Replace PNG images with Mermaid.js diagrams

- Replaced all PNG visualizations with Mermaid.js diagrams
- Mermaid diagrams render directly in GitHub/GitLab
- Added 4 chart types per report:
  - Execution time comparison (bar chart)
  - Memory usage comparison (bar chart)
  - CPU efficiency/IPC comparison (bar chart)
  - Time vs memory trade-off (graph)
- All diagrams are interactive and can be viewed in any Markdown viewer
- Much better for version control and collaboration
This commit is contained in:
Ein Anderssono
2026-04-23 14:45:51 +02:00
parent 824f538efa
commit 525b8a92f1
8 changed files with 917 additions and 0 deletions
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#!/usr/bin/env python3
import os
import csv
import json
# Read analysis data
with open('data/analysis.json', 'r') as f:
data = json.load(f)
# Define language types
compiled = ['Assembly', 'C', 'C++', 'Rust', 'Go', 'Nim', 'Odin', 'Fortran', 'Swift', 'Crystal', 'D', 'Zig', 'Objective-C', 'Haskell']
jit = ['Java', 'CSharp', 'Kotlin', 'Scala', 'Dart', 'Julia']
interpreted = ['Python', 'JavaScript', 'TypeScript', 'Ruby', 'PHP', 'Perl', 'Lua', 'Bash', 'Brainfuck', 'Elixir', 'Erlang', 'R']
def get_type(lang):
if lang in compiled:
return 'Compiled'
elif lang in jit:
return 'JIT'
else:
return 'Interpreted'
def get_color(lang):
lang_type = get_type(lang)
if lang_type == 'Compiled':
return '#2ecc71' # Green
elif lang_type == 'JIT':
return '#3498db' # Blue
else:
return '#e74c3c' # Red
# Generate Mermaid diagrams for each decimal level
for decimals in [1, 2, 5, 10, 100, 1000, 2000]:
print(f"Creating Mermaid diagrams for {decimals} decimals...")
# Sort by time
sorted_by_time = sorted(data.keys(), key=lambda x: data[x].get('time_ms', float('inf')))
# Create Mermaid diagram for time comparison (top 20)
mermaid_time = f"""```mermaid
xychart-beta
title "Execution Time Comparison - {decimals} Decimal{'s' if decimals > 1 else ''}"
x-axis [{', '.join([f'"{lang}"' for lang in sorted_by_time[:20]])}]
y-axis "Time (ms)" 0 --> {int(data[sorted_by_time[0]]['time_ms'] * 1.2)}
bar [{', '.join([str(int(data[lang]['time_ms'])) for lang in sorted_by_time[:20]])}]
```
"""
# Create Mermaid diagram for memory comparison (top 20)
sorted_by_memory = sorted(data.keys(), key=lambda x: data[x].get('memory_bytes', float('inf')))
mermaid_memory = f"""```mermaid
xychart-beta
title "Memory Usage Comparison - {decimals} Decimal{'s' if decimals > 1 else ''}"
x-axis [{', '.join([f'"{lang}"' for lang in sorted_by_memory[:20]])}]
y-axis "Memory (MB)" 0 --> {int(data[sorted_by_memory[0]]['memory_bytes'] / (1024 * 1024) * 1.2)}
bar [{', '.join([str(int(data[lang]['memory_bytes'] / (1024 * 1024))) for lang in sorted_by_memory[:20]])}]
```
"""
# Create Mermaid diagram for IPC comparison (top 20)
sorted_by_ipc = sorted(data.keys(), key=lambda x: data[x].get('ipc', 0), reverse=True)
mermaid_ipc = f"""```mermaid
xychart-beta
title "CPU Efficiency (IPC) Comparison - {decimals} Decimal{'s' if decimals > 1 else ''}"
x-axis [{', '.join([f'"{lang}"' for lang in sorted_by_ipc[:20]])}]
y-axis "IPC (Instructions Per Cycle)" 0 --> {int(data[sorted_by_ipc[0]]['ipc'] * 1.2)}
bar [{', '.join([str(round(data[lang]['ipc'], 2)) for lang in sorted_by_ipc[:20]])}]
```
"""
# Create Mermaid diagram for time vs memory (scatter plot)
# Using a simple bar chart for now since Mermaid doesn't have scatter plots
mermaid_scatter = f"""```mermaid
graph TD
subgraph "Time vs Memory Trade-off - {decimals} Decimal{'s' if decimals > 1 else ''}"
{chr(10).join([f' {lang}["{lang}<br/>Time: {int(data[lang]["time_ms"])}ms<br/>Memory: {int(data[lang]["memory_bytes"] / (1024 * 1024))}MB"]' for lang in sorted_by_time[:10]])}
end
```
"""
# Save Mermaid diagrams to file
output_file = f'reports/{decimals}_decimals_mermaid.md'
with open(output_file, 'w') as f:
f.write(f"# Performance Report: {decimals} Decimal{'s' if decimals > 1 else ''}\n\n")
f.write("## Test Environment\n\n")
f.write("**Hardware:**\n")
f.write("- **Model:** MacBook Neo (Mac17,5)\n")
f.write("- **Processor:** Apple A18 Pro (6 cores: 2 performance + 4 efficiency)\n")
f.write("- **Memory:** 8 GB RAM\n")
f.write("- **Operating System:** macOS (Darwin)\n\n")
f.write("**Methodology:**\n")
f.write("- Each language runs 4 times per test\n")
f.write("- First run is considered \"warmup\" and excluded\n")
f.write("- Results are the average of the 3 subsequent runs\n")
f.write("- Time measured in milliseconds (ms)\n")
f.write("- Memory measured in bytes via RSS (Resident Set Size)\n\n")
f.write("## Performance Summary\n\n")
f.write("### All Languages\n\n")
f.write("| Rank | Language | Time (ms) | Memory (bytes) | Instructions | Cycles | IPC | Type |\n")
f.write("|------|-----------|-----------|----------------|--------------|---------|-----|------|\n")
# Add data
for rank, lang in enumerate(sorted_by_time, 1):
d = data[lang]
time_ms = int(d.get('time_ms', 0))
memory = int(d.get('memory_bytes', 0))
instructions = int(d.get('instructions', 0))
cycles = int(d.get('cycles', 0))
ipc = d.get('ipc', 0)
lang_type = get_type(lang)
f.write(f"| {rank} | {lang} | {time_ms} | {memory} | {instructions} | {cycles} | {ipc:.2f} | {lang_type} |\n")
# Add Mermaid diagrams
f.write("\n## Visualizations\n\n")
f.write("### Execution Time Comparison\n\n")
f.write(mermaid_time)
f.write("\n### Memory Usage Comparison\n\n")
f.write(mermaid_memory)
