https://github.com/aurelio-amerio/julia-vs-python-benchmarks

A short series of benchmarks to compare Julia and Python performance
https://github.com/aurelio-amerio/julia-vs-python-benchmarks

benchmark julia python

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A short series of benchmarks to compare Julia and Python performance

• Host: GitHub
• URL: https://github.com/aurelio-amerio/julia-vs-python-benchmarks
• Owner: aurelio-amerio
• Created: 2018-12-12T21:39:46.000Z (over 7 years ago)
• Default Branch: master
• Last Pushed: 2019-03-10T23:12:42.000Z (over 7 years ago)
• Last Synced: 2025-01-09T17:14:17.565Z (over 1 year ago)
• Topics: benchmark, julia, python
• Language: Jupyter Notebook
• Size: 22.5 KB
• Stars: 3
• Watchers: 1
• Forks: 0
• Open Issues: 0
• Metadata Files:
  • Readme: README.md

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README

          
# Julia vs Python Benchmarks

A short series of benchmarks to compare Julia and Python performance

### For Cycles

|                   | Python  | Numba Python | Julia    |

| ----------------- | ------- | ------------ | -------- |

| handwritten       | 260 ms  | 8.1 ms       | 8.216 ms |

| specific function | 4.24 ms | -----        | 3.561 ms |

### Dot product of 1000x1000 matrices

|                   | Python  | Numba Python | Julia     |

| ----------------- | ------- | ------------ | --------- |

| specific function | 19.8 ms | 17.2 ms      | 19.094 ms |

### Γ(30) function

|                   | Python | Numba Python | Julia     |

| ----------------- | ------ | ------------ | --------- |

| handwritten       | 415 µs | 73.2 µs      | 49.599 μs |

| specific function | 935 ns | -------      | 94.676 ns |

### Vectorized sin function over several elements

|           | Python  | Numba Python | Julia     |

| --------- | ------- | ------------ | --------- |

| 5 elem    | 980 ns  | ------       | 56.376 ns |

| 1000 elem | 11.1 µs | ------       | 11.100 μs |