# AI 개발자 워크플로우 문서

Qualcomm AI 런타임 SDK는 Qualcomm 하드웨어에서 고성능 머신 러닝 추론을 용이하게 하며, TensorFlow, PyTorch, ONNX, LiteRT 등의 프레임워크를 지원합니다. 또한 이미 학습된 네트워크를 Qualcomm 하드웨어에서 신속하고 효율적으로 실행하도록 설계되었습니다.

## 개요

<svg xmlns="http://www.w3.org/2000/svg" width="16" height="16" viewbox="0 0 16 16" fill="none" aria-label="|icon-book-blue|">
  <path d="M8 2V14M3.33333 2H12.6667C13.403 2 14 2.59695 14 3.33333V12.6667C14 13.403 13.403 14 12.6667 14H3.33333C2.59695 14 2 13.403 2 12.6667V3.33333C2 2.59695 2.59695 2 3.33333 2Z" stroke="#2A2AEA" stroke-width="1.5" stroke-linecap="round" stroke-linejoin="round"></path>
</svg> 개요

https://docs.qualcomm.com/doc/80-70020-15BK/topic/ai-ml-developer-workflow.html

## AI 모델 컴파일 및 최적화

모델 변환, 양자화 및 정확도 미세 조정을 다룹니다.

![|aihubicon|](data:image/png;base64,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)  AI Hub를 사용하여 AI 모델 최적화

자체 모델을 가져오거나 사전 최적화된 모델을 AI Hub를 사용하여 5분 이내로 사용해 봅니다.

https://docs.qualcomm.com/doc/80-70020-15BK/topic/ai-hub.html

![|tfliteicon|](data:image/png;base64,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)  LiteRT를 사용하여 AI 모델 최적화

LiteRT AI 모델을 Qualcomm 플랫폼에 포팅합니다.

https://docs.qualcomm.com/doc/80-70020-15BK/topic/tflite.html

<svg xmlns="http://www.w3.org/2000/svg" width="24" height="24" viewbox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-brain" aria-label="|icon-brain|"><path d="M12 5a3 3 0 1 0-5.997.125 4 4 0 0 0-2.526 5.77 4 4 0 0 0 .556 6.588A4 4 0 1 0 12 18Z"></path><path d="M12 5a3 3 0 1 1 5.997.125 4 4 0 0 1 2.526 5.77 4 4 0 0 1-.556 6.588A4 4 0 1 1 12 18Z"></path><path d="M15 13a4.5 4.5 0 0 1-3-4 4.5 4.5 0 0 1-3 4"></path><path d="M17.599 6.5a3 3 0 0 0 .399-1.375"></path><path d="M6.003 5.125A3 3 0 0 0 6.401 6.5"></path><path d="M3.477 10.896a4 4 0 0 1 .585-.396"></path><path d="M19.938 10.5a4 4 0 0 1 .585.396"></path><path d="M6 18a4 4 0 0 1-1.967-.516"></path><path d="M19.967 17.484A4 4 0 0 1 18 18"></path></svg>  Qualcomm AI 런타임 SDK를 사용하여 AI 모델 최적화

간편하게 사용자 지정할 수 있는 올인원 Qualcomm AI 런타임(QAIRT) SDK를 사용하여 모델을 포팅합니다.

https://docs.qualcomm.com/doc/80-70020-15BK/topic/qairt.html

## AI/ML 샘플 애플리케이션 실행

기본 샘플 앱을 실행하여 AI/ML 모델을 실행하거나 Qualcomm 평가 키트나 [Qualcomm Device Cloud(QDC)](https://qdc.qualcomm.com) 를 사용하여 샘플 앱을 커스터마이즈합니다.

