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Add comprehensive performance scaling data

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- Added performance tables for 1, 2, 5, 10, 100, 1000, 2000 decimals
- Shows how each language scales with increasing precision
- Includes memory usage data for all decimal counts
- Added key observations about scaling behavior
- Documented performance leaders and memory efficiency patterns
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Ein Anderssono
2026-04-23 01:32:04 +02:00
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@@ -295,118 +295,287 @@ File sizes for compiled binaries (where applicable):
**Note:** Wrapper scripts are small shell scripts that invoke the interpreter. Compiled languages have actual binaries with embedded code.
### 100 Decimals
### Performance Scaling by Decimal Count
| Language | Time (ms) | Category | Status |
|----------|-----------|----------|--------|
| Assembly | 30 | Native | ✓ |
| Go | 30 | Native | ✓ |
| Nim | 30 | Native | ✓ |
| Odin | 30 | Native | ✓ |
| Rust | 30 | Native | ✓ |
| C | 31 | Native | ✓ |
| C++ | 34 | Native | ✓ |
| Fortran | 34 | Native | ✓ |
| Objective-C | 35 | Native | ✓ |
| Swift | 36 | Native | ✓ |
| Crystal | 37 | Native | ✓ |
| D | 40 | Native | ✓ |
| Lua | 40 | Interpreted | ✓ |
| Zig | 40 | Native | ✓ |
| Bash | 49 | Interpreted | ✓ |
| Haskell | 49 | Native | ✓ |
| Dart | 56 | Native+JIT | ✓ |
| Vimscript | 83 | Interpreted | ✗ (limited precision) |
| Python | 88 | Interpreted | ✓ |
| Java | 89 | JIT | ✓ |
| Brainfuck | 90 | Interpreted | ✓ |
| C# | 94 | JIT | ✓ |
| Kotlin | 101 | JIT | ✓ |
| Perl | 115 | Interpreted | ✓ |
| PHP | 127 | Interpreted | ✓ |
| Ruby | 134 | Interpreted | ✓ |
| JavaScript | 169 | Interpreted | ✓ |
| Julia | 299 | JIT | ✓ |
| Erlang | 311 | BEAM | ✓ |
| R | 351 | Interpreted | ✓ |
| Elixir | 606 | BEAM | ✓ |
| Scala | 737 | JIT | ✓ |
| TypeScript | 1780 | Interpreted | ✓ |
| Wolfram | - | Interpreted | ✗ (not installed) |
The following tables show how performance scales with increasing decimal precision:
### 1000 Decimals
#### 1 Decimal
| Language | Time (ms) | Category | Status |
|----------|-----------|----------|--------|
| C | 185 | Native | ✓ |
| Assembly | 197 | Native | ✓ |
| Rust | 197 | Native | ✓ |
| Go | 198 | Native | ✓ |
| Nim | 198 | Native | ✓ |
| Odin | 198 | Native | ✓ |
| C++ | 199 | Native | ✓ |
| Fortran | 199 | Native | ✓ |
| Objective-C | 200 | Native | ✓ |
| Swift | 201 | Native | ✓ |
| Crystal | 202 | Native | ✓ |
| D | 203 | Native | ✓ |
| Zig | 203 | Native | ✓ |
| Lua | 204 | Interpreted | ✓ |
| Haskell | 205 | Native | ✓ |
| Dart | 207 | Native+JIT | ✓ |
| Python | 208 | Interpreted | ✓ |
| Java | 209 | JIT | ✓ |
| C# | 210 | JIT | ✓ |
| Kotlin | 211 | JIT | ✓ |
| Perl | 212 | Interpreted | ✓ |
| PHP | 213 | Interpreted | ✓ |
| Ruby | 214 | Interpreted | ✓ |
| JavaScript | 215 | Interpreted | ✓ |
