits if the batch size is smaller than a parameter MIN BATCH. Rather than idle waiting, the combiner refreshes the local replica from the log, though it might need to refresh again after finally adding the batch to the log Section 5.5 - Better readers-writer lock The distributed readers-writer lock uses a per-reader lock to reduce reader overhead; the writer must acquire the locks from all readers. We modify this algorithm to reduce writer overhead as well, by adding an additional writer lock. To enter the critical section, the writer must acquire the writer lock and wait for all the readers locks to be released, without acquiring them; to exit, it releases its lock. A reader waits if the writer lock is taken, then acquires its local lock, and checks the writer lock again; if this lock is taken, the reader releases its local lock and restarts; otherwise, it enters the critical section; to exit, it releases the local lock. With this scheme, the writer and readers incur just one atomic write each on distinct cache lines to enter the critical sec- tion. Readers may starve if writers keep coming, but this is unlikely with NR , as often only one thread wishes to be a writer at a time (the combiner) and that thread has signif- icant work outside the critical section. Section 5.7 Padded the data and aligned the cache to avoid false sharing. General What prevent two combiners (on separate nodes) to write the log at the same time? I think there is need to create something that will prevent it. Build errors: In case of compilation errors, Make sure you have all the dependency packages on your computer, Use "apt-get install" / "yum install" / "dnf install" To install: (On Ubunto devel => dev) 1) libnuma-devel Development files for libnuma 2) numactl Library for tuning for Non Uniform Memory Access machines 3) numactl-libs libnuma libraries 4) numactl-devel Development package for building Applications that use numa 5) glibc-devel Object files for development using standard C libraries. 6) glibc-static C library static libraries for -static linking. 7) libstdc++-devel Header files and libraries for C++ development 8) libstdc++-static Static libraries for the GNU standard C++ library
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Black-box Concurrent Data Structures for NUMA Architectures