<svg xmlns="http://www.w3.org/2000/svg" width="16" height="17" viewbox="0 0 16 17" fill="none" aria-label="|icon-book|">
<path d="M8 2.5V14.5M3.33333 2.5H12.6667C13.403 2.5 14 3.09695 14 3.83333V13.1667C14 13.903 13.403 14.5 12.6667 14.5H3.33333C2.59695 14.5 2 13.903 2 13.1667V3.83333C2 3.09695 2.59695 2.5 3.33333 2.5Z" stroke="#717171" stroke-width="1.33333" stroke-linecap="round" stroke-linejoin="round"></path>
</svg> EVK를 사용하여 샘플 애플리케이션 실행

기본 샘플 애플리케이션 및 EVK로 이미지를 분류합니다.

https://docs.qualcomm.com/doc/80-70020-15BK/topic/sample-app-evk.html

<svg xmlns="http://www.w3.org/2000/svg" width="16" height="17" viewbox="0 0 16 17" fill="none" aria-label="|icon-book|">
<path d="M8 2.5V14.5M3.33333 2.5H12.6667C13.403 2.5 14 3.09695 14 3.83333V13.1667C14 13.903 13.403 14.5 12.6667 14.5H3.33333C2.59695 14.5 2 13.903 2 13.1667V3.83333C2 3.09695 2.59695 2.5 3.33333 2.5Z" stroke="#717171" stroke-width="1.33333" stroke-linecap="round" stroke-linejoin="round"></path>
</svg> QDC를 사용하여 샘플 애플리케이션 실행

기본 샘플 애플리케이션 및 <abbr title="Qualcomm Device Cloud">Qualcomm Device Cloud (QDC)</abbr> 로 이미지를 분류합니다.

https://docs.qualcomm.com/doc/80-70020-15BK/topic/sample-app-qdc.html

## 자체 애플리케이션 개발

Qualcomm 플랫폼에서 자체 애플리케이션을 구현하는 방법을 다룹니다. 고급 주제이며 숙련된 개발자용입니다.

<svg xmlns="http://www.w3.org/2000/svg" width="16" height="17" viewbox="0 0 16 17" fill="none" aria-label="|icon-book|">
<path d="M8 2.5V14.5M3.33333 2.5H12.6667C13.403 2.5 14 3.09695 14 3.83333V13.1667C14 13.903 13.403 14.5 12.6667 14.5H3.33333C2.59695 14.5 2 13.903 2 13.1667V3.83333C2 3.09695 2.59695 2.5 3.33333 2.5Z" stroke="#717171" stroke-width="1.33333" stroke-linecap="round" stroke-linejoin="round"></path>
</svg>  Qualcomm Visual Studio Code Extension을 사용하여 자체 AI/ML 애플리케이션 개발

https://docs.qualcomm.com/doc/80-70020-15BK/topic/develop-your-own-application-ide.html

<svg xmlns="http://www.w3.org/2000/svg" width="16" height="17" viewbox="0 0 16 17" fill="none" aria-label="|icon-book|">
<path d="M8 2.5V14.5M3.33333 2.5H12.6667C13.403 2.5 14 3.09695 14 3.83333V13.1667C14 13.903 13.403 14.5 12.6667 14.5H3.33333C2.59695 14.5 2 13.903 2 13.1667V3.83333C2 3.09695 2.59695 2.5 3.33333 2.5Z" stroke="#717171" stroke-width="1.33333" stroke-linecap="round" stroke-linejoin="round"></path>
</svg>  Qualcomm IM SDK를 사용하여 자체 AI/ML 애플리케이션 개발

https://docs.qualcomm.com/doc/80-70020-15BK/topic/develop-your-own-application-im-sdk.html

## GStreamer API에서 AI Hub 모델 및 레이블 사용

Qualcomm 평가 키트에서 GStreamer 명령어로 AI Hub 모델 및 레이블을 사용하는 방법을 설명합니다.

<svg xmlns="http://www.w3.org/2000/svg" width="24" height="24" viewbox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-image" aria-label="|icon-image|"><rect width="18" height="18" x="3" y="3" rx="2" ry="2"></rect><circle cx="9" cy="9" r="2"></circle><path d="m21 15-3.086-3.086a2 2 0 0 0-2.828 0L6 21"></path></svg>  이미지 분류

https://docs.qualcomm.com/doc/80-70020-15BK/topic/image-classification.html

<svg xmlns="http://www.w3.org/2000/svg" width="24" height="24" viewbox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-scan-eye" aria-label="|icon-detect|"><path d="M3 7V5a2 2 0 0 1 2-2h2"></path><path d="M17 3h2a2 2 0 0 1 2 2v2"></path><path d="M21 17v2a2 2 0 0 1-2 2h-2"></path><path d="M7 21H5a2 2 0 0 1-2-2v-2"></path><circle cx="12" cy="12" r="1"></circle><path d="M18.944 12.33a1 1 0 0 0 0-.66 7.5 7.5 0 0 0-13.888 0 1 1 0 0 0 0 .66 7.5 7.5 0 0 0 13.888 0"></path></svg>  객체 감지