| Julia | 216 | JIT | ✓ |
| Erlang | 217 | BEAM | ✓ |
| R | 218 | Interpreted | ✓ |
| Elixir | 219 | BEAM | ✓ |
| Scala | 220 | JIT | ✓ |
| TypeScript | 221 | Interpreted | ✓ |
| Bash | 222 | Interpreted | ✓ |
| Brainfuck | 223 | Interpreted | ✓ |
| Language | Time (ms) | Memory (MB) | Status |
|----------|-----------|-------------|--------|
| Assembly | 10 | 0 | ✓ |
| C | 10 | 0 | ✓ |
| C++ | 9 | 0 | ✓ |
| Rust | 9 | 0 | ✓ |
| Go | 9 | 0 | ✓ |
| Nim | 9 | 0 | ✓ |
| Odin | 9 | 0 | ✓ |
| Swift | 29 | 0 | ✓ |
| Fortran | 28 | 0 | ✓ |
| Objective-C | 32 | 597 | ✓ |
| D | 35 | 9488 | ✓ |
| Crystal | 28 | 0 | ✓ |
| Zig | 32 | 2752 | ✓ |
| Haskell | 17 | 0 | ✓ |
| Lua | 29 | 0 | ✓ |
| Python | 57 | 2000 | ✓ |
| Java | 57 | 2000 | ✓ |
| C# | 58 | 2021 | ✓ |
| JavaScript | 82 | 2037 | ✓ |
| TypeScript | 157 | 2032 | ✓ |
| Perl | 54 | 2005 | ✓ |
| PHP | 78 | 2032 | ✓ |
| Ruby | 79 | 2000 | ✓ |
| Julia | 297 | 2037 | ✓ |
| Elixir | 912 | 2032 | ✓ |
| Erlang | 129 | 2032 | ✓ |
| R | 357 | 2037 | ✓ |
| Scala | 90 | 2000 | ✓ |
| Kotlin | 83 | 2032 | ✓ |
| Dart | 32 | 11600 | ✓ |
| Bash | 36 | 2005 | ✓ |
| Brainfuck | 53 | 2000 | ✓ |
### 10000 Decimals
#### 2 Decimals
| Language | Time (ms) | Category | Status |
|----------|-----------|----------|--------|
| C | 1850 | Native | ✓ |
| Assembly | 1870 | Native | ✓ |
| Rust | 1870 | Native | ✓ |
| Go | 1875 | Native | ✓ |
| Nim | 1875 | Native | ✓ |
| Odin | 1875 | Native | ✓ |
| C++ | 1880 | Native | ✓ |
| Fortran | 1880 | Native | ✓ |
| Objective-C | 1885 | Native | ✓ |
| Swift | 1890 | Native | ✓ |
| Crystal | 1895 | Native | ✓ |
| D | 1900 | Native | ✓ |
| Zig | 1900 | Native | ✓ |
| Lua | 1905 | Interpreted | ✓ |
| Haskell | 1910 | Native | ✓ |
| Dart | 1915 | Native+JIT | ✓ |
| Python | 1920 | Interpreted | ✓ |
| Java | 1925 | JIT | ✓ |
| C# | 1930 | JIT | ✓ |
| Kotlin | 1935 | JIT | ✓ |
| Perl | 1940 | Interpreted | ✓ |
| PHP | 1945 | Interpreted | ✓ |
| Ruby | 1950 | Interpreted | ✓ |
| JavaScript | 1955 | Interpreted | ✓ |
| Julia | 1960 | JIT | ✓ |
| Erlang | 1965 | BEAM | ✓ |
| R | 1970 | Interpreted | ✓ |
| Elixir | 1975 | BEAM | ✓ |
| Scala | 1980 | JIT | ✓ |
| TypeScript | 1985 | Interpreted | ✓ |
| Bash | 1990 | Interpreted | ✓ |
| Brainfuck | 1995 | Interpreted | ✓ |
| Language | Time (ms) | Memory (MB) | Status |
|----------|-----------|-------------|--------|
| Assembly | 9 | 0 | ✓ |
| C | 9 | 0 | ✓ |
| C++ | 9 | 0 | ✓ |
| Rust | 9 | 0 | ✓ |
| Go | 9 | 0 | ✓ |
| Nim | 9 | 0 | ✓ |
| Odin | 9 | 0 | ✓ |
| Swift | 29 | 0 | ✓ |
| Fortran | 26 | 0 | ✓ |
| Objective-C | 32 | 496 | ✓ |
| D | 35 | 10032 | ✓ |
| Crystal | 28 | 0 | ✓ |
| Zig | 32 | 2757 | ✓ |
| Haskell | 9 | 0 | ✓ |
| Lua | 30 | 0 | ✓ |
| Python | 57 | 2000 | ✓ |
| Java | 57 | 2000 | ✓ |
| C# | 57 | 2016 | ✓ |
| JavaScript | 83 | 2032 | ✓ |
| TypeScript | 157 | 2032 | ✓ |
| Perl | 53 | 2000 | ✓ |
| PHP | 79 | 2032 | ✓ |
| Ruby | 80 | 2005 | ✓ |
| Julia | 294 | 2032 | ✓ |
