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https://github.com/roryclear/matrix-multiplication

Last synced: about 1 month ago
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Host: GitHub
URL: https://github.com/roryclear/matrix-multiplication
Owner: roryclear
Created: 2023-02-25T14:45:21.000Z (almost 2 years ago)
Default Branch: main
Last Pushed: 2024-04-02T11:29:02.000Z (9 months ago)
Last Synced: 2024-04-02T13:09:29.313Z (9 months ago)
Language: Python
Size: 273 KB
Stars: 0
Watchers: 1
Forks: 0
Open Issues: 0
Metadata Files:
- Readme: README.md

Awesome Lists containing this project

README

        # Matrix Multiplications

#### 512x512

| implementation  | M2  | MBP16 6-Core i7  |  XPS13  |

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

| naive  |   | 0.24s  | 0.23s |

| reorder |   | 0.0178s  | 0.0125s |

| reorder + tiling  |   | 0.0154s  | 0.0125s |

| avx + tiling  |   | 0.01129s  | 0.01090s |

| swizzle  |   | 0.00817s  | 0.00760s |

| swizzle + avx + tiling  |   | 0.00817s  | 0.00640s |

| avx + tiling + multi  |   | 0.00451s  | 0.00530s |

| reorder + tiling + multi  |   | 0.00345s  | broken |

| swizzle + multi  |   | 0.00213s  | 0.00220s |

| swizzle + avx + tiling + multi  |   | 0.00175s  | 0.00200s |

| **numpy**  |   | **0.00252s** |  |

#### 1024x1024

| implementation  | M2  | MBP16 6-Core i7  |  XPS13  |

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

| naive  |   | 2.16s  | 2.29s |

| reorder |   | 0.11s  | 0.0900s |

| reorder + tiling  |   | 0.08s  | 0.0700s |

| avx + tiling  |   | 0.06631s  | 0.04710s |

| swizzle  |   | 0.04215s  | 0.03040s |

| swizzle + avx + tiling  |   | 0.03816s  | 0.02590s |

| avx + tiling + multi  |   | 0.02268s  | 0.02100s |

| reorder + tiling + multi  |   | 0.02070s  | 0.02330s |

| swizzle + multi  |   | 0.00914s  | 0.01000s |

| swizzle + avx + tiling + multi  |   | 0.00704s  | 0.00940s |

| **numpy**  |   | **0.00802s** | **0.01557s** |

#### 2048x2048

| implementation  | M2  | MBP16 6-Core i7  |  XPS13  |

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

| naive  |   | 100.57s  | 61.56s |

| reorder |   | 1.75s  | 1.4176s |

| reorder + tiling  |   | 0.57s  | 0.8197s |

| avx + tiling  |   | 1.79998s  | 1.51850s |

| swizzle  |   | 0.44771s  | 0.40390s |

| swizzle + avx + tiling  |   | 0.38539s  | 0.39300s |

| avx + tiling + multi  |   | 0.92692s  | 0.55380s |

| reorder + tiling + multi  |   | 0.13381s  | 0.19100s |

| swizzle + multi  |   | 0.06972s  | 0.09370s |

| swizzle + avx + tiling + multi  |   | 0.06047s  | 0.08410s |

| **numpy**  |   | **0.04559** | **0.06244** |