【发布时间】：2018-08-23 17:33:16
【问题描述】：
我正在使用http://www.lmdb.tech/bench/ondisk/ 中给出的基准测试 LMDB 性能。而且我注意到当数据超出内存时，LMDB 随机写入真的很慢。
我正在使用一台配备 4GB DRAM 和 Intel PCIE SSD 的机器。密钥大小为 10 字节，值大小为 1KB。基准代码在http://www.lmdb.tech/bench/ondisk/中给出，我使用的命令行是“./db_bench_mdb --benchmarks=fillrandbatch --threads=1 --stats_interval=1024 --num=10000000 --value_size=1000 --use_existing_db= 0"。
对于写入的前 1GB 数据，平均写入速率为 140MB/s。然后，前 2GB 的速率显着下降到 40MB/s。测试结束时，写入10M个值，平均速率仅为3MB/s，即时速率为1MB/s。我知道 LMDB 没有针对写入进行优化，但我没想到它会这么慢，因为我有一个非常高端的英特尔 SSD。
我还注意到 LMDB 访问 SSD 的方式真的很奇怪。在测试开始时，它以大约 400MB/s 的速度写入 SSD，但没有执行读取，这是预期的。但是随着我们写入的数据越来越多，LMDB 开始读取 SSD。随着时间的推移，读吞吐量上升，而写吞吐量显着下降。在测试结束时，LMDB 以大约 190MB/s 的速度持续读取，而偶尔以大约 10-20 秒的间隔发出 100MB 的写入。
1.对于存储在 SSD 上的数据，LMDB 的写入吞吐量如此低（测试结束时为 1MB/s）是否正常？
2。为什么 LMDB 在测试结束时读取的数据多于写入的数据（每写入 1MB 大约读取 20MB 数据）？
据我了解，虽然我们的数据比 DRAM 可以容纳的多，但 B-tree 的分支节点应该仍然在 DRAM 中。因此，对于每次写入，我们需要从 SSD 获取的唯一页面是叶节点。当我们写叶子节点时，我们可能还需要写它的父节点。因此，写入应该多于读取。但事实证明，LMDB 的阅读量远大于写作量。我认为这可能是它最后如此缓慢的原因。但我真的不明白为什么。
以下是基准给出的部分日志供您参考：
2018/03/12-10:36:30 ... thread 0: (1024,1024) ops and (54584.2,54584.2) ops/second in (0.018760,0.018760) seconds
2018/03/12-10:36:30 ... thread 0: (1024,2048) ops and (111231.8,73231.8) ops/second in (0.009206,0.027966) seconds
2018/03/12-10:36:30 ... thread 0: (1024,3072) ops and (125382.6,85019.2) ops/second in (0.008167,0.036133) seconds
2018/03/12-10:36:30 ... thread 0: (1024,4096) ops and (206202.2,99661.8) ops/second in (0.004966,0.041099) seconds
2018/03/12-10:36:30 ... thread 0: (1024,5120) ops and (259634.9,113669.2) ops/second in (0.003944,0.045043) seconds
2018/03/12-10:36:30 ... thread 0: (1024,6144) ops and (306495.1,126984.1) ops/second in (0.003341,0.048384) seconds
2018/03/12-10:36:30 ... thread 0: (1024,7168) ops and (339185.2,139447.1) ops/second in (0.003019,0.051403) seconds
2018/03/12-10:36:30 ... thread 0: (1024,8192) ops and (384240.2,151512.9) ops/second in (0.002665,0.054068) seconds
2018/03/12-10:36:30 ... thread 0: (1024,9216) ops and (385252.1,162465.2) ops/second in (0.002658,0.056726) seconds
2018/03/12-10:36:30 ... thread 0: (1024,10240) ops and (371553.0,172152.9) ops/second in (0.002756,0.059482) seconds
...
2018/03/12-10:36:37 ... thread 0: (1024,993280) ops and (70127.4,142518.0) ops/second in (0.014602,6.969505) seconds
2018/03/12-10:36:37 ... thread 0: (1024,994304) ops and (199415.8,142559.9) ops/second in (0.005135,6.974640) seconds
2018/03/12-10:36:37 ... thread 0: (1024,995328) ops and (75953.1,142431.4) ops/second in (0.013482,6.988122) seconds
2018/03/12-10:36:37 ... thread 0: (1024,996352) ops and (200823.7,142474.0) ops/second in (0.005099,6.993221) seconds
2018/03/12-10:36:37 ... thread 0: (1024,997376) ops and (71975.8,142330.8) ops/second in (0.014227,7.007448) seconds
2018/03/12-10:36:37 ... thread 0: (1024,998400) ops and (62117.1,142142.6) ops/second in (0.016485,7.023933) seconds
2018/03/12-10:36:37 ... thread 0: (1024,999424) ops and (36366.2,141720.2) ops/second in (0.028158,7.052091) seconds
2018/03/12-10:36:37 ... thread 0: (1024,1000448) ops and (61914.3,141533.5) ops/second in (0.016539,7.068630) seconds
2018/03/12-10:36:37 ... thread 0: (1024,1001472) ops and (60985.1,141342.6) ops/second in (0.016791,7.085421) seconds
2018/03/12-10:36:37 ... thread 0: (1024,1002496) ops and (60466.5,141149.8) ops/second in (0.016935,7.102356) seconds
2018/03/12-10:36:37 ... thread 0: (1024,1003520) ops and (60189.3,140956.3) ops/second in (0.017013,7.119369) seconds
2018/03/12-10:36:37 ... thread 0: (1024,1004544) ops and (61731.4,140772.1) ops/second in (0.016588,7.135957) seconds
...