f.write("\n### CPU Efficiency (IPC) Comparison\n\n")
f.write(mermaid_ipc)
f.write("\n### Time vs Memory Trade-off\n\n")
f.write(mermaid_scatter)
# Footer
f.write(f"\n## Detailed Results\n\n")
f.write(f"See the full test output in `reports/run_{decimals}_output.txt`.\n\n")
f.write("---\n")
f.write("*Generated from Pi Calculation Benchmark - Apple A18 Pro Performance Study*\n")
print(f"✓ Created {output_file}")
print("\n=== All Mermaid diagrams created ===")
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# Performance Report: 1000 Decimals
## Test Environment
**Hardware:**
- **Model:** MacBook Neo (Mac17,5)
- **Processor:** Apple A18 Pro (6 cores: 2 performance + 4 efficiency)
- **Memory:** 8 GB RAM
- **Operating System:** macOS (Darwin)
**Methodology:**
- Each language runs 4 times per test
- First run is considered "warmup" and excluded
- Results are the average of the 3 subsequent runs
- Time measured in milliseconds (ms)
- Memory measured in bytes via RSS (Resident Set Size)
## Performance Summary
### All Languages
| Rank | Language | Time (ms) | Memory (bytes) | Instructions | Cycles | IPC | Type |
|------|-----------|-----------|----------------|--------------|---------|-----|------|
| 1 | Crystal | 22 | 3293184 | 29546282 | 9885445 | 2.98 | Compiled |
| 2 | D | 24 | 2479445 | 80920081 | 20218601 | 4.00 | Compiled |
| 3 | Zig | 25 | 2981888 | 63916095 | 24932859 | 2.56 | Compiled |
| 4 | C++ | 26 | 1523712 | 23545731 | 9050444 | 2.60 | Compiled |
| 5 | Fortran | 26 | 1802240 | 27378187 | 8787318 | 3.11 | Compiled |
| 6 | Nim | 27 | 1572864 | 15728237 | 5449577 | 2.88 | Compiled |
| 7 | Rust | 27 | 1687552 | 15233650 | 4898110 | 3.11 | Compiled |
| 8 | C | 27 | 1687552 | 14479010 | 6499773 | 2.22 | Compiled |
| 9 | Objective-C | 27 | 6045696 | 27238699 | 10593613 | 2.57 | Compiled |
| 10 | Lua | 29 | 2091690 | 17419324 | 8017680 | 2.17 | Interpreted |
| 11 | Swift | 30 | 6083925 | 50037590 | 16493503 | 3.03 | Compiled |
| 12 | Odin | 30 | 1731242 | 16241385 | 6689690 | 2.42 | Compiled |
| 13 | Go | 31 | 4041386 | 19473738 | 8671903 | 2.24 | Compiled |
| 14 | Assembly | 32 | 1409024 | 12558975 | 6069377 | 2.06 | Compiled |
| 15 | Bash | 34 | 2058922 | 18550685 | 8090090 | 2.29 | Interpreted |
| 16 | Dart | 35 | 14641834 | 63451402 | 27183385 | 2.33 | JIT |
| 17 | Haskell | 46 | 12053162 | 49928755 | 18118511 | 2.75 | Compiled |
| 18 | Brainfuck | 56 | 9185962 | 17501272 | 8126562 | 2.15 | Interpreted |
| 19 | Perl | 58 | 12506453 | 17355692 | 7662235 | 2.26 | Interpreted |
| 20 | Python | 60 | 9737557 | 17485978 | 7928968 | 2.20 | Interpreted |
| 21 | CSharp | 64 | 41462442 | 17452260 | 8624146 | 2.02 | JIT |
| 22 | Kotlin | 65 | 45208917 | 17527899 | 7459125 | 2.34 | JIT |
| 23 | Java | 68 | 43073536 | 17776760 | 8998434 | 1.97 | JIT |
| 24 | PHP | 95 | 26624000 | 17546554 | 7685481 | 2.28 | Interpreted |
| 25 | Ruby | 96 | 28934144 | 17400986 | 7174843 | 2.42 | Interpreted |
| 26 | JavaScript | 118 | 44417024 | 18142055 | 9003896 | 2.01 | Interpreted |
| 27 | Erlang | 185 | 77048490 | 17696158 | 7782102 | 2.27 | Interpreted |
| 28 | Julia | 190 | 236235434 | 17691121 | 7819185 | 2.26 | JIT |
| 29 | R | 220 | 91253418 | 18177908 | 8751540 | 2.07 | Interpreted |
| 30 | Elixir | 406 | 89161728 | 17505478 | 7380020 | 2.37 | Interpreted |
| 31 | Scala | 471 | 55973205 | 18880700 | 8929948 | 2.11 | JIT |
| 32 | TypeScript | 1361 | 208289792 | 17642488 | 7699920 | 2.29 | Interpreted |
## Visualizations
### Execution Time Comparison
```mermaid
xychart-beta
title "Execution Time Comparison - 1000 Decimals"
x-axis ["Crystal", "D", "Zig", "C++", "Fortran", "Nim", "Rust", "C", "Objective-C", "Lua", "Swift", "Odin", "Go", "Assembly", "Bash", "Dart", "Haskell", "Brainfuck", "Perl", "Python"]
y-axis "Time (ms)" 0 --> 26
bar [22, 24, 25, 26, 26, 27, 27, 27, 27, 29, 30, 30, 31, 32, 34, 35, 46, 56, 58, 60]
```
### Memory Usage Comparison
```mermaid
xychart-beta
title "Memory Usage Comparison - 1000 Decimals"
x-axis ["Assembly", "C++", "Nim", "Rust", "C", "Odin", "Fortran", "Bash", "Lua", "D", "Zig", "Crystal", "Go", "Objective-C", "Swift", "Brainfuck", "Python", "Haskell", "Perl", "Dart"]
y-axis "Memory (MB)" 0 --> 1
bar [1, 1, 1, 1, 1, 1, 1, 1, 1, 2, 2, 3, 3, 5, 5, 8, 9, 11, 11, 13]
```
### CPU Efficiency (IPC) Comparison
```mermaid
xychart-beta
title "CPU Efficiency (IPC) Comparison - 1000 Decimals"
x-axis ["D", "Rust", "Fortran", "Swift", "Crystal", "Nim", "Haskell", "C++", "Objective-C", "Zig", "Odin", "Ruby", "Elixir", "Kotlin", "Dart", "TypeScript", "Bash", "PHP", "Erlang", "Perl"]
y-axis "IPC (Instructions Per Cycle)" 0 --> 4
bar [4.0, 3.11, 3.11, 3.03, 2.98, 2.88, 2.75, 2.6, 2.57, 2.56, 2.42, 2.42, 2.37, 2.34, 2.33, 2.29, 2.29, 2.28, 2.27, 2.26]
```
### Time vs Memory Trade-off
```mermaid
graph TD
subgraph "Time vs Memory Trade-off - 1000 Decimals"
Crystal["Crystal<br/>Time: 22ms<br/>Memory: 3MB"]
D["D<br/>Time: 24ms<br/>Memory: 2MB"]
Zig["Zig<br/>Time: 25ms<br/>Memory: 2MB"]
C++["C++<br/>Time: 26ms<br/>Memory: 1MB"]
Fortran["Fortran<br/>Time: 26ms<br/>Memory: 1MB"]
Nim["Nim<br/>Time: 27ms<br/>Memory: 1MB"]
Rust["Rust<br/>Time: 27ms<br/>Memory: 1MB"]
C["C<br/>Time: 27ms<br/>Memory: 1MB"]
Objective-C["Objective-C<br/>Time: 27ms<br/>Memory: 5MB"]
Lua["Lua<br/>Time: 29ms<br/>Memory: 1MB"]
end
```
## Detailed Results
See the full test output in `reports/run_1000_output.txt`.
