Science Score: 44.0%
This score indicates how likely this project is to be science-related based on various indicators:
-
✓CITATION.cff file
Found CITATION.cff file -
✓codemeta.json file
Found codemeta.json file -
✓.zenodo.json file
Found .zenodo.json file -
○DOI references
-
○Academic publication links
-
○Academic email domains
-
○Institutional organization owner
-
○JOSS paper metadata
-
○Scientific vocabulary similarity
Low similarity (7.6%) to scientific vocabulary
Repository
Basic Info
- Host: GitHub
- Owner: HaeGyeongPark
- License: agpl-3.0
- Language: Python
- Default Branch: main
- Size: 31.8 MB
Statistics
- Stars: 0
- Watchers: 1
- Forks: 0
- Open Issues: 0
- Releases: 0
Metadata Files
README.md
HYU-AUE8088, Understanding and Utilizing Deep Learning
PA #2. Object Detection
Important Files
bash
├── README.md
├── requirements.txt
├── datasets
│ └── nuscenes/ (see below explanation)
├── data
│ ├── ...
│ └── nuscenes.yaml
├── models
│ ├── ...
│ ├── yolo.py
│ └── yolo5n_nuscenes.yaml
├── utils
│ ├── ...
│ ├── dataloaders.py
│ └── loss.py
├── detect.py
├── debug.ipynb
└── train_simple.py
Preparation
Prepare dataset (4.3GB, resized images with bbox labels, front camera only)
bash $ wget https://hyu-aue8088.s3.ap-northeast-2.amazonaws.com/nuscenes_det2d.tar.gz $ tar xzvf nuscenes_det2d.tar.gzCreate python virtual environment
bash $ python3 -m venv venv/aue8088-pa2 $ source venv/aue8088-pa2/bin/activateCheck whether the virtual environment set properly : The result should end with
venv/aue8088-pa2/bin/python.
bash
$ which python
Clone base code repository (replace
ircvlabtoyour accountif you forked the repository)bash $ git clone https://github.com/ircvlab/aue8088-pa2[!] Create a symbolic link for nuscenes dataset
- Assume the below folder structure
bash ├── nuscenes_det2d ├── aue8088-pa2 │ ├── data/ │ ├── models/ │ ├── train_simple.py │ ├── ... │ └── README.md (this file)- Follow below commandsbash $ cd aue8088-pa2 $ mkdir datasets $ ln -s $(realpath ../nuscenes_det2d) datasets/nuscenes $Install required packages
bash $ pip install -r requirements.txt
Train
- Command
bash $ python train_simple.py \ --img 416 \ --batch-size 64 \ --epochs 40 \ --data data/nuscenes.yaml \ --cfg models/yolov5n_nuscenes.yaml \ --weights yolov5n.pt \ --workers 16 \ --name yolov5n
Owner
- Login: HaeGyeongPark
- Kind: user
- Repositories: 1
- Profile: https://github.com/HaeGyeongPark
Citation (CITATION.cff)
cff-version: 1.2.0
preferred-citation:
type: software
message: If you use YOLOv5, please cite it as below.
authors:
- family-names: Jocher
given-names: Glenn
orcid: "https://orcid.org/0000-0001-5950-6979"
title: "YOLOv5 by Ultralytics"
version: 7.0
doi: 10.5281/zenodo.3908559
date-released: 2020-5-29
license: AGPL-3.0
url: "https://github.com/ultralytics/yolov5"
GitHub Events
Total
Last Year
Dependencies
- pytorch/pytorch 2.0.0-cuda11.7-cudnn8-runtime build
- gcr.io/google-appengine/python latest build
- matplotlib >=3.3.0
- numpy >=1.22.2
- opencv-python >=4.6.0
- pandas >=1.1.4
- pillow >=7.1.2
- psutil *
- py-cpuinfo *
- pyyaml >=5.3.1
- requests >=2.23.0
- scipy >=1.4.1
- seaborn >=0.11.0
- thop >=0.1.1
- torch >=1.8.0
- torchvision >=0.9.0
- tqdm >=4.64.0
- ultralytics >=8.1.47
- PyYAML >=5.3.1
- gitpython >=3.1.30
- matplotlib >=3.3
- numpy >=1.23.5
- opencv-python >=4.1.1
- pandas >=1.1.4
- pillow >=10.3.0
- psutil *
- requests >=2.32.0
- scipy >=1.4.1
- seaborn >=0.11.0
- setuptools >=65.5.1
- thop >=0.1.1
- torchvision >=0.9.0
- tqdm >=4.64.0
- ultralytics >=8.0.232
- wandb ==0.17.0
- wheel >=0.38.0
- Flask ==2.3.2
- gunicorn ==22.0.0
- pip ==23.3
- werkzeug >=3.0.1
- GitPython ==3.1.43
- Jinja2 ==3.1.4
- MarkupSafe ==2.1.5
- PyGObject ==3.42.1
