Skip to content
New issue

Have a question about this project? Sign up for a free GitHub account to open an issue and contact its maintainers and the community.

Sign up for GitHub

By clicking “Sign up for GitHub”, you agree to our terms of service and privacy statement. We’ll occasionally send you account related emails.

Already on GitHub? Sign in to your account

Update benchmark #14

Merged
merged 5 commits into from
Jan 31, 2025
Merged

Update benchmark #14

Show file tree
Hide file tree
Changes from all commits
Commits
Show all changes
5 commits
Select commit Hold shift + click to select a range
5ec27d0
Works for Albumentations
ternaus Jan 19, 2025
f28973f
Added torchvision
ternaus Jan 19, 2025
1b3f0db
Updated benchmark
ternaus Jan 30, 2025
5bd86b7
Updated pre-commit hook
ternaus Jan 30, 2025
fc95368
Updated benchmark
ternaus Jan 31, 2025
File filter

Filter by extension

Filter by extension
Conversations
Failed to load comments.
Loading
Jump to
Jump to file
Failed to load files.
Loading
Diff view
Diff view
2 changes: 2 additions & 0 deletions .gitignore
View file
Open in desktop
Original file line number Diff line number Diff line change
Expand Up @@ -168,3 +168,5 @@ conda_build/
data/

.venv_*

notebooks/
6 changes: 3 additions & 3 deletions .pre-commit-config.yaml
View file
Open in desktop
Original file line number Diff line number Diff line change
Expand Up @@ -37,7 +37,7 @@ repos:
- id: requirements-txt-fixer
- repo: https://github.com/astral-sh/ruff-pre-commit
# Ruff version.
rev: v0.7.2
rev: v0.9.4
hooks:
# Run the linter.
- id: ruff
Expand All @@ -54,7 +54,7 @@ repos:
- id: python-use-type-annotations
- id: text-unicode-replacement-char
- repo: https://github.com/codespell-project/codespell
rev: v2.3.0
rev: v2.4.1
hooks:
- id: codespell
additional_dependencies: ["tomli"]
Expand All @@ -63,7 +63,7 @@ repos:
hooks:
- id: pyproject-fmt
- repo: https://github.com/pre-commit/mirrors-mypy
rev: v1.13.0
rev: v1.14.1
hooks:
- id: mypy
files: ^benchmark/
Expand Down
106 changes: 67 additions & 39 deletions README.md
View file
Open in desktop
Original file line number Diff line number Diff line change
Expand Up @@ -40,62 +40,90 @@ This benchmark suite measures the throughput and performance characteristics of
- Thread control settings for consistent single-threaded performance
- Support for multiple image formats and loading methods

## Benchmark Results

![Albumentations vs TorchVision vs Kornia](speedup_analysis.png)

# Benchmark Results

### System Information

- Platform: macOS-15.0.1-arm64-arm-64bit
- Platform: macOS-15.1-arm64-arm-64bit
- Processor: arm
- CPU Count: 10
- Python Version: 3.12.7
- CPU Count: 16
- Python Version: 3.12.8

### Benchmark Parameters

- Number of images: 1000
- Runs per transform: 20
- Number of images: 2000
- Runs per transform: 5
- Max warmup iterations: 1000

### Library Versions

- albumentations: 1.4.21
- albumentations: 2.0.2
- augly: 1.0.0
- imgaug: 0.4.0
- kornia: 0.7.3
- kornia: 0.8.0
- torchvision: 0.20.1

