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

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

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

Melihat versi Python

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

Membuat virtual environment
```
D:\pythonku\yolo8>python -m venv env01
```

Mengaktifkan virtual environment dan melakukan instalasi inference

D:\pythonku\yolo8>env01\Scripts\activate
(env01) D:\pythonku\yolo8>pip install inference
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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

Melakukan update pip jika diperlukan

[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://roboflow.com/video-inference/yolov8 .

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

Instalasi Python Inference untuk Yolov8