- PyYAML ==6.0.1
- certifi ==2024.6.2
- charset-normalizer ==3.3.2
- click ==8.1.7
- contourpy ==1.2.1
- cycler ==0.12.1
- dbus-python ==1.2.18
- distro ==1.7.0
- docker-pycreds ==0.4.0
- filelock ==3.14.0
- fonttools ==4.53.0
- fsspec ==2024.6.0
- gitdb ==4.0.11
- idna ==3.7
- kiwisolver ==1.4.5
- matplotlib ==3.9.0
- mpmath ==1.3.0
- networkx ==3.3
- numpy ==1.26.4
- nvidia-cublas-cu12 ==12.1.3.1
- nvidia-cuda-cupti-cu12 ==12.1.105
- nvidia-cuda-nvrtc-cu12 ==12.1.105
- nvidia-cuda-runtime-cu12 ==12.1.105
- nvidia-cudnn-cu12 ==8.9.2.26
- nvidia-cufft-cu12 ==11.0.2.54
- nvidia-curand-cu12 ==10.3.2.106
- nvidia-cusolver-cu12 ==11.4.5.107
- nvidia-cusparse-cu12 ==12.1.0.106
- nvidia-nccl-cu12 ==2.20.5
- nvidia-nvjitlink-cu12 ==12.5.40
- nvidia-nvtx-cu12 ==12.1.105
- opencv-python ==4.10.0.82
- packaging ==24.1
- pandas ==2.2.2
- pillow ==10.3.0
- pip ==22.0.2
- platformdirs ==4.2.2
- protobuf ==4.25.3
- psutil ==5.9.8
- py-cpuinfo ==9.0.0
- pyparsing ==3.1.2
- python-dateutil ==2.9.0.post0
- pytz ==2024.1
- requests ==2.32.3
- scipy ==1.13.1
- seaborn ==0.13.2
- sentry-sdk ==2.5.1
- setproctitle ==1.3.3
- setuptools ==59.6.0
- six ==1.16.0
- smmap ==5.0.1
- ssh-import-id ==5.11
- sympy ==1.12.1
- thop ==0.1.1
- torch ==2.3.1
- torchaudio ==2.3.1
- torchvision ==0.18.1
- tqdm ==4.66.4
- triton ==2.3.1
- typing_extensions ==4.12.2
- tzdata ==2024.1
- ufw ==0.36.1
- ultralytics ==8.2.31
- ultralytics-thop ==0.2.8
- umpy ==0.1.0
- urllib3 ==2.2.1
- wandb ==0.17.0
- wheel ==0.37.1
- GitPython ==3.1.43
- Jinja2 ==3.1.4
- MarkupSafe ==2.1.5
- PyGObject ==3.42.1
- PyYAML ==6.0.1
- certifi ==2024.6.2
- charset-normalizer ==3.3.2
- click ==8.1.7
- contourpy ==1.2.1
- cycler ==0.12.1
- dbus-python ==1.2.18
- distro ==1.7.0
- docker-pycreds ==0.4.0
- filelock ==3.14.0
- fonttools ==4.53.0
- fsspec ==2024.6.0
- gitdb ==4.0.11
- idna ==3.7
- kiwisolver ==1.4.5
- matplotlib ==3.9.0
- mpmath ==1.3.0
- networkx ==3.3
- numpy ==1.26.4
- nvidia-cublas-cu12 ==12.1.3.1
- nvidia-cuda-cupti-cu12 ==12.1.105
- nvidia-cuda-nvrtc-cu12 ==12.1.105
- nvidia-cuda-runtime-cu12 ==12.1.105
- nvidia-cudnn-cu12 ==8.9.2.26
- nvidia-cufft-cu12 ==11.0.2.54
- nvidia-curand-cu12 ==10.3.2.106
- nvidia-cusolver-cu12 ==11.4.5.107
- nvidia-cusparse-cu12 ==12.1.0.106
- nvidia-nccl-cu12 ==2.20.5
- nvidia-nvjitlink-cu12 ==12.5.40
- nvidia-nvtx-cu12 ==12.1.105
- opencv-python ==4.10.0.82
- packaging ==24.1
- pandas ==2.2.2
- pillow ==10.3.0
- pip ==22.0.2
- platformdirs ==4.2.2
- protobuf ==4.25.3
- psutil ==5.9.8
- py-cpuinfo ==9.0.0
- pyparsing ==3.1.2
- python-dateutil ==2.9.0.post0
- pytz ==2024.1
- requests ==2.32.3
- scipy ==1.13.1
- seaborn ==0.13.2
- sentry-sdk ==2.5.1
- setproctitle ==1.3.3
- setuptools ==59.6.0
- six ==1.16.0
- smmap ==5.0.1
- ssh-import-id ==5.11
- sympy ==1.12.1
- thop ==0.1.1
- torch ==2.3.1
- torchaudio ==2.3.1
- torchvision ==0.18.1
- tqdm ==4.66.4
- triton ==2.3.1
- typing_extensions ==4.12.2
- tzdata ==2024.1
- ufw ==0.36.1
- ultralytics ==8.2.31
- ultralytics-thop ==0.2.8
- umpy ==0.1.0
- urllib3 ==2.2.1
- wandb ==0.17.0
- wheel ==0.37.1
- GitPython ==3.1.43
- Jinja2 ==3.1.4
- MarkupSafe ==2.1.5
- PyGObject ==3.42.1
- PyYAML ==6.0.1
- certifi ==2024.6.2
- charset-normalizer ==3.3.2
- click ==8.1.7
- contourpy ==1.2.1
- cycler ==0.12.1
- dbus-python ==1.2.18
- distro ==1.7.0
- docker-pycreds ==0.4.0
- filelock ==3.14.0
- fonttools ==4.53.0
- fsspec ==2024.6.0
- gitdb ==4.0.11
- idna ==3.7
- kiwisolver ==1.4.5
- matplotlib ==3.9.0
- mpmath ==1.3.0
- networkx ==3.3
- numpy ==1.26.4
- nvidia-cublas-cu12 ==12.1.3.1
- nvidia-cuda-cupti-cu12 ==12.1.105
- nvidia-cuda-nvrtc-cu12 ==12.1.105
- nvidia-cuda-runtime-cu12 ==12.1.105
- nvidia-cudnn-cu12 ==8.9.2.26
