Instalasi Python Inference untuk Yolov8

Sebelum kita menggunakan Yolov8 kita perlu melakukan instalasi inference. Dengan menggunakan inference ini kita dapat mengubah perangkat menjadi project computer vision antara lain

1. Membuat host sendiri model yang kita tuning
2. Akses ke model dasar yang bagus
3. Menggunakan Roboflow untuk melakukan track, count, time, measure dan visualize
4. Menggunakan method-method tradisional seperti OCR, Barcode Reading, QR dan template matching
5. Memonitor, merekam dan menganalisa prediksi
6. Mengelola kamera-kamrea dan streaming video
7. Mengirimkan notifikasi saat terjadinya kejadian tertentu
8. Menghubungkan ke sistem luar dan API
9. Mengembangkan sendiri model dan coding
10. Melakukan deployment dengan kemampuan skalabilita

Instalasi Python Inference untuk Yolov8 adalah seperti pada langkah-langkah berikut ini

1. Melihat versi Python

   1 2	D:\pythonku\yolo8>python --version Python 3.12.3

2. Membuat virtual environment

   1	D:\pythonku\yolo8>python -m venv env01

3. Mengaktifkan virtual environment dan melakukan instalasi inference

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   D:\pythonku\yolo8>env01\Scripts\activate (env01) D:\pythonku\yolo8>pip install inference Collecting inference Downloading inference-0.43.0-py3-none-any.whl.metadata (24 kB) Collecting aiortc~=1.9.0 (from inference) Downloading aiortc-1.9.0-cp38-abi3-win_amd64.whl.metadata (5.6 kB) Collecting APScheduler<4.0.0,>=3.10.1 (from inference) Downloading APScheduler-3.11.0-py3-none-any.whl.metadata (6.4 kB) Collecting asyncua~=1.1.5 (from inference) Downloading asyncua-1.1.5-py3-none-any.whl.metadata (9.5 kB) Collecting cachetools<6.0.0 (from inference) Downloading cachetools-5.5.2-py3-none-any.whl.metadata (5.4 kB) Collecting cython~=3.0.0 (from inference) Downloading Cython-3.0.12-cp312-cp312-win_amd64.whl.metadata (3.6 kB) Collecting python-dotenv~=1.0.0 (from inference) Downloading python_dotenv-1.0.1-py3-none-any.whl.metadata (23 kB) Collecting fastapi<0.111,>=0.100 (from inference) Downloading fastapi-0.110.3-py3-none-any.whl.metadata (24 kB) Collecting numpy<=1.26.4 (from inference) 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rich-13.9.4-py3-none-any.whl.metadata (18 kB) Collecting supervision<=0.30.0,>=0.25.1 (from inference) Downloading supervision-0.25.1-py3-none-any.whl.metadata (14 kB) Collecting pybase64~=1.0.0 (from inference) Downloading pybase64-1.0.2.tar.gz (105 kB) ---------------------------------------- 105.7/105.7 kB 435.9 kB/s eta 0:00:00 Installing build dependencies ... done Getting requirements to build wheel ... done Preparing metadata (pyproject.toml) ... done Collecting scikit-image<=0.24.0,>=0.19.0 (from inference) Downloading scikit_image-0.24.0-cp312-cp312-win_amd64.whl.metadata (14 kB) Collecting requests-toolbelt~=1.0.0 (from inference) Downloading requests_toolbelt-1.0.0-py2.py3-none-any.whl.metadata (14 kB) Collecting wheel<=0.45.0,>=0.38.1 (from inference) Downloading wheel-0.45.0-py3-none-any.whl.metadata (2.3 kB) Collecting setuptools>=70.0.0 (from inference) Using cached setuptools-77.0.3-py3-none-any.whl.metadata (6.6 kB) Collecting networkx~=3.1 (from inference) Downloading 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Downloading propcache-0.3.0-cp312-cp312-win_amd64.whl (44 kB) ---------------------------------------- 44.4/44.4 kB 156.7 kB/s eta 0:00:00 Downloading six-1.17.0-py2.py3-none-any.whl (11 kB) Downloading pycparser-2.22-py3-none-any.whl (117 kB) ---------------------------------------- 117.6/117.6 kB 236.9 kB/s eta 0:00:00 Downloading pyreadline3-3.5.4-py3-none-any.whl (83 kB) ---------------------------------------- 83.2/83.2 kB 222.4 kB/s eta 0:00:00 Building wheels for collected packages: paho-mqtt, pybase64 Building wheel for paho-mqtt (pyproject.toml) ... done Created wheel for paho-mqtt: filename=paho_mqtt-1.6.1-py3-none-any.whl size=65754 sha256=3641a3ffd04c9165a2029a19e506371be9efe5e0225fc0feb0871ae31682b4d6 Stored in directory: c:\users\lenovo\appdata\local\pip\cache\wheels\23\d5\af\1f3cbcc350dec9d8e95040f388e0163d132eff0c9a453db659 Building wheel for pybase64 (pyproject.toml) ... done Created wheel for pybase64: filename=pybase64-1.0.2-cp312-cp312-win_amd64.whl size=15501 sha256=fb5286594469d71b562bc35d586f8f9269ed53a028df4c1846f9b19d0929de33 Stored in directory: c:\users\lenovo\appdata\local\pip\cache\wheels\ba\62\aa\895a2495c012f960e827ad0930f338c7aea4708b677c44124a Successfully built paho-mqtt pybase64 Installing collected packages: sortedcontainers, pywin32, pytz, pylogix, py-cpuinfo, paho-mqtt, nvidia-ml-py, mpmath, ifaddr, flatbuffers, commonmark, zxing-cpp, wheel, urllib3, tzdata, typing_extensions, sympy, structlog, sniffio, slack-sdk, six, shellingham, setuptools, redis, PyYAML, python-dotenv, pyreadline3, pyparsing, pymodbus, PyJWT, pygments, pycparser, pybase64, protobuf, propcache, prometheus-client, pluggy, pillow, packaging, numpy, networkx, mypy-extensions, multidict, kiwisolver, jmespath, jiter, iniconfig, idna, h11, google-crc32c, fsspec, frozenlist, fonttools, filelock, dnspython, distro, defusedxml, cython, cycler, colorama, charset-normalizer, certifi, cachetools, backoff, av, attrs, annotated-types, aiohappyeyeballs, aiofiles, yarl, tzlocal, typing-inspect, tqdm, tifffile, shapely, scipy, rich, requests, python-dateutil, pytest, pyee, pydot, pydantic-core, opencv-python, opencv-contrib-python, marshmallow, lazy-loader, imageio, humanfriendly, httpcore, contourpy, click, cffi, anyio, aiosqlite, aiosignal, aioice, typer, starlette, scikit-image, requests-toolbelt, requests-file, pylibsrtp, pydantic, pandas, matplotlib, huggingface-hub, httpx, docker, dataclasses-json, cryptography, coloredlogs, botocore, APScheduler, aiohttp, tokenizers, tldextract, supervision, s3transfer, pyopenssl, pydantic-settings, openai, onnxruntime, fastapi, aiohttp-retry, twilio, prometheus-fastapi-instrumentator, boto3, asyncua, anthropic, aiortc, inference Successfully installed APScheduler-3.11.0 PyJWT-2.10.1 PyYAML-6.0.2 aiofiles-24.1.0 aiohappyeyeballs-2.6.1 aiohttp-3.10.11 aiohttp-retry-2.8.3 aioice-0.9.0 