uCalc API Version: 2.1.3-preview.2 Released: 6/16/2026

Warning

uCalc API Preview Release Notice:The documentation describes the intended behavior of the API. The current preview build contains incomplete features, unoptimized performance, and is subject to breaking changes.

Optimizing Performance in Loops

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Explains the 'Parse-Once, Evaluate-Many' pattern for writing high-performance expressions in loops.

Remarks

⚡ Optimizing Performance: The Parse-Once, Evaluate-Many Pattern

While uCalc's expression parser is highly optimized, the single most important factor for achieving maximum performance is understanding the difference between parsing and evaluation. For expressions that are executed repeatedly, such as inside a loop, using the "Parse-Once, Evaluate-Many" pattern is critical.

This guide explains why this pattern is so effective and how to implement it.

The Problem: The High Cost of Parsing

When you call a convenience method like Eval() or EvalStr(), the uCalc engine performs two major steps:

  1. Parsing: It analyzes the string, breaks it into tokens, and builds an executable plan (an Abstract Syntax Tree). This is the most computationally expensive part.
  2. Evaluation: It executes the plan to produce a result.

Calling these methods inside a loop forces the engine to re-parse the same expression string over and over again, which is highly inefficient.

🐌 The Inefficient Way: Evaluating in a Loop

The following code is simple but will perform poorly if the loop runs many times, as "x * x + 2" is parsed on every single iteration.

// Inefficient: The expression string is parsed on every iteration.for ( i = 1; i <= 1000; i++) {    uc.DefineVariable("x = " + i);    Console.WriteLine(uc.Eval("x * x + 2"));}

The Solution: Parse Once, Evaluate Many

The correct approach is to separate the expensive parsing step from the fast evaluation step.

  1. Parse Once: Before the loop, call Parse() to compile the expression into a reusable Expression object.
  2. Evaluate Many: Inside the loop, call the fast .Evaluate() or .EvaluateStr() method on the pre-parsed object.

🚀 The High-Performance Way

This code is significantly faster because the parsing work is done only once.

// Efficient: The expression is parsed once, before the loop begins.var x_var = uc.DefineVariable("x");var expr = uc.Parse("x * x + 2");for ( i = 1; i <= 1000; i++) {    x_var.Value(i);    // The Evaluate() step is extremely fast.    Console.WriteLine(expr.Evaluate());}}

When is Eval() Okay?

Convenience methods like Eval() and EvalStr() are perfectly acceptable for one-off calculations or in non-performance-critical parts of your application. The "Parse-Once" pattern is specifically designed for scenarios involving repeated evaluation of the same expression structure.

💡 Why uCalc? (Comparative Analysis)

uCalc's two-step evaluation model provides a significant advantage over other common methods for evaluating strings at runtime.

  • vs. C# DataTable.Compute: The common .NET workaround for evaluating strings is slow and lacks features. It must re-parse the expression on every call, making it unsuitable for performance-critical loops.

  • vs. eval() in Scripting Languages: Functions like eval() in Python or JavaScript are also convenient but typically re-parse on every call. They also carry the overhead of a full scripting engine.

  • vs. C# Expression Trees: Building a compiled delegate from a C# Expression Tree provides similar performance benefits, but constructing that tree from a raw string at runtime is a complex, multi-step process. uCalc's Parse() method provides a simple, direct way to get a high-performance, pre-compiled object from a string, offering the best of both worlds: runtime flexibility and near-native execution speed.

Examples

A minimal example demonstrating the basic 'Parse once, Evaluate many' pattern.
				
					using uCalcSoftware;

var uc = new uCalc();
// 1. Parse the expression string once to create a reusable object.
//var expr = uc.Parse("5 * 10");
using (var expr = new uCalc.Expression("5 * 10")) {
   
   // 2. Evaluate the pre-parsed object as many times as needed.
   Console.WriteLine(expr.Evaluate());
   Console.WriteLine(expr.Evaluate());

} // The expression object is automatically released here.
				
			
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					#include <iostream>
#include "uCalc.h"

using namespace std;
using namespace uCalcSoftware;

int main() {
   uCalc uc;
   // 1. Parse the expression string once to create a reusable object.
   //var expr = uc.Parse("5 * 10");
   {
      uCalc::Expression expr("5 * 10");
      expr.Owned(); // Causes expr to be released when it goes out of scope

      // 2. Evaluate the pre-parsed object as many times as needed.
      cout << expr.Evaluate() << endl;
      cout << expr.Evaluate() << endl;

   } // The expression object is automatically released here.
}
				
			
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					Imports System
Imports uCalcSoftware
Public Module Program
   Public Sub Main()
      Dim uc As New uCalc()
      '// 1. Parse the expression string once to create a reusable object.
      '//var expr = uc.Parse("5 * 10");
      Using expr As New uCalc.Expression("5 * 10")
         
         '// 2. Evaluate the pre-parsed object as many times as needed.
         Console.WriteLine(expr.Evaluate())
         Console.WriteLine(expr.Evaluate())
         
