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1BRC

My personal take on 1 Billion Row Challenge, but in Lua.

Run

  • Generate the measurements file by following the original challenge instructions.
  • Have LuaJIT 2.1 installed.
  • Run luajit 1brc.lua

Customize

Env vars:

  • PARALLELISM=, defaults to number of available CPU's
  • INPUT_FILE=, defaults to measurements.txt

Optimizations

  • Fork Join (via processes)
  • Integer aggregation and serde (no floats)
  • Each worker reads its chunk at once (no line by line)
  • Table arrays for records instead of dictionaries
  • Localize global functions for faster lookup
  • Parse by iterating chars, no matches and only substring when needed
  • Custom String to Number parser

Result:

MacBook Pro M2 Max, 12 cores, 64GB RAM.

luajit 1brc.lua 57.66s user 5.52s system 1091% cpu 5.787 total

~5.7s

Possible improvements

  • Share memory between processes, so no need to serde intermediate results
  • Real threads instead of processes
  • Memory map the file
  • Use C standard library with FFI

Changelog

  • Read by line and aggregate: 419.77s user 4.80s system 99% cpu 7:04.58 total
  • Read entire file: 378.67s user 4.79s system 99% cpu 6:23.51 total
  • Small Lua specific optimizations: 359.55s user 4.67s system 100% cpu 6:04.21 total
  • Avoid all globals: 340.31s user 4.77s system 99% cpu 5:45.08 total
  • Format strings: 338.68s user 4.90s system 99% cpu 5:43.65 total
  • Fork Join: 844.45s user 8.30s system 1175% cpu 1:12.56 total
  • Fork Join (LuaJIT): 796.99s user 7.17s system 1182% cpu 1:08.00 total
  • Find+Substr: 642.97s user 6.90s system 1179% cpu 55.107 total
  • Fast and specific tonumber: 353.31s user 6.58s system 1178% cpu 30.526 total
  • Workers read their chunk at once: 285.57s user 5.84s system 1153% cpu 25.263 total
  • Use Find+Sub instead of Match: 96.62s user 7.01s system 1048% cpu 9.886 total
  • Initialize hash size to minimize rehashes: 93.47s user 6.43s system 1052% cpu 9.489 total
  • Stop GC and reduce amount of string created: 57.66s user 5.52s system 1091% cpu 5.787 total