AST Manipulation Master 2025-08-15
This started as a joke inspired by the programming language speed comparison meme, but let’s see if we can actually create a function that generates functions with arbitrary nested loops in R!
Before we dive into the implementation, it’s essential to understand what makes this possible. R is a homoiconic language, meaning that code and data share the same representation. In R, functions are first-class objects that can be manipulated programmatically, and expressions are represented as language objects that can be constructed and modified at runtime.
This homoiconicity allows us to:
call()
, quote()
, and
substitute()
R’s language objects can be constructed using base functions such as
call()
for creating function calls, quote()
for capturing expressions without evaluation, and
substitute()
for template-based expression manipulation.
This is exactly what we’re exploiting to create arbitrary levels of
nested loops.
We want to create a function create_nested_loops(n, k)
that:
n
(number of nested loops) and k
(iterations per loop)create_nested_loops_v1 <- function(n, k, action = quote(counter <- counter + 1)) {
if (n <= 0) stop("Number of loops must be positive")
# Pure functional composition using Reduce - no explicit loops!
# Map over indices n:1 and compose AST elements
body_expr <- Reduce(
f = function(body, i) call("for", as.name(paste0("i", i)), call(":", 1, k), body),
x = n:1,
init = action
)
# Compose complete function using call() for cleaner AST
complete_body <- call("{",
quote(counter <- 0),
body_expr,
quote(return(counter)))
# Function factory pattern
f <- function() {}
body(f) <- complete_body
f
}
# Test with 3 nested loops of 5 iterations each
nested_3_5 <- create_nested_loops_v1(3, 5)
cat("Generated function body:\n")
#> Generated function body:
print(nested_3_5)
#> function ()
#> {
#> counter <- 0
#> for (i1 in 1:5) for (i2 in 1:5) for (i3 in 1:5) counter <- counter +
#> 1
#> return(counter)
#> }
#> <environment: 0x5d8f12221a58>
cat("\n")
result1 <- nested_3_5()
cat("3 nested loops of 5 iterations:", result1, "total iterations\n")
#> 3 nested loops of 5 iterations: 125 total iterations
cat("Expected:", 5^3, "\n")
#> Expected: 125
create_nested_loops_v2 <- function(n, k, action = quote(counter <- counter + 1)) {
if (n <= 0) stop("Number of loops must be positive")
# Ultra-concise: single Reduce call with lambda syntax
f <- function() {}
body(f) <- call("{",
quote(counter <- 0),
Reduce(function(body, i) call("for", as.name(paste0("i", i)), call(":", 1, k), body),
n:1, action),
quote(return(counter)))
f
}
# Test the base R version
nested_4_3 <- create_nested_loops_v2(4, 3)
cat("Generated function body (call objects):\n")
#> Generated function body (call objects):
print(nested_4_3)
#> function ()
#> {
#> counter <- 0
#> for (i1 in 1:3) for (i2 in 1:3) for (i3 in 1:3) for (i4 in 1:3) counter <- counter +
#> 1
#> return(counter)
#> }
#> <environment: 0x5d8f10c4fe00>
cat("\n")
result2 <- nested_4_3()
cat("4 nested loops of 3 iterations:", result2, "total iterations\n")
#> 4 nested loops of 3 iterations: 81 total iterations
cat("Expected:", 3^4, "\n")
#> Expected: 81
create_nested_loops_v3 <- function(n, k, action = quote(counter <- counter + 1)) {
if (n <= 0) stop("Number of loops must be positive")
# Inspired by codetools' makeCodeWalker pattern
# Create a "walker" that builds nested structures
makeLoopBuilder <- function(depth, max_depth, body) {
force(depth); force(max_depth); force(body) # Avoid deferred evaluation
if (depth > max_depth) return(body)
# Use Tailcall for stack efficiency like in codetools
Tailcall(makeLoopBuilder,
depth + 1,
max_depth,
call("for", as.name(paste0("i", depth)), call(":", 1, k), body))
}
# Build using tail recursion
body_expr <- makeLoopBuilder(1, n, action)
f <- function() {}
body(f) <- call("{", quote(counter <- 0), body_expr, quote(return(counter)))
f
}
# Test recursive approach
nested_2_10 <- create_nested_loops_v3(2, 10)
cat("Generated function (string method):\n")
#> Generated function (string method):
print(nested_2_10)
#> function ()
#> {
#> counter <- 0
#> for (i2 in 1:10) for (i1 in 1:10) counter <- counter + 1
#> return(counter)
#> }
#> <environment: 0x5d8f121be620>
cat("\n")
result3 <- nested_2_10()
cat("2 nested loops of 10 iterations:", result3, "total iterations\n")
#> 2 nested loops of 10 iterations: 100 total iterations
cat("Expected:", 10^2, "\n")
#> Expected: 100
create_nested_loops_v4 <- function(n, k, action = quote(counter <- counter + 1)) {
if (n <= 0) stop("Number of loops must be positive")
# Map-Reduce pattern: Map indices to loop constructors, then Reduce to compose
loop_constructors <- Map(
function(i) function(body) call("for", as.name(paste0("i", i)), call(":", 1, k), body),
n:1
)
# Reduce all constructors into final expression
body_expr <- Reduce(function(acc, f) f(acc), loop_constructors, action)
f <- function() {}
body(f) <- call("{", quote(counter <- 0), body_expr, quote(return(counter)))
f
}
# Test the map-reduce version
nested_mapreduce <- create_nested_loops_v4(3, 4)
cat("Generated function body (Map-Reduce method):\n")
#> Generated function body (Map-Reduce method):
print(nested_mapreduce)
#> function ()
#> {
#> counter <- 0
#> for (i1 in 1:4) for (i2 in 1:4) for (i3 in 1:4) counter <- counter +
#> 1
#> return(counter)
#> }
#> <environment: 0x5d8f0fb8d658>
cat("\n")
result_mapreduce <- nested_mapreduce()
cat("Map-Reduce pattern - 3 nested loops of 4 iterations:", result_mapreduce, "total iterations\n")
#> Map-Reduce pattern - 3 nested loops of 4 iterations: 64 total iterations
cat("Expected:", 4^3, "\n")
#> Expected: 64
create_nested_loops_v5 <- function(n, k, action = quote(counter <- counter + 1)) {
if (n <= 0) stop("Number of loops must be positive")
# Point-free style: compose functions without explicit intermediate variables
# Using functional composition patterns in base R
f <- function() {}
indices <- n:1
body_expr <- Reduce(function(body, i) call("for", as.name(paste0("i", i)), call(":", 1, k), body),
indices, action)
body(f) <- call("{", quote(counter <- 0), body_expr, quote(return(counter)))
