Mmdetection 3d integration

.gitignore

@@ -1,6 +1,7 @@
 ./data
 wandb/
 lightning_logs/
+mmdetection3d/
 *.pth
 # Byte-compiled / optimized / DLL files
 __pycache__/

Dockerfile

@@ -1,11 +1,12 @@
 FROM python:3.8.3-slim
 
-RUN apt-get update && apt-get upgrade -y
-RUN apt-get install ffmpeg libsm6 libxext6  -y
-RUN apt-get install curl -y
-RUN pip3 install --upgrade pip
+RUN apt-get update && apt-get upgrade -y && \
+    apt-get install ffmpeg libsm6 libxext6  -y && \
+    apt-get install curl -y && \
+    apt-get -y install git && \
+    pip3 install --upgrade pip
 # works with 1.2.2
-RUN /bin/bash -c 'curl -sSL https://install.python-poetry.org | python - --version 1.3.0'
+RUN /bin/bash -c 'curl -sSL https://install.python-poetry.org | python - --version 1.6.1'
 
 COPY . /code
 WORKDIR code

DockerfileMED

@@ -6,7 +6,7 @@ RUN apt-get update \
     && apt-get install ffmpeg libsm6 libxext6 curl iotop -y \
     && rm -rf /var/lib/{apt,dpkg,cache,log}/
 RUN pip3 install --upgrade pip pyopenssl cryptography
-RUN /bin/bash -c 'curl -sSL https://install.python-poetry.org | python - --version 1.3.0'
+RUN /bin/bash -c 'curl -sSL https://install.python-poetry.org | python - --version 1.6.1'
 
 COPY . /code
 RUN rm -r /code/config/experiments/*

DockerfileNM

@@ -6,7 +6,7 @@ RUN apt-get update \
     && apt-get install ffmpeg libsm6 libxext6 curl iotop -y \
     && rm -rf /var/lib/{apt,dpkg,cache,log}/
 RUN pip3 install --upgrade pip pyopenssl cryptography
-RUN /bin/bash -c 'curl -sSL https://install.python-poetry.org | python - --version 1.3.0'
+RUN /bin/bash -c 'curl -sSL https://install.python-poetry.org | python - --version 1.6.1'
 
 COPY . /code
 RUN rm -r /code/config/experiments/*

DockerfilePROM

@@ -6,7 +6,7 @@ RUN apt-get update \
     && apt-get install ffmpeg libsm6 libxext6 curl iotop -y \
     && rm -rf /var/lib/{apt,dpkg,cache,log}/
 RUN pip3 install --upgrade pip pyopenssl cryptography
-RUN /bin/bash -c 'curl -sSL https://install.python-poetry.org | python - --version 1.3.0'
+RUN /bin/bash -c 'curl -sSL https://install.python-poetry.org | python - --version 1.6.1'
 
 COPY . /code
 RUN rm -r /code/config/experiments/*

config/datasets/detection-3d/lep_3d_dataset.yaml

@@ -0,0 +1,27 @@
+task:
+  - 3d-detection
+
+name: lep_3d
+description: Набор данных содержит видео облетов c бпла над территорией линии электропередач
+
+markup_info: Набор данных содержит разметку bounding box, под формат детекции столбов ЛЭП.
+date_time: 10.06.2024
+
+_target_: innofw.core.integrations.mmdetection.datamodule.Mmdetection3DDataModuleAdapter
+
+train:
+  source: https://api.blackhole.ai.innopolis.university/public-datasets/lep_3d_detection/train.zip
+  target: ./data/lep3d
+
+test:
+  source: https://api.blackhole.ai.innopolis.university/public-datasets/lep_3d_detection/test.zip
+  target: ./data/lep3d
+
+infer:
+  source: https://api.blackhole.ai.innopolis.university/public-datasets/lep_3d_detection/test.zip
+  target: ./data/lep3d
+
+num_workers: 8
+
+val_size: 0.2
+num_classes: 4

config/experiments/detection-3d/KG_110624_oegq01.yaml

@@ -0,0 +1,14 @@
+# @package _global_
+defaults:
+  - override /models: detection-3d/base
+  - override /datasets: detection-3d/lep_3d_dataset
+  - override /optimizers: adam
+
+project: "lep_3d_det"
+task: "3d-detection"
+random_seed: 42
+epochs: 10
+batch_size: 2
+weights_freq: 1
+accelerator: gpu
+devices: 0

config/models/detection-3d/base.yaml

@@ -0,0 +1,3 @@
+_target_: innofw.core.integrations.mmdetection.model_adapter.BaseMmdetModel
+description: "base model for 3D point cloud detection"
+name: "Base 3D model"

dui/pages/config_list.py

@@ -72,7 +72,7 @@ def layout():
                 selected_rows=[],
                 page_action="native",
                 page_current=0,
-                page_size=10,
+                page_size=20,
                 style_header={'backgroundColor': 'white',
                               'fontWeight': 'bold',
                               'textAlign': 'left'

innofw/constants.py

@@ -19,6 +19,7 @@ class Frameworks(Enum):
     xgboost = "xgboost"
     catboost = "catboost"
     ultralytics = "ultralytics"
+    mmdetection = "mmdetection"
     none = "none"
 
 PathLike = TypeVar(

innofw/core/integrations/__init__.py

@@ -3,3 +3,4 @@
     UltralyticsDataModuleAdapter as UltralyticsDataModule,
 )
 from .ultralytics.ultralytics_adapter import UltralyticsAdapter as YOLOv5
+from .mmdetection.datamodule import Mmdetection3DDataModuleAdapter as Mmdetection3DDataModule