- nvidia-cufft-cu12 ==11.0.2.54
- nvidia-curand-cu12 ==10.3.2.106
- nvidia-cusolver-cu12 ==11.4.5.107
- nvidia-cusparse-cu12 ==12.1.0.106
- nvidia-nccl-cu12 ==2.20.5
- nvidia-nvjitlink-cu12 ==12.5.40
- nvidia-nvtx-cu12 ==12.1.105
- opencv-python ==4.10.0.82
- packaging ==24.1
- pandas ==2.2.2
- pillow ==10.3.0
- pip ==22.0.2
- platformdirs ==4.2.2
- protobuf ==4.25.3
- psutil ==5.9.8
- py-cpuinfo ==9.0.0
- pyparsing ==3.1.2
- python-dateutil ==2.9.0.post0
- pytz ==2024.1
- requests ==2.32.3
- scipy ==1.13.1
- seaborn ==0.13.2
- sentry-sdk ==2.5.1
- setproctitle ==1.3.3
- setuptools ==59.6.0
- six ==1.16.0
- smmap ==5.0.1
- ssh-import-id ==5.11
- sympy ==1.12.1
- thop ==0.1.1
- torch ==2.3.1
- torchaudio ==2.3.1
- torchvision ==0.18.1
- tqdm ==4.66.4
- triton ==2.3.1
- typing_extensions ==4.12.2
- tzdata ==2024.1
- ufw ==0.36.1
- ultralytics ==8.2.31
- ultralytics-thop ==0.2.8
- umpy ==0.1.0
- urllib3 ==2.2.1
- wandb ==0.17.0
- wheel ==0.37.1
- GitPython ==3.1.43
- Jinja2 ==3.1.4
- MarkupSafe ==2.1.5
- PyGObject ==3.42.1
- PyYAML ==6.0.1
- certifi ==2024.6.2
- charset-normalizer ==3.3.2
- click ==8.1.7
- contourpy ==1.2.1
- cycler ==0.12.1
- dbus-python ==1.2.18
- distro ==1.7.0
- docker-pycreds ==0.4.0
- filelock ==3.14.0
- fonttools ==4.53.0
- fsspec ==2024.6.0
- gitdb ==4.0.11
- idna ==3.7
- kiwisolver ==1.4.5
- matplotlib ==3.9.0
- mpmath ==1.3.0
- networkx ==3.3
- numpy ==1.26.4
- nvidia-cublas-cu12 ==12.1.3.1
- nvidia-cuda-cupti-cu12 ==12.1.105
- nvidia-cuda-nvrtc-cu12 ==12.1.105
- nvidia-cuda-runtime-cu12 ==12.1.105
- nvidia-cudnn-cu12 ==8.9.2.26
- nvidia-cufft-cu12 ==11.0.2.54
- nvidia-curand-cu12 ==10.3.2.106
- nvidia-cusolver-cu12 ==11.4.5.107
- nvidia-cusparse-cu12 ==12.1.0.106
- nvidia-nccl-cu12 ==2.20.5
- nvidia-nvjitlink-cu12 ==12.5.40
- nvidia-nvtx-cu12 ==12.1.105
- opencv-python ==4.10.0.82
- packaging ==24.1
- pandas ==2.2.2
- pillow ==10.3.0
- pip ==22.0.2
- platformdirs ==4.2.2
- protobuf ==4.25.3
- psutil ==5.9.8
- py-cpuinfo ==9.0.0
- pyparsing ==3.1.2
- python-dateutil ==2.9.0.post0
- pytz ==2024.1
- requests ==2.32.3
- scipy ==1.13.1
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- sentry-sdk ==2.5.1
- setproctitle ==1.3.3
- setuptools ==59.6.0
- six ==1.16.0
- smmap ==5.0.1
- ssh-import-id ==5.11
- sympy ==1.12.1
- thop ==0.1.1
- torch ==2.3.1
- torchaudio ==2.3.1
- torchvision ==0.18.1
- tqdm ==4.66.4
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- typing_extensions ==4.12.2
- tzdata ==2024.1
- ufw ==0.36.1
- ultralytics ==8.2.31
- ultralytics-thop ==0.2.8
- umpy ==0.1.0
- urllib3 ==2.2.1
- wandb ==0.17.0
- wheel ==0.37.1
- GitPython ==3.1.43
- Jinja2 ==3.1.4
- MarkupSafe ==2.1.5
- PyGObject ==3.42.1
- PyYAML ==6.0.1
- certifi ==2024.6.2
- charset-normalizer ==3.3.2
- click ==8.1.7
- contourpy ==1.2.1
- cycler ==0.12.1
- dbus-python ==1.2.18
- distro ==1.7.0
- docker-pycreds ==0.4.0
- filelock ==3.14.0
- fonttools ==4.53.0
- fsspec ==2024.6.0
- gitdb ==4.0.11
- idna ==3.7
- kiwisolver ==1.4.5
- matplotlib ==3.9.0
- mpmath ==1.3.0
- networkx ==3.3
- numpy ==1.26.4
- nvidia-cublas-cu12 ==12.1.3.1
- nvidia-cuda-cupti-cu12 ==12.1.105
- nvidia-cuda-nvrtc-cu12 ==12.1.105
- nvidia-cuda-runtime-cu12 ==12.1.105
- nvidia-cudnn-cu12 ==8.9.2.26
- nvidia-cufft-cu12 ==11.0.2.54
- nvidia-curand-cu12 ==10.3.2.106
- nvidia-cusolver-cu12 ==11.4.5.107
- nvidia-cusparse-cu12 ==12.1.0.106
- nvidia-nccl-cu12 ==2.20.5
- nvidia-nvjitlink-cu12 ==12.5.40
- nvidia-nvtx-cu12 ==12.1.105
- opencv-python ==4.10.0.82
- packaging ==24.1
- pandas ==2.2.2
- pillow ==10.3.0
- pip ==22.0.2
- platformdirs ==4.2.2
- protobuf ==4.25.3
- psutil ==5.9.8
- py-cpuinfo ==9.0.0
- pyparsing ==3.1.2
- python-dateutil ==2.9.0.post0
- pytz ==2024.1
- requests ==2.32.3