f
}
# Even more concise one-liner version
create_loops_oneliner <- function(n, k, action = quote(counter <- counter + 1)) {
f <- function() {}
body(f) <- call("{", quote(counter <- 0),
Reduce(function(b, i) call("for", as.name(paste0("i", i)), call(":", 1, k), b), n:1, action),
quote(return(counter)))
f
}
# Test point-free version
nested_pointfree <- create_nested_loops_v5(2, 5)
cat("Generated function body (Point-free method):\n")
#> Generated function body (Point-free method):
print(nested_pointfree)
#> function ()
#> {
#> counter <- 0
#> for (i1 in 1:5) for (i2 in 1:5) counter <- counter + 1
#> return(counter)
#> }
#> <environment: 0x5d8f120ed988>
cat("\n")
result_pointfree <- nested_pointfree()
cat("Point-free style - 2 nested loops of 5 iterations:", result_pointfree, "total iterations\n")
#> Point-free style - 2 nested loops of 5 iterations: 25 total iterations
cat("Expected:", 5^2, "\n")
#> Expected: 25
# Test the one-liner
cat("\n=== Testing the one-liner version ===\n")
#>
#> === Testing the one-liner version ===
oneliner_func <- create_loops_oneliner(4, 2)
oneliner_result <- oneliner_func()
cat("One-liner - 4 nested loops of 2 iterations:", oneliner_result, "total iterations\n")
#> One-liner - 4 nested loops of 2 iterations: 16 total iterations
cat("Expected:", 2^4, "\n")
#> Expected: 16
# Inspired by codetools' makeCodeWalker - build AST without any loops!
create_walker_loops <- function(n, k, action = quote(counter <- counter + 1)) {
if (n <= 0) stop("Number of loops must be positive")
# Create a "walker" pattern like in codetools
makeLoopWalker <- function(indices) {
# Use Map to transform each index into a loop constructor function
constructors <- Map(function(i) function(body) call("for", as.name(paste0("i", i)), call(":", 1, k), body), indices)
# Compose all constructors using functional composition
function(init_body) Reduce(function(acc, f) f(acc), constructors, init_body)
}
# Apply the walker pattern
walker <- makeLoopWalker(n:1)
body_expr <- walker(action)
f <- function() {}
body(f) <- call("{", quote(counter <- 0), body_expr, quote(return(counter)))
f
}
# Test walker pattern
cat("=== Testing codetools-inspired walker pattern ===\n")
#> === Testing codetools-inspired walker pattern ===
nested_walker <- create_walker_loops(5, 2)
cat("Generated function body (Walker pattern):\n")
#> Generated function body (Walker pattern):
print(nested_walker)
#> function ()
#> {
#> counter <- 0
#> for (i1 in 1:2) for (i2 in 1:2) for (i3 in 1:2) for (i4 in 1:2) for (i5 in 1:2) counter <- counter +
#> 1
#> return(counter)
#> }
#> <environment: 0x5d8f13b21d30>
cat("\n")
result_walker <- nested_walker()
cat("Walker pattern - 5 nested loops of 2 iterations:", result_walker, "total iterations\n")
#> Walker pattern - 5 nested loops of 2 iterations: 32 total iterations
cat("Expected:", 2^5, "\n")
#> Expected: 32
# Show the elegance - create 10 nested loops with zero explicit loops in our code!
cat("\n=== Demonstrating zero-loop creation of 10 nested loops ===\n")
#>
#> === Demonstrating zero-loop creation of 10 nested loops ===
ten_loops <- create_walker_loops(10, 2)
ten_result <- ten_loops()
cat("Created 10 nested loops without using ANY loops in our generator code!\n")
#> Created 10 nested loops without using ANY loops in our generator code!
cat("Result:", ten_result, "iterations\n")
#> Result: 1024 iterations
cat("Expected:", 2^10, "\n")
#> Expected: 1024
# Traditional approach (for comparison)
static_3_loops <- function(k) {
counter <- 0
for (i1 in 1:k) {
for (i2 in 1:k) {
for (i3 in 1:k) {
counter <- counter + 1
}
}
}
return(counter)
}
# Create all our functional variants
k <- 50
dynamic_v1 <- create_nested_loops_v1(3, k)
dynamic_v2 <- create_nested_loops_v2(3, k)
dynamic_v3 <- create_nested_loops_v3(3, k)
dynamic_v4 <- create_nested_loops_v4(3, k)
dynamic_v5 <- create_nested_loops_v5(3, k)
dynamic_v6 <- create_walker_loops(3, k)
dynamic_oneliner <- create_loops_oneliner(3, k)
# Performance comparison
if (requireNamespace("microbenchmark", quietly = TRUE)) {
library(microbenchmark)
benchmark_results <- microbenchmark(
static = static_3_loops(k),
functional_v1 = dynamic_v1(),
ultra_concise_v2 = dynamic_v2(),
tailcall_v3 = dynamic_v3(),
mapreduce_v4 = dynamic_v4(),
pointfree_v5 = dynamic_v5(),
walker_v6 = dynamic_v6(),
oneliner = dynamic_oneliner(),
times = 100
)
print(benchmark_results)
cat("\n=== Performance Analysis ===\n")
cat("All functional approaches avoid explicit loops in the generator code!\n")
cat("The point-free and one-liner versions are particularly elegant.\n")
} else {
# Simple timing if microbenchmark not available
cat("=== Simple Timing Comparison ===\n")
timing_test <- function(name, func, iterations = 100) {
start_time <- Sys.time()
for(i in 1:iterations) func()
end_time <- Sys.time()
time_diff <- as.numeric(end_time - start_time, units = "secs")
cat(sprintf("%-20s: %.4f seconds\n", name, time_diff))
time_diff
}
timing_test("Static (traditional)", function() static_3_loops(k))
timing_test("Functional v1", dynamic_v1)
timing_test("Ultra-concise v2", dynamic_v2)
timing_test("Tailcall v3", dynamic_v3)
timing_test("Map-Reduce v4", dynamic_v4)
timing_test("Point-free v5", dynamic_v5)
timing_test("Walker v6", dynamic_v6)
timing_test("One-liner", dynamic_oneliner)
}
#> Unit: milliseconds
#> expr min lq mean median uq max
#> static 3.698305 4.267651 5.011830 4.868740 5.330950 17.76706
#> functional_v1 3.730084 4.285182 5.370850 4.892242 5.559541 32.06804
#> ultra_concise_v2 3.752712 4.140611 5.107915 4.758671 5.330671 34.69009
#> tailcall_v3 3.614775 4.266394 5.227520 4.725810 5.473845 29.84136
#> mapreduce_v4 26.077337 29.195854 33.521531 31.800027 34.784030 116.71344
#> pointfree_v5 25.775204 29.498268 32.715182 32.107573 34.919627 52.74099
#> walker_v6 3.616871 4.195576 5.488486 4.715788 5.201744 65.56944
#> oneliner 3.609468 4.306971 5.288202 4.824461 5.387277 38.83797
#> neval
#> 100
#> 100
#> 100
#> 100
#> 100
#> 100
#> 100
#> 100
#>
#> === Performance Analysis ===
#> All functional approaches avoid explicit loops in the generator code!