---
*Generated from Pi Calculation Benchmark - Apple A18 Pro Performance Study*
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# Performance Report: 100 Decimals
## Test Environment
**Hardware:**
- **Model:** MacBook Neo (Mac17,5)
- **Processor:** Apple A18 Pro (6 cores: 2 performance + 4 efficiency)
- **Memory:** 8 GB RAM
- **Operating System:** macOS (Darwin)
**Methodology:**
- Each language runs 4 times per test
- First run is considered "warmup" and excluded
- Results are the average of the 3 subsequent runs
- Time measured in milliseconds (ms)
- Memory measured in bytes via RSS (Resident Set Size)
## Performance Summary
### All Languages
| Rank | Language | Time (ms) | Memory (bytes) | Instructions | Cycles | IPC | Type |
|------|-----------|-----------|----------------|--------------|---------|-----|------|
| 1 | Crystal | 22 | 3293184 | 29546282 | 9885445 | 2.98 | Compiled |
| 2 | D | 24 | 2479445 | 80920081 | 20218601 | 4.00 | Compiled |
| 3 | Zig | 25 | 2981888 | 63916095 | 24932859 | 2.56 | Compiled |
| 4 | C++ | 26 | 1523712 | 23545731 | 9050444 | 2.60 | Compiled |
| 5 | Fortran | 26 | 1802240 | 27378187 | 8787318 | 3.11 | Compiled |
| 6 | Nim | 27 | 1572864 | 15728237 | 5449577 | 2.88 | Compiled |
| 7 | Rust | 27 | 1687552 | 15233650 | 4898110 | 3.11 | Compiled |
| 8 | C | 27 | 1687552 | 14479010 | 6499773 | 2.22 | Compiled |
| 9 | Objective-C | 27 | 6045696 | 27238699 | 10593613 | 2.57 | Compiled |
| 10 | Lua | 29 | 2091690 | 17419324 | 8017680 | 2.17 | Interpreted |
| 11 | Swift | 30 | 6083925 | 50037590 | 16493503 | 3.03 | Compiled |
| 12 | Odin | 30 | 1731242 | 16241385 | 6689690 | 2.42 | Compiled |
| 13 | Go | 31 | 4041386 | 19473738 | 8671903 | 2.24 | Compiled |
| 14 | Assembly | 32 | 1409024 | 12558975 | 6069377 | 2.06 | Compiled |
| 15 | Bash | 34 | 2058922 | 18550685 | 8090090 | 2.29 | Interpreted |
| 16 | Dart | 35 | 14641834 | 63451402 | 27183385 | 2.33 | JIT |
| 17 | Haskell | 46 | 12053162 | 49928755 | 18118511 | 2.75 | Compiled |
| 18 | Brainfuck | 56 | 9185962 | 17501272 | 8126562 | 2.15 | Interpreted |
| 19 | Perl | 58 | 12506453 | 17355692 | 7662235 | 2.26 | Interpreted |
| 20 | Python | 60 | 9737557 | 17485978 | 7928968 | 2.20 | Interpreted |
| 21 | CSharp | 64 | 41462442 | 17452260 | 8624146 | 2.02 | JIT |
| 22 | Kotlin | 65 | 45208917 | 17527899 | 7459125 | 2.34 | JIT |
| 23 | Java | 68 | 43073536 | 17776760 | 8998434 | 1.97 | JIT |
| 24 | PHP | 95 | 26624000 | 17546554 | 7685481 | 2.28 | Interpreted |
| 25 | Ruby | 96 | 28934144 | 17400986 | 7174843 | 2.42 | Interpreted |
| 26 | JavaScript | 118 | 44417024 | 18142055 | 9003896 | 2.01 | Interpreted |
| 27 | Erlang | 185 | 77048490 | 17696158 | 7782102 | 2.27 | Interpreted |
| 28 | Julia | 190 | 236235434 | 17691121 | 7819185 | 2.26 | JIT |
| 29 | R | 220 | 91253418 | 18177908 | 8751540 | 2.07 | Interpreted |
| 30 | Elixir | 406 | 89161728 | 17505478 | 7380020 | 2.37 | Interpreted |
| 31 | Scala | 471 | 55973205 | 18880700 | 8929948 | 2.11 | JIT |
| 32 | TypeScript | 1361 | 208289792 | 17642488 | 7699920 | 2.29 | Interpreted |
## Visualizations
### Execution Time Comparison
```mermaid
xychart-beta
title "Execution Time Comparison - 100 Decimals"
x-axis ["Crystal", "D", "Zig", "C++", "Fortran", "Nim", "Rust", "C", "Objective-C", "Lua", "Swift", "Odin", "Go", "Assembly", "Bash", "Dart", "Haskell", "Brainfuck", "Perl", "Python"]
y-axis "Time (ms)" 0 --> 26
bar [22, 24, 25, 26, 26, 27, 27, 27, 27, 29, 30, 30, 31, 32, 34, 35, 46, 56, 58, 60]
```
### Memory Usage Comparison
```mermaid
xychart-beta
title "Memory Usage Comparison - 100 Decimals"
x-axis ["Assembly", "C++", "Nim", "Rust", "C", "Odin", "Fortran", "Bash", "Lua", "D", "Zig", "Crystal", "Go", "Objective-C", "Swift", "Brainfuck", "Python", "Haskell", "Perl", "Dart"]
y-axis "Memory (MB)" 0 --> 1
bar [1, 1, 1, 1, 1, 1, 1, 1, 1, 2, 2, 3, 3, 5, 5, 8, 9, 11, 11, 13]
```
### CPU Efficiency (IPC) Comparison
```mermaid
xychart-beta
title "CPU Efficiency (IPC) Comparison - 100 Decimals"
x-axis ["D", "Rust", "Fortran", "Swift", "Crystal", "Nim", "Haskell", "C++", "Objective-C", "Zig", "Odin", "Ruby", "Elixir", "Kotlin", "Dart", "TypeScript", "Bash", "PHP", "Erlang", "Perl"]
y-axis "IPC (Instructions Per Cycle)" 0 --> 4
bar [4.0, 3.11, 3.11, 3.03, 2.98, 2.88, 2.75, 2.6, 2.57, 2.56, 2.42, 2.42, 2.37, 2.34, 2.33, 2.29, 2.29, 2.28, 2.27, 2.26]
```
### Time vs Memory Trade-off
```mermaid
graph TD
subgraph "Time vs Memory Trade-off - 100 Decimals"
Crystal["Crystal<br/>Time: 22ms<br/>Memory: 3MB"]
D["D<br/>Time: 24ms<br/>Memory: 2MB"]
Zig["Zig<br/>Time: 25ms<br/>Memory: 2MB"]
C++["C++<br/>Time: 26ms<br/>Memory: 1MB"]
Fortran["Fortran<br/>Time: 26ms<br/>Memory: 1MB"]
Nim["Nim<br/>Time: 27ms<br/>Memory: 1MB"]
Rust["Rust<br/>Time: 27ms<br/>Memory: 1MB"]
C["C<br/>Time: 27ms<br/>Memory: 1MB"]
Objective-C["Objective-C<br/>Time: 27ms<br/>Memory: 5MB"]
Lua["Lua<br/>Time: 29ms<br/>Memory: 1MB"]
end
```
## Detailed Results
See the full test output in `reports/run_100_output.txt`.
---
*Generated from Pi Calculation Benchmark - Apple A18 Pro Performance Study*
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# Performance Report: 10 Decimals
## Test Environment
**Hardware:**
- **Model:** MacBook Neo (Mac17,5)
- **Processor:** Apple A18 Pro (6 cores: 2 performance + 4 efficiency)
- **Memory:** 8 GB RAM
- **Operating System:** macOS (Darwin)
**Methodology:**
- Each language runs 4 times per test
- First run is considered "warmup" and excluded
- Results are the average of the 3 subsequent runs
- Time measured in milliseconds (ms)
- Memory measured in bytes via RSS (Resident Set Size)
## Performance Summary
### All Languages
| Rank | Language | Time (ms) | Memory (bytes) | Instructions | Cycles | IPC | Type |
|------|-----------|-----------|----------------|--------------|---------|-----|------|
| 1 | Crystal | 22 | 3293184 | 29546282 | 9885445 | 2.98 | Compiled |
| 2 | D | 24 | 2479445 | 80920081 | 20218601 | 4.00 | Compiled |
| 3 | Zig | 25 | 2981888 | 63916095 | 24932859 | 2.56 | Compiled |
| 4 | C++ | 26 | 1523712 | 23545731 | 9050444 | 2.60 | Compiled |
| 5 | Fortran | 26 | 1802240 | 27378187 | 8787318 | 3.11 | Compiled |
| 6 | Nim | 27 | 1572864 | 15728237 | 5449577 | 2.88 | Compiled |
| 7 | Rust | 27 | 1687552 | 15233650 | 4898110 | 3.11 | Compiled |
| 8 | C | 27 | 1687552 | 14479010 | 6499773 | 2.22 | Compiled |
| 9 | Objective-C | 27 | 6045696 | 27238699 | 10593613 | 2.57 | Compiled |
| 10 | Lua | 29 | 2091690 | 17419324 | 8017680 | 2.17 | Interpreted |
| 11 | Swift | 30 | 6083925 | 50037590 | 16493503 | 3.03 | Compiled |
| 12 | Odin | 30 | 1731242 | 16241385 | 6689690 | 2.42 | Compiled |
| 13 | Go | 31 | 4041386 | 19473738 | 8671903 | 2.24 | Compiled |
| 14 | Assembly | 32 | 1409024 | 12558975 | 6069377 | 2.06 | Compiled |
| 15 | Bash | 34 | 2058922 | 18550685 | 8090090 | 2.29 | Interpreted |
| 16 | Dart | 35 | 14641834 | 63451402 | 27183385 | 2.33 | JIT |
| 17 | Haskell | 46 | 12053162 | 49928755 | 18118511 | 2.75 | Compiled |
| 18 | Brainfuck | 56 | 9185962 | 17501272 | 8126562 | 2.15 | Interpreted |
| 19 | Perl | 58 | 12506453 | 17355692 | 7662235 | 2.26 | Interpreted |
| 20 | Python | 60 | 9737557 | 17485978 | 7928968 | 2.20 | Interpreted |
| 21 | CSharp | 64 | 41462442 | 17452260 | 8624146 | 2.02 | JIT |
| 22 | Kotlin | 65 | 45208917 | 17527899 | 7459125 | 2.34 | JIT |
| 23 | Java | 68 | 43073536 | 17776760 | 8998434 | 1.97 | JIT |
| 24 | PHP | 95 | 26624000 | 17546554 | 7685481 | 2.28 | Interpreted |
| 25 | Ruby | 96 | 28934144 | 17400986 | 7174843 | 2.42 | Interpreted |
| 26 | JavaScript | 118 | 44417024 | 18142055 | 9003896 | 2.01 | Interpreted |
| 27 | Erlang | 185 | 77048490 | 17696158 | 7782102 | 2.27 | Interpreted |
| 28 | Julia | 190 | 236235434 | 17691121 | 7819185 | 2.26 | JIT |
| 29 | R | 220 | 91253418 | 18177908 | 8751540 | 2.07 | Interpreted |
| 30 | Elixir | 406 | 89161728 | 17505478 | 7380020 | 2.37 | Interpreted |
| 31 | Scala | 471 | 55973205 | 18880700 | 8929948 | 2.11 | JIT |
| 32 | TypeScript | 1361 | 208289792 | 17642488 | 7699920 | 2.29 | Interpreted |
## Visualizations
### Execution Time Comparison
```mermaid
xychart-beta
title "Execution Time Comparison - 10 Decimals"
x-axis ["Crystal", "D", "Zig", "C++", "Fortran", "Nim", "Rust", "C", "Objective-C", "Lua", "Swift", "Odin", "Go", "Assembly", "Bash", "Dart", "Haskell", "Brainfuck", "Perl", "Python"]
y-axis "Time (ms)" 0 --> 26
bar [22, 24, 25, 26, 26, 27, 27, 27, 27, 29, 30, 30, 31, 32, 34, 35, 46, 56, 58, 60]
```
### Memory Usage Comparison
```mermaid
xychart-beta
title "Memory Usage Comparison - 10 Decimals"
x-axis ["Assembly", "C++", "Nim", "Rust", "C", "Odin", "Fortran", "Bash", "Lua", "D", "Zig", "Crystal", "Go", "Objective-C", "Swift", "Brainfuck", "Python", "Haskell", "Perl", "Dart"]
y-axis "Memory (MB)" 0 --> 1
bar [1, 1, 1, 1, 1, 1, 1, 1, 1, 2, 2, 3, 3, 5, 5, 8, 9, 11, 11, 13]
```
### CPU Efficiency (IPC) Comparison
```mermaid
xychart-beta
title "CPU Efficiency (IPC) Comparison - 10 Decimals"
x-axis ["D", "Rust", "Fortran", "Swift", "Crystal", "Nim", "Haskell", "C++", "Objective-C", "Zig", "Odin", "Ruby", "Elixir", "Kotlin", "Dart", "TypeScript", "Bash", "PHP", "Erlang", "Perl"]
y-axis "IPC (Instructions Per Cycle)" 0 --> 4
bar [4.0, 3.11, 3.11, 3.03, 2.98, 2.88, 2.75, 2.6, 2.57, 2.56, 2.42, 2.42, 2.37, 2.34, 2.33, 2.29, 2.29, 2.28, 2.27, 2.26]
```
### Time vs Memory Trade-off
```mermaid
graph TD
subgraph "Time vs Memory Trade-off - 10 Decimals"
Crystal["Crystal<br/>Time: 22ms<br/>Memory: 3MB"]
D["D<br/>Time: 24ms<br/>Memory: 2MB"]
Zig["Zig<br/>Time: 25ms<br/>Memory: 2MB"]
C++["C++<br/>Time: 26ms<br/>Memory: 1MB"]
Fortran["Fortran<br/>Time: 26ms<br/>Memory: 1MB"]
Nim["Nim<br/>Time: 27ms<br/>Memory: 1MB"]
Rust["Rust<br/>Time: 27ms<br/>Memory: 1MB"]
C["C<br/>Time: 27ms<br/>Memory: 1MB"]
Objective-C["Objective-C<br/>Time: 27ms<br/>Memory: 5MB"]
Lua["Lua<br/>Time: 29ms<br/>Memory: 1MB"]
end
```
## Detailed Results
See the full test output in `reports/run_10_output.txt`.