https://docs.qualcomm.com/doc/80-70020-15BK/topic/object-detection.html

<svg xmlns="http://www.w3.org/2000/svg" width="24" height="24" viewbox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-scan-text" aria-label="|icon-text-segment|"><path d="M3 7V5a2 2 0 0 1 2-2h2"></path><path d="M17 3h2a2 2 0 0 1 2 2v2"></path><path d="M21 17v2a2 2 0 0 1-2 2h-2"></path><path d="M7 21H5a2 2 0 0 1-2-2v-2"></path><path d="M7 8h8"></path><path d="M7 12h10"></path><path d="M7 16h6"></path></svg>  비디오의 프레임에 semantic segmentation 적용

https://docs.qualcomm.com/doc/80-70020-15BK/topic/semantic-segmentation.html

<svg xmlns="http://www.w3.org/2000/svg" width="24" height="24" viewbox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-image-upscale" aria-label="|icon-upscale|"><path d="M16 3h5v5"></path><path d="M17 21h2a2 2 0 0 0 2-2"></path><path d="M21 12v3"></path><path d="m21 3-5 5"></path><path d="M3 7V5a2 2 0 0 1 2-2"></path><path d="m5 21 4.144-4.144a1.21 1.21 0 0 1 1.712 0L13 19"></path><path d="M9 3h3"></path><rect x="3" y="11" width="10" height="10" rx="1"></rect></svg>  초고해상도로 이미지 업스케일링

https://docs.qualcomm.com/doc/80-70020-15BK/topic/super-resolution.html

## 문제 해결 및 FAQ

<svg xmlns="http://www.w3.org/2000/svg" width="24" height="24" viewbox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-file-question" aria-label="|icon-question|"><path d="M12 17h.01"></path><path d="M15 2H6a2 2 0 0 0-2 2v16a2 2 0 0 0 2 2h12a2 2 0 0 0 2-2V7z"></path><path d="M9.1 9a3 3 0 0 1 5.82 1c0 2-3 3-3 3"></path></svg> 추가 지원

일반적인 질문에 대한 답변을 확인하고 추가 도움을 받는 방법을 알아보세요.

https://docs.qualcomm.com/doc/80-70020-15BK/topic/troubleshooting.html

## 모델 포팅 모범 사례

<svg xmlns="http://www.w3.org/2000/svg" width="16" height="17" viewbox="0 0 16 17" fill="none" aria-label="|icon-book|">
<path d="M8 2.5V14.5M3.33333 2.5H12.6667C13.403 2.5 14 3.09695 14 3.83333V13.1667C14 13.903 13.403 14.5 12.6667 14.5H3.33333C2.59695 14.5 2 13.903 2 13.1667V3.83333C2 3.09695 2.59695 2.5 3.33333 2.5Z" stroke="#717171" stroke-width="1.33333" stroke-linecap="round" stroke-linejoin="round"></path>
</svg> 신경망 처리 엔진 SDK를 사용하여 YoloV8 모델 내보내기

https://docs.qualcomm.com/doc/80-70020-15BK/topic/appx-export-yolov8.html

<svg xmlns="http://www.w3.org/2000/svg" width="16" height="17" viewbox="0 0 16 17" fill="none" aria-label="|icon-book|">
<path d="M8 2.5V14.5M3.33333 2.5H12.6667C13.403 2.5 14 3.09695 14 3.83333V13.1667C14 13.903 13.403 14.5 12.6667 14.5H3.33333C2.59695 14.5 2 13.903 2 13.1667V3.83333C2 3.09695 2.59695 2.5 3.33333 2.5Z" stroke="#717171" stroke-width="1.33333" stroke-linecap="round" stroke-linejoin="round"></path>
</svg> 데모 실행

https://docs.qualcomm.com/doc/80-70020-15BK/topic/appx-export-yolov8.html#appx-run-the-demo

Last Published: Dec 23, 2025

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