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Compile, optimize, and run deep learning models

Cloud AI SDK

Qualcomm-image
Qualcomm-image

Compile, optimize, and run deep learning models

Cloud AI SDK

Compile, optimize, and run deep learning models

Cloud AI SDK

Qualcomm-image

What is
Cloud AI SDK

Cloud AI SDKs enable developers to optimize trained deep learning models for high-performance inference on Qualcomm® Cloud AI accelerators.  

 

The Cloud AI SDKs provide workflows to optimize the models for best performance, provides runtime for execution and supports integration with ONNX Runtime and Triton Inference Server for deployment.

Cloud Providers

Server Providers

Software architecture

Application (Apps) SDK 

The Apps SDK is used to convert models and prepare runtime binaries for Cloud AI platforms. It contains model development tools, a sophisticated parallelizing graph compiler, performance and integration tools, and code samples. Apps SDK is supported on x86-64 Linux-based systems.

Platform SDK

The Platform SDK provides driver support for Cloud AI acclerators, APIs and tools for executing and debugging model binaries, and tools for card health, monitoring and telemetry. Platform SDK consists of a kernel driver, userspace runtime with APIs and language bindings, and card firmware. Platform SDK is supported on x86-64 and ARM64 hosts.

Use cases

Build your models to support any AI use case

Generative AI/LLMs

Natural Language Processing

Object Detection

Semantic Segmentation

Traffic Detection

Quality Control

Character Recognition

Search Engines

Benefits

Flexible toolchain to meet the growing inference needs of cloud data centers.

Running multiple complex AI models

High performance Generative AI, Natural Language Processing, and Computer Vision models.

Optimizing performance

Optimizing performance of the models per application requirements (throughput, accuracy and latency) through various quantization techniques.

Cross platforms apps development

Development of inference applications through support for multiple OS and Docker containers.

Deployment at-scale

Deployment of inference applications at scale with support for Triton inference server.

Power efficiency

Sets a higher bar for power efficient inference processing delivering the highest performance/watt.

Tutorial Videos

Stable Diffusion Notebook

This demo showcases Stable Diffusion running on Qualcomm Cloud AI 100. The demo highlights how AI cores are designed for AI inference acceleration, and how app developers can use python integration to quickly build apps that can generate detailed images from text prompts.

Stable Diffusion Demo

This video will walk you through a Stable Diffusion Notebook on Qualcomm Cloud AI 100. First, we’ll introduce you to Stable Diffusion and identify the resource intensive processes that needs to run on the optimized hardware. You will also learn how you can use high level python API’s in the Notebook. Finally, you will see the comparison between the Image generation on CPU vs the Qualcomm Cloud AI 100.

CodeGen Notebook

This video will walk you through a Codegen Notebook on Qualcomm Cloud AI 100. Familiarize yourself with Codegen text-to-code model and learn how you can use high level python API’s with the Codegen Notebook.

Build AI Applications today.

Cloud AI SDK platform in the cloud.

Cloud AI SDK on-premises

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Snapdragon and Qualcomm branded products are products of Qualcomm Technologies, Inc. