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📊 Results

Information ℹ️

  • CPU : 13th Gen Intel(R) Core(TM) i7-13700K 3.40 GHz
  • RAM : 64,0 GB
  • Windows 11 23H2
  • Ubuntu 23.10 on Virtual Machine, VirtualBox 7.0.12, host Windows, 32 GB, 16 processors

Performance 🚩

🪟 Windows

Language / Framework Execution Time (s) Slower than C++
C++ MSVC x64 v19.38.33133 / Linker v14.38.33133.0 1.0028 ± 0.0007 1.0x
.NET Core v8.0.100 1.0029 ± 0.0006 1.0x
Cython v3.0.7 1.0045 ± 0.0005 1.0x
Cython Full v3.0.7 1.0047 ± 0.0005 1.0x
ASM - MASM x64 v14.38.33133.0 1.3251 ± 0.0002 1.3x
ASM - NASM x64 v2.16.01 1.3258 ± 0.0002 1.3x
JavaScript - Node.js v21.5.0 2.74 ± 0.06 2.7x
TypeScript - compiled v21.5.0 3.20 ± 0.03 3.2x
TypeScript ts-node v5.3.3 3.20 ± 0.03 3.2x
PyPy v7.3.14 with MSVC v19.29 and Python v3.10.13 7.734 ± 0.009 7.7x
Firefox v122.0b4 9.775 ± 0.006 9.8x
TypeScript compiled Firefox v122.0b4 9.87 ± 0.03 9.9x
Python 3.12.1 27.09 ± 0.02 27.1x 
import matplotlib.pyplot as plt
import numpy as np

languages = [
    "ASM - MASM x64 v14.38.33133.0", "ASM - NASM x64 v2.16.01",
    "C++ MSVC x64 v19.38.33133 / Linker v14.38.33133.0", ".NET Core v8.0.100",
    "Cython v3.0.7", "Cython Full v3.0.7",
    "JavaScript - Node.js v21.5.0", "TypeScript - compiled v21.5.0",
    "TypeScript ts-node v5.3.3", "PyPy v7.3.14 with MSVC v19.29 and Python v3.10.13",
    "Firefox v122.0b4", "TypeScript compiled Firefox v122.0b4",
    "Python 3.12.1"
]
execution_times = [
    1.3251, 1.3258 ,
    1.0028, 1.0029,
    1.0045, 1.0047,
    2.74, 3.20,
    3.20, 7.734,
    9.775, 9.87,
    27.09
]

# Create a logarithmic scale for color mapping
log_scale = np.log10(execution_times)
log_min, log_max = np.min(log_scale), np.max(log_scale)
colors = plt.cm.jet((log_scale - log_min) / (log_max - log_min))

# Creating the histogram with adjusted colors
fig, ax = plt.subplots(figsize=(18, 8))  # Increased width for better visibility
bars = ax.barh(languages, execution_times, color=colors)
plt.xlabel('Execution Time (s)')
plt.ylabel('Language / Framework')
plt.title('Execution Time Comparison for Windows 11 23H2')

# Create a colorbar with a logarithmic scale
sm = plt.cm.ScalarMappable(cmap='jet', norm=plt.Normalize(vmin=min(execution_times), vmax=max(execution_times)))
cbar = plt.colorbar(sm, ax=ax)
cbar.set_label('Execution Time (s)')

plt.tight_layout()
plt.show()

🐧 Linux

Language / Framework Execution Time (s) Slower than C++
Cython v3.0.7 1.0151 ± 0.0008 1.0x
Cython Full v3.0.7 1.0162 ± 0.0007 1.0x
.NET Core v8.0.100 1.0181 ± 0.001 1.0x
C++ gcc version v13.2.0 1.0185 ± 0.003 1.0x
NASM x64 DLL v2.16.01 1.3356 ± 0.0001 1.3x
JavaScript - Node.js v21.5.0 2.59 ± 0.02 2.6x
TypeScript ts-node v5.3.3 3.21 ± 0.03 3.2x
TypeScript - compiled v21.5.0 3.22 ± 0.03 3.2x
PyPy 7.3.14 with GCC 10.2.1 with Python 3.10.13 3.450 ± 0.009 3.5x
Firefox v119 4.725 ± 0.004 4.7x
TypeScript compiled Firefox v119 7.004 ± 0.004 7.0x
Python 3.12.1 19.18 ± 0.03 19.2x

Development and Debug Time 🧑‍💻

Language / Framework Dev/debug time (min) Lines of code Copilot Debug
PyPy v7.3.14 with MSVC v19.29 and Python v3.10.13 30 72 ✅ 🟢
Python 3.12.1 30 72 ✅ 🟢
Cython v3.0.7 45 75 ✅ 🟢
Cython Full v3.0.7 60 114 ✅ 🟢
C++ MSVC x64 v19.38.33133 / Linker v14.38.33133.0 120 63 ✅ 🟢
.NET Core v8.0.100 120 84 ✅ 🟢
JavaScript - Node.js v21.5.0 140 125 ✅ 🟡
TypeScript - compiled v21.5.0 140 131 ✅ 🟡
TypeScript ts-node v5.3.3 140 131 ✅ 🟡
Firefox v122.0b4 140 125 ✅ 🟡
TypeScript compiled Firefox v122.0b4 140 131 ✅ 🟡
ASM - MASM x64 v14.38.33133.0 660 255 ❌ 🔴
ASM - NASM x64 v2.16.01 660 254 ❌ 🔴

Size of executable 📦

Language / Framework Size (kB)
ASM - MASM x64 v14.38.33133.0 3.072
ASM - NASM x64 v2.16.01 3.072
C++ MSVC x64 v19.38.33133 / Linker v14.38.33133.0 11.264
JavaScript - Node.js v21.5.0 8431.893
TypeScript - compiled v21.5.0 8431.893
TypeScript ts-node v5.3.3 8431.893
Cython v3.0.7 20971.520
Cython Full v3.0.7 20971.520
Python 3.12.1 20971.520
PyPy v7.3.14 with MSVC v19.29 and Python v3.10.13 111995.055
.NET Core v8.0.100 104857.600
Firefox v122.0b4 235061.671
TypeScript compiled Firefox v122.0b4 235061.671