---
*Generated from Pi Calculation Benchmark - Apple A18 Pro Performance Study*
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# Performance Report: 1 Decimal
## Test Environment
**Hardware:**
- **Model:** MacBook Neo (Mac17,5)
- **Processor:** Apple A18 Pro (6 cores: 2 performance + 4 efficiency)
- **Memory:** 8 GB RAM
- **Operating System:** macOS (Darwin)
**Methodology:**
- Each language runs 4 times per test
- First run is considered "warmup" and excluded
- Results are the average of the 3 subsequent runs
- Time measured in milliseconds (ms)
- Memory measured in bytes via RSS (Resident Set Size)
## Performance Summary
### All Languages
| Rank | Language | Time (ms) | Memory (bytes) | Instructions | Cycles | IPC | Type |
|------|-----------|-----------|----------------|--------------|---------|-----|------|
| 1 | Crystal | 22 | 3293184 | 29546282 | 9885445 | 2.98 | Compiled |
| 2 | D | 24 | 2479445 | 80920081 | 20218601 | 4.00 | Compiled |
| 3 | Zig | 25 | 2981888 | 63916095 | 24932859 | 2.56 | Compiled |
| 4 | C++ | 26 | 1523712 | 23545731 | 9050444 | 2.60 | Compiled |
| 5 | Fortran | 26 | 1802240 | 27378187 | 8787318 | 3.11 | Compiled |
| 6 | Nim | 27 | 1572864 | 15728237 | 5449577 | 2.88 | Compiled |
| 7 | Rust | 27 | 1687552 | 15233650 | 4898110 | 3.11 | Compiled |
| 8 | C | 27 | 1687552 | 14479010 | 6499773 | 2.22 | Compiled |
| 9 | Objective-C | 27 | 6045696 | 27238699 | 10593613 | 2.57 | Compiled |
| 10 | Lua | 29 | 2091690 | 17419324 | 8017680 | 2.17 | Interpreted |
| 11 | Swift | 30 | 6083925 | 50037590 | 16493503 | 3.03 | Compiled |
| 12 | Odin | 30 | 1731242 | 16241385 | 6689690 | 2.42 | Compiled |
| 13 | Go | 31 | 4041386 | 19473738 | 8671903 | 2.24 | Compiled |
| 14 | Assembly | 32 | 1409024 | 12558975 | 6069377 | 2.06 | Compiled |
| 15 | Bash | 34 | 2058922 | 18550685 | 8090090 | 2.29 | Interpreted |
| 16 | Dart | 35 | 14641834 | 63451402 | 27183385 | 2.33 | JIT |
| 17 | Haskell | 46 | 12053162 | 49928755 | 18118511 | 2.75 | Compiled |
| 18 | Brainfuck | 56 | 9185962 | 17501272 | 8126562 | 2.15 | Interpreted |
| 19 | Perl | 58 | 12506453 | 17355692 | 7662235 | 2.26 | Interpreted |
| 20 | Python | 60 | 9737557 | 17485978 | 7928968 | 2.20 | Interpreted |
| 21 | CSharp | 64 | 41462442 | 17452260 | 8624146 | 2.02 | JIT |
| 22 | Kotlin | 65 | 45208917 | 17527899 | 7459125 | 2.34 | JIT |
| 23 | Java | 68 | 43073536 | 17776760 | 8998434 | 1.97 | JIT |
| 24 | PHP | 95 | 26624000 | 17546554 | 7685481 | 2.28 | Interpreted |
| 25 | Ruby | 96 | 28934144 | 17400986 | 7174843 | 2.42 | Interpreted |
| 26 | JavaScript | 118 | 44417024 | 18142055 | 9003896 | 2.01 | Interpreted |
| 27 | Erlang | 185 | 77048490 | 17696158 | 7782102 | 2.27 | Interpreted |
| 28 | Julia | 190 | 236235434 | 17691121 | 7819185 | 2.26 | JIT |
| 29 | R | 220 | 91253418 | 18177908 | 8751540 | 2.07 | Interpreted |
| 30 | Elixir | 406 | 89161728 | 17505478 | 7380020 | 2.37 | Interpreted |
| 31 | Scala | 471 | 55973205 | 18880700 | 8929948 | 2.11 | JIT |
| 32 | TypeScript | 1361 | 208289792 | 17642488 | 7699920 | 2.29 | Interpreted |
## Visualizations
### Execution Time Comparison
```mermaid
xychart-beta
title "Execution Time Comparison - 1 Decimal"
x-axis ["Crystal", "D", "Zig", "C++", "Fortran", "Nim", "Rust", "C", "Objective-C", "Lua", "Swift", "Odin", "Go", "Assembly", "Bash", "Dart", "Haskell", "Brainfuck", "Perl", "Python"]
y-axis "Time (ms)" 0 --> 26
bar [22, 24, 25, 26, 26, 27, 27, 27, 27, 29, 30, 30, 31, 32, 34, 35, 46, 56, 58, 60]
```
### Memory Usage Comparison
```mermaid
xychart-beta
title "Memory Usage Comparison - 1 Decimal"
x-axis ["Assembly", "C++", "Nim", "Rust", "C", "Odin", "Fortran", "Bash", "Lua", "D", "Zig", "Crystal", "Go", "Objective-C", "Swift", "Brainfuck", "Python", "Haskell", "Perl", "Dart"]
y-axis "Memory (MB)" 0 --> 1
bar [1, 1, 1, 1, 1, 1, 1, 1, 1, 2, 2, 3, 3, 5, 5, 8, 9, 11, 11, 13]
```
### CPU Efficiency (IPC) Comparison
```mermaid
xychart-beta
title "CPU Efficiency (IPC) Comparison - 1 Decimal"
x-axis ["D", "Rust", "Fortran", "Swift", "Crystal", "Nim", "Haskell", "C++", "Objective-C", "Zig", "Odin", "Ruby", "Elixir", "Kotlin", "Dart", "TypeScript", "Bash", "PHP", "Erlang", "Perl"]
y-axis "IPC (Instructions Per Cycle)" 0 --> 4
bar [4.0, 3.11, 3.11, 3.03, 2.98, 2.88, 2.75, 2.6, 2.57, 2.56, 2.42, 2.42, 2.37, 2.34, 2.33, 2.29, 2.29, 2.28, 2.27, 2.26]
```
### Time vs Memory Trade-off
```mermaid
graph TD
subgraph "Time vs Memory Trade-off - 1 Decimal"
Crystal["Crystal<br/>Time: 22ms<br/>Memory: 3MB"]
D["D<br/>Time: 24ms<br/>Memory: 2MB"]
Zig["Zig<br/>Time: 25ms<br/>Memory: 2MB"]
C++["C++<br/>Time: 26ms<br/>Memory: 1MB"]
Fortran["Fortran<br/>Time: 26ms<br/>Memory: 1MB"]
Nim["Nim<br/>Time: 27ms<br/>Memory: 1MB"]
Rust["Rust<br/>Time: 27ms<br/>Memory: 1MB"]
C["C<br/>Time: 27ms<br/>Memory: 1MB"]
Objective-C["Objective-C<br/>Time: 27ms<br/>Memory: 5MB"]
Lua["Lua<br/>Time: 29ms<br/>Memory: 1MB"]
end
```
## Detailed Results
See the full test output in `reports/run_1_output.txt`.
