. . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 474CONTENTS viii 37.14 Computing cluster . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 476 37.15 Julia Releases . . . . . . . . . . . . . . 1114 66 Delimited Files 1139 67 Distributed Computing 1144 67.1 Cluster Manager Interface . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 1160 68 Downloads function with 1 method) julia> sum_multi_good(1:1_000_000) 500000500000 Note Buffers should not be managed based on threadid() i.e. buffers = zeros(Threads.nthreads()) because concurrent tasks can yield

. . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 474CONTENTS viii 37.14 Computing cluster . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 476 37.15 Julia Releases . . . . . . . . . . . . . . 1114 66 Delimited Files 1139 67 Distributed Computing 1144 67.1 Cluster Manager Interface . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 1160 68 Downloads function with 1 method) julia> sum_multi_good(1:1_000_000) 500000500000 Note Buffers should not be managed based on threadid() i.e. buffers = zeros(Threads.nthreads()) because concurrent tasks can yield

. . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 509 38.14 Computing cluster . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 510 38.15 Julia Releases . . . . . . . . . . . . . . 1301 68 Delimited Files 1332 69 Distributed Computing 1337 69.1 Cluster Manager Interface . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 1355 70 Downloads sum_multi_good(1:1_000_000) 500000500000CHAPTER 25. MULTI-THREADING 323 Note Buffers should not be managed based on threadid() i.e. buffers = zeros(Threads.nthreads()) because concurrent tasks can yield

. . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 509 38.14 Computing cluster . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 510 38.15 Julia Releases . . . . . . . . . . . . . . 1301 68 Delimited Files 1332 69 Distributed Computing 1337 69.1 Cluster Manager Interface . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 1355 70 Downloads sum_multi_good(1:1_000_000) 500000500000CHAPTER 25. MULTI-THREADING 323 Note Buffers should not be managed based on threadid() i.e. buffers = zeros(Threads.nthreads()) because concurrent tasks can yield

. . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 520 38.14 Computing cluster . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 521 38.15 Julia Releases . . . . . . . . . . . . . . 1354 69 Delimited Files 1385 70 Distributed Computing 1390 70.1 Cluster Manager Interface . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 1409 71 Downloads function with 1 method) julia> sum_multi_good(1:1_000_000) 500000500000 Note Buffers should not be managed based on threadid() i.e. buffers = zeros(Threads.nthreads()) because concurrent tasks can yield

. . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 509 38.14 Computing cluster . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 510 38.15 Julia Releases . . . . . . . . . . . . . . 1301 68 Delimited Files 1332 69 Distributed Computing 1337 69.1 Cluster Manager Interface . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 1355 70 Downloads sum_multi_good(1:1_000_000) 500000500000CHAPTER 25. MULTI-THREADING 323 Note Buffers should not be managed based on threadid() i.e. buffers = zeros(Threads.nthreads()) because concurrent tasks can yield

. . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 521 38.14 Computing cluster . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 522 38.15 Julia Releases . . . . . . . . . . . . . . 1352 69 Delimited Files 1383 70 Distributed Computing 1388 70.1 Cluster Manager Interface . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 1407 71 Downloads function with 1 method) julia> sum_multi_good(1:1_000_000) 500000500000 Note Buffers should not be managed based on threadid() i.e. buffers = zeros(Threads.nthreads()) because concurrent tasks can yield

. . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 520 38.14 Computing cluster . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 521 38.15 Julia Releases . . . . . . . . . . . . . . 1351 69 Delimited Files 1382 70 Distributed Computing 1387 70.1 Cluster Manager Interface . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 1406 71 Downloads function with 1 method) julia> sum_multi_good(1:1_000_000) 500000500000 Note Buffers should not be managed based on threadid() i.e. buffers = zeros(Threads.nthreads()) because concurrent tasks can yield

. . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 520 38.14 Computing cluster . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 521 38.15 Julia Releases . . . . . . . . . . . . . . 1351 69 Delimited Files 1382 70 Distributed Computing 1387 70.1 Cluster Manager Interface . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 1406 71 Downloads function with 1 method) julia> sum_multi_good(1:1_000_000) 500000500000 Note Buffers should not be managed based on threadid() i.e. buffers = zeros(Threads.nthreads()) because concurrent tasks can yield

. . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 520 38.14 Computing cluster . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 521 38.15 Julia Releases . . . . . . . . . . . . . . 1343 68 Delimited Files 1374 69 Distributed Computing 1379 69.1 Cluster Manager Interface . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 1398 70 Downloads function with 1 method) julia> sum_multi_good(1:1_000_000) 500000500000 Note Buffers should not be managed based on threadid() i.e. buffers = zeros(Threads.nthreads()) because concurrent tasks can yield