#> The point-free and one-liner versions are particularly elegant.
cat("\n=== Code Conciseness Analysis ===\n")
#>
#> === Code Conciseness Analysis ===
cat("Method 2 (Ultra-concise): ~4 lines of actual logic\n")
#> Method 2 (Ultra-concise): ~4 lines of actual logic
cat("One-liner version: Entire function generator in 1 expression!\n")
#> One-liner version: Entire function generator in 1 expression!
cat("Walker pattern: Zero explicit loops, maximum functional composition\n")
#> Walker pattern: Zero explicit loops, maximum functional composition
# Create a matrix builder using pure functional composition
create_matrix_builder <- function(rows, cols) {
# Action: result[i1, i2] <- i1 * i2 (no loops in construction!)
action <- call("<-",
call("[", quote(result), quote(i1), quote(i2)),
call("*", quote(i1), quote(i2)))
# Build nested loops using pure functional composition
specs <- list(list(var = "i1", max = rows), list(var = "i2", max = cols))
body_expr <- Reduce(
function(body, spec) call("for", as.name(spec$var), call(":", 1, spec$max), body),
rev(specs),
action
)
# Complete function using functional pipeline
f <- function() {}
body(f) <- call("{",
call("<-", quote(result), call("matrix", 0, nrow = rows, ncol = cols)),
body_expr,
quote(return(result)))
f
}
# Test matrix builder (created without any explicit loops!)
matrix_builder <- create_matrix_builder(4, 5)
cat("Generated matrix builder function body:\n")
#> Generated matrix builder function body:
print(matrix_builder)
#> function ()
#> {
#> result <- matrix(0, nrow = 4, ncol = 5)
#> for (i1 in 1:4) for (i2 in 1:5) result[i1, i2] <- i1 * i2
#> return(result)
#> }
#> <environment: 0x5d8f12c74ef8>
cat("\n")
my_matrix <- matrix_builder()
print(my_matrix)
#> [,1] [,2] [,3] [,4] [,5]
#> [1,] 1 2 3 4 5
#> [2,] 2 4 6 8 10
#> [3,] 3 6 9 12 15
#> [4,] 4 8 12 16 20
# WARNING: Don't actually run this unless you have time to kill!
# This would create the equivalent of the benchmark from the meme
create_billion_iteration_function <- function() {
k <- 10^9
n <- 1
cat("Creating function with", n, "nested loops of", k, "iterations each\n")
cat("Total iterations:", k^n, "\n")
create_nested_loops_v1(n, k)
}
# Generate but don't run (for your sanity)
billion_func <- create_billion_iteration_function()
cat("Function created! (But we won't run it...)\n")
Achievement Unlocked: We’ve created nested loops without using ANY loops in our generators! 🎯
Our functional approaches demonstrate several key principles:
Reduce()
and Map()
to build language
objectsTailcall()
and walker patterns from R’s internalsWe’ve achieved the programming equivalent of M.C. Escher’s “Drawing Hands” - loops creating loops without being loops themselves!
Key R features that make this possible:
call()
- Language object constructionReduce()
- Functional fold operationMap()
- Functional mapping without loopsTailcall()
- Stack-efficient recursion from R
internalsbody<-()
- Direct function body manipulationR’s homoiconic nature means we can treat code as data, manipulate ASTs as regular objects, and compose complex nested structures through pure functional programming - all without writing a single explicit loop to generate unlimited nested loops!
This isn’t just about avoiding loops for the sake of it - it’s about demonstrating that R’s functional programming capabilities can elegantly solve problems that seem to require imperative constructs.
R doesn’t just compete in the nested loop olympics - it redefines the game entirely! 🚀
# One final demonstration: The ultimate meta-achievement
cat("🎯 FINAL DEMONSTRATION: Creating 6 nested loops with ZERO loops in our code!\n\n")
#> 🎯 FINAL DEMONSTRATION: Creating 6 nested loops with ZERO loops in our code!
# Using our most elegant approach
ultimate_func <- create_loops_oneliner(6, 3)
cat("Generated function structure analysis:\n")
#> Generated function structure analysis:
cat("- Created via: Pure functional composition\n")
#> - Created via: Pure functional composition
cat("- Generator loops used: 0\n")
#> - Generator loops used: 0
cat("- Target loops created: 6\n")
#> - Target loops created: 6
cat("- Code lines in generator: 1\n\n")
#> - Code lines in generator: 1
ultimate_result <- ultimate_func()
cat("🔥 RESULT:", ultimate_result, "total iterations\n")
#> 🔥 RESULT: 729 total iterations
cat("✅ EXPECTED:", 3^6, "\n")
#> ✅ EXPECTED: 729
cat("🎉 SUCCESS: Math checks out!\n\n")
#> 🎉 SUCCESS: Math checks out!
cat("🏆 ACHIEVEMENT: We've officially created loops without using loops!\n")
#> 🏆 ACHIEVEMENT: We've officially created loops without using loops!
cat("🤯 This is the programming equivalent of pulling yourself up by your bootstraps!\n")
#> 🤯 This is the programming equivalent of pulling yourself up by your bootstraps!
