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albumentations-demo's Introduction

Hi! I am Ilia.

I am a Data Science Director with a diverse technical and business background. I live in Bangkok and work in Agoda, where I lead multiple DS and ML teams. More information about my experience on the LinkedIn page

I was an active Kaggler in TOP-20 of a global competition ranking. Competitions and Notebooks Master. Kaggle profile

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albumentations-demo's Issues

[feature suggestions]

I understand that this repo mainly aims to demo albumentations, though, I thought it would be nice if following features exist.

  1. Current UI applies augmentations up to 2, though, it would be ideal if a user can apply more augmentations.
  2. If there is a download link for the current augmentation in json or yaml format (or in a code format as well!), it would be convenient!

File :"\src\app.py", line 55, in main

File "src/app.py", line 55, in main
data = A.ReplayCompose(transforms)(image=image)
AttributeError: module 'albumentations' has no attribute 'ReplayCompose'

Adjustments reset after adding new transform

Any adjustments to the transform parameters get reset when adding another transformation in advanced mode, eg. brightness limit, contrast limit for RandomBrightnessContrast will be set back to (-0.20 -0. 20)

Suggest to loosen the dependency on albumentations

Hi, your project albumentations-demo(commit id: 3cb6528) requires "albumentations==0.4.3" in its dependency. After analyzing the source code, we found that the following versions of albumentations can also be suitable, i.e., albumentations 0.4.0, 0.4.1, 0.4.2, 0.4.4, 0.4.5, since all functions that you directly (1 APIs: albumentations.core.composition.ReplayCompose.init) or indirectly (propagate to 12 albumentations's internal APIs and 0 outsider APIs) used from the package have not been changed in these versions, thus not affecting your usage.

Therefore, we believe that it is quite safe to loose your dependency on albumentations from "albumentations==0.4.3" to "albumentations>=0.4.0,<=0.4.5". This will improve the applicability of albumentations-demo and reduce the possibility of any further dependency conflict with other projects.

May I pull a request to further loosen the dependency on albumentations?

By the way, could you please tell us whether such an automatic tool for dependency analysis may be potentially helpful for maintaining dependencies easier during your development?

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