## Performance Comparison

| Transform | albumentations<br>1.4.21 | augly<br>1.0.0 | imgaug<br>0.4.0 | kornia<br>0.7.3 | torchvision<br>0.20.1 |
|:------------------|:---------------------------|:-----------------|:------------------|:------------------|:------------------------|
| HorizontalFlip | **8622 ± 891** | 4121 ± 1001 | 6162 ± 393 | 571 ± 84 | 861 ± 38 |
| VerticalFlip | **23951 ± 5013** | 7775 ± 1376 | 11663 ± 2258 | 1590 ± 100 | 3156 ± 402 |
| Rotate | 1163 ± 84 | 1095 ± 82 | **1224 ± 75** | 167 ± 11 | 160 ± 11 |
| Affine | **907 ± 49** | - | 890 ± 34 | 181 ± 6 | 129 ± 16 |
| Equalize | **852 ± 90** | - | 610 ± 35 | 184 ± 9 | 416 ± 44 |
| RandomCrop80 | **107764 ± 3630** | 25192 ± 5964 | 12343 ± 2013 | 1492 ± 22 | 28767 ± 858 |
| ShiftRGB | **2351 ± 276** | - | 1674 ± 63 | - | - |
| Resize | **2372 ± 156** | 632 ± 38 | 2025 ± 74 | 332 ± 18 | 180 ± 11 |
| RandomGamma | **9014 ± 371** | - | 2592 ± 143 | 128 ± 10 | - |
| Grayscale | **11373 ± 923** | 3359 ± 65 | 1849 ± 75 | 628 ± 75 | 1497 ± 317 |
| RandomPerspective | 401 ± 24 | - | **596 ± 38** | 98 ± 7 | 106 ± 4 |
| GaussianBlur | **1664 ± 144** | 235 ± 18 | 1043 ± 142 | 165 ± 12 | 82 ± 3 |
| MedianBlur | 847 ± 36 | - | **849 ± 32** | 4 ± 0 | - |
| MotionBlur | **3928 ± 742** | - | 663 ± 36 | 75 ± 6 | - |
| Posterize | **9034 ± 331** | - | 2400 ± 142 | 363 ± 69 | 3052 ± 380 |
| JpegCompression | **906 ± 40** | 754 ± 14 | 443 ± 79 | 69 ± 3 | 606 ± 42 |
| GaussianNoise | 183 ± 5 | 70 ± 1 | **204 ± 18** | 65 ± 2 | - |
| Elastic | 229 ± 17 | - | **251 ± 22** | 1 ± 0 | 3 ± 0 |
| Clahe | **471 ± 18** | - | 422 ± 12 | 90 ± 2 | - |
| Brightness | **9251 ± 709** | 1297 ± 42 | 742 ± 39 | 519 ± 15 | 449 ± 14 |
| Contrast | **9146 ± 1034** | 880 ± 9 | 510 ± 9 | 476 ± 116 | 358 ± 4 |
| CoarseDropout | **14488 ± 2108** | - | 653 ± 85 | 526 ± 86 | - |
| Blur | **5804 ± 305** | 243 ± 9 | 3857 ± 385 | - | - |
| ColorJitter | **700 ± 31** | 252 ± 15 | - | 50 ± 4 | 47 ± 2 |
| RandomResizedCrop | **2879 ± 158** | - | - | 321 ± 10 | 462 ± 47 |
| Normalize | **1349 ± 65** | - | - | 645 ± 40 | 528 ± 20 |
| PlankianJitter | **2155 ± 340** | - | - | 1023 ± 114 | - |
| HSV | **1243 ± 44** | - | - | - | - |
## Requirements
Number shows how many uint8 images per second can be processed on one CPU thread. Larger is better.