# The TRULY ridiculous test - 1000 NESTED LOOPS created with ZERO explicit loops!
# Using pure functional composition - the ultimate meta-programming achievement!
cat("🚀 === ULTIMATE CHALLENGE: 1000 NESTED LOOPS with ZERO-LOOP CONSTRUCTION ===\n")
#> 🚀 === ULTIMATE CHALLENGE: 1000 NESTED LOOPS with ZERO-LOOP CONSTRUCTION ===
cat("Creating a function with 1000 levels of nesting using pure functional programming!\n")
#> Creating a function with 1000 levels of nesting using pure functional programming!
cat("Generator method: Point-free functional composition (no loops whatsoever)\n\n")
#> Generator method: Point-free functional composition (no loops whatsoever)
# Use our most concise approach for maximum elegance
cat("🔧 Building AST for 1000 nested loops using pure functional composition...\n")
#> 🔧 Building AST for 1000 nested loops using pure functional composition...
thousand_loops_func <- create_loops_oneliner(1000, 1)
cat("📊 Generated function analysis:\n")
#> 📊 Generated function analysis:
func_str <- deparse(body(thousand_loops_func))
cat("- AST lines generated:", length(func_str), "\n")
#> - AST lines generated: 6
cat("- Generator loops used: 0 (pure functional composition!)\n")
#> - Generator loops used: 0 (pure functional composition!)
cat("- Object size:", format(object.size(thousand_loops_func), units = "Kb"), "\n")
#> - Object size: 657.7 Kb
cat("- Nesting depth: 1000 levels\n")
#> - Nesting depth: 1000 levels
cat("- Construction method: One-liner functional composition\n\n")
#> - Construction method: One-liner functional composition
cat("🎯 Sample of generated AST structure:\n")
#> 🎯 Sample of generated AST structure:
cat("First 3 lines:\n", paste(func_str[1:3], collapse = "\n"), "\n")
#> First 3 lines:
#> {
#> counter <- 0
#> for (i1 in 1:1) for (i2 in 1:1) for (i3 in 1:1) for (i4 in 1:1) for (i5 in 1:1) for (i6 in 1:1) for (i7 in 1:1) for (i8 in 1:1) for (i9 in 1:1) for (i10 in 1:1) for (i11 in 1:1) for (i12 in 1:1) for (i13 in 1:1) for (i14 in 1:1) for (i15 in 1:1) for (i16 in 1:1) for (i17 in 1:1) for (i18 in 1:1) for (i19 in 1:1) for (i20 in 1:1) for (i21 in 1:1) for (i22 in 1:1) for (i23 in 1:1) for (i24 in 1:1) for (i25 in 1:1) for (i26 in 1:1) for (i27 in 1:1) for (i28 in 1:1) for (i29 in 1:1) for (i30 in 1:1) for (i31 in 1:1) for (i32 in 1:1) for (i33 in 1:1) for (i34 in 1:1) for (i35 in 1:1) for (i36 in 1:1) for (i37 in 1:1) for (i38 in 1:1) for (i39 in 1:1) for (i40 in 1:1) for (i41 in 1:1) for (i42 in 1:1) for (i43 in 1:1) for (i44 in 1:1) for (i45 in 1:1) for (i46 in 1:1) for (i47 in 1:1) for (i48 in 1:1) for (i49 in 1:1) for (i50 in 1:1) for (i51 in 1:1) for (i52 in 1:1) for (i53 in 1:1) for (i54 in 1:1) for (i55 in 1:1) for (i56 in 1:1) for (i57 in 1:1) for (i58 in 1:1) for (i59 in 1:1) for (i60 in 1:1) for (i61 in 1:1) for (i62 in 1:1) for (i63 in 1:1) for (i64 in 1:1) for (i65 in 1:1) for (i66 in 1:1) for (i67 in 1:1) for (i68 in 1:1) for (i69 in 1:1) for (i70 in 1:1) for (i71 in 1:1) for (i72 in 1:1) for (i73 in 1:1) for (i74 in 1:1) for (i75 in 1:1) for (i76 in 1:1) for (i77 in 1:1) for (i78 in 1:1) for (i79 in 1:1) for (i80 in 1:1) for (i81 in 1:1) for (i82 in 1:1) for (i83 in 1:1) for (i84 in 1:1) for (i85 in 1:1) for (i86 in 1:1) for (i87 in 1:1) for (i88 in 1:1) for (i89 in 1:1) for (i90 in 1:1) for (i91 in 1:1) for (i92 in 1:1) for (i93 in 1:1) for (i94 in 1:1) for (i95 in 1:1) for (i96 in 1:1) for (i97 in 1:1) for (i98 in 1:1) for (i99 in 1:1) for (i100 in 1:1) for (i101 in 1:1) for (i102 in 1:1) for (i103 in 1:1) for (i104 in 1:1) for (i105 in 1:1) for (i106 in 1:1) for (i107 in 1:1) for (i108 in 1:1) for (i109 in 1:1) for (i110 in 1:1) for (i111 in 1:1) for (i112 in 1:1) for (i113 in 1:1) for (i114 in 1:1) for (i115 in 1:1) for (i116 in 1:1) for (i117 in 1:1) for (i118 in 1:1) for (i119 in 1:1) for (i120 in 1:1) for (i121 in 1:1) for (i122 in 1:1) for (i123 in 1:1) for (i124 in 1:1) for (i125 in 1:1) for (i126 in 1:1) for (i127 in 1:1) for (i128 in 1:1) for (i129 in 1:1) for (i130 in 1:1) for (i131 in 1:1) for (i132 in 1:1) for (i133 in 1:1) for (i134 in 1:1) for (i135 in 1:1) for (i136 in 1:1) for (i137 in 1:1) for (i138 in 1:1) for (i139 in 1:1) for (i140 in 1:1) for (i141 in 1:1) for (i142 in 