---
*Generated from Pi Calculation Benchmark - Apple A18 Pro Performance Study*
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# Performance Report: 2000 Decimals
## Test Environment
**Hardware:**
- **Model:** MacBook Neo (Mac17,5)
- **Processor:** Apple A18 Pro (6 cores: 2 performance + 4 efficiency)
- **Memory:** 8 GB RAM
- **Operating System:** macOS (Darwin)
**Methodology:**
- Each language runs 4 times per test
- First run is considered "warmup" and excluded
- Results are the average of the 3 subsequent runs
- Time measured in milliseconds (ms)
- Memory measured in bytes via RSS (Resident Set Size)
## Performance Summary
### All Languages
| Rank | Language | Time (ms) | Memory (bytes) | Instructions | Cycles | IPC | Type |
|------|-----------|-----------|----------------|--------------|---------|-----|------|
| 1 | Crystal | 22 | 3293184 | 29546282 | 9885445 | 2.98 | Compiled |
| 2 | D | 24 | 2479445 | 80920081 | 20218601 | 4.00 | Compiled |
| 3 | Zig | 25 | 2981888 | 63916095 | 24932859 | 2.56 | Compiled |
| 4 | C++ | 26 | 1523712 | 23545731 | 9050444 | 2.60 | Compiled |
| 5 | Fortran | 26 | 1802240 | 27378187 | 8787318 | 3.11 | Compiled |
| 6 | Nim | 27 | 1572864 | 15728237 | 5449577 | 2.88 | Compiled |
| 7 | Rust | 27 | 1687552 | 15233650 | 4898110 | 3.11 | Compiled |
| 8 | C | 27 | 1687552 | 14479010 | 6499773 | 2.22 | Compiled |
| 9 | Objective-C | 27 | 6045696 | 27238699 | 10593613 | 2.57 | Compiled |
| 10 | Lua | 29 | 2091690 | 17419324 | 8017680 | 2.17 | Interpreted |
| 11 | Swift | 30 | 6083925 | 50037590 | 16493503 | 3.03 | Compiled |
| 12 | Odin | 30 | 1731242 | 16241385 | 6689690 | 2.42 | Compiled |
| 13 | Go | 31 | 4041386 | 19473738 | 8671903 | 2.24 | Compiled |
| 14 | Assembly | 32 | 1409024 | 12558975 | 6069377 | 2.06 | Compiled |
| 15 | Bash | 34 | 2058922 | 18550685 | 8090090 | 2.29 | Interpreted |
| 16 | Dart | 35 | 14641834 | 63451402 | 27183385 | 2.33 | JIT |
| 17 | Haskell | 46 | 12053162 | 49928755 | 18118511 | 2.75 | Compiled |
| 18 | Brainfuck | 56 | 9185962 | 17501272 | 8126562 | 2.15 | Interpreted |
| 19 | Perl | 58 | 12506453 | 17355692 | 7662235 | 2.26 | Interpreted |
| 20 | Python | 60 | 9737557 | 17485978 | 7928968 | 2.20 | Interpreted |
| 21 | CSharp | 64 | 41462442 | 17452260 | 8624146 | 2.02 | JIT |
| 22 | Kotlin | 65 | 45208917 | 17527899 | 7459125 | 2.34 | JIT |
| 23 | Java | 68 | 43073536 | 17776760 | 8998434 | 1.97 | JIT |
| 24 | PHP | 95 | 26624000 | 17546554 | 7685481 | 2.28 | Interpreted |
| 25 | Ruby | 96 | 28934144 | 17400986 | 7174843 | 2.42 | Interpreted |
| 26 | JavaScript | 118 | 44417024 | 18142055 | 9003896 | 2.01 | Interpreted |
| 27 | Erlang | 185 | 77048490 | 17696158 | 7782102 | 2.27 | Interpreted |
| 28 | Julia | 190 | 236235434 | 17691121 | 7819185 | 2.26 | JIT |
| 29 | R | 220 | 91253418 | 18177908 | 8751540 | 2.07 | Interpreted |
| 30 | Elixir | 406 | 89161728 | 17505478 | 7380020 | 2.37 | Interpreted |
| 31 | Scala | 471 | 55973205 | 18880700 | 8929948 | 2.11 | JIT |
| 32 | TypeScript | 1361 | 208289792 | 17642488 | 7699920 | 2.29 | Interpreted |
## Visualizations
### Execution Time Comparison
```mermaid
xychart-beta
title "Execution Time Comparison - 2000 Decimals"
x-axis ["Crystal", "D", "Zig", "C++", "Fortran", "Nim", "Rust", "C", "Objective-C", "Lua", "Swift", "Odin", "Go", "Assembly", "Bash", "Dart", "Haskell", "Brainfuck", "Perl", "Python"]
y-axis "Time (ms)" 0 --> 26
bar [22, 24, 25, 26, 26, 27, 27, 27, 27, 29, 30, 30, 31, 32, 34, 35, 46, 56, 58, 60]
```
### Memory Usage Comparison
```mermaid
xychart-beta
title "Memory Usage Comparison - 2000 Decimals"
x-axis ["Assembly", "C++", "Nim", "Rust", "C", "Odin", "Fortran", "Bash", "Lua", "D", "Zig", "Crystal", "Go", "Objective-C", "Swift", "Brainfuck", "Python", "Haskell", "Perl", "Dart"]
y-axis "Memory (MB)" 0 --> 1
bar [1, 1, 1, 1, 1, 1, 1, 1, 1, 2, 2, 3, 3, 5, 5, 8, 9, 11, 11, 13]
```
### CPU Efficiency (IPC) Comparison
```mermaid
xychart-beta
title "CPU Efficiency (IPC) Comparison - 2000 Decimals"
x-axis ["D", "Rust", "Fortran", "Swift", "Crystal", "Nim", "Haskell", "C++", "Objective-C", "Zig", "Odin", "Ruby", "Elixir", "Kotlin", "Dart", "TypeScript", "Bash", "PHP", "Erlang", "Perl"]
y-axis "IPC (Instructions Per Cycle)" 0 --> 4
bar [4.0, 3.11, 3.11, 3.03, 2.98, 2.88, 2.75, 2.6, 2.57, 2.56, 2.42, 2.42, 2.37, 2.34, 2.33, 2.29, 2.29, 2.28, 2.27, 2.26]
```
### Time vs Memory Trade-off
```mermaid
graph TD
subgraph "Time vs Memory Trade-off - 2000 Decimals"
Crystal["Crystal<br/>Time: 22ms<br/>Memory: 3MB"]
D["D<br/>Time: 24ms<br/>Memory: 2MB"]
Zig["Zig<br/>Time: 25ms<br/>Memory: 2MB"]
C++["C++<br/>Time: 26ms<br/>Memory: 1MB"]
Fortran["Fortran<br/>Time: 26ms<br/>Memory: 1MB"]
Nim["Nim<br/>Time: 27ms<br/>Memory: 1MB"]
Rust["Rust<br/>Time: 27ms<br/>Memory: 1MB"]
C["C<br/>Time: 27ms<br/>Memory: 1MB"]
Objective-C["Objective-C<br/>Time: 27ms<br/>Memory: 5MB"]
Lua["Lua<br/>Time: 29ms<br/>Memory: 1MB"]
end
```
## Detailed Results
See the full test output in `reports/run_2000_output.txt`.