- scipy ==1.13.1
- seaborn ==0.13.2
- sentry-sdk ==2.5.1
- setproctitle ==1.3.3
- setuptools ==59.6.0
- six ==1.16.0
- smmap ==5.0.1
- ssh-import-id ==5.11
- sympy ==1.12.1
- thop ==0.1.1
- torch ==2.3.1
- torchaudio ==2.3.1
- torchvision ==0.18.1
- tqdm ==4.66.4
- triton ==2.3.1
- typing_extensions ==4.12.2
- tzdata ==2024.1
- ufw ==0.36.1
- ultralytics ==8.2.31
- ultralytics-thop ==0.2.8
- umpy ==0.1.0
- urllib3 ==2.2.1
- wandb ==0.17.0
- wheel ==0.37.1
- GitPython ==3.1.43
- Jinja2 ==3.1.4
- MarkupSafe ==2.1.5
- PyGObject ==3.42.1
- PyYAML ==6.0.1
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- charset-normalizer ==3.3.2
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- docker-pycreds ==0.4.0
- filelock ==3.14.0
- fonttools ==4.53.0
- fsspec ==2024.6.0
- gitdb ==4.0.11
- idna ==3.7
- kiwisolver ==1.4.5
- matplotlib ==3.9.0
- mpmath ==1.3.0
- networkx ==3.3
- numpy ==1.26.4
- nvidia-cublas-cu12 ==12.1.3.1
- nvidia-cuda-cupti-cu12 ==12.1.105
- nvidia-cuda-nvrtc-cu12 ==12.1.105
- nvidia-cuda-runtime-cu12 ==12.1.105
- nvidia-cudnn-cu12 ==8.9.2.26
- nvidia-cufft-cu12 ==11.0.2.54
- nvidia-curand-cu12 ==10.3.2.106
- nvidia-cusolver-cu12 ==11.4.5.107
- nvidia-cusparse-cu12 ==12.1.0.106
- nvidia-nccl-cu12 ==2.20.5
- nvidia-nvjitlink-cu12 ==12.5.40
- nvidia-nvtx-cu12 ==12.1.105
- opencv-python ==4.10.0.82
- packaging ==24.1
- pandas ==2.2.2
- pillow ==10.3.0
- pip ==22.0.2
- platformdirs ==4.2.2
- protobuf ==4.25.3
- psutil ==5.9.8
- py-cpuinfo ==9.0.0
- pyparsing ==3.1.2
- python-dateutil ==2.9.0.post0
- pytz ==2024.1
- requests ==2.32.3
- scipy ==1.13.1
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- setproctitle ==1.3.3
- setuptools ==59.6.0
- six ==1.16.0
- smmap ==5.0.1
- ssh-import-id ==5.11
- sympy ==1.12.1
- thop ==0.1.1
- torch ==2.3.1
- torchaudio ==2.3.1
- torchvision ==0.18.1
- tqdm ==4.66.4
- triton ==2.3.1
- typing_extensions ==4.12.2
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- ufw ==0.36.1
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- ultralytics-thop ==0.2.8
- umpy ==0.1.0
- urllib3 ==2.2.1
- wandb ==0.17.0
- wheel ==0.37.1
- GitPython ==3.1.43
- Jinja2 ==3.1.4
- MarkupSafe ==2.1.5
- PyGObject ==3.42.1
- PyYAML ==6.0.1
- certifi ==2024.6.2
- charset-normalizer ==3.3.2
- click ==8.1.7
- contourpy ==1.2.1
- cycler ==0.12.1
- dbus-python ==1.2.18
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- docker-pycreds ==0.4.0
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- fonttools ==4.53.0
- fsspec ==2024.6.0
- gitdb ==4.0.11
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- kiwisolver ==1.4.5
- matplotlib ==3.9.0
- mpmath ==1.3.0
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- numpy ==1.26.4
- nvidia-cublas-cu12 ==12.1.3.1
- nvidia-cuda-cupti-cu12 ==12.1.105
- nvidia-cuda-nvrtc-cu12 ==12.1.105
- nvidia-cuda-runtime-cu12 ==12.1.105
- nvidia-cudnn-cu12 ==8.9.2.26
- nvidia-cufft-cu12 ==11.0.2.54
- nvidia-curand-cu12 ==10.3.2.106
- nvidia-cusolver-cu12 ==11.4.5.107
- nvidia-cusparse-cu12 ==12.1.0.106
- nvidia-nccl-cu12 ==2.20.5
- nvidia-nvjitlink-cu12 ==12.5.40
- nvidia-nvtx-cu12 ==12.1.105
- opencv-python ==4.10.0.82
- packaging ==24.1
- pandas ==2.2.2
- pillow ==10.3.0
- pip ==22.0.2
- platformdirs ==4.2.2
- protobuf ==4.25.3
- psutil ==5.9.8
- py-cpuinfo ==9.0.0
- pyparsing ==3.1.2
- python-dateutil ==2.9.0.post0
- pytz ==2024.1
- requests ==2.32.3
- scipy ==1.13.1
- seaborn ==0.13.2
- sentry-sdk ==2.5.1
- setproctitle ==1.3.3
- setuptools ==59.6.0
- setuptools ==70.0.0
- six ==1.16.0
- smmap ==5.0.1
- ssh-import-id ==5.11
- sympy ==1.12.1
- thop ==0.1.1
- torch ==2.3.1
- torchaudio ==2.3.1
- torchvision ==0.18.1
- tqdm ==4.66.4
- triton ==2.3.1
- typing_extensions ==4.12.2