1:1) for (i143 in 1:1) for (i144 in 1:1) for (i145 in 1:1) for (i146 in 1:1) for (i147 in 1:1) for (i148 in 1:1) for (i149 in 1:1) for (i150 in 1:1) for (i151 in 1:1) for (i152 in 1:1) for (i153 in 1:1) for (i154 in 1:1) for (i155 in 1:1) for (i156 in 1:1) for (i157 in 1:1) for (i158 in 1:1) for (i159 in 1:1) for (i160 in 1:1) for (i161 in 1:1) for (i162 in 1:1) for (i163 in 1:1) for (i164 in 1:1) for (i165 in 1:1) for (i166 in 1:1) for (i167 in 1:1) for (i168 in 1:1) for (i169 in 1:1) for (i170 in 1:1) for (i171 in 1:1) for (i172 in 1:1) for (i173 in 1:1) for (i174 in 1:1) for (i175 in 1:1) for (i176 in 1:1) for (i177 in 1:1) for (i178 in 1:1) for (i179 in 1:1) for (i180 in 1:1) for (i181 in 1:1) for (i182 in 1:1) for (i183 in 1:1) for (i184 in 1:1) for (i185 in 1:1) for (i186 in 1:1) for (i187 in 1:1) for (i188 in 1:1) for (i189 in 1:1) for (i190 in 1:1) for (i191 in 1:1) for (i192 in 1:1) for (i193 in 1:1) for (i194 in 1:1) for (i195 in 1:1) for (i196 in 1:1) for (i197 in 1:1) for (i198 in 1:1) for (i199 in 1:1) for (i200 in 1:1) for (i201 in 1:1) for (i202 in 1:1) for (i203 in 1:1) for (i204 in 1:1) for (i205 in 1:1) for (i206 in 1:1) for (i207 in 1:1) for (i208 in 1:1) for (i209 in 1:1) for (i210 in 1:1) for (i211 in 1:1) for (i212 in 1:1) for (i213 in 1:1) for (i214 in 1:1) for (i215 in 1:1) for (i216 in 1:1) for (i217 in 1:1) for (i218 in 1:1) for (i219 in 1:1) for (i220 in 1:1) for (i221 in 1:1) for (i222 in 1:1) for (i223 in 1:1) for (i224 in 1:1) for (i225 in 1:1) for (i226 in 1:1) for (i227 in 1:1) for (i228 in 1:1) for (i229 in 1:1) for (i230 in 1:1) for (i231 in 1:1) for (i232 in 1:1) for (i233 in 1:1) for (i234 in 1:1) for (i235 in 1:1) for (i236 in 1:1) for (i237 in 1:1) for (i238 in 1:1) for (i239 in 1:1) for (i240 in 1:1) for (i241 in 1:1) for (i242 in 1:1) for (i243 in 1:1) for (i244 in 1:1) for (i245 in 1:1) for (i246 in 1:1) for (i247 in 1:1) for (i248 in 1:1) for (i249 in 1:1) for (i250 in 1:1) for (i251 in 1:1) for (i252 in 1:1) for (i253 in 1:1) for (i254 in 1:1) for (i255 in 1:1) for (i256 in 1:1) for (i257 in 1:1) for (i258 in 1:1) for (i259 in 1:1) for (i260 in 1:1) for (i261 in 1:1) for (i262 in 1:1) for (i263 in 1:1) for (i264 in 1:1) for (i265 in 1:1) for (i266 in 1:1) for (i267 in 1:1) for (i268 in 1:1) for (i269 in 1:1) for (i270 in 1:1) for (i271 in 1:1) for (i272 in 1:1) for (i273 in 1:1) for (i274 in 1:1) for (i275 in 1:1) for (i276 in 1:1) for (i277 in 1:1) for (i278 in 1:1) for (i279 in 1:1) for (i280 in 1:1) for (i281 in 1:1) for (i282 in 1:1) for (i283 in 1:1) for (i284 in 1:1) for (i285 in 1:1) for (i286 in 1:1) for (i287 in 1:1) for (i288 in 1:1) for (i289 in 1:1) for (i290 in 1:1) for (i291 in 1:1) for (i292 in 1:1) for (i293 in 1:1) for (i294 in 1:1) for (i295 in 1:1) for (i296 in 1:1) for (i297 in 1:1) for (i298 in 1:1) for (i299 in 1:1) for (i300 in 1:1) for (i301 in 1:1) for (i302 in 1:1) for (i303 in 1:1) for (i304 in 1:1) for (i305 in 1:1) for (i306 in 1:1) for (i307 in 1:1) for (i308 in 1:1) for (i309 in 1:1) for (i310 in 1:1) for (i311 in 1:1) for (i312 in 1:1) for (i313 in 1:1) for (i314 in 1:1) for (i315 in 1:1) for (i316 in 1:1) for (i317 in 1:1) for (i318 in 1:1) for (i319 in 1:1) for (i320 in 1:1) for (i321 in 1:1) for (i322 in 1:1) for (i323 in 1:1) for (i324 in 1:1) for (i325 in 1:1) for (i326 in 1:1) for (i327 in 1:1) for (i328 in 1:1) for (i329 in 1:1) for (i330 in 1:1) for (i331 in 1:1) for (i332 in 1:1) for (i333 in 1:1) for (i334 in 1:1) for (i335 in 1:1) for (i336 in 1:1) for (i337 in 1:1) for (i338 in 1:1) for (i339 in 1:1) for (i340 in 1:1) for (i341 in 1:1) for (i342 in 1:1) for (i343 in 1:1) for (i344 in 1:1) for (i345 in 1:1) for (i346 in 1:1) for (i347 in 1:1) for (i348 in 1:1) for (i349 in 1:1) for (i350 in 1:1) for (i351 in 1:1) for (i352 in 1:1) for (i353 in 1:1) for (i354 in 1:1) for (i355 in 1:1) for (i356 in 1:1) for (i357 in 1:1) for (i358 in 1:1) for (i359 in 1:1) for (i360 in 1:1) for (i361 in 1:1) for (i362 in 1:1) for (i363 in 1:1) for (i364 in 1:1) for (i365 in 1:1) for (i366 in 1:1) for (i367 in 1:1) for (i368 in 1:1) for (i369 in 1:1) for (i370 in 1:1) for (i371 in 1:1) for (i372 in 1:1) for (i373 in 1:1) for (i374 in 1:1) for (i375 in 1:1) for (i376 in 