Awesome
Dentaku
DESCRIPTION
Dentaku is a parser and evaluator for a mathematical and logical formula language that allows run-time binding of values to variables referenced in the formulas. It is intended to safely evaluate untrusted expressions without opening security holes.
EXAMPLE
This is probably simplest to illustrate in code:
calculator = Dentaku::Calculator.new
calculator.evaluate('10 * 2')
#=> 20
Okay, not terribly exciting. But what if you want to have a reference to a variable, and evaluate it at run-time? Here's how that would look:
calculator.evaluate('kiwi + 5', kiwi: 2)
#=> 7
To enter a case sensitive mode, just pass an option to the calculator instance:
calculator.evaluate('Kiwi + 5', Kiwi: -2, kiwi: 2)
#=> 7
calculator = Dentaku::Calculator.new(case_sensitive: true)
calculator.evaluate('Kiwi + 5', Kiwi: -2, kiwi: 2)
#=> 3
You can also store the variable values in the calculator's memory and then evaluate expressions against those stored values:
calculator.store(peaches: 15)
calculator.evaluate('peaches - 5')
#=> 10
calculator.evaluate('peaches >= 15')
#=> true
For maximum CS geekery, bind
is an alias of store
.
Dentaku understands precedence order and using parentheses to group expressions to ensure proper evaluation:
calculator.evaluate('5 + 3 * 2')
#=> 11
calculator.evaluate('(5 + 3) * 2')
#=> 16
The evaluate
method will return nil
if there is an error in the formula.
If this is not the desired behavior, use evaluate!
, which will raise an
exception.
calculator.evaluate('10 * x')
#=> nil
calculator.evaluate!('10 * x')
Dentaku::UnboundVariableError: Dentaku::UnboundVariableError
Dentaku has built-in functions (including if
, not
, min
, max
, sum
, and
round
) and the ability to define custom functions (see below). Functions
generally work like their counterparts in Excel:
calculator.evaluate('SUM(1, 1, 2, 3, 5, 8)')
#=> 20
calculator.evaluate('if (pears < 10, 10, 20)', pears: 5)
#=> 10
calculator.evaluate('if (pears < 10, 10, 20)', pears: 15)
#=> 20
round
can be called with or without the number of decimal places:
calculator.evaluate('round(8.2)')
#=> 8
calculator.evaluate('round(8.2759, 2)')
#=> 8.28
round
follows rounding rules, while roundup
and rounddown
are ceil
and
floor
, respectively.
If you're too lazy to be building calculator objects, there's a shortcut just for you:
Dentaku('plums * 1.5', plums: 2)
#=> 3.0
PERFORMANCE
The flexibility and safety of Dentaku don't come without a price. Tokenizing a string, parsing to an AST, and then evaluating that AST are about 2 orders of magnitude slower than doing the same math in pure Ruby!
The good news is that most of the time is spent in the tokenization and parsing phases, so if performance is a concern, you can enable AST caching:
Dentaku.enable_ast_cache!
After this, Dentaku will cache the AST of each formula that it evaluates, so subsequent evaluations (even with different values for variables) will be much faster -- closer to 4x native Ruby speed. As usual, these benchmarks should be considered rough estimates, and you should measure with representative formulas from your application. Also, if new formulas are constantly introduced to your application, AST caching will consume more memory with each new formula.
BUILT-IN OPERATORS AND FUNCTIONS
Math: +
, -
, *
, /
, %
, ^
, |
, &
, <<
, >>
Also, all functions from Ruby's Math module, including SIN
, COS
, TAN
, etc.
Comparison: <
, >
, <=
, >=
, <>
, !=
, =
,
Logic: IF
, AND
, OR
, XOR
, NOT
, SWITCH
Numeric: MIN
, MAX
, SUM
, AVG
, COUNT
, ROUND
, ROUNDDOWN
, ROUNDUP
, ABS
, INTERCEPT
Selections: CASE
(syntax see spec)
String: LEFT
, RIGHT
, MID
, LEN
, FIND
, SUBSTITUTE
, CONCAT
, CONTAINS
Collection: MAP
, FILTER
, ALL
, ANY
, PLUCK
RESOLVING DEPENDENCIES
If your formulas rely on one another, they may need to be resolved in a particular order. For example:
calc = Dentaku::Calculator.new
calc.store(monthly_income: 50)
need_to_compute = {
income_taxes: "annual_income / 5",
annual_income: "monthly_income * 12"
}
In the example, annual_income
needs to be computed (and stored) before
income_taxes
.