- tzdata ==2024.1
- ufw ==0.36.1
- ultralytics ==8.2.31
- ultralytics-thop ==0.2.8
- umpy ==0.1.0
- urllib3 ==2.2.1
- wandb ==0.17.0
- wheel ==0.37.1
- wheel ==0.43.0
- GitPython ==3.1.43
- Jinja2 ==3.1.4
- MarkupSafe ==2.1.5
- PyGObject ==3.42.1
- PyYAML ==6.0.1
- certifi ==2024.6.2
- charset-normalizer ==3.3.2
- click ==8.1.7
- contourpy ==1.2.1
- cycler ==0.12.1
- dbus-python ==1.2.18
- distro ==1.7.0
- docker-pycreds ==0.4.0
- filelock ==3.14.0
- fonttools ==4.53.0
- fsspec ==2024.6.0
- gitdb ==4.0.11
- idna ==3.7
- kiwisolver ==1.4.5
- matplotlib ==3.9.0
- mpmath ==1.3.0
- networkx ==3.3
- numpy ==1.26.4
- nvidia-cublas-cu12 ==12.1.3.1
- nvidia-cuda-cupti-cu12 ==12.1.105
- nvidia-cuda-nvrtc-cu12 ==12.1.105
- nvidia-cuda-runtime-cu12 ==12.1.105
- nvidia-cudnn-cu12 ==8.9.2.26
- nvidia-cufft-cu12 ==11.0.2.54
- nvidia-curand-cu12 ==10.3.2.106
- nvidia-cusolver-cu12 ==11.4.5.107
- nvidia-cusparse-cu12 ==12.1.0.106
- nvidia-nccl-cu12 ==2.20.5
- nvidia-nvjitlink-cu12 ==12.5.40
- nvidia-nvtx-cu12 ==12.1.105
- opencv-python ==4.10.0.82
- packaging ==24.1
- pandas ==2.2.2
- pillow ==10.3.0
- pip ==22.0.2
- platformdirs ==4.2.2
- protobuf ==4.25.3
- psutil ==5.9.8
- py-cpuinfo ==9.0.0
- pyparsing ==3.1.2
- python-dateutil ==2.9.0.post0
- pytz ==2024.1
- requests ==2.32.3
- scipy ==1.13.1
- seaborn ==0.13.2
- sentry-sdk ==2.5.1
- setproctitle ==1.3.3
- setuptools ==59.6.0
- setuptools ==70.0.0
- six ==1.16.0
- smmap ==5.0.1
- ssh-import-id ==5.11
- sympy ==1.12.1
- thop ==0.1.1
- torch ==2.3.1
- torchaudio ==2.3.1
- torchvision ==0.18.1
- tqdm ==4.66.4
- triton ==2.3.1
- typing_extensions ==4.12.2
- tzdata ==2024.1
- ufw ==0.36.1
- ultralytics ==8.2.31
- ultralytics-thop ==0.2.8
- umpy ==0.1.0
- urllib3 ==2.2.1
- wandb ==0.17.0
- wheel ==0.37.1
- wheel ==0.43.0
- GitPython ==3.1.43
- Jinja2 ==3.1.4
- MarkupSafe ==2.1.5
- PyGObject ==3.42.1
- PyYAML ==6.0.1
- Pygments ==2.18.0
- asttokens ==2.4.1
- certifi ==2024.6.2
- charset-normalizer ==3.3.2
- click ==8.1.7
- comm ==0.2.2
- contourpy ==1.2.1
- cycler ==0.12.1
- dbus-python ==1.2.18
- debugpy ==1.8.1
- decorator ==5.1.1
- distro ==1.7.0
- docker-pycreds ==0.4.0
- exceptiongroup ==1.2.1
- executing ==2.0.1
- filelock ==3.14.0
- fonttools ==4.53.0
- fsspec ==2024.6.0
- gitdb ==4.0.11
- idna ==3.7
- ipykernel ==6.29.4
- ipython ==8.25.0
- jedi ==0.19.1
- joblib ==1.4.2
- jupyter_client ==8.6.2
- jupyter_core ==5.7.2
- kiwisolver ==1.4.5
- matplotlib ==3.9.0
- matplotlib-inline ==0.1.7
- mpmath ==1.3.0
- nest-asyncio ==1.6.0
- networkx ==3.3
- numpy ==1.26.4
- nvidia-cublas-cu12 ==12.1.3.1
- nvidia-cuda-cupti-cu12 ==12.1.105
- nvidia-cuda-nvrtc-cu12 ==12.1.105
- nvidia-cuda-runtime-cu12 ==12.1.105
- nvidia-cudnn-cu12 ==8.9.2.26
- nvidia-cufft-cu12 ==11.0.2.54
- nvidia-curand-cu12 ==10.3.2.106
- nvidia-cusolver-cu12 ==11.4.5.107
- nvidia-cusparse-cu12 ==12.1.0.106
- nvidia-nccl-cu12 ==2.20.5
- nvidia-nvjitlink-cu12 ==12.5.40
- nvidia-nvtx-cu12 ==12.1.105
- opencv-python ==4.10.0.82
- packaging ==24.1
- pandas ==2.2.2
- parso ==0.8.4
- pexpect ==4.9.0
- pillow ==10.3.0
- pip ==22.0.2
- platformdirs ==4.2.2
- prompt_toolkit ==3.0.47
- protobuf ==4.25.3
- psutil ==5.9.8
- ptyprocess ==0.7.0
- pure-eval ==0.2.2
- py-cpuinfo ==9.0.0
- pyparsing ==3.1.2
- python-dateutil ==2.9.0.post0
- pytz ==2024.1
- pyzmq ==26.0.3
- requests ==2.32.3
- scikit-learn ==1.5.0
- scipy ==1.13.1
- seaborn ==0.13.2
- sentry-sdk ==2.5.1
- setproctitle ==1.3.3
- setuptools ==59.6.0
- setuptools ==70.0.0
- six ==1.16.0
- smmap ==5.0.1
- ssh-import-id ==5.11
- stack-data ==0.6.3
- sympy ==1.12.1
- thop ==0.1.1
- threadpoolctl ==3.5.0
- torch ==2.3.1
- torchaudio ==2.3.1
- torchvision ==0.18.1
- tornado ==6.4.1
- tqdm ==4.66.4