2018/03/12-10:40:15 ... thread 0: (1024,3236864) ops and (5620.5,14373.0) ops/second in (0.182189,225.203790) seconds
2018/03/12-10:40:15 ... thread 0: (1024,3237888) ops and (6098.5,14366.9) ops/second in (0.167911,225.371701) seconds
2018/03/12-10:40:15 ... thread 0: (1024,3238912) ops and (5469.5,14359.5) ops/second in (0.187221,225.558922) seconds
2018/03/12-10:40:15 ... thread 0: (1024,3239936) ops and (5593.9,14352.4) ops/second in (0.183056,225.741978) seconds
2018/03/12-10:40:16 ... thread 0: (1024,3240960) ops and (5806.9,14345.7) ops/second in (0.176342,225.918320) seconds
2018/03/12-10:40:16 ... thread 0: (1024,3241984) ops and (5332.9,14338.1) ops/second in (0.192016,226.110336) seconds
2018/03/12-10:40:16 ... thread 0: (1024,3243008) ops and (5532.3,14330.9) ops/second in (0.185096,226.295432) seconds
2018/03/12-10:40:16 ... thread 0: (1024,3244032) ops and (6108.8,14324.8) ops/second in (0.167626,226.463058) seconds
2018/03/12-10:40:16 ... thread 0: (1024,3245056) ops and (6074.7,14318.6) ops/second in (0.168567,226.631625) seconds
2018/03/12-10:40:17 ... thread 0: (1024,3246080) ops and (5615.2,14311.6) ops/second in (0.182362,226.813987) seconds
2018/03/12-10:40:17 ... thread 0: (1024,3247104) ops and (5529.3,14304.5) ops/second in (0.185194,226.999181) seconds
2018/03/12-10:40:17 ... thread 0: (1024,3248128) ops and (5846.2,14298.0) ops/second in (0.175156,227.174337) seconds
2018/03/12-10:40:17 ... thread 0: (1024,3249152) ops and (5741.5,14291.2) ops/second in (0.178351,227.352688) seconds
2018/03/12-10:40:17 ... thread 0: (1024,3250176) ops and (5640.2,14284.3) ops/second in (0.181555,227.534243) seconds
...
2018/03/12-11:30:39 ... thread 0: (1024,9988096) ops and (1917.2,3074.3) ops/second in (0.534112,3248.860552) seconds
2018/03/12-11:30:39 ... thread 0: (1024,9989120) ops and (1858.9,3074.1) ops/second in (0.550851,3249.411403) seconds
2018/03/12-11:30:40 ... thread 0: (1024,9990144) ops and (1922.8,3073.9) ops/second in (0.532557,3249.943960) seconds
2018/03/12-11:30:40 ... thread 0: (1024,9991168) ops and (1857.2,3073.7) ops/second in (0.551382,3250.495342) seconds
2018/03/12-11:30:41 ... thread 0: (1024,9992192) ops and (1851.3,3073.5) ops/second in (0.553130,3251.048472) seconds
2018/03/12-11:30:41 ... thread 0: (1024,9993216) ops and (1941.0,3073.3) ops/second in (0.527568,3251.576040) seconds
2018/03/12-11:30:42 ... thread 0: (1024,9994240) ops and (1923.1,3073.2) ops/second in (0.532461,3252.108501) seconds
2018/03/12-11:30:42 ... thread 0: (1024,9995264) ops and (1987.6,3073.0) ops/second in (0.515200,3252.623701) seconds
2018/03/12-11:30:43 ... thread 0: (1024,9996288) ops and (1931.2,3072.8) ops/second in (0.530233,3253.153934) seconds
2018/03/12-11:30:43 ... thread 0: (1024,9997312) ops and (1918.9,3072.6) ops/second in (0.533633,3253.687567) seconds
2018/03/12-11:30:44 ... thread 0: (1024,9998336) ops and (1999.0,3072.4) ops/second in (0.512246,3254.199813) seconds
2018/03/12-11:30:44 ... thread 0: (1024,9999360) ops and (1853.3,3072.2) ops/second in (0.552533,3254.752346) seconds
fillrandbatch : 325.508 micros/op 3072 ops/sec; 3.0 MB/s
这是从 iostat 以 1s 间隔转储的读/写速率：
Device tps MB_read/s MB_wrtn/s MB_read MB_wrtn
sdb 73.00 0.12 25.52 0 25
sdb 531.00 0.00 495.21 0 495
sdb 15089.00 0.00 488.77 0 488
sdb 27431.00 0.01 463.55 0 463
sdb 13093.00 0.00 478.77 0 478
sdb 53676.00 0.00 413.79 0 413
sdb 16781.00 0.00 483.60 0 483
sdb 22267.00 0.00 323.32 0 323
sdb 23945.00 0.00 164.55 0 164
sdb 22867.00 0.00 152.25 0 152
sdb 22038.00 0.00 146.39 0 146
sdb 23825.00 0.00 263.61 0 263
...
sdb 20866.00 85.81 76.90 85 76
sdb 7684.00 101.75 115.19 101 115
sdb 3707.00 154.48 0.00 154 0
sdb 4349.00 181.41 0.00 181 0
sdb 4373.00 184.70 0.00 184 0
sdb 4329.00 185.04 0.00 185 0
sdb 4338.00 182.30 0.01 182 0
sdb 4364.00 184.27 0.00 184 0
sdb 5310.00 177.32 4.99 177 4
sdb 32130.00 99.07 119.70 99 119
sdb 27010.00 103.26 99.25 103 99
sdb 11109.00 67.18 99.96 67 99
sdb 3931.00 172.51 0.00 172 0
sdb 4112.00 171.28 0.00 171 0
sdb 4202.00 183.03 0.00 183 0
sdb 4119.00 183.79 0.00 183 0
sdb 4232.00 182.77 0.02 182 0
sdb 4224.00 185.90 0.00 185 0
sdb 4304.00 186.17 0.00 186 0
sdb 4279.00 188.83 0.00 188 0
sdb 4087.00 184.38 0.00 184 0
sdb 7758.00 163.86 16.70 163 16
sdb 21309.00 68.95 80.11 68 80
sdb 21166.00 81.66 78.42 81 78
sdb 19328.00 71.56 71.55 71 71
sdb 20836.00 89.08 76.52 89 76
sdb 3211.00 112.01 82.21 112 82
sdb 3939.00 173.40 0.00 173 0
sdb 3992.00 178.03 0.00 178 0
sdb 4251.00 181.49 0.00 181 0
sdb 4148.00 185.63 0.00 185 0
sdb 4094.00 184.12 0.01 184 0
sdb 4241.00 187.38 0.00 187 0
sdb 4044.00 186.60 0.00 186 0
sdb 4049.00 185.47 0.00 185 0
sdb 4247.00 189.17 0.00 189 0
...
sdb 17457.00 105.45 64.05 105 64
sdb 16736.00 82.12 62.35 82 62
sdb 12074.00 108.76 66.21 108 66
sdb 2232.00 194.44 0.00 194 0
sdb 2171.00 187.27 0.02 187 0
sdb 2322.00 197.91 0.00 197 0
sdb 2311.00 194.65 0.00 194 0
sdb 2240.00 187.93 0.00 187 0
sdb 2189.00 191.38 0.00 191 0
sdb 2266.00 192.33 0.01 192 0
sdb 2312.00 198.95 0.00 198 0
sdb 2310.00 199.84 0.00 199 0
sdb 2350.00 198.83 0.00 198 0
sdb 2275.00 198.31 0.00 198 0
sdb 3952.00 185.05 6.79 185 6
sdb 15842.00 59.89 59.67 59 59
sdb 16676.00 88.24 61.79 88 61
sdb 14768.00 75.94 55.00 75 54
sdb 5677.00 141.71 35.03 141 35
sdb 2135.00 184.78 0.04 184 0
sdb 2301.00 197.18 0.00 197 0
sdb 2334.00 198.81 0.00 198 0
sdb 2304.00 198.83 0.00 198 0
sdb 2348.00 198.67 0.00 198 0
sdb 2352.00 198.42 0.01 198 0
sdb 2373.00 199.32 0.00 199 0
sdb 2363.00 197.55 0.00 197 0
sdb 2289.00 198.71 0.00 198 0
sdb 2246.00 189.31 0.00 189 0
sdb 2357.00 198.64 0.01 198 0
sdb 2338.00 197.96 0.00 197 0
sdb 6292.00 177.60 16.56 177 16
sdb 19374.00 93.72 72.16 93 72
sdb 16873.00 101.38 62.01 101 62
sdb 16960.00 98.99 76.84 98 76
sdb 2299.00 189.32 6.16 189 6
sdb 2285.00 195.82 0.00 195 0
sdb 2346.00 198.25 0.00 198 0
sdb 2325.00 198.91 0.00 198 0
sdb 2353.00 197.72 0.02 197 0
sdb 2320.00 198.82 0.00 198 0
sdb 2327.00 200.05 0.00 200 0
sdb 2340.00 198.35 0.00 198 0
sdb 2322.00 199.29 0.00 199 0
sdb 2316.00 197.43 0.01 197 0
sdb 690.00 51.17 0.00 51 0
【问题讨论】：
标签： database performance lmdb