Support tiling by A-Artemis · Pull Request #6955 · open-edge-platform/geti

A-Artemis · 2026-07-01T09:41:56Z

Summary

Added TilingDatasetFactory for wrapping the dataset subsets if tiling is enabled.
Created tiling config yamls for algorithms which were missing it.
Added basic tiling support across data module and training pipeline.

Checklist

The PR title and description are clear and descriptive
I have manually tested the changes
All changes are covered by automated tests
All related issues are linked to this PR (if applicable)
Documentation has been updated (if applicable)

…ms (skipping yolo/ultralytics)

github-actions · 2026-07-01T09:46:25Z

⏱️ Backend import time — `app.main`

Accelerator	Cumulative (s)	Self (s)
`cpu`	5.033	0.002
`xpu`	5.138	0.002
`cuda`	5.744	0.002

github-actions · 2026-07-01T09:50:30Z

📊 Test coverage report

Metric	Coverage
Lines	60.5%
Functions	57.0%
Branches	52.4%
Statements	60.1%

github-actions · 2026-07-01T09:52:33Z

🐳 Docker image sizes

Device	Size
`cpu`	4023.4 MB (3.93 GB)
`cuda`	7812.2 MB (7.63 GB)
`xpu`	10689.2 MB (10.44 GB)

codecov-commenter · 2026-07-01T09:55:55Z

⚠️ Please install the to ensure uploads and comments are reliably processed by Codecov.

Codecov Report

❌ Patch coverage is 87.50000% with 24 lines in your changes missing coverage. Please review.

Files with missing lines	Patch %	Lines
...e/backend/openvino/models/instance_segmentation.py	84.37%	5 Missing ⚠️
...brary/src/getitune/backend/openvino/models/base.py	71.42%	4 Missing ⚠️
.../src/getitune/backend/openvino/models/detection.py	85.71%	4 Missing ⚠️
...ne/backend/lightning/models/common/rfdetr_mixin.py	88.23%	2 Missing ⚠️
...ne/backend/lightning/models/common/target_utils.py	95.55%	2 Missing ⚠️
...etitune/backend/lightning/models/detection/base.py	75.00%	1 Missing ⚠️
...end/lightning/models/instance_segmentation/base.py	75.00%	1 Missing ⚠️
...tune/backend/lightning/models/segmentation/base.py	0.00%	1 Missing ⚠️
library/src/getitune/config/data.py	66.66%	1 Missing ⚠️
library/src/getitune/data/augmentation/pipeline.py	88.88%	1 Missing ⚠️
... and 2 more

📢 Thoughts on this report? Let us know!

…ion models.

…ile merge

…ing_extensions into aurelien/support-tiling

…h detection and instance segmentation.

…into aurelien/support-tiling # Conflicts: # application/backend/app/execution/training/getitune_trainer.py # library/src/getitune/backend/lightning/models/detection/base.py # library/src/getitune/backend/lightning/models/instance_segmentation/base.py

kprokofi · 2026-07-17T09:43:06Z

@A-Artemis can you add tiling recipes for the new edge crafter model? In the same way as for DEIMV1/V2. They share similar code base

…into aurelien/support-tiling # Conflicts: # application/backend/app/core/logging/utils.py

A-Artemis · 2026-07-21T10:54:55Z

Training passed using the new branches from Datumaro and Model API

…into aurelien/support-tiling # Conflicts: # application/backend/uv.lock # library/pyproject.toml # library/uv.lock

A-Artemis added 2 commits July 1, 2026 11:16

Created TilingDatasets

cffa170

Added tiling configs for detection and instance segmentation algorith…

9b048b0

…ms (skipping yolo/ultralytics)

A-Artemis self-assigned this Jul 1, 2026

A-Artemis linked an issue Jul 1, 2026 that may be closed by this pull request

Tiling in application takes no effect during training #6852

Open

github-actions Bot added Geti Backend Issues related to the Geti application server Geti Library Issues related to Geti Library (OTX) labels Jul 1, 2026