- traitlets ==5.14.3
- triton ==2.3.1
- typing_extensions ==4.12.2
- tzdata ==2024.1
- ufw ==0.36.1
- ultralytics ==8.2.31
- ultralytics-thop ==0.2.8
- umpy ==0.1.0
- urllib3 ==2.2.1
- wandb ==0.17.0
- wcwidth ==0.2.13
- wheel ==0.37.1
- wheel ==0.43.0
- GitPython ==3.1.43
- Jinja2 ==3.1.4
- MarkupSafe ==2.1.5
- PyGObject ==3.42.1
- PyYAML ==6.0.1
- Pygments ==2.18.0
- asttokens ==2.4.1
- certifi ==2024.6.2
- charset-normalizer ==3.3.2
- click ==8.1.7
- comm ==0.2.2
- contourpy ==1.2.1
- cycler ==0.12.1
- dbus-python ==1.2.18
- debugpy ==1.8.1
- decorator ==5.1.1
- distro ==1.7.0
- docker-pycreds ==0.4.0
- exceptiongroup ==1.2.1
- executing ==2.0.1
- filelock ==3.14.0
- fonttools ==4.53.0
- fsspec ==2024.6.0
- gitdb ==4.0.11
- idna ==3.7
- ipykernel ==6.29.4
- ipython ==8.25.0
- jedi ==0.19.1
- joblib ==1.4.2
- jupyter_client ==8.6.2
- jupyter_core ==5.7.2
- kiwisolver ==1.4.5
- matplotlib ==3.9.0
- matplotlib-inline ==0.1.7
- mpmath ==1.3.0
- nest-asyncio ==1.6.0
- networkx ==3.3
- numpy ==1.26.4
- nvidia-cublas-cu12 ==12.1.3.1
- nvidia-cuda-cupti-cu12 ==12.1.105
- nvidia-cuda-nvrtc-cu12 ==12.1.105
- nvidia-cuda-runtime-cu12 ==12.1.105
- nvidia-cudnn-cu12 ==8.9.2.26
- nvidia-cufft-cu12 ==11.0.2.54
- nvidia-curand-cu12 ==10.3.2.106
- nvidia-cusolver-cu12 ==11.4.5.107
- nvidia-cusparse-cu12 ==12.1.0.106
- nvidia-nccl-cu12 ==2.20.5
- nvidia-nvjitlink-cu12 ==12.5.40
- nvidia-nvtx-cu12 ==12.1.105
- opencv-python ==4.10.0.82
- packaging ==24.1
- pandas ==2.2.2
- parso ==0.8.4
- pexpect ==4.9.0
- pillow ==10.3.0
- pip ==22.0.2
- platformdirs ==4.2.2
- prompt_toolkit ==3.0.47
- protobuf ==4.25.3
- psutil ==5.9.8
- ptyprocess ==0.7.0
- pure-eval ==0.2.2
- py-cpuinfo ==9.0.0
- pyparsing ==3.1.2
- python-dateutil ==2.9.0.post0
- pytz ==2024.1
- pyzmq ==26.0.3
- requests ==2.32.3
- scikit-learn ==1.5.0
- scipy ==1.13.1
- seaborn ==0.13.2
- sentry-sdk ==2.5.1
- setproctitle ==1.3.3
- setuptools ==59.6.0
- setuptools ==70.0.0
- six ==1.16.0
- smmap ==5.0.1
- ssh-import-id ==5.11
- stack-data ==0.6.3
- sympy ==1.12.1
- thop ==0.1.1
- threadpoolctl ==3.5.0
- torch ==2.3.1
- torchaudio ==2.3.1
- torchvision ==0.18.1
- tornado ==6.4.1
- tqdm ==4.66.4
- traitlets ==5.14.3
- triton ==2.3.1
- typing_extensions ==4.12.2
- tzdata ==2024.1
- ufw ==0.36.1
- ultralytics ==8.2.31
- ultralytics-thop ==0.2.8
- umpy ==0.1.0
- urllib3 ==2.2.1
- wandb ==0.17.0
- wcwidth ==0.2.13
- wheel ==0.37.1
- wheel ==0.43.0
- GitPython ==3.1.43
- Jinja2 ==3.1.4
- MarkupSafe ==2.1.5
- PyGObject ==3.42.1
- PyYAML ==6.0.1
- Pygments ==2.18.0
- asttokens ==2.4.1
- certifi ==2024.6.2
- charset-normalizer ==3.3.2
- click ==8.1.7
- comm ==0.2.2
- contourpy ==1.2.1
- cycler ==0.12.1
- dbus-python ==1.2.18
- debugpy ==1.8.1
- decorator ==5.1.1
- distro ==1.7.0
- docker-pycreds ==0.4.0
- exceptiongroup ==1.2.1
- executing ==2.0.1
- filelock ==3.14.0
- fonttools ==4.53.0
- fsspec ==2024.6.0
- gitdb ==4.0.11
- idna ==3.7
- ipykernel ==6.29.4
- ipython ==8.25.0
- jedi ==0.19.1
- joblib ==1.4.2
- jupyter_client ==8.6.2
- jupyter_core ==5.7.2
- kiwisolver ==1.4.5
- matplotlib ==3.9.0
- matplotlib-inline ==0.1.7
- mpmath ==1.3.0
- nest-asyncio ==1.6.0
- networkx ==3.3
- numpy ==1.26.4
- nvidia-cublas-cu12 ==12.1.3.1
- nvidia-cuda-cupti-cu12 ==12.1.105
- nvidia-cuda-nvrtc-cu12 ==12.1.105
- nvidia-cuda-runtime-cu12 ==12.1.105
- nvidia-cudnn-cu12 ==8.9.2.26
- nvidia-cufft-cu12 ==11.0.2.54
- nvidia-curand-cu12 ==10.3.2.106
- nvidia-cusolver-cu12 ==11.4.5.107
- nvidia-cusparse-cu12 ==12.1.0.106
- nvidia-nccl-cu12 ==2.20.5
- nvidia-nvjitlink-cu12 ==12.5.40
- nvidia-nvtx-cu12 ==12.1.105
- opencv-python ==4.10.0.82
- packaging ==24.1
- pandas ==2.2.2
- parso ==0.8.4
- pexpect ==4.9.0
- pillow ==10.3.0