1:1) for (i377 in 1:1) for (i378 in 1:1) for (i379 in 1:1) for (i380 in 1:1) for (i381 in 1:1) for (i382 in 1:1) for (i383 in 1:1) for (i384 in 1:1) for (i385 in 1:1) for (i386 in 1:1) for (i387 in 1:1) for (i388 in 1:1) for (i389 in 1:1) for (i390 in 1:1) for (i391 in 1:1) for (i392 in 1:1) for (i393 in 1:1) for (i394 in 1:1) for (i395 in 1:1) for (i396 in 1:1) for (i397 in 1:1) for (i398 in 1:1) for (i399 in 1:1) for (i400 in 1:1) for (i401 in 1:1) for (i402 in 1:1) for (i403 in 1:1) for (i404 in 1:1) for (i405 in 1:1) for (i406 in 1:1) for (i407 in 1:1) for (i408 in 1:1) for (i409 in 1:1) for (i410 in 1:1) for (i411 in 1:1) for (i412 in 1:1) for (i413 in 1:1) for (i414 in 1:1) for (i415 in 1:1) for (i416 in 1:1) for (i417 in 1:1) for (i418 in 1:1) for (i419 in 1:1) for (i420 in 1:1) for (i421 in 1:1) for (i422 in 1:1) for (i423 in 1:1) for (i424 in 1:1) for (i425 in 1:1) for (i426 in 1:1) for (i427 in 1:1) for (i428 in 1:1) for (i429 in 1:1) for (i430 in 1:1) for (i431 in 1:1) for (i432 in 1:1) for (i433 in 1:1) for (i434 in 1:1) for (i435 in 1:1) for (i436 in 1:1) for (i437 in 1:1) for (i438 in 1:1) for (i439 in 1:1) for (i440 in 1:1) for (i441 in 1:1) for (i442 in 1:1) for (i443 in 1:1) for (i444 in 1:1) for (i445 in 1:1) for (i446 in 1:1) for (i447 in 1:1) for (i448 in 1:1) for (i449 in 1:1) for (i450 in 1:1) for (i451 in 1:1) for (i452 in 1:1) for (i453 in 1:1) for (i454 in 1:1) for (i455 in 1:1) for (i456 in 1:1) for (i457 in 1:1) for (i458 in 1:1) for (i459 in 1:1) for (i460 in 1:1) for (i461 in 1:1) for (i462 in 1:1) for (i463 in 1:1) for (i464 in 1:1) for (i465 in 1:1) for (i466 in 1:1) for (i467 in 1:1) for (i468 in 1:1) for (i469 in 1:1) for (i470 in 1:1) for (i471 in 1:1) for (i472 in 1:1) for (i473 in 1:1) for (i474 in 1:1) for (i475 in 1:1) for (i476 in 1:1) for (i477 in 1:1) for (i478 in 1:1) for (i479 in 1:1) for (i480 in 1:1) for (i481 in 1:1) for (i482 in 1:1) for (i483 in 1:1) for (i484 in 1:1) for (i485 in 1:1) for (i486 in 1:1) for (i487 in 1:1) for (i488 in 1:1) for (i489 in 1:1) for (i490 in 1:1) for (i491 in 1:1) for (i492 in 1:1) for (i493 in 1:1) for (i494 in 1:1) for (i495 in 1:1) for (i496 in 1:1) for (i497 in 1:1) for (i498 in 1:1) for (i499 in 1:1) for (i500 in 1:1) for (i501 in 1:1) for (i502 in 1:1) for (i503 in 1:1) for (i504 in 1:1) for (i505 in 1:1) for (i506 in 1:1) for (i507 in 1:1) for (i508 in 1:1) for (i509 in 1:1) for (i510 in 1:1) for (i511 in 1:1) for (i512 in 1:1) for (i513 in 1:1) for (i514 in 1:1) for (i515 in 1:1) for (i516 in 1:1) for (i517 in 1:1) for (i518 in 1:1) for (i519 in 1:1) for (i520 in 1:1) for (i521 in 1:1) for (i522 in 1:1) for (i523 in 1:1) for (i524 in 1:1) for (i525 in 1:1) for (i526 in 1:1) for (i527 in 1:1) for (i528 in 1:1) for (i529 in 1:1) for (i530 in 1:1) for (i531 in 1:1) for (i532 in 1:1) for (i533 in 1:1) for (i534 in 1:1) for (i535 in 1:1) for (i536 in 1:1) for (i537 in 1:1) for (i538 in 1:1) for (i539 in 1:1) for (i540 in 1:1) for (i541 in 1:1) for (i542 in 1:1) for (i543 in 1:1) for (i544 in 1:1) for (i545 in 1:1) for (i546 in 1:1) for (i547 in 1:1) for (i548 in 1:1) for (i549 in 1:1) for (i550 in 1:1) for (i551 in 1:1) for (i552 in 1:1) for (i553 in 1:1) for (i554 in 1:1) for (i555 in 1:1) for (i556 in 1:1) for (i557 in 1:1) for (i558 in 1:1) for (i559 in 1:1) for (i560 in 1:1) for (i561 in 1:1) for (i562 in 1:1) for (i563 in 1:1) for (i564 in 1:1) for (i565 in 1:1) for (i566 in 1:1) for (i567 in 1:1) for (i568 in 1:1) for (i569 in 1:1) for (i570 in 1:1) for (i571 in 1:1) for (i572 in 1:1) for (i573 in 1:1) for (i574 in 1:1) for (i575 in 1:1) for (i576 in 1:1) for (i577 in 1:1) for (i578 in 1:1) for (i579 in 1:1) for (i580 in 1:1) for (i581 in 1:1) for (i582 in 1:1) for (i583 in 1:1) for (i584 in 1:1) for (i585 in 1:1) for (i586 in 1:1) for (i587 in 1:1) for (i588 in 1:1) for (i589 in 1:1) for (i590 in 1:1) for (i591 in 1:1) for (i592 in 1:1) for (i593 in 1:1) for (i594 in 1:1) for (i595 in 1:1) for (i596 in 1:1) for (i597 in 1:1) for (i598 in 1:1) for (i599 in 1:1) for (i600 in 1:1) for (i601 in 1:1) for (i602 in 1:1) for (i603 in 1:1) for (i604 in 1:1) for (i605 in 1:1) for (i606 in 1:1) for (i607 in 1:1) for (i608 in 1:1) for (i609 in 1:1) for (i610 in 