Hexagon NN library
E660969
Hexagon NN library is a neural network software framework optimized for Qualcomm's Hexagon DSP architecture to accelerate on-device AI inference.
Statements (49)
| Predicate | Object |
|---|---|
| instanceOf |
AI inference runtime
ⓘ
neural network software framework ⓘ |
| accessMethod | Qualcomm developer tools and SDKs ⓘ |
| designedFor |
edge devices
ⓘ
mobile devices ⓘ |
| developer | Qualcomm NERFINISHED ⓘ |
| documentation | Qualcomm developer network NERFINISHED ⓘ |
| feature |
hardware-aware kernel optimizations
ⓘ
low-latency inference ⓘ power-efficient execution ⓘ support for parallel execution on DSP cores ⓘ |
| integratesWith |
Qualcomm AI Engine
NERFINISHED
ⓘ
Qualcomm Snapdragon mobile platforms NERFINISHED ⓘ |
| license | proprietary software ⓘ |
| optimizedFor |
Qualcomm Hexagon DSP architecture
NERFINISHED
ⓘ
on-device AI inference ⓘ |
| partOf | Qualcomm AI software stack NERFINISHED ⓘ |
| provides |
APIs for deploying neural network models
ⓘ
graph-based neural network execution ⓘ tools for compiling models to Hexagon DSP ⓘ |
| purpose |
accelerate AI workloads on-device
ⓘ
improve power efficiency for AI inference ⓘ offload AI computation from CPU ⓘ reduce latency of neural network inference ⓘ |
| relatedTo |
Hexagon Vector eXtensions (HVX)
NERFINISHED
ⓘ
Qualcomm Neural Processing SDK NERFINISHED ⓘ |
| runsOn |
Hexagon DSP
NERFINISHED
ⓘ
Qualcomm Snapdragon SoCs with Hexagon DSP ⓘ |
| supports |
convolutional neural networks
ⓘ
deep neural network inference ⓘ neural network layers such as activation functions ⓘ neural network layers such as convolution ⓘ neural network layers such as fully connected layers ⓘ neural network layers such as pooling ⓘ quantized neural networks ⓘ |
| supportsDataType |
16-bit fixed-point arithmetic
ⓘ
32-bit floating point (in some configurations) ⓘ 8-bit integer quantization ⓘ |
| supportsModelImportFrom |
Caffe via conversion tools
ⓘ
TensorFlow via conversion tools ⓘ |
| supportsOptimization |
layer fusion
ⓘ
memory bandwidth reduction ⓘ vectorized DSP instructions ⓘ |
| targetUseCase |
augmented reality applications
ⓘ
on-device computer vision ⓘ on-device natural language processing ⓘ on-device speech recognition ⓘ |
| usedIn |
Android smartphones with Snapdragon processors
ⓘ
IoT devices using Snapdragon platforms ⓘ |
Referenced by (1)
Full triples — surface form annotated when it differs from this entity's canonical label.