Dentaku provides two methods to help resolve formulas in order:
Calculator.dependencies
Pass a (string) expression to Dependencies and get back a list of variables (as
:symbols
) that are required for the expression. Dependencies
also takes
into account variables already (explicitly) stored into the calculator.
calc.dependencies("monthly_income * 12")
#=> []
# (since monthly_income is in memory)
calc.dependencies("annual_income / 5")
#=> [:annual_income]
Calculator.solve! / Calculator.solve
Have Dentaku figure out the order in which your formulas need to be evaluated.
Pass in a hash of {eventual_variable_name: "expression"}
to solve!
and
have Dentaku resolve dependencies (using TSort
) for you.
Raises TSort::Cyclic
when a valid expression order cannot be found.
calc = Dentaku::Calculator.new
calc.store(monthly_income: 50)
need_to_compute = {
income_taxes: "annual_income / 5",
annual_income: "monthly_income * 12"
}
calc.solve!(need_to_compute)
#=> {annual_income: 600, income_taxes: 120}
calc.solve!(
make_money: "have_money",
have_money: "make_money"
}
#=> raises TSort::Cyclic
solve!
will also raise an exception if any of the formulas in the set cannot
be evaluated (e.g. raise ZeroDivisionError
). The non-bang solve
method will
find as many solutions as possible and return the symbol :undefined
for the
problem formulas.
INLINE COMMENTS
If your expressions grow long or complex, you may add inline comments for future reference. This is particularly useful if you save your expressions in a model.
calculator.evaluate('kiwi + 5 /* This is a comment */', kiwi: 2)
#=> 7
Comments can be single or multi-line. The following are also valid.
/*
* This is a multi-line comment
*/
/*
This is another type of multi-line comment
*/
EXTERNAL FUNCTIONS
I don't know everything, so I might not have implemented all the functions you need. Please implement your favorites and send a pull request! Okay, so maybe that's not feasible because:
- You can't be bothered to share
- You can't wait for me to respond to a pull request, you need it
NOW()
- The formula is the secret sauce for your startup
Whatever your reasons, Dentaku supports adding functions at runtime. To add a function, you'll need to specify a name, a return type, and a lambda that accepts all function arguments and returns the result value.
Here's an example of adding a function named POW
that implements
exponentiation.
> c = Dentaku::Calculator.new
> c.add_function(:pow, :numeric, ->(mantissa, exponent) { mantissa ** exponent })
> c.evaluate('POW(3,2)')
#=> 9
> c.evaluate('POW(2,3)')
#=> 8
Here's an example of adding a variadic function:
> c = Dentaku::Calculator.new
> c.add_function(:max, :numeric, ->(*args) { args.max })
> c.evaluate 'MAX(8,6,7,5,3,0,9)'
#=> 9
(However both of these are already built-in -- the ^
operator and the MAX
function)
Functions can be added individually using Calculator#add_function, or en masse using Calculator#add_functions.
FUNCTION ALIASES
Every function can be aliased by synonyms. For example, it can be useful if your application is multilingual.
Dentaku.aliases = {
round: ['rrrrround!', 'округлить']
}
Dentaku('rrrrround!(8.2) + округлить(8.4)') # the same as round(8.2) + round(8.4)
# 16
Also, if you need thread-safe aliases you can pass them to Dentaku::Calculator
initializer:
aliases = {
round: ['rrrrround!', 'округлить']
}
c = Dentaku::Calculator.new(aliases: aliases)
c.evaluate('rrrrround!(8.2) + округлить(8.4)')
# 16
THANKS
Big thanks to ElkStone Basements for allowing me to extract and open source this code. Thanks also to all the contributors!
LICENSE
(The MIT License)
Copyright © 2012-2022 Solomon White
Permission is hereby granted, free of charge, to any person obtaining a copy of this software and associated documentation files (the ‘Software’), to deal in the Software without restriction, including without limitation the rights to use, copy, modify, merge, publish, distribute, sublicense, and/or sell copies of the Software, and to permit persons to whom the Software is furnished to do so, subject to the following conditions:
The above copyright notice and this permission notice shall be included in all copies or substantial portions of the Software.
THE SOFTWARE IS PROVIDED ‘AS IS’, WITHOUT WARRANTY OF ANY KIND, EXPRESS OR IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY, FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM, OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE SOFTWARE.