DSL::English::IntegrationWorkflows

Raku package for making (computational) integration workflows using natural language commands (in English.)

The package uses fundamental grammar-, execution-, and error handling functionalities of the package "DSL::Shared", [AAp1]. The package can be used to produce code for the Raku package "Math::NIntegrate", [AAp2], and for the Wolfram Language function NIntegrate, [WRI1].

Installation

From Zef ecosystem:

zef install DSL::English::IntegrationWorkflows

From GitHub:

zef install https://github.com/antononcube/Raku-DSL-English-IntegrationWorkflows.git

Example command parsing

Parse integration specifications to Wolfram Language code:

use DSL::English::IntegrationWorkflows;

my @commands = 
    'integrate 1/x^2 over the range [1,2] with a local adaptive strategy and precision goal 5',
    'numericlly integrate $\frac{1}{\sqrt{x}}$ over the range [0,1] without singularity handling with up to 20 recursion levels', 
    'do symbolic integration of $\frac{1}{\sqrt{x}}$ over the range [0,1]', 
    'integrate numerically exp(-(x^2 + y^2)) over the domain [-Inf, Inf] x [-Inf, Inf] using unite cube rescaling';

for @commands -> $cmd {
    say ToIntegrationWorkflowCode($cmd)
}

#ERROR: Possible misspelling of 'numerically' as 'numericlly'.
#ERROR: Possible misspelling of 'unitcuberescaling' as 'unitecuberescaling'.
# NIntegrate[1/x^2, {x,1,2}, Method -> "LocalAdaptive", PrecisionGoal -> 5]
# NIntegrate[ToExpression["\\frac{1}{\\sqrt{x}}", TeXForm], {x,0,1}, Method -> {"GlobalAdaptive", "SingularityHandler" -> None}, MaxRecursion -> 20]
# Integrate[ToExpression["\\frac{1}{\\sqrt{x}}", TeXForm], {x,0,1}]
# NIntegrate[exp(-(x^2 + y^2)), {x,-Infinity,Infinity}, {y,-Infinity,Infinity}, Method -> "UnitCubeRescaling"]

Remark: The grammar handles misspellings of command words and method names. For method names the word separators are dropped and lower case is used. Hence, the warning messages might be hard to read.

Evaluation

Raku

Generate numerical integration Raku code and evaluate it:

my $cmd= 'numerically integrate 1/sqrt(x) over the range [0,1] without singularity handling with up to 20 recursion levels';
my $res = ToIntegrationWorkflowCode($cmd, 'Raku::Ecosystem');

# nintegrate({1/sqrt($^x)}, ['x',0,1], singularity-handler => "none", max-recursion => 20)

use Math::NIntegrate;
use MONKEY-SEE-NO-EVAL;
EVAL $res;

#ERROR: Failed to converge to prescribed accuracy after 20 recursive bisections in near 5.93674981608222e-08.
# 1.999989210746633

Wolfram Language (WL)

Using package's Command Line Interface (CLI) script check that valid, executable code is obtained by pipelining the interpretation result to wolframscript:

cmd='numerically integrate $\frac{1}{\sqrt{x}}$ over the range [0,1] without singularity handling with up to 20 recursion levels'
ToIntegrationWorkflowCode $cmd | wolframscript

# Wolfram 15.0.1 Kernel for Mac OS X ARM (64-bit)
# Copyright 1988-2026 Wolfram Research, Inc.
# 
# In[1]:= 
# NIntegrate::ncvb: 
#    NIntegrate failed to converge to prescribed accuracy after 20
#                                                      -7
#      recursive bisections in x near {x} = {9.46086 10  }. NIntegrate obtained 
#     1.99994 and 0.0000936659 for the integral and error estimates.
# 
# Out[1]= 1.99994
# 
# In[2]:=

Development

The original Extended Backus-Naur Form (EBNF) grammar for the computational integration workflows was developed 12+ years ago, [AA1], and used in presentations and blog posts discussing and demonstrating the Mathematica (or Wolfram Language) Functional Parsers implementation, [AAp3]. It was both interesting and instructive to reproduce those demos using the Raku package FunctionalParsers, [AAp4] -- see the Jupyter notebook "Integration-language.ipynb".

With "FunctionalParser" the original EBNF grammar was converted to a Raku grammar and demo commands were converted to Raku tests. This was MVP0.

After that the grammar and actions were implemented using a mixture of manual (or human mind) programming and AI-agent programming. See the prompts in "prompts.md" -- the sections order reflects the way the development proceeded.

Of course, the experience and know-how of the implementation of grammars and interpreters of "DSL::English::*" constellation of packages was leveraged. For example, the general package structure, its "top-level" subs, and fuzzy matching.