# Use Qualcomm AI Runtime SDK to optimize an AI model Qualcomm AI Runtime SDK is an all-in-one SDK to port ML models to run on Qualcomm hardware accelerators. The SDK contains Qualcomm Neural Processing Engine (also known as SNPE) and AI Engine Direct (also known as QNN) which offer tools to convert and quantize models trained in PyTorch and TensorFlow and runtimes to run these models on CPU, GPU, and HTP. Learn more about [SNPE](https://docs.qualcomm.com/bundle/publicresource/topics/80-63442-2/) and [QNN](https://docs.qualcomm.com/bundle/publicresource/topics/80-63442-50/) ![../_images/optimize-compile-snpe.png](data:image/png;base64,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) Setup ![arrow-right](data:image/png;base64,UklGRpwAAABXRUJQVlA4TJAAAAAvF8AFEH+goG0bxqU4/kwuDQNp22T7Hd2/tito24Zxx5/keDw1kaw6pAoFSMK/iB/qXPECxHNdR35a5LyfAAqFBeA/Hm9S6E2CUWxbbf5gABvsO2yRgABSJERZJERCJMRBb/sM1UBE/xWmbcM46e4lUEfjF2LpUYCVX6HiHS5YDP3Jhgk/hl+K1nlAASYCVQQ=) [Download SDK](https://docs.qualcomm.com/doc/80-70033-15B/topic/qairt-install.html#qairt-install) ![arrow-right](data:image/png;base64,UklGRpwAAABXRUJQVlA4TJAAAAAvF8AFEH+goG0bxqU4/kwuDQNp22T7Hd2/tito24Zxx5/keDw1kaw6pAoFSMK/iB/qXPECxHNdR35a5LyfAAqFBeA/Hm9S6E2CUWxbbf5gABvsO2yRgABSJERZJERCJMRBb/sM1UBE/xWmbcM46e4lUEfjF2LpUYCVX6HiHS5YDP3Jhgk/hl+K1nlAASYCVQQ=) [Setup SDK](https://docs.qualcomm.com/doc/80-70033-15B/topic/qairt-setup.html#qairt-setup) Customize ![arrow-right](data:image/png;base64,UklGRpwAAABXRUJQVlA4TJAAAAAvF8AFEH+goG0bxqU4/kwuDQNp22T7Hd2/tito24Zxx5/keDw1kaw6pAoFSMK/iB/qXPECxHNdR35a5LyfAAqFBeA/Hm9S6E2CUWxbbf5gABvsO2yRgABSJERZJERCJMRBb/sM1UBE/xWmbcM46e4lUEfjF2LpUYCVX6HiHS5YDP3Jhgk/hl+K1nlAASYCVQQ=) [Convert model (SNPE)](https://docs.qualcomm.com/doc/80-70033-15B/topic/port-models.html#snpe-convert) ![arrow-right](data:image/png;base64,UklGRpwAAABXRUJQVlA4TJAAAAAvF8AFEH+goG0bxqU4/kwuDQNp22T7Hd2/tito24Zxx5/keDw1kaw6pAoFSMK/iB/qXPECxHNdR35a5LyfAAqFBeA/Hm9S6E2CUWxbbf5gABvsO2yRgABSJERZJERCJMRBb/sM1UBE/xWmbcM46e4lUEfjF2LpUYCVX6HiHS5YDP3Jhgk/hl+K1nlAASYCVQQ=) [Quantize model (SNPE)](https://docs.qualcomm.com/doc/80-70033-15B/topic/port-models.html#snpe-quantize) ![arrow-right](data:image/png;base64,UklGRpwAAABXRUJQVlA4TJAAAAAvF8AFEH+goG0bxqU4/kwuDQNp22T7Hd2/tito24Zxx5/keDw1kaw6pAoFSMK/iB/qXPECxHNdR35a5LyfAAqFBeA/Hm9S6E2CUWxbbf5gABvsO2yRgABSJERZJERCJMRBb/sM1UBE/xWmbcM46e4lUEfjF2LpUYCVX6HiHS5YDP3Jhgk/hl+K1nlAASYCVQQ=) [Convert