- pip ==22.0.2
- platformdirs ==4.2.2
- prompt_toolkit ==3.0.47
- protobuf ==4.25.3
- psutil ==5.9.8
- ptyprocess ==0.7.0
- pure-eval ==0.2.2
- py-cpuinfo ==9.0.0
- pyparsing ==3.1.2
- python-dateutil ==2.9.0.post0
- pytz ==2024.1
- pyzmq ==26.0.3
- requests ==2.32.3
- scikit-learn ==1.5.0
- scipy ==1.13.1
- seaborn ==0.13.2
- sentry-sdk ==2.5.1
- setproctitle ==1.3.3
- setuptools ==59.6.0
- setuptools ==70.0.0
- six ==1.16.0
- smmap ==5.0.1
- ssh-import-id ==5.11
- stack-data ==0.6.3
- sympy ==1.12.1
- thop ==0.1.1
- threadpoolctl ==3.5.0
- torch ==2.3.1
- torchaudio ==2.3.1
- torchvision ==0.18.1
- tornado ==6.4.1
- tqdm ==4.66.4
- traitlets ==5.14.3
- triton ==2.3.1
- typing_extensions ==4.12.2
- tzdata ==2024.1
- ufw ==0.36.1
- ultralytics ==8.2.31
- ultralytics-thop ==0.2.8
- umpy ==0.1.0
- urllib3 ==2.2.1
- wandb ==0.17.0
- wcwidth ==0.2.13
- wheel ==0.37.1
- wheel ==0.43.0
- GitPython ==3.1.43
- Jinja2 ==3.1.4
- MarkupSafe ==2.1.5
- PyGObject ==3.42.1
- PyYAML ==6.0.1
- Pygments ==2.18.0
- asttokens ==2.4.1
- certifi ==2024.6.2
- charset-normalizer ==3.3.2
- click ==8.1.7
- comm ==0.2.2
- contourpy ==1.2.1
- cycler ==0.12.1
- dbus-python ==1.2.18
- debugpy ==1.8.1
- decorator ==5.1.1
- distro ==1.7.0
- docker-pycreds ==0.4.0
- exceptiongroup ==1.2.1
- executing ==2.0.1
- filelock ==3.14.0
- fonttools ==4.53.0
- fsspec ==2024.6.0
- gitdb ==4.0.11
- idna ==3.7
- ipykernel ==6.29.4
- ipython ==8.25.0
- jedi ==0.19.1
- joblib ==1.4.2
- jupyter_client ==8.6.2
- jupyter_core ==5.7.2
- kiwisolver ==1.4.5
- matplotlib ==3.9.0
- matplotlib-inline ==0.1.7
- mpmath ==1.3.0
- nest-asyncio ==1.6.0
- networkx ==3.3
- numpy ==1.26.4
- nvidia-cublas-cu12 ==12.1.3.1
- nvidia-cuda-cupti-cu12 ==12.1.105
- nvidia-cuda-nvrtc-cu12 ==12.1.105
- nvidia-cuda-runtime-cu12 ==12.1.105
- nvidia-cudnn-cu12 ==8.9.2.26
- nvidia-cufft-cu12 ==11.0.2.54
- nvidia-curand-cu12 ==10.3.2.106
- nvidia-cusolver-cu12 ==11.4.5.107
- nvidia-cusparse-cu12 ==12.1.0.106
- nvidia-nccl-cu12 ==2.20.5
- nvidia-nvjitlink-cu12 ==12.5.40
- nvidia-nvtx-cu12 ==12.1.105
- opencv-python ==4.10.0.82
- packaging ==24.1
- pandas ==2.2.2
- parso ==0.8.4
- pexpect ==4.9.0
- pillow ==10.3.0
- pip ==22.0.2
- platformdirs ==4.2.2
- prompt_toolkit ==3.0.47
- protobuf ==4.25.3
- psutil ==5.9.8
- ptyprocess ==0.7.0
- pure-eval ==0.2.2
- py-cpuinfo ==9.0.0
- pyparsing ==3.1.2
- python-dateutil ==2.9.0.post0
- pytz ==2024.1
- pyzmq ==26.0.3
- requests ==2.32.3
- scikit-learn ==1.5.0
- scipy ==1.13.1
- seaborn ==0.13.2
- sentry-sdk ==2.5.1
- setproctitle ==1.3.3
- setuptools ==59.6.0
- setuptools ==70.0.0
- six ==1.16.0
- smmap ==5.0.1
- ssh-import-id ==5.11
- stack-data ==0.6.3
- sympy ==1.12.1
- thop ==0.1.1
- threadpoolctl ==3.5.0
- torch ==2.3.1
- torchaudio ==2.3.1
- torchvision ==0.18.1
- tornado ==6.4.1
- tqdm ==4.66.4
- traitlets ==5.14.3
- triton ==2.3.1
- typing_extensions ==4.12.2
- tzdata ==2024.1
- ufw ==0.36.1
- ultralytics ==8.2.31
- ultralytics-thop ==0.2.8
- umpy ==0.1.0
- urllib3 ==2.2.1
- wandb ==0.17.0
- wcwidth ==0.2.13
- wheel ==0.37.1
- wheel ==0.43.0
- GitPython ==3.1.43
- Jinja2 ==3.1.4
- MarkupSafe ==2.1.5
- PyGObject ==3.42.1
- PyYAML ==6.0.1
- Pygments ==2.18.0
- asttokens ==2.4.1
- certifi ==2024.6.2
- charset-normalizer ==3.3.2
- click ==8.1.7
- comm ==0.2.2
- contourpy ==1.2.1
- cycler ==0.12.1
- dbus-python ==1.2.18
- debugpy ==1.8.1
- decorator ==5.1.1
- distro ==1.7.0
- docker-pycreds ==0.4.0
- exceptiongroup ==1.2.1
- executing ==2.0.1
- filelock ==3.14.0
- fonttools ==4.53.0
- fsspec ==2024.6.0
- gitdb ==4.0.11
- idna ==3.7
- ipykernel ==6.29.4
- ipython ==8.25.0
- jedi ==0.19.1
- joblib ==1.4.2
- jupyter_client ==8.6.2
- jupyter_core ==5.7.2
- kiwisolver ==1.4.5