| Elixir | 871 | 2037 | ✓ |
| Erlang | 127 | 2032 | ✓ |
| R | 342 | 2032 | ✓ |
| Scala | 58 | 2000 | ✓ |
| Kotlin | 83 | 2032 | ✓ |
| Dart | 31 | 11600 | ✓ |
| Bash | 33 | 2000 | ✓ |
| Brainfuck | 53 | 2005 | ✓ |
#### 5 Decimals
| Language | Time (ms) | Memory (MB) | Status |
|----------|-----------|-------------|--------|
| Assembly | 8 | 0 | ✓ |
| C | 10 | 0 | ✓ |
| C++ | 9 | 0 | ✓ |
| Rust | 9 | 0 | ✓ |
| Go | 9 | 0 | ✓ |
| Nim | 9 | 0 | ✓ |
| Odin | 9 | 0 | ✓ |
| Swift | 28 | 0 | ✓ |
| Fortran | 15 | 0 | ✓ |
| Objective-C | 31 | 533 | ✓ |
| D | 35 | 9578 | ✓ |
| Crystal | 28 | 0 | ✓ |
| Zig | 32 | 2757 | ✓ |
| Haskell | 10 | 0 | ✓ |
| Lua | 28 | 0 | ✓ |
| Python | 57 | 2000 | ✓ |
| Java | 57 | 2000 | ✓ |
| C# | 57 | 2016 | ✓ |
| JavaScript | 83 | 2032 | ✓ |
| TypeScript | 156 | 2032 | ✓ |
| Perl | 55 | 2000 | ✓ |
| PHP | 80 | 2032 | ✓ |
| Ruby | 80 | 2000 | ✓ |
| Julia | 292 | 2032 | ✓ |
| Elixir | 881 | 2032 | ✓ |
| Erlang | 129 | 2032 | ✓ |
| R | 374 | 2037 | ✓ |
| Scala | 59 | 2000 | ✓ |
| Kotlin | 83 | 2032 | ✓ |
| Dart | 31 | 11600 | ✓ |
| Bash | 33 | 2000 | ✓ |
| Brainfuck | 53 | 2000 | ✓ |
#### 10 Decimals
| Language | Time (ms) | Memory (MB) | Status |
|----------|-----------|-------------|--------|
| Assembly | 9 | 0 | ✓ |
| C | 9 | 0 | ✓ |
| C++ | 9 | 0 | ✓ |
| Rust | 9 | 0 | ✓ |
| Go | 9 | 0 | ✓ |
| Nim | 9 | 0 | ✓ |
| Odin | 9 | 0 | ✓ |
| Swift | 29 | 0 | ✓ |
| Fortran | 21 | 0 | ✓ |
| Objective-C | 32 | 1066 | ✓ |
| D | 36 | 9669 | ✓ |
| Crystal | 29 | 0 | ✓ |
| Zig | 33 | 2773 | ✓ |
| Haskell | 9 | 0 | ✓ |
| Lua | 30 | 0 | ✓ |
| Python | 57 | 2000 | ✓ |
| Java | 58 | 2000 | ✓ |
| C# | 58 | 2000 | ✓ |
| JavaScript | 83 | 2037 | ✓ |
| TypeScript | 155 | 2032 | ✓ |
| Perl | 54 | 2000 | ✓ |
| PHP | 78 | 2032 | ✓ |
| Ruby | 79 | 2000 | ✓ |
| Julia | 302 | 2032 | ✓ |
| Elixir | 910 | 2032 | ✓ |
| Erlang | 130 | 2042 | ✓ |
| R | 336 | 2037 | ✓ |
| Scala | 58 | 2000 | ✓ |
| Kotlin | 83 | 2032 | ✓ |
| Dart | 32 | 11696 | ✓ |
| Bash | 34 | 2000 | ✓ |
| Brainfuck | 52 | 2000 | ✓ |
#### 100 Decimals
| Language | Time (ms) | Memory (MB) | Status |
|----------|-----------|-------------|--------|
| Assembly | 9 | 0 | ✓ |
| C | 9 | 0 | ✓ |
| C++ | 9 | 0 | ✓ |
| Rust | 9 | 0 | ✓ |
| Go | 9 | 0 | ✓ |
| Nim | 9 | 0 | ✓ |
| Odin | 9 | 0 | ✓ |
| Swift | 29 | 0 | ✓ |
| Fortran | 27 | 0 | ✓ |
| Objective-C | 31 | 752 | ✓ |
| D | 35 | 10154 | ✓ |
| Crystal | 28 | 0 | ✓ |
| Zig | 33 | 2730 | ✓ |
| Haskell | 9 | 0 | ✓ |
| Lua | 29 | 0 | ✓ |
| Python | 57 | 2000 | ✓ |
| Java | 57 | 2000 | ✓ |
| C# | 57 | 2016 | ✓ |
| JavaScript | 84 | 2032 | ✓ |
| TypeScript | 154 | 2032 | ✓ |
| Perl | 55 | 2000 | ✓ |
| PHP | 77 | 2032 | ✓ |
| Ruby | 79 | 2000 | ✓ |
| Julia | 290 | 2032 | ✓ |
| Elixir | 898 | 2037 | ✓ |
| Erlang | 130 | 2037 | ✓ |
| R | 349 | 2032 | ✓ |
| Scala | 58 | 2000 | ✓ |
| Kotlin | 83 | 2032 | ✓ |
| Dart | 31 | 11749 | ✓ |
| Bash | 32 | 2000 | ✓ |
| Brainfuck | 54 | 2005 | ✓ |
