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Float vs Decimal in ActiveRecord

Sometimes, Activerecord data types confuse me. Err, often. One of my eternal questions is, for a given case,

Should I use :decimal or :float?

I've often come across this link, ActiveRecord: :decimal vs :float?, but the answers aren't quite clear enough for me to be certain:

I've seen many threads where people recommend flat out to never use float and always use decimal. I've also seen suggestions by some people to use float for scientific applications only.

Here are some example cases:

Geolocation/latitude/longitude: -45.756688, 120.5777777, ...

Ratio/percentage: 0.9, 1.25, 1.333, 1.4143, ...

I have used :decimal in the past, but I found dealing with BigDecimal objects in Ruby was unnecessarily awkward as compared to a float. I also know I can use :integer to represent money/cents, for example, but it doesn't quite fit for other cases, for example when quantities in which precision could change over time.

What are the advantages/disadvantages of using each?

What would be some good rules of thumb to know which type to use?


J
Jonathan Allard

I remember my CompSci professor saying never to use floats for currency.

The reason for that is how the IEEE specification defines floats in binary format. Basically, it stores sign, fraction and exponent to represent a Float. It's like a scientific notation for binary (something like +1.43*10^2). Because of that, it is impossible to store fractions and decimals in Float exactly.

That's why there is a Decimal format. If you do this:

irb:001:0> "%.47f" % (1.0/10)
=> "0.10000000000000000555111512312578270211815834045" # not "0.1"!

whereas if you just do

irb:002:0> (1.0/10).to_s
=> "0.1" # the interprer rounds the number for you

So if you are dealing with small fractions, like compounding interests, or maybe even geolocation, I would highly recommend Decimal format, since in decimal format 1.0/10 is exactly 0.1.

However, it should be noted that despite being less accurate, floats are processed faster. Here's a benchmark:

require "benchmark" 
require "bigdecimal" 

d = BigDecimal.new(3) 
f = Float(3)

time_decimal = Benchmark.measure{ (1..10000000).each { |i| d * d } } 
time_float = Benchmark.measure{ (1..10000000).each { |i| f * f } }

puts time_decimal 
#=> 6.770960 seconds 
puts time_float 
#=> 0.988070 seconds

Answer

Use float when you don't care about precision too much. For example, some scientific simulations and calculations only need up to 3 or 4 significant digits. This is useful in trading off accuracy for speed. Since they don't need precision as much as speed, they would use float.

Use decimal if you are dealing with numbers that need to be precise and sum up to correct number (like compounding interests and money-related things). Remember: if you need precision, then you should always use decimal.


So if I understand correctly, float is in base-2 whereas decimal is in base-10? What would be a good use for float? What does your example do, and demonstrate?
Don't you mean +1.43*2^10 rather than +1.43*10^2?
For future visitors, the best data type for currency is integer, not decimal. If the precision of the field is pennies then the field would be an integer in pennies (not a decimal in dollars). I worked in the IT department of a bank and that is how it was done there. Some fields were in higher precision (such as hundredths of a penny) but they were still integers .
@adg is right : bigdecimal is also a poor choice for currency.
@adg you're right. I've been working with some accounting and financial applications over the past few years and we store all our currency fields in integer columns. It's much safer for this cases.
r
ryan0

In Rails 3.2.18, :decimal turns into :integer when using SQLServer, but it works fine in SQLite. Switching to :float solved this issue for us.

The lesson learned is "always use homogeneous development and deployment databases!"


Good point, 3 years later of doing Rails, I wholeheartedly agree.
"always use homogeneous development and deployment databases!"
This clue helped me. Thanks for that!
R
Rokibul Hasan

In Rails 4.1.0, I have faced problem with saving latitude and longitude to MySql database. It can't save large fraction number with float data type. And I change the data type to decimal and working for me.

def change
    change_column :cities, :latitude, :decimal, :precision => 15, :scale => 13
    change_column :cities, :longitude, :decimal, :precision => 15, :scale => 13
  end

I save my :latitude and :longitude as floats in Postgres, and that works just fine.
@Robikul: yes, that's good, but overkill. decimal(13,9) is sufficient for latitude and longitude. @ScottW: I don't recall, but if Postgres uses IEEE floats, it only "works fine" because you haven't run into problems... YET. It is an insufficient format for latitude and longitude. Yo will eventually have errors in the least significant digits.
@LonnyEachus what makes IEEE floats insufficient for lat/longs?
@AlexanderSuraphel If you're using decimal latitude and longitude, an IEEE float is susceptible to errors in the least significant digits. So your latitude and longitude might have precision of 1 meter for example, but you might have errors of 100 meters or more. This is especially true if you're using them in calculations.