Expand description
§neat-date-time crate
Dense & serializable representations of dates & times, providing native types & operations to allow space efficient storage.
Browse the Docs.
§Problem statement
Rust’s std (as well as the chrono library) provides general date & time structures, meaning they offer:
- general range
- general precision
A storage price is payed for such generalization. Thus, there is a possible space optimization by fine tuning those two properties for domain specific needs.
§Application example
Lets take the example of stock markets. Trades can be grouped in daily sets and individual trades will happen between the oppening and closing time of the trading session. The possible optimizations are:
- date range: by using a single
u16, we’re able to represent ~179 years – by using an epoch date, anystdorchronodate may be converted tou16back and forth; - time range & precision: we have two options here: use the full 24h range (with as much precision as possible) or use a partial range – lets say, 12h – at the double the precision. If we use a
u32for time, a 24h range would allow a precision of ~20.117µs (or, precisely,1/((2^32)/86400)*1e6µs). On the other hand, if we want a precision of exactly 10µs, a u32 would be able to represent 11:55:49.67296s (from the formulas*1e6 / (2^32) = µs_precision, which resolves tos=(2^32)/1e5)
§Optimization analysis
std::time::Durationuses 96 bits –u32is just 1/3 of it;chrono’sNaiveDateusesi32–u16cuts it in half.
A trading record consisting of a date, time, 8 chars asset, u32 unitary price and u32 quantity would require 68.75% of the original size – a 16/11 relation.
If trades are grouped by asset and date, the size optimized version would require only 60% of the original size.
Adittionaly, serialization is aided by allowing representing dates & times as native integer types.
§Usage example
§Time
#![allow(uncommon_codepoints)]
use neat_date_time::neat_time;
let (h, m, s, ms, µs) = (17, 32, 42, 937, 3);
let expected_duration = std::time::Duration::from_micros(µs+(ms+(s+(m+h*60)*60)*1000)*1000);
let u32_duration = neat_time::u32_from_24h_duration(&expected_duration);
dbg!(u32_duration);
let observed_duration = neat_time::duration_from_24h_u32(u32_duration);
assert_eq!(observed_duration, expected_duration, "std duration <--> u32 conversions failed");§u32 date
use neat_date_time::neat_date;
let (original_year, original_month, original_day) = (1979, 01, 22);
let epoch = neat_date::u32_from_ymd(original_year as u16, original_month as u8, original_day as u8);
dbg!(epoch);
let (reconstructed_year, reconstructed_month, reconstructed_day) = neat_date::ymd_from_u32(epoch);
assert_eq!((reconstructed_year, reconstructed_month, reconstructed_day), (original_year, original_month, original_day), "naive dates <--> u32 conversions failed");§Notes
This is the first version, just refactored out from existing code. The next version will have a better API for general use.
Currently, u16 dates are representable as a delta from a u32 date: just add or subtract the u16 date to/from the u32 absolute date.
Modules§
- neat_
date - Constains utility functions for storing dates (either absolute
u32or relativeu16), so as to save space when compared tochrono::NaiveDate– up to 2x saving. - neat_
time - Contains utility functions for storing durations of varied ranges and precisions on u32,
so as to save space when compared to
std::time::Duration– 96bits vs 32bits -> 3x saving.