1:1) for (i611 in 1:1) for (i612 in 1:1) for (i613 in 1:1) for (i614 in 1:1) for (i615 in 1:1) for (i616 in 1:1) for (i617 in 1:1) for (i618 in 1:1) for (i619 in 1:1) for (i620 in 1:1) for (i621 in 1:1) for (i622 in 1:1) for (i623 in 1:1) for (i624 in 1:1) for (i625 in 1:1) for (i626 in 1:1) for (i627 in 1:1) for (i628 in 1:1) for (i629 in 1:1) for (i630 in 1:1) for (i631 in 1:1) for (i632 in 1:1) for (i633 in 1:1) for (i634 in 1:1) for (i635 in 1:1) for (i636 in 1:1) for (i637 in 1:1) for (i638 in 1:1) for (i639 in 1:1) for (i640 in 1:1) for (i641 in 1:1) for (i642 in 1:1) for (i643 in 1:1) for (i644 in 1:1) for (i645 in 1:1) for (i646 in 1:1) for (i647 in 1:1) for (i648 in 1:1) for (i649 in 1:1) for (i650 in 1:1) for (i651 in 1:1) for (i652 in 1:1) for (i653 in 1:1) for (i654 in 1:1) for (i655 in 1:1) for (i656 in 1:1) for (i657 in 1:1) for (i658 in 1:1) for (i659 in 1:1) for (i660 in 1:1) for (i661 in 1:1) for (i662 in 1:1) for (i663 in 1:1) for (i664 in 1:1) for (i665 in 1:1) for (i666 in 1:1) for (i667 in 1:1) for (i668 in 1:1) for (i669 in 1:1) for (i670 in 1:1) for (i671 in 1:1) for (i672 in 1:1) for (i673 in 1:1) for (i674 in 1:1) for (i675 in 1:1) for (i676 in 1:1) for (i677 in 1:1) for (i678 in 1:1) for (i679 in 1:1) for (i680 in 1:1) for (i681 in 1:1) for (i682 in 1:1) for (i683 in 1:1) for (i684 in 1:1) for (i685 in 1:1) for (i686 in 1:1) for (i687 in 1:1) for (i688 in 1:1) for (i689 in 1:1) for (i690 in 1:1) for (i691 in 1:1) for (i692 in 1:1) for (i693 in 1:1) for (i694 in 1:1) for (i695 in 1:1) for (i696 in 1:1) for (i697 in 1:1) for (i698 in 1:1) for (i699 in 1:1) for (i700 in 1:1) for (i701 in 1:1) for (i702 in 1:1) for (i703 in 1:1) for (i704 in 1:1) for (i705 in 1:1) for (i706 in 1:1) for (i707 in 1:1) for (i708 in 1:1) for (i709 in 1:1) for (i710 in 1:1) for (i711 in 1:1) for (i712 in 1:1) for (i713 in 1:1) for (i714 in 1:1) for (i715 in 1:1) for (i716 in 1:1) for (i717 in 1:1) for (i718 in 1:1) for (i719 in 1:1) for (i720 in 1:1) for (i721 in 1:1) for (i722 in 1:1) for (i723 in 1:1) for (i724 in 1:1) for (i725 in 1:1) for (i726 in 1:1) for (i727 in 1:1) for (i728 in 1:1) for (i729 in 1:1) for (i730 in 1:1) for (i731 in 1:1) for (i732 in 1:1) for (i733 in 1:1) for (i734 in 1:1) for (i735 in 1:1) for (i736 in 1:1) for (i737 in 1:1) for (i738 in 1:1) for (i739 in 1:1) for (i740 in 1:1) for (i741 in 1:1) for (i742 in 1:1) for (i743 in 1:1) for (i744 in 1:1) for (i745 in 1:1) for (i746 in 1:1) for (i747 in 1:1) for (i748 in 1:1) for (i749 in 1:1) for (i750 in 1:1) for (i751 in 1:1) for (i752 in 1:1) for (i753 in 1:1) for (i754 in 1:1) for (i755 in 1:1) for (i756 in 1:1) for (i757 in 1:1) for (i758 in 1:1) for (i759 in 1:1) for (i760 in 1:1) for (i761 in 1:1) for (i762 in 1:1) for (i763 in 1:1) for (i764 in 1:1) for (i765 in 1:1) for (i766 in 1:1) for (i767 in 1:1) for (i768 in 1:1) for (i769 in 1:1) for (i770 in 1:1) for (i771 in 1:1) for (i772 in 1:1) for (i773 in 1:1) for (i774 in 1:1) for (i775 in 1:1) for (i776 in 1:1) for (i777 in 1:1) for (i778 in 1:1) for (i779 in 1:1) for (i780 in 1:1) for (i781 in 1:1) for (i782 in 1:1) for (i783 in 1:1) for (i784 in 1:1) for (i785 in 1:1) for (i786 in 1:1) for (i787 in 1:1) for (i788 in 1:1) for (i789 in 1:1) for (i790 in 1:1) for (i791 in 1:1) for (i792 in 1:1) for (i793 in 1:1) for (i794 in 1:1) for (i795 in 1:1) for (i796 in 1:1) for (i797 in 1:1) for (i798 in 1:1) for (i799 in 1:1) for (i800 in 1:1) for (i801 in 1:1) for (i802 in 1:1) for (i803 in 1:1) for (i804 in 1:1) for (i805 in 1:1) for (i806 in 1:1) for (i807 in 1:1) for (i808 in 1:1) for (i809 in 1:1) for (i810 in 1:1) for (i811 in 1:1) for (i812 in 1:1) for (i813 in 1:1) for (i814 in 1:1) for (i815 in 1:1) for (i816 in 1:1) for (i817 in 1:1) for (i818 in 1:1) for (i819 in 1:1) for (i820 in 1:1) for (i821 in 1:1) for (i822 in 1:1) for (i823 in 1:1) for (i824 in 1:1) for (i825 in 1:1) for (i826 in 1:1) for (i827 in 1:1) for (i828 in 1:1) for (i829 in 1:1) for (i830 in 1:1) for (i831 in 1:1) for (i832 in 1:1) for (i833 in 1:1) for (i834 in 1:1) for (i835 in 1:1) for (i836 in 1:1) for (i837 in 1:1) for (i838 in 1:1) for (i839 in 1:1) for (i840 in 1:1) for (i841 in 1:1) for (i842 in 1:1) for (i843 in 1:1) for (i844 in 