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Message #01761
[Bug 882036] Re: rounding error
My small contribution to the troll: Float vs Decimal for OpenERP
----------------------------
Some claims that decimal has no rounding issue and should be used
instead of float that can have rounding issues. People should know that
it's completly false; EVERY NUMERICAL REPRESENTATION IN PYTHON MAY HAVE
ROUNDING ISSUES, so you have to address them.
Illustration of the problem
----------------------------------------
For the simplicity of the example, suppose that 1 EUR = 3 USD (or 1
"Pack of 3 Units" = 3 "PCE"). What do you think will be the result of 3
PCEs sold at one USD each converted to EUR in your accounting ?
>>> from decimal import Decimal as d
>>> d('1') / d('3') * d('3')
Decimal('0.9999999999999999999999999999')
>>> 1.0 / 3.0 * 3.0
1.0
This examples shoiws that the computation of "1/3" is more accurate
using the float representation than the Decimal one.
Of course, you also have the opposite example like:
>>> from decimal import Decimal as d
>>> d('0.145')
Decimal('0.145')
>>> 0.145
0.14499999999999999
In this example, the representation of 0.145 is more accurate in decimal
than in the float. So, whether you use float or decimal, you may face
rounding issues in the computation of unit of measures, currencies, or
taxes (like: tax included in the price)
It also can be a problem when comparing numbers with "==", as showned by
the following Python code:
>>> from decimal import Decimal as d
>>> (d('1') / d('3') * d('3')) == d("1")
False
>>> (0.1+0.1*0.1) == 0.11
False
Solution
--------
So, whether you use floats or decimal representation of numerical values, you will have to handle three things:
- store all results as decimal values: to not propagate rounding issues
- implement a comparison operator instead of using "=="
- get the number represented by your float/decimal number
To illustrate the latest item:
>>> 0.145
0.14499999999999999
It's not a problem to have "0.14499999999999999" if you know that you
have store it in 3 digits in your database: it's evident that this float
number represent 0.145 which is good.
The same apply to decimal, it's not a problem to have
"Decimal('0.9999999999999999999')" because if you know that this number
represent a 3 digits number, you can store it as 1.000.
OpenERP implements and uses these three things in order to be correct in
all numerical representations. We just discovered a bug in the last one
(get the exact numerical number represented by a float value and the fix
of rvalyi fixes this if applied on fields.float with digits).
The problem arrives if someone uses "==" in his code without using a
proper comparison operator.
PS: we do not need to change the clients as they do not perform any
computations.
PROs and CONs
-------------
In my opinion, the main reasons to implement float or decimal in the
code are not related AT ALL to accuracy or the fact that you can use the
'==' operator which is false. You need to implement '==' and conversions
for BOTH decimal and floats.
Both options are good (or both are bad) and both will lead to the same
difficulties (implement the = operator), here are the main reasons to
choose one instead of the other.
PROS for Decimal:
- the main advantage of decimal is to have a range of representable numerical values which is higher than the float one, which is limited by your processor while decimal is limited by your configuration.
- the other advantage of decimal is his rounding operators facilities
CONS for Decimal:
- it's not supported by most web-services like XML-RPC or JSON so you have to pass numbers as strings which is not very clean
- it's very very slow to compute, try this in our python console, you will be surprised:
import time
from decimal import Decimal as d
t = time.time()
val = 0.12
for i in xrange(2**20):
val = val * 2.13
print time.time() - t
t = time.time()
val = d('0.12')
for i in xrange(2**20):
val = val * d('2.13')
print time.time() - t
- it's very easy to introduce development mistakes, and it requires
everything to be converted to decimal from a string. I bet lots of
developers/modules will do that kind of troubles:
>>> d('2') < 3.0
False
- Some/most libraries returns float numbers rather than decimal ones, example with the GTK client: http://www.pygtk.org/pygtk2tutorial/sec-SpinButtons.html So you have to handle the complexity of using float AND the complexity of using decimals. If you get a float number from a lib, you will be embarased to convert it to a decimal:
>>> d(2.5)
Traceback (most recent call last):
File "<stdin>", line 1, in <module>
File "/usr/lib/python2.6/decimal.py", line 649, in __new__
"First convert the float to a string")
TypeError: Cannot convert float to Decimal. First convert the float to a string
>>> d('%.2f' % 0.145)
Decimal('0.14')
- I don't think you can use the context facilities in an ERP for the
precision/rounding as it's global and not per number so the advantage of
having a global context is not useful for our need. (suppose you
multiple UoM, Qty and Price and Tax)
The good thing is that no company in the world would probably be impacted by float or decimal representation approximation of numerical values as you need about 100000 times the turnover of Microsoft in one single invoice in order to have a rounding issue of 0.01. (on a 64 bit machine, I suggest to buy & 128 bit machine if you are in this situation :)
The main problem of both is to not introduce development bugs due to
computing exact representation or '==' operator. -> that's the reason of
this bug which is easily solved by the solution of Rvalyi'solution to be
put in fields.float (no need in others part in my opinion as it's just
for storage; GTK client does not computed numbers)
--
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Indian Team, which is subscribed to OpenERP Server.
https://bugs.launchpad.net/bugs/882036
Title:
rounding error
Status in OpenERP Server:
New
Bug description:
Concerns 6.0 and trunk.
If you define a precision of 0.01, the rounding of 0.125 must be 0.13 and not 0.12. The error is in the call of the format string "%.2f"%val which introduces a mathematical error. The round function must be called to apply the correct rounding before formatting the string. It should be:
"%.2f"%round(val*100)/100
Fix class digits_change of class float in the server. BUT fix also the gtk client AND web client as they all have that error (I let you find the right line)
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References