      End Using '// The expression object is automatically released here.
   End Sub
End Module
				
			
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A real-world example contrasting the inefficient loop with the high-performance 'Parse-Once' pattern using a changing variable.
				
					using uCalcSoftware;

var uc = new uCalc();
var x_var = uc.DefineVariable("x");
var i = 0;

// --- Inefficient Way ---
Console.WriteLine("--- Inefficient: Eval() in a loop ---");
for ( i = 1; i <= 3; i++) {
   x_var.Value(i);
   Console.WriteLine(uc.Eval("x * x + 2"));
}

Console.WriteLine("");

// --- High-Performance Way ---
Console.WriteLine("--- Efficient: Parse() once, Evaluate() in a loop ---");
// Parse outside the loop
var expr = uc.Parse("x * x + 2");
for ( i = 1; i <= 3; i++) {
   x_var.Value(i);
   // Evaluate the pre-parsed object
   Console.WriteLine(expr.Evaluate());
}
				
			
--- Inefficient: Eval() in a loop ---
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--- Efficient: Parse() once, Evaluate() in a loop ---
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					#include <iostream>
#include "uCalc.h"

using namespace std;
using namespace uCalcSoftware;

int main() {
   uCalc uc;
   auto x_var = uc.DefineVariable("x");
   auto i = 0;

   // --- Inefficient Way ---
   cout << "--- Inefficient: Eval() in a loop ---" << endl;
   for ( i = 1; i <= 3; i++) {
      x_var.Value(i);
      cout << uc.Eval("x * x + 2") << endl;
   }

   cout << "" << endl;

   // --- High-Performance Way ---
   cout << "--- Efficient: Parse() once, Evaluate() in a loop ---" << endl;
   // Parse outside the loop
   auto expr = uc.Parse("x * x + 2");
   for ( i = 1; i <= 3; i++) {
      x_var.Value(i);
      // Evaluate the pre-parsed object
      cout << expr.Evaluate() << endl;
   }
}
				
			
--- Inefficient: Eval() in a loop ---
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--- Efficient: Parse() once, Evaluate() in a loop ---
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					Imports System
Imports uCalcSoftware
Public Module Program
   Public Sub Main()
      Dim uc As New uCalc()
      Dim x_var = uc.DefineVariable("x")
      Dim i = 0
      
      '// --- Inefficient Way ---
      Console.WriteLine("--- Inefficient: Eval() in a loop ---")
      For i  = 1 To 3
         x_var.Value(i)
         Console.WriteLine(uc.Eval("x * x + 2"))
      Next
      
      Console.WriteLine("")
      
      '// --- High-Performance Way ---
      Console.WriteLine("--- Efficient: Parse() once, Evaluate() in a loop ---")
      '// Parse outside the loop
      Dim expr = uc.Parse("x * x + 2")
      For i  = 1 To 3
         x_var.Value(i)
         '// Evaluate the pre-parsed object
         Console.WriteLine(expr.Evaluate())
      Next
   End Sub
End Module
				
			
--- Inefficient: Eval() in a loop ---
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--- Efficient: Parse() once, Evaluate() in a loop ---
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Internal Test: Verifies correct results with multiple variables and a function call within a tight loop using a pre-parsed expression.
				
					using uCalcSoftware;

var uc = new uCalc();
uc.DefineFunction("Calc(a, b) = a * 2 - b");
var x_var = uc.DefineVariable("x");
var y_var = uc.DefineVariable("y");
var i = 0;

var expr = uc.Parse("Calc(x, y) + Sqrt(x)");
for ( i = 1; i <= 4; i++) {
   x_var.Value(i * i); // Use squared values for x
   y_var.Value(i);     // Use linear values for y
   Console.WriteLine(expr.Evaluate());
}
				
			
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					#include <iostream>
#include "uCalc.h"

using namespace std;
using namespace uCalcSoftware;

int main() {
   uCalc uc;
   uc.DefineFunction("Calc(a, b) = a * 2 - b");
   auto x_var = uc.DefineVariable("x");
   auto y_var = uc.DefineVariable("y");
   auto i = 0;

   auto expr = uc.Parse("Calc(x, y) + Sqrt(x)");
   for ( i = 1; i <= 4; i++) {
      x_var.Value(i * i); // Use squared values for x
      y_var.Value(i);     // Use linear values for y
      cout << expr.Evaluate() << endl;
   }
}
				
			
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					Imports System
Imports uCalcSoftware
Public Module Program
   Public Sub Main()
      Dim uc As New uCalc()
      uc.DefineFunction("Calc(a, b) = a * 2 - b")
      Dim x_var = uc.DefineVariable("x")
      Dim y_var = uc.DefineVariable("y")
      Dim i = 0
      
      Dim expr = uc.Parse("Calc(x, y) + Sqrt(x)")
      For i  = 1 To 4
         x_var.Value(i * i) '// Use squared values for x
         y_var.Value(i)     '// Use linear values for y
         Console.WriteLine(expr.Evaluate())
      Next
   End Sub
End Module
				
			
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