1:1) for (i845 in 1:1) for (i846 in 1:1) for (i847 in 1:1) for (i848 in 1:1) for (i849 in 1:1) for (i850 in 1:1) for (i851 in 1:1) for (i852 in 1:1) for (i853 in 1:1) for (i854 in 1:1) for (i855 in 1:1) for (i856 in 1:1) for (i857 in 1:1) for (i858 in 1:1) for (i859 in 1:1) for (i860 in 1:1) for (i861 in 1:1) for (i862 in 1:1) for (i863 in 1:1) for (i864 in 1:1) for (i865 in 1:1) for (i866 in 1:1) for (i867 in 1:1) for (i868 in 1:1) for (i869 in 1:1) for (i870 in 1:1) for (i871 in 1:1) for (i872 in 1:1) for (i873 in 1:1) for (i874 in 1:1) for (i875 in 1:1) for (i876 in 1:1) for (i877 in 1:1) for (i878 in 1:1) for (i879 in 1:1) for (i880 in 1:1) for (i881 in 1:1) for (i882 in 1:1) for (i883 in 1:1) for (i884 in 1:1) for (i885 in 1:1) for (i886 in 1:1) for (i887 in 1:1) for (i888 in 1:1) for (i889 in 1:1) for (i890 in 1:1) for (i891 in 1:1) for (i892 in 1:1) for (i893 in 1:1) for (i894 in 1:1) for (i895 in 1:1) for (i896 in 1:1) for (i897 in 1:1) for (i898 in 1:1) for (i899 in 1:1) for (i900 in 1:1) for (i901 in 1:1) for (i902 in 1:1) for (i903 in 1:1) for (i904 in 1:1) for (i905 in 1:1) for (i906 in 1:1) for (i907 in 1:1) for (i908 in 1:1) for (i909 in 1:1) for (i910 in 1:1) for (i911 in 1:1) for (i912 in 1:1) for (i913 in 1:1) for (i914 in 1:1) for (i915 in 1:1) for (i916 in 1:1) for (i917 in 1:1) for (i918 in 1:1) for (i919 in 1:1) for (i920 in 1:1) for (i921 in 1:1) for (i922 in 1:1) for (i923 in 1:1) for (i924 in 1:1) for (i925 in 1:1) for (i926 in 1:1) for (i927 in 1:1) for (i928 in 1:1) for (i929 in 1:1) for (i930 in 1:1) for (i931 in 1:1) for (i932 in 1:1) for (i933 in 1:1) for (i934 in 1:1) for (i935 in 1:1) for (i936 in 1:1) for (i937 in 1:1) for (i938 in 1:1) for (i939 in 1:1) for (i940 in 1:1) for (i941 in 1:1) for (i942 in 1:1) for (i943 in 1:1) for (i944 in 1:1) for (i945 in 1:1) for (i946 in 1:1) for (i947 in 1:1) for (i948 in 1:1) for (i949 in 1:1) for (i950 in 1:1) for (i951 in 1:1) for (i952 in 1:1) for (i953 in 1:1) for (i954 in 1:1) for (i955 in 1:1) for (i956 in 1:1) for (i957 in 1:1) for (i958 in 1:1) for (i959 in 1:1) for (i960 in 1:1) for (i961 in 1:1) for (i962 in 1:1) for (i963 in 1:1) for (i964 in 1:1) for (i965 in 1:1) for (i966 in 1:1) for (i967 in 1:1) for (i968 in 1:1) for (i969 in 1:1) for (i970 in 1:1) for (i971 in 1:1) for (i972 in 1:1) for (i973 in 1:1) for (i974 in 1:1) for (i975 in 1:1) for (i976 in 1:1) for (i977 in 1:1) for (i978 in 1:1) for (i979 in 1:1) for (i980 in 1:1) for (i981 in 1:1) for (i982 in 1:1) for (i983 in 1:1) for (i984 in 1:1) for (i985 in 1:1) for (i986 in 1:1) for (i987 in 1:1) for (i988 in 1:1) for (i989 in 1:1) for (i990 in 1:1) for (i991 in 1:1) for (i992 in 1:1) for (i993 in 1:1) for (i994 in 1:1) for (i995 in 1:1) for (i996 in 1:1) for (i997 in 1:1) for (i998 in 1:1) for (i999 in 1:1) for (i1000 in 1:1) counter <- counter +
cat("...\n")
#> ...
cat("Last 3 lines:\n", paste(func_str[(length(func_str)-2):length(func_str)], collapse = "\n"), "\n\n")
#> Last 3 lines:
#> 1
#> return(counter)
#> }
# Execute the monster
cat("⚡ Executing 1000-nested-loops function (created without loops)...\n")
#> ⚡ Executing 1000-nested-loops function (created without loops)...
start_time <- Sys.time()
thousand_result <- thousand_loops_func()
end_time <- Sys.time()
execution_time <- round(as.numeric(end_time - start_time, units = "secs") * 1000, 2)
cat("🏆 RESULTS:\n")
#> 🏆 RESULTS:
cat("- Iterations completed:", thousand_result, "\n")
#> - Iterations completed: 1
cat("- Expected result:", 1^1000, "(each loop runs once)\n")
#> - Expected result: 1 (each loop runs once)
cat("- Execution time:", execution_time, "milliseconds\n")
#> - Execution time: 7.33 milliseconds
cat("- Call stack depth: 1000 levels\n\n")
#> - Call stack depth: 1000 levels
cat("🎉 SUCCESS: We executed 1000 nested loops created via zero-loop construction!\n")
#> 🎉 SUCCESS: We executed 1000 nested loops created via zero-loop construction!
cat("🤯 Meta-achievement: Used functional programming to avoid loops while creating loops!\n")
#> 🤯 Meta-achievement: Used functional programming to avoid loops while creating loops!
cat("🏅 This demonstrates R's ultimate metaprogramming power!\n")
#> 🏅 This demonstrates R's ultimate metaprogramming power!