필요 패키지 설치
- PyCharm 터미널 열기:
- 하단의 Terminal 탭을 열거나 Alt + F12를 눌러 터미널 실행.
- 패키지 설치: 아래 명령을 터미널에 입력하여 프로젝트에서 필요한 모든 패키지를 설치합니다.
- pip install torch==2.3.1 torchvision==0.18.1 --index-url https://download.pytorch.org/whl/cu118 pip install matplotlib==3.7 tikzplotlib jpeg4py opencv-python lmdb pandas scipy
- SAMURAI 코드 설치:
- cd sam2 pip install -e . pip install -e ".[notebooks]"
체크포인트 다운로드
PyCharm의 터미널에서 체크포인트 다운로드 스크립트를 실행합니다.
cd checkpoints
./download_ckpts.sh
cd ..
- Windows 사용자: Bash 스크립트를 실행할 수 없으면, Git Bash를 설치한 후 PyCharm에서 Git Bash를 터미널로 사용하세요.
데이터 준비
데이터를 아래 구조로 준비합니다. 다운로드한 데이터셋(예: LaSOT 데이터셋)을 data/LaSOT 폴더에 배치하세요.
data/LaSOT
├── airplane/
│ ├── airplane-1/
│ │ ├── full_occlusion.txt
│ │ ├── groundtruth.txt
│ │ ├── img/
│ │ ├── nlp.txt
│ │ └── out_of_view.txt
├── basketball/
├── bear/
├── bicycle/
...
├── training_set.txt
└── testing_set.txt
데이터 경로를 스크립트에서 올바르게 인식하도록, 필요하면 scripts/main_inference.py에서 데이터 경로를 수정합니다.
실행 구성 설정
- Run/Debug Configurations 설정:
- PyCharm 상단 메뉴에서 Run > Edit Configurations 클릭.
- + 버튼 클릭 > Python 선택.
- 아래와 같이 구성:
- Name: Main Inference
- Script path: scripts/main_inference.py 경로 지정.
- Working directory: 프로젝트 루트 디렉토리 지정.
- Python Interpreter: 설정한 가상환경 선택.
- 실행: 상단의 실행 버튼 ▶️을 클릭하거나 Shift + F10을 눌러 실행합니다.
추론 결과 확인
main_inference.py에서 결과가 저장되는 디렉토리를 확인하고, 해당 결과 파일이나 로그를 열어 추론 결과를 확인하세요.
PS C:\GitHub\samurai> ls
디렉터리: C:\GitHub\samurai
Mode LastWriteTime Length Name
---- ------------- ------ ----
d----- 2024-11-22 오전 9:36 .idea
d----- 2024-11-22 오전 9:35 assets
d----- 2024-11-22 오전 9:35 data
d----- 2024-11-22 오전 9:35 lib
d----- 2024-11-22 오전 9:35 sam2
d----- 2024-11-22 오전 9:35 scripts
-a---- 2024-11-22 오전 9:35 2992 .gitignore
-a---- 2024-11-22 오전 9:35 11558 LICENSE
-a---- 2024-11-22 오전 9:35 5236 README.md
PS C:\GitHub\samurai> cd .\sam2\
PS C:\GitHub\samurai\sam2> ls
디렉터리: C:\GitHub\samurai\sam2
Mode LastWriteTime Length Name
---- ------------- ------ ----
d----- 2024-11-22 오전 9:35 .github
d----- 2024-11-22 오전 9:35 assets
d----- 2024-11-22 오전 9:35 checkpoints
d----- 2024-11-22 오전 9:35 demo
d----- 2024-11-22 오전 9:35 notebooks
d----- 2024-11-22 오전 9:35 sam2
d----- 2024-11-22 오전 9:35 sav_dataset
d----- 2024-11-22 오전 9:35 tools
d----- 2024-11-22 오전 9:35 training
-a---- 2024-11-22 오전 9:35 2629 .clang-format
-a---- 2024-11-22 오전 9:35 114 .gitignore
-a---- 2024-11-22 오전 9:35 2 .watchmanconfig
-a---- 2024-11-22 오전 9:35 2133 backend.Dockerfile
-a---- 2024-11-22 오전 9:35 3621 CODE_OF_CONDUCT.md
-a---- 2024-11-22 오전 9:35 1456 CONTRIBUTING.md
-a---- 2024-11-22 오전 9:35 1137 docker-compose.yaml
-a---- 2024-11-22 오전 9:35 10772 INSTALL.md
-a---- 2024-11-22 오전 9:35 11558 LICENSE
-a---- 2024-11-22 오전 9:35 1595 LICENSE_cctorch
-a---- 2024-11-22 오전 9:35 261 MANIFEST.in
-a---- 2024-11-22 오전 9:35 126 pyproject.toml
-a---- 2024-11-22 오전 9:35 15664 README.md
-a---- 2024-11-22 오전 9:35 5225 setup.py
PS C:\GitHub\samurai\sam2> pip install -e .
Defaulting to user installation because normal site-packages is not writeable
Obtaining file:///C:/GitHub/samurai/sam2
Installing build dependencies ... done
Checking if build backend supports build_editable ... done
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Successfully built SAM-2 antlr4-python3-runtime iopath
Installing collected packages: pywin32, mpmath, antlr4-python3-runtime, typing_extensions, sympy, setuptools, PyYAML, portalocker, pillow, packaging, numpy, networkx, MarkupSafe, fsspec, filelock, colorama, tqdm, omegaconf, jinja2, torch, iopath, hydra-core, torchvision, SAM-2
WARNING: The script isympy.exe is installed in 'C:\Users\Administrator\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.12_qbz5n2kfra8p0\LocalCache\local-packages\Python312\Scripts' which is not on PATH.