- matplotlib ==3.9.0
- matplotlib-inline ==0.1.7
- mpmath ==1.3.0
- nest-asyncio ==1.6.0
- networkx ==3.3
- numpy ==1.26.4
- nvidia-cublas-cu12 ==12.1.3.1
- nvidia-cuda-cupti-cu12 ==12.1.105
- nvidia-cuda-nvrtc-cu12 ==12.1.105
- nvidia-cuda-runtime-cu12 ==12.1.105
- nvidia-cudnn-cu12 ==8.9.2.26
- nvidia-cufft-cu12 ==11.0.2.54
- nvidia-curand-cu12 ==10.3.2.106
- nvidia-cusolver-cu12 ==11.4.5.107
- nvidia-cusparse-cu12 ==12.1.0.106
- nvidia-nccl-cu12 ==2.20.5
- nvidia-nvjitlink-cu12 ==12.5.40
- nvidia-nvtx-cu12 ==12.1.105
- opencv-python ==4.10.0.82
- packaging ==24.1
- pandas ==2.2.2
- parso ==0.8.4
- pexpect ==4.9.0
- pillow ==10.3.0
- pip ==22.0.2
- platformdirs ==4.2.2
- prompt_toolkit ==3.0.47
- protobuf ==4.25.3
- psutil ==5.9.8
- ptyprocess ==0.7.0
- pure-eval ==0.2.2
- py-cpuinfo ==9.0.0
- pyparsing ==3.1.2
- python-dateutil ==2.9.0.post0
- pytz ==2024.1
- pyzmq ==26.0.3
- requests ==2.32.3
- scikit-learn ==1.5.0
- scipy ==1.13.1
- seaborn ==0.13.2
- sentry-sdk ==2.5.1
- setproctitle ==1.3.3
- setuptools ==59.6.0
- setuptools ==70.0.0
- six ==1.16.0
- smmap ==5.0.1
- ssh-import-id ==5.11
- stack-data ==0.6.3
- sympy ==1.12.1
- thop ==0.1.1
- threadpoolctl ==3.5.0
- torch ==2.3.1
- torchaudio ==2.3.1
- torchvision ==0.18.1
- tornado ==6.4.1
- tqdm ==4.66.4
- traitlets ==5.14.3
- triton ==2.3.1
- typing_extensions ==4.12.2
- tzdata ==2024.1
- ufw ==0.36.1
- ultralytics ==8.2.31
- ultralytics-thop ==0.2.8
- umpy ==0.1.0
- urllib3 ==2.2.1
- wandb ==0.17.0
- wcwidth ==0.2.13
- wheel ==0.37.1
- wheel ==0.43.0
- GitPython ==3.1.43
- Jinja2 ==3.1.4
- MarkupSafe ==2.1.5
- PyGObject ==3.42.1
- PyYAML ==6.0.1
- Pygments ==2.18.0
- asttokens ==2.4.1
- certifi ==2024.6.2
- charset-normalizer ==3.3.2
- click ==8.1.7
- comm ==0.2.2
- contourpy ==1.2.1
- cycler ==0.12.1
- dbus-python ==1.2.18
- debugpy ==1.8.1
- decorator ==5.1.1
- distro ==1.7.0
- docker-pycreds ==0.4.0
- exceptiongroup ==1.2.1
- executing ==2.0.1
- filelock ==3.14.0
- fonttools ==4.53.0
- fsspec ==2024.6.0
- gitdb ==4.0.11
- idna ==3.7
- ipykernel ==6.29.4
- ipython ==8.25.0
- jedi ==0.19.1
- joblib ==1.4.2
- jupyter_client ==8.6.2
- jupyter_core ==5.7.2
- kiwisolver ==1.4.5
- matplotlib ==3.9.0
- matplotlib-inline ==0.1.7
- mpmath ==1.3.0
- nest-asyncio ==1.6.0
- networkx ==3.3
- numpy ==1.26.4
- nvidia-cublas-cu12 ==12.1.3.1
- nvidia-cuda-cupti-cu12 ==12.1.105
- nvidia-cuda-nvrtc-cu12 ==12.1.105
- nvidia-cuda-runtime-cu12 ==12.1.105
- nvidia-cudnn-cu12 ==8.9.2.26
- nvidia-cufft-cu12 ==11.0.2.54
- nvidia-curand-cu12 ==10.3.2.106
- nvidia-cusolver-cu12 ==11.4.5.107
- nvidia-cusparse-cu12 ==12.1.0.106
- nvidia-nccl-cu12 ==2.20.5
- nvidia-nvjitlink-cu12 ==12.5.40
- nvidia-nvtx-cu12 ==12.1.105
- opencv-python ==4.10.0.82
- packaging ==24.1
- pandas ==2.2.2
- parso ==0.8.4
- pexpect ==4.9.0
- pillow ==10.3.0
- pip ==22.0.2
- platformdirs ==4.2.2
- prompt_toolkit ==3.0.47
- protobuf ==4.25.3
- psutil ==5.9.8
- ptyprocess ==0.7.0
- pure-eval ==0.2.2
- py-cpuinfo ==9.0.0
- pyparsing ==3.1.2
- python-dateutil ==2.9.0.post0
- pytz ==2024.1
- pyzmq ==26.0.3
- requests ==2.32.3
- scikit-learn ==1.5.0
- scipy ==1.13.1
- seaborn ==0.13.2
- sentry-sdk ==2.5.1
- setproctitle ==1.3.3
- setuptools ==59.6.0
- setuptools ==70.0.0
- six ==1.16.0
- smmap ==5.0.1
- ssh-import-id ==5.11
- stack-data ==0.6.3
- sympy ==1.12.1
- thop ==0.1.1
- threadpoolctl ==3.5.0
- torch ==2.3.1
- torchaudio ==2.3.1
- torchvision ==0.18.1
- tornado ==6.4.1
- tqdm ==4.66.4
- traitlets ==5.14.3
- triton ==2.3.1
- typing_extensions ==4.12.2
- tzdata ==2024.1
- ufw ==0.36.1
- ultralytics ==8.2.31
- ultralytics-thop ==0.2.8
- umpy ==0.1.0
- urllib3 ==2.2.1
- wandb ==0.17.0
- wcwidth ==0.2.13
- wheel ==0.37.1
- wheel ==0.43.0