| Transform | albumentations<br>2.0.2 | augly<br>1.0.0 | imgaug<br>0.4.0 | kornia<br>0.8.0 | torchvision<br>0.20.1 |
|:---------------------|:--------------------------|:-----------------|:------------------|:------------------|:------------------------|
| Resize | **3662 ± 54** | 1083 ± 21 | 2995 ± 70 | 645 ± 13 | 260 ± 9 |
| RandomCrop128 | **116784 ± 2222** | 45395 ± 934 | 21408 ± 622 | 2946 ± 42 | 31450 ± 249 |
| HorizontalFlip | **12649 ± 238** | 8808 ± 1012 | 9599 ± 495 | 1297 ± 13 | 2486 ± 107 |
| VerticalFlip | **24989 ± 904** | 16830 ± 1653 | 19935 ± 1708 | 2872 ± 37 | 4696 ± 161 |
| Rotate | **3066 ± 83** | 1739 ± 105 | 2574 ± 10 | 256 ± 2 | 258 ± 4 |
| Affine | **1503 ± 29** | - | 1328 ± 16 | 248 ± 6 | 188 ± 2 |
| Perspective | **1222 ± 16** | - | 908 ± 8 | 154 ± 3 | 147 ± 5 |
| Elastic | 359 ± 7 | - | **395 ± 14** | 1 ± 0 | 3 ± 0 |
| ChannelShuffle | **8162 ± 180** | - | 1252 ± 26 | 1328 ± 44 | 4417 ± 234 |
| Grayscale | **37212 ± 1856** | 6088 ± 107 | 3100 ± 24 | 1201 ± 52 | 2600 ± 23 |
| GaussianBlur | 943 ± 11 | 387 ± 4 | **1460 ± 23** | 254 ± 5 | 127 ± 4 |
| GaussianNoise | 234 ± 7 | - | **263 ± 9** | 125 ± 1 | - |
| Invert | **35494 ± 17186** | - | 3682 ± 79 | 2881 ± 43 | 4244 ± 30 |
| Posterize | **14146 ± 1381** | - | 3111 ± 95 | 836 ± 30 | 4247 ± 26 |
| Solarize | **12920 ± 1097** | - | 3843 ± 80 | 263 ± 6 | 1032 ± 14 |
| Sharpen | **2375 ± 38** | - | 1101 ± 30 | 201 ± 2 | 220 ± 3 |
| Equalize | **1303 ± 64** | - | 814 ± 11 | 306 ± 1 | 795 ± 3 |
| JpegCompression | **1354 ± 23** | 1202 ± 19 | 687 ± 26 | 120 ± 1 | 889 ± 7 |
| RandomGamma | **12631 ± 1159** | - | 3504 ± 72 | 230 ± 3 | - |
| MedianBlur | **1259 ± 8** | - | 1152 ± 14 | 6 ± 0 | - |
| MotionBlur | **3608 ± 18** | - | 928 ± 37 | 159 ± 1 | - |
| CLAHE | **649 ± 13** | - | 555 ± 14 | 165 ± 3 | - |
| Brightness | **11254 ± 418** | 2108 ± 32 | 1076 ± 32 | 1127 ± 27 | 854 ± 13 |
| Contrast | **11255 ± 242** | 1379 ± 25 | 717 ± 5 | 1109 ± 41 | 602 ± 13 |
| CoarseDropout | **15760 ± 594** | - | 1190 ± 22 | - | - |
| Blur | **7403 ± 114** | 386 ± 4 | 5381 ± 125 | 265 ± 11 | - |
| Saturation | **1581 ± 127** | - | 495 ± 3 | 155 ± 2 | - |
| Shear | **1336 ± 18** | - | 1244 ± 14 | 261 ± 1 | - |
| ColorJitter | **968 ± 52** | 418 ± 5 | - | 104 ± 4 | 87 ± 1 |
| RandomResizedCrop | **4521 ± 17** | - | - | 661 ± 16 | 837 ± 37 |
| Pad | **31866 ± 530** | - | - | - | 4889 ± 183 |
| AutoContrast | **1534 ± 115** | - | - | 541 ± 8 | 344 ± 1 |
| Normalize | **1797 ± 190** | - | - | 1251 ± 14 | 1018 ± 7 |
| Erasing | **25411 ± 5727** | - | - | 1210 ± 27 | 3577 ± 49 |
| CenterCrop128 | **119630 ± 3484** | - | - | - | - |
| RGBShift | **3526 ± 128** | - | - | 896 ± 9 | - |
| PlankianJitter | **3351 ± 42** | - | - | 2150 ± 52 | - |
| HSV | **1277 ± 91** | - | - | - | - |
| ChannelDropout | **10988 ± 243** | - | - | 2283 ± 24 | - |
| LinearIllumination | 462 ± 52 | - | - | **708 ± 6** | - |
| CornerIllumination | **464 ± 45** | - | - | 452 ± 3 | - |
| GaussianIllumination | **670 ± 91** | - | - | 436 ± 13 | - |
| Hue | **1846 ± 193** | - | - | 150 ± 1 | - |
| PlasmaBrightness | **163 ± 1** | - | - | 85 ± 1 | - |
| PlasmaContrast | **138 ± 4** | - | - | 84 ± 0 | - |
| PlasmaShadow | 190 ± 3 | - | - | **216 ± 5** | - |
| Rain | **2121 ± 64** | - | - | 1493 ± 9 | - |
| SaltAndPepper | **2233 ± 35** | - | - | 480 ± 12 | - |
| Snow | **588 ± 32** | - | - | 143 ± 1 | - |
| OpticalDistortion | **687 ± 38** | - | - | 174 ± 0 | - |
| ThinPlateSpline | **75 ± 5** | - | - | 58 ± 0 | - |


The benchmark automatically creates isolated virtual environments for each library and installs the necessary dependencies. Base requirements:

Expand Down
Loading