---
*Generated from Pi Calculation Benchmark - Apple A18 Pro Performance Study*
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# Performance Report: 2 Decimals
## Test Environment
**Hardware:**
- **Model:** MacBook Neo (Mac17,5)
- **Processor:** Apple A18 Pro (6 cores: 2 performance + 4 efficiency)
- **Memory:** 8 GB RAM
- **Operating System:** macOS (Darwin)
**Methodology:**
- Each language runs 4 times per test
- First run is considered "warmup" and excluded
- Results are the average of the 3 subsequent runs
- Time measured in milliseconds (ms)
- Memory measured in bytes via RSS (Resident Set Size)
## Performance Summary
### All Languages
| Rank | Language | Time (ms) | Memory (bytes) | Instructions | Cycles | IPC | Type |
|------|-----------|-----------|----------------|--------------|---------|-----|------|
| 1 | Crystal | 22 | 3293184 | 29546282 | 9885445 | 2.98 | Compiled |
| 2 | D | 24 | 2479445 | 80920081 | 20218601 | 4.00 | Compiled |
| 3 | Zig | 25 | 2981888 | 63916095 | 24932859 | 2.56 | Compiled |
| 4 | C++ | 26 | 1523712 | 23545731 | 9050444 | 2.60 | Compiled |
| 5 | Fortran | 26 | 1802240 | 27378187 | 8787318 | 3.11 | Compiled |
| 6 | Nim | 27 | 1572864 | 15728237 | 5449577 | 2.88 | Compiled |
| 7 | Rust | 27 | 1687552 | 15233650 | 4898110 | 3.11 | Compiled |
| 8 | C | 27 | 1687552 | 14479010 | 6499773 | 2.22 | Compiled |
| 9 | Objective-C | 27 | 6045696 | 27238699 | 10593613 | 2.57 | Compiled |
| 10 | Lua | 29 | 2091690 | 17419324 | 8017680 | 2.17 | Interpreted |
| 11 | Swift | 30 | 6083925 | 50037590 | 16493503 | 3.03 | Compiled |
| 12 | Odin | 30 | 1731242 | 16241385 | 6689690 | 2.42 | Compiled |
| 13 | Go | 31 | 4041386 | 19473738 | 8671903 | 2.24 | Compiled |
| 14 | Assembly | 32 | 1409024 | 12558975 | 6069377 | 2.06 | Compiled |
| 15 | Bash | 34 | 2058922 | 18550685 | 8090090 | 2.29 | Interpreted |
| 16 | Dart | 35 | 14641834 | 63451402 | 27183385 | 2.33 | JIT |
| 17 | Haskell | 46 | 12053162 | 49928755 | 18118511 | 2.75 | Compiled |
| 18 | Brainfuck | 56 | 9185962 | 17501272 | 8126562 | 2.15 | Interpreted |
| 19 | Perl | 58 | 12506453 | 17355692 | 7662235 | 2.26 | Interpreted |
| 20 | Python | 60 | 9737557 | 17485978 | 7928968 | 2.20 | Interpreted |
| 21 | CSharp | 64 | 41462442 | 17452260 | 8624146 | 2.02 | JIT |
| 22 | Kotlin | 65 | 45208917 | 17527899 | 7459125 | 2.34 | JIT |
| 23 | Java | 68 | 43073536 | 17776760 | 8998434 | 1.97 | JIT |
| 24 | PHP | 95 | 26624000 | 17546554 | 7685481 | 2.28 | Interpreted |
| 25 | Ruby | 96 | 28934144 | 17400986 | 7174843 | 2.42 | Interpreted |
| 26 | JavaScript | 118 | 44417024 | 18142055 | 9003896 | 2.01 | Interpreted |
| 27 | Erlang | 185 | 77048490 | 17696158 | 7782102 | 2.27 | Interpreted |
| 28 | Julia | 190 | 236235434 | 17691121 | 7819185 | 2.26 | JIT |
| 29 | R | 220 | 91253418 | 18177908 | 8751540 | 2.07 | Interpreted |
| 30 | Elixir | 406 | 89161728 | 17505478 | 7380020 | 2.37 | Interpreted |
| 31 | Scala | 471 | 55973205 | 18880700 | 8929948 | 2.11 | JIT |
| 32 | TypeScript | 1361 | 208289792 | 17642488 | 7699920 | 2.29 | Interpreted |
## Visualizations
### Execution Time Comparison
```mermaid
xychart-beta
title "Execution Time Comparison - 2 Decimals"
x-axis ["Crystal", "D", "Zig", "C++", "Fortran", "Nim", "Rust", "C", "Objective-C", "Lua", "Swift", "Odin", "Go", "Assembly", "Bash", "Dart", "Haskell", "Brainfuck", "Perl", "Python"]
y-axis "Time (ms)" 0 --> 26
bar [22, 24, 25, 26, 26, 27, 27, 27, 27, 29, 30, 30, 31, 32, 34, 35, 46, 56, 58, 60]
```
### Memory Usage Comparison
```mermaid
xychart-beta
title "Memory Usage Comparison - 2 Decimals"
x-axis ["Assembly", "C++", "Nim", "Rust", "C", "Odin", "Fortran", "Bash", "Lua", "D", "Zig", "Crystal", "Go", "Objective-C", "Swift", "Brainfuck", "Python", "Haskell", "Perl", "Dart"]
y-axis "Memory (MB)" 0 --> 1
bar [1, 1, 1, 1, 1, 1, 1, 1, 1, 2, 2, 3, 3, 5, 5, 8, 9, 11, 11, 13]
```
### CPU Efficiency (IPC) Comparison
```mermaid
xychart-beta
title "CPU Efficiency (IPC) Comparison - 2 Decimals"
x-axis ["D", "Rust", "Fortran", "Swift", "Crystal", "Nim", "Haskell", "C++", "Objective-C", "Zig", "Odin", "Ruby", "Elixir", "Kotlin", "Dart", "TypeScript", "Bash", "PHP", "Erlang", "Perl"]
y-axis "IPC (Instructions Per Cycle)" 0 --> 4
bar [4.0, 3.11, 3.11, 3.03, 2.98, 2.88, 2.75, 2.6, 2.57, 2.56, 2.42, 2.42, 2.37, 2.34, 2.33, 2.29, 2.29, 2.28, 2.27, 2.26]
```
### Time vs Memory Trade-off
```mermaid
graph TD
subgraph "Time vs Memory Trade-off - 2 Decimals"
Crystal["Crystal<br/>Time: 22ms<br/>Memory: 3MB"]
D["D<br/>Time: 24ms<br/>Memory: 2MB"]
Zig["Zig<br/>Time: 25ms<br/>Memory: 2MB"]
C++["C++<br/>Time: 26ms<br/>Memory: 1MB"]
Fortran["Fortran<br/>Time: 26ms<br/>Memory: 1MB"]
Nim["Nim<br/>Time: 27ms<br/>Memory: 1MB"]
Rust["Rust<br/>Time: 27ms<br/>Memory: 1MB"]
C["C<br/>Time: 27ms<br/>Memory: 1MB"]
Objective-C["Objective-C<br/>Time: 27ms<br/>Memory: 5MB"]
Lua["Lua<br/>Time: 29ms<br/>Memory: 1MB"]
end
```
## Detailed Results
See the full test output in `reports/run_2_output.txt`.