aiortc-1.9.0 aiosignal-1.3.2 aiosqlite-0.21.0 annotated-types-0.7.0 anthropic-0.34.2 anyio-4.9.0 asyncua-1.1.5 attrs-25.3.0 av-12.3.0 backoff-2.2.1 boto3-1.35.60 botocore-1.35.99 cachetools-5.5.2 certifi-2025.1.31 cffi-1.17.1 charset-normalizer-3.4.1 click-8.1.8 colorama-0.4.6 coloredlogs-15.0.1 commonmark-0.9.1 contourpy-1.3.1 cryptography-44.0.2 cycler-0.12.1 cython-3.0.12 dataclasses-json-0.6.7 defusedxml-0.7.1 distro-1.9.0 dnspython-2.7.0 docker-7.1.0 fastapi-0.110.3 filelock-3.17.0 flatbuffers-25.2.10 fonttools-4.56.0 frozenlist-1.5.0 fsspec-2025.3.0 google-crc32c-1.7.0 h11-0.14.0 httpcore-1.0.7 httpx-0.27.2 huggingface-hub-0.29.3 humanfriendly-10.0 idna-3.10 ifaddr-0.2.0 imageio-2.37.0 inference-0.43.0 iniconfig-2.1.0 jiter-0.9.0 jmespath-1.0.1 kiwisolver-1.4.8 lazy-loader-0.4 marshmallow-3.26.1 matplotlib-3.10.1 mpmath-1.3.0 multidict-6.2.0 mypy-extensions-1.0.0 networkx-3.4.2 numpy-1.26.4 nvidia-ml-py-12.570.86 onnxruntime-1.19.2 openai-1.68.2 opencv-contrib-python-4.10.0.84 opencv-python-4.10.0.84 packaging-24.2 paho-mqtt-1.6.1 pandas-2.2.3 pillow-10.4.0 pluggy-1.5.0 prometheus-client-0.21.1 prometheus-fastapi-instrumentator-6.0.0 propcache-0.3.0 protobuf-6.30.1 py-cpuinfo-9.0.0 pybase64-1.0.2 pycparser-2.22 pydantic-2.10.6 pydantic-core-2.27.2 pydantic-settings-2.8.1 pydot-2.0.0 pyee-13.0.0 pygments-2.19.1 pylibsrtp-0.11.0 pylogix-1.0.5 pymodbus-3.8.3 pyopenssl-25.0.0 pyparsing-3.2.1 pyreadline3-3.5.4 pytest-8.3.5 python-dateutil-2.9.0.post0 python-dotenv-1.0.1 pytz-2025.1 pywin32-310 redis-5.0.8 requests-2.32.3 requests-file-2.1.0 requests-toolbelt-1.0.0 rich-13.0.1 s3transfer-0.10.4 scikit-image-0.24.0 scipy-1.15.2 setuptools-77.0.3 shapely-2.0.7 shellingham-1.5.4 six-1.17.0 slack-sdk-3.33.5 sniffio-1.3.1 sortedcontainers-2.4.0 starlette-0.37.2 structlog-24.4.0 supervision-0.25.1 sympy-1.13.3 tifffile-2025.3.13 tldextract-5.1.3 tokenizers-0.21.1 tqdm-4.67.1 twilio-9.3.8 typer-0.12.5 typing-inspect-0.9.0 typing_extensions-4.12.2 tzdata-2025.1 tzlocal-5.3.1 urllib3-2.3.0 wheel-0.45.0 yarl-1.18.3 zxing-cpp-2.2.0

4. Melakukan update pip jika diperlukan

   1 2 3 4 5 6 7 8 9 10 11 12 13 14

   [notice] A new release of pip is available: 24.0 -> 25.0.1 [notice] To update, run: python.exe -m pip install --upgrade pip (env01) D:\pythonku\yolo8>python.exe -m pip install --upgrade pip Requirement already satisfied: pip in d:\pythonku\yolo8\env01\lib\site-packages (24.0) Collecting pip Downloading pip-25.0.1-py3-none-any.whl.metadata (3.7 kB) Downloading pip-25.0.1-py3-none-any.whl (1.8 MB) ---------------------------------------- 1.8/1.8 MB 165.5 kB/s eta 0:00:00 Installing collected packages: pip Attempting uninstall: pip Found existing installation: pip 24.0 Uninstalling pip-24.0: Successfully uninstalled pip-24.0 Successfully installed pip-25.0.1

Informasi lebih lanjut silahkan mengunjungi
1. https://yolov8.com/ .
2. https://pypi.org/project/inference/ .
3. https://github.com/roboflow/inference .
4. https://roboflow.com/video-inference/yolov8 .

Kunjungi www.proweb.co.id untuk menambah wawasan anda.