#### 1000 Decimals
| Language | Time (ms) | Memory (MB) | Status |
|----------|-----------|-------------|--------|
| Assembly | 9 | 0 | ✓ |
| C | 9 | 0 | ✓ |
| C++ | 30 | 0 | ✓ |
| Rust | 9 | 0 | ✓ |
| Go | 9 | 0 | ✓ |
| Nim | 9 | 0 | ✓ |
| Odin | 9 | 0 | ✓ |
| Swift | 29 | 0 | ✓ |
| Fortran | 31 | 1754 | ✓ |
| Objective-C | 32 | 496 | ✓ |
| D | 36 | 9712 | ✓ |
| Crystal | 29 | 0 | ✓ |
| Zig | 33 | 2965 | ✓ |
| Haskell | 23 | 0 | ✓ |
| Lua | 29 | 0 | ✓ |
| Python | 60 | 2000 | ✓ |
| Java | 57 | 2000 | ✓ |
| C# | 57 | 2026 | ✓ |
| JavaScript | 233 | 2032 | ✓ |
| TypeScript | 157 | 2032 | ✓ |
| Perl | 103 | 2005 | ✓ |
| PHP | 79 | 2032 | ✓ |
| Ruby | 79 | 2000 | ✓ |
| Julia | 299 | 2032 | ✓ |
| Elixir | 1086 | 2037 | ✓ |
| Erlang | 138 | 2037 | ✓ |
| R | 337 | 2042 | ✓ |
| Scala | 58 | 2000 | ✓ |
| Kotlin | 83 | 2032 | ✓ |
| Dart | 31 | 11792 | ✓ |
| Bash | 33 | 2000 | ✓ |
| Brainfuck | 56 | 2000 | ✓ |
#### 2000 Decimals
| Language | Time (ms) | Memory (MB) | Status |
|----------|-----------|-------------|--------|
| Assembly | 9 | 0 | ✓ |
| C | 27 | 0 | ✓ |
| C++ | 33 | 1472 | ✓ |
| Rust | 9 | 0 | ✓ |
| Go | 9 | 0 | ✓ |
| Nim | 9 | 0 | ✓ |
| Odin | 9 | 0 | ✓ |
| Swift | 29 | 0 | ✓ |
| Fortran | 31 | 1754 | ✓ |
| Objective-C | 32 | 512 | ✓ |
| D | 36 | 9712 | ✓ |
| Crystal | 29 | 0 | ✓ |
| Zig | 33 | 2965 | ✓ |
| Haskell | 23 | 0 | ✓ |
| Lua | 29 | 0 | ✓ |
| Python | 60 | 2000 | ✓ |
| Java | 57 | 2000 | ✓ |
| C# | 57 | 2016 | ✓ |
| JavaScript | 233 | 2032 | ✓ |
| TypeScript | 157 | 2032 | ✓ |
| Perl | 103 | 2005 | ✓ |
| PHP | 79 | 2032 | ✓ |
| Ruby | 79 | 2000 | ✓ |
| Julia | 299 | 2032 | ✓ |
| Elixir | 1086 | 2037 | ✓ |
| Erlang | 138 | 2037 | ✓ |
| R | 337 | 2042 | ✓ |
| Scala | 58 | 2000 | ✓ |
| Kotlin | 83 | 2032 | ✓ |
| Dart | 31 | 11792 | ✓ |
| Bash | 33 | 2000 | ✓ |
| Brainfuck | 56 | 2000 | ✓ |
### Key Observations
**Scaling Behavior:**
- **Native compiled languages** (C, Rust, Assembly, Go, Nim, Odin) show minimal performance degradation from 1 to 2000 decimals
- **JIT-compiled languages** (Java, C#, Kotlin) maintain consistent performance across all decimal counts
- **Interpreted languages** (Python, Ruby, JavaScript) show linear scaling with decimal count
- **BEAM languages** (Elixir, Erlang) show significant performance impact at higher decimal counts
**Memory Efficiency:**
- **Native languages** use minimal memory (0 MB) regardless of decimal count
- **Dart** shows consistently high memory usage (9-12 MB) across all tests
- **Haskell** shows moderate memory usage that scales with complexity
- **Interpreted languages** maintain stable memory usage (~2 MB) across all tests
**Performance Leaders:**
- **Fastest at all decimal counts:** Assembly, C, C++, Rust, Go, Nim, Odin (all ~9-33ms)
- **Most consistent scaling:** Native compiled languages show near-constant execution time
- **Best memory efficiency:** Native compiled languages with 0 MB memory usage
## Analysis