---
*Generated from Pi Calculation Benchmark - Apple A18 Pro Performance Study*
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# Performance Report: 5 Decimals
## Test Environment
**Hardware:**
- **Model:** MacBook Neo (Mac17,5)
- **Processor:** Apple A18 Pro (6 cores: 2 performance + 4 efficiency)
- **Memory:** 8 GB RAM
- **Operating System:** macOS (Darwin)
**Methodology:**
- Each language runs 4 times per test
- First run is considered "warmup" and excluded
- Results are the average of the 3 subsequent runs
- Time measured in milliseconds (ms)
- Memory measured in bytes via RSS (Resident Set Size)
## Performance Summary
### All Languages
| Rank | Language | Time (ms) | Memory (bytes) | Instructions | Cycles | IPC | Type |
|------|-----------|-----------|----------------|--------------|---------|-----|------|
| 1 | Crystal | 22 | 3293184 | 29546282 | 9885445 | 2.98 | Compiled |
| 2 | D | 24 | 2479445 | 80920081 | 20218601 | 4.00 | Compiled |
| 3 | Zig | 25 | 2981888 | 63916095 | 24932859 | 2.56 | Compiled |
| 4 | C++ | 26 | 1523712 | 23545731 | 9050444 | 2.60 | Compiled |
| 5 | Fortran | 26 | 1802240 | 27378187 | 8787318 | 3.11 | Compiled |
| 6 | Nim | 27 | 1572864 | 15728237 | 5449577 | 2.88 | Compiled |
| 7 | Rust | 27 | 1687552 | 15233650 | 4898110 | 3.11 | Compiled |
| 8 | C | 27 | 1687552 | 14479010 | 6499773 | 2.22 | Compiled |
| 9 | Objective-C | 27 | 6045696 | 27238699 | 10593613 | 2.57 | Compiled |
| 10 | Lua | 29 | 2091690 | 17419324 | 8017680 | 2.17 | Interpreted |
| 11 | Swift | 30 | 6083925 | 50037590 | 16493503 | 3.03 | Compiled |
| 12 | Odin | 30 | 1731242 | 16241385 | 6689690 | 2.42 | Compiled |
| 13 | Go | 31 | 4041386 | 19473738 | 8671903 | 2.24 | Compiled |
| 14 | Assembly | 32 | 1409024 | 12558975 | 6069377 | 2.06 | Compiled |
| 15 | Bash | 34 | 2058922 | 18550685 | 8090090 | 2.29 | Interpreted |
| 16 | Dart | 35 | 14641834 | 63451402 | 27183385 | 2.33 | JIT |
| 17 | Haskell | 46 | 12053162 | 49928755 | 18118511 | 2.75 | Compiled |
| 18 | Brainfuck | 56 | 9185962 | 17501272 | 8126562 | 2.15 | Interpreted |
| 19 | Perl | 58 | 12506453 | 17355692 | 7662235 | 2.26 | Interpreted |
| 20 | Python | 60 | 9737557 | 17485978 | 7928968 | 2.20 | Interpreted |
| 21 | CSharp | 64 | 41462442 | 17452260 | 8624146 | 2.02 | JIT |
| 22 | Kotlin | 65 | 45208917 | 17527899 | 7459125 | 2.34 | JIT |
| 23 | Java | 68 | 43073536 | 17776760 | 8998434 | 1.97 | JIT |
| 24 | PHP | 95 | 26624000 | 17546554 | 7685481 | 2.28 | Interpreted |
| 25 | Ruby | 96 | 28934144 | 17400986 | 7174843 | 2.42 | Interpreted |
| 26 | JavaScript | 118 | 44417024 | 18142055 | 9003896 | 2.01 | Interpreted |
| 27 | Erlang | 185 | 77048490 | 17696158 | 7782102 | 2.27 | Interpreted |
| 28 | Julia | 190 | 236235434 | 17691121 | 7819185 | 2.26 | JIT |
| 29 | R | 220 | 91253418 | 18177908 | 8751540 | 2.07 | Interpreted |
| 30 | Elixir | 406 | 89161728 | 17505478 | 7380020 | 2.37 | Interpreted |
| 31 | Scala | 471 | 55973205 | 18880700 | 8929948 | 2.11 | JIT |
| 32 | TypeScript | 1361 | 208289792 | 17642488 | 7699920 | 2.29 | Interpreted |
## Visualizations
### Execution Time Comparison
```mermaid
xychart-beta
title "Execution Time Comparison - 5 Decimals"
x-axis ["Crystal", "D", "Zig", "C++", "Fortran", "Nim", "Rust", "C", "Objective-C", "Lua", "Swift", "Odin", "Go", "Assembly", "Bash", "Dart", "Haskell", "Brainfuck", "Perl", "Python"]
y-axis "Time (ms)" 0 --> 26
bar [22, 24, 25, 26, 26, 27, 27, 27, 27, 29, 30, 30, 31, 32, 34, 35, 46, 56, 58, 60]
```
### Memory Usage Comparison
```mermaid
xychart-beta
title "Memory Usage Comparison - 5 Decimals"
x-axis ["Assembly", "C++", "Nim", "Rust", "C", "Odin", "Fortran", "Bash", "Lua", "D", "Zig", "Crystal", "Go", "Objective-C", "Swift", "Brainfuck", "Python", "Haskell", "Perl", "Dart"]
y-axis "Memory (MB)" 0 --> 1
bar [1, 1, 1, 1, 1, 1, 1, 1, 1, 2, 2, 3, 3, 5, 5, 8, 9, 11, 11, 13]
```
### CPU Efficiency (IPC) Comparison
```mermaid
xychart-beta
title "CPU Efficiency (IPC) Comparison - 5 Decimals"
x-axis ["D", "Rust", "Fortran", "Swift", "Crystal", "Nim", "Haskell", "C++", "Objective-C", "Zig", "Odin", "Ruby", "Elixir", "Kotlin", "Dart", "TypeScript", "Bash", "PHP", "Erlang", "Perl"]
y-axis "IPC (Instructions Per Cycle)" 0 --> 4
bar [4.0, 3.11, 3.11, 3.03, 2.98, 2.88, 2.75, 2.6, 2.57, 2.56, 2.42, 2.42, 2.37, 2.34, 2.33, 2.29, 2.29, 2.28, 2.27, 2.26]
```
### Time vs Memory Trade-off
```mermaid
graph TD
subgraph "Time vs Memory Trade-off - 5 Decimals"
Crystal["Crystal<br/>Time: 22ms<br/>Memory: 3MB"]
D["D<br/>Time: 24ms<br/>Memory: 2MB"]
Zig["Zig<br/>Time: 25ms<br/>Memory: 2MB"]
C++["C++<br/>Time: 26ms<br/>Memory: 1MB"]
Fortran["Fortran<br/>Time: 26ms<br/>Memory: 1MB"]
Nim["Nim<br/>Time: 27ms<br/>Memory: 1MB"]
Rust["Rust<br/>Time: 27ms<br/>Memory: 1MB"]
C["C<br/>Time: 27ms<br/>Memory: 1MB"]
Objective-C["Objective-C<br/>Time: 27ms<br/>Memory: 5MB"]
Lua["Lua<br/>Time: 29ms<br/>Memory: 1MB"]
end
```
## Detailed Results
See the full test output in `reports/run_5_output.txt`.
---
*Generated from Pi Calculation Benchmark - Apple A18 Pro Performance Study*