Consider adding this directory to PATH or, if you prefer to suppress this warning, use --no-warn-script-location.
ERROR: Could not install packages due to an OSError: [Errno 2] No such file or directory: 'C:\\Users\\Administrator\\AppData\\Local\\Packages\\PythonSoftw
areFoundation.Python.3.12_qbz5n2kfra8p0\\LocalCache\\local-packages\\Python312\\site-packages\\pkg_resources\\tests\\data\\my-test-package_unpacked-egg\\my_test_package-1.0-py3.7.egg\\EGG-INFO\\dependency_links.txt'
[notice] A new release of pip is available: 24.2 -> 24.3.1
[notice] To update, run: C:\Users\Administrator\AppData\Local\Microsoft\WindowsApps\PythonSoftwareFoundation.Python.3.12_qbz5n2kfra8p0\python.exe -m pip install --upgrade pip
PS C:\GitHub\samurai\sam2>
pip install matplotlib==3.7 tikzplotlib jpeg4py opencv-python lmdb pandas scipyPS C:\GitHub\samurai\sam2> pip install matplotlib==3.7 tikzplotlib jpeg4py opencv-python lmdb pandas scipy
Defaulting to user installation because normal site-packages is not writeable
Collecting matplotlib==3.7
Downloading matplotlib-3.7.0.tar.gz (36.3 MB)
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Installing build dependencies ... done
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Collecting tikzplotlib
Downloading tikzplotlib-0.10.1-py3-none-any.whl.metadata (8.9 kB)
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Downloading jpeg4py-0.1.4.tar.gz (12 kB)
Installing build dependencies ... done
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Collecting opencv-python
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Stored in directory: c:\users\administrator\appdata\local\packages\pythonsoftwarefoundation.python.3.12_qbz5n2kfra8p0\localcache\local\pip\cache\wheels\ab\a3\c5\3fce1e4f84180fa8362da30c3db4c719be956d49a0da49bd47
Successfully built matplotlib jpeg4py
Installing collected packages: pytz, lmdb, webcolors, tzdata, six, pyparsing, pycparser, pillow, packaging, numpy, kiwisolver, fonttools, cycler, scipy, python-dateutil, opencv-python, contourpy, cffi, pandas, matplotlib, jpeg4py, tikzplotlib
WARNING: The scripts f2py.exe and numpy-config.exe are installed in 'C:\Users\Administrator\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.12_qbz5n2kfra8p0\LocalCache\local-packages\Python312\Scripts' which is not on PATH.
Consider adding this directory to PATH or, if you prefer to suppress this warning, use --no-warn-script-location.
WARNING: The scripts fonttools.exe, pyftmerge.exe, pyftsubset.exe and ttx.exe are installed in 'C:\Users\Administrator\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.12_qbz5n2kfra8p0\LocalCache\local-packages\Python312\Scripts' which is not on PATH.
Consider adding this directory to PATH or, if you prefer to suppress this warning, use --no-warn-script-location.
Successfully installed cffi-1.17.1 contourpy-1.3.1 cycler-0.12.1 fonttools-4.55.0 jpeg4py-0.1.4 kiwisolver-1.4.7 lmdb-1.5.1 matplotlib-3.7.0 numpy-2.1.3 o
pencv-python-4.10.0.84 packaging-24.2 pandas-2.2.3 pillow-11.0.0 pycparser-2.22 pyparsing-3.2.0 python-dateutil-2.9.0.post0 pytz-2024.2 scipy-1.14.1 six-1.16.0 tikzplotlib-0.10.1 tzdata-2024.2 webcolors-24.11.1
[notice] A new release of pip is available: 24.2 -> 24.3.1
[notice] To update, run: C:\Users\Administrator\AppData\Local\Microsoft\WindowsApps\PythonSoftwareFoundation.Python.3.12_qbz5n2kfra8p0\python.exe -m pip install --upgrade pip
PS C:\GitHub\samurai\sam2> C:\Users\Administrator\AppData\Local\Microsoft\WindowsApps\PythonSoftwareFoundation.Python.3.12_qbz5n2kfra8p0\python.exe -m pip install --upgrade pip
Defaulting to user installation because normal site-packages is not writeable
Requirement already satisfied: pip in c:\program files\windowsapps\pythonsoftwarefoundation.python.3.12_3.12.2032.0_x64__qbz5n2kfra8p0\lib\site-packages (24.2)
Collecting pip
Downloading pip-24.3.1-py3-none-any.whl.metadata (3.7 kB)
Downloading pip-24.3.1-py3-none-any.whl (1.8 MB)
━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━ 1.8/1.8 MB 10.0 MB/s eta 0:00:00
Installing collected packages: pip
WARNING: The scripts pip.exe, pip3.12.exe and pip3.exe are installed in 'C:\Users\Administrator\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.12_qbz5n2kfra8p0\LocalCache\local-packages\Python312\Scripts' which is not on PATH.
Consider adding this directory to PATH or, if you prefer to suppress this warning, use --no-warn-script-location.
Successfully installed pip-24.3.1
PS C:\GitHub\samurai\sam2>
do not on command window
use powershell
wsl --install Ubuntu-24.04
ubuntu@DESKTOP-UEUMU5S:/mnt/c/GitHub/samurai$
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