and quantize model (QNN)](https://docs.qualcomm.com/doc/80-70033-15B/topic/port-models.html#qnn-convert) ![arrow-right](data:image/png;base64,UklGRpwAAABXRUJQVlA4TJAAAAAvF8AFEH+goG0bxqU4/kwuDQNp22T7Hd2/tito24Zxx5/keDw1kaw6pAoFSMK/iB/qXPECxHNdR35a5LyfAAqFBeA/Hm9S6E2CUWxbbf5gABvsO2yRgABSJERZJERCJMRBb/sM1UBE/xWmbcM46e4lUEfjF2LpUYCVX6HiHS5YDP3Jhgk/hl+K1nlAASYCVQQ=) [Generate model (QNN)](https://docs.qualcomm.com/doc/80-70033-15B/topic/port-models.html#qnn-generate) Run inference ![arrow-right](data:image/png;base64,UklGRpwAAABXRUJQVlA4TJAAAAAvF8AFEH+goG0bxqU4/kwuDQNp22T7Hd2/tito24Zxx5/keDw1kaw6pAoFSMK/iB/qXPECxHNdR35a5LyfAAqFBeA/Hm9S6E2CUWxbbf5gABvsO2yRgABSJERZJERCJMRBb/sM1UBE/xWmbcM46e4lUEfjF2LpUYCVX6HiHS5YDP3Jhgk/hl+K1nlAASYCVQQ=) [Run model (SNPE)](https://docs.qualcomm.com/doc/80-70033-15B/topic/run-models.html#snpe-run) ![arrow-right](data:image/png;base64,UklGRpwAAABXRUJQVlA4TJAAAAAvF8AFEH+goG0bxqU4/kwuDQNp22T7Hd2/tito24Zxx5/keDw1kaw6pAoFSMK/iB/qXPECxHNdR35a5LyfAAqFBeA/Hm9S6E2CUWxbbf5gABvsO2yRgABSJERZJERCJMRBb/sM1UBE/xWmbcM46e4lUEfjF2LpUYCVX6HiHS5YDP3Jhgk/hl+K1nlAASYCVQQ=) [Run model (QNN)](https://docs.qualcomm.com/doc/80-70033-15B/topic/run-models.html#qnn-run) API reference ![arrow-right](data:image/png;base64,UklGRpwAAABXRUJQVlA4TJAAAAAvF8AFEH+goG0bxqU4/kwuDQNp22T7Hd2/tito24Zxx5/keDw1kaw6pAoFSMK/iB/qXPECxHNdR35a5LyfAAqFBeA/Hm9S6E2CUWxbbf5gABvsO2yRgABSJERZJERCJMRBb/sM1UBE/xWmbcM46e4lUEfjF2LpUYCVX6HiHS5YDP3Jhgk/hl+K1nlAASYCVQQ=) [Qualcomm Neural Processing Engine C/C++](https://docs.qualcomm.com/bundle/publicresource/topics/80-63442-2/api.html) ![arrow-right](data:image/png;base64,UklGRpwAAABXRUJQVlA4TJAAAAAvF8AFEH+goG0bxqU4/kwuDQNp22T7Hd2/tito24Zxx5/keDw1kaw6pAoFSMK/iB/qXPECxHNdR35a5LyfAAqFBeA/Hm9S6E2CUWxbbf5gABvsO2yRgABSJERZJERCJMRBb/sM1UBE/xWmbcM46e4lUEfjF2LpUYCVX6HiHS5YDP3Jhgk/hl+K1nlAASYCVQQ=) [Qualcomm AI Engine Direct C/C++](https://docs.qualcomm.com/bundle/publicresource/topics/80-63442-2/api.html) Last Published: Sep 28, 2026 [Previous Topic Use AI Hub to optimize a model](https://docs.qualcomm.com/bundle/publicresource/80-70033-15B/topics/ai-hub.md) [Next Topic Install Qualcomm AI Runtime SDK](https://docs.qualcomm.com/bundle/publicresource/80-70033-15B/topics/qairt-install.md)