A-Artemis linked an issue Jul 1, 2026 that may be closed by this pull request

Support tiling for new models (RF-DETR, D-FINE, DINOv3 DETR) #6953

Open

kprokofi reviewed Jul 1, 2026

View reviewed changes

Comment thread library/src/getitune/recipe/detection/deim_dfine_l_tile.yaml

A-Artemis added 3 commits July 1, 2026 14:45

Enabled tiling for the newly supported algorithms

57d27a9

Removed redundant block

dec5930

Updated tests to handle new tiling models

a519f44

github-actions Bot added the TEST Any changes in tests label Jul 1, 2026

kprokofi reviewed Jul 1, 2026

View reviewed changes

Comment thread application/backend/app/execution/training/getitune_trainer.py

A-Artemis added 9 commits July 2, 2026 09:05

Added more detailed logging

a678544

Added more logging

2b03282

Handled tiling compatibility with other augmentations

0f809b3

Updated test

a660227

Implemented tile-based inference for detection and instance segmentat…

8f1ba6b

…ion models.

Ensured scores are cast to float32 to prevent dtype mismatch during t…

ff22960

…ile merge

Merge branch 'develop' of https://github.com/open-edge-platform/train…

d0040a5

…ing_extensions into aurelien/support-tiling

Supported tile-based augmentation in GPU pipeline for validation step

9ee8a6c

Benchmark manifest update for testing tiling enabled/disabled for bot…

3043130

…h detection and instance segmentation.

A-Artemis marked this pull request as ready for review July 6, 2026 13:19

A-Artemis requested a review from a team as a code owner July 6, 2026 13:19

Copilot AI review requested due to automatic review settings July 6, 2026 13:19

A-Artemis requested a review from a team as a code owner July 6, 2026 13:19

Copilot started reviewing on behalf of A-Artemis July 16, 2026 08:55 View session

A-Artemis added 4 commits July 16, 2026 12:48

Removed redundant line

8421fda

Readded benchmark for all tile on/off

f5722f8

Removed duplicate logging

4a93ebd

Logging shm memory at INFO level

2a736ea

A-Artemis commented Jul 17, 2026

View reviewed changes

Comment thread application/backend/app/core/logging/utils.py Outdated

A-Artemis and others added 2 commits July 17, 2026 09:21

Merge branch 'develop' into aurelien/support-tiling

f89132a

kprokofi reviewed Jul 17, 2026

View reviewed changes

leoll2 reviewed Jul 17, 2026

View reviewed changes

Comment thread library/benchmark_manifest.yaml

Comment thread application/backend/app/execution/training/getitune_trainer.py Outdated

Comment thread application/backend/app/execution/training/getitune_trainer.py Outdated

A-Artemis added 3 commits July 17, 2026 11:17

Addressed PR comments

d757661

Reset benchmark_manifest.yaml

54c5ade

Removed extra logging

db3cb41

A-Artemis added 5 commits July 17, 2026 11:51

Added edgecrafter tiling support

c5e7d3d

Moved tiling patch to Datumaro

ab1fb11

Moved forward tiling patch to Model API

9cfea43

Merge branch 'develop' of https://github.com/open-edge-platform/geti …

0a04a35

…into aurelien/support-tiling # Conflicts: # application/backend/app/core/logging/utils.py

Testing model api and datumaro branches

bb0e482

A-Artemis requested a review from sys-geti as a code owner July 21, 2026 09:12

github-actions Bot added DEPENDENCY Any changes in any dependencies (new dep or its version) should be produced via Change Request on PM BUILD labels Jul 21, 2026

A-Artemis added 3 commits July 21, 2026 13:00

Revert back to dev dependencies

8cf9d32

Change to develop and master branch from Datumaro and Model API

8f7f536

Merge branch 'develop' of https://github.com/open-edge-platform/geti …

970a938

…into aurelien/support-tiling # Conflicts: # application/backend/uv.lock # library/pyproject.toml # library/uv.lock

leoll2 reviewed Jul 22, 2026

View reviewed changes

Comment thread library/pyproject.toml Outdated

A-Artemis added 2 commits July 22, 2026 14:09

Set Datumaro to v1.13.5

3819309

Set Datumaro to v1.13.6

d6cf351

A-Artemis enabled auto-merge July 22, 2026 15:01

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Summary

Checklist

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⏱️ Backend import time — app.main

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📊 Test coverage report

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🐳 Docker image sizes

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Codecov Report

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kprokofi commented Jul 17, 2026

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A-Artemis commented Jul 21, 2026

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A-Artemis commented Jul 1, 2026 •

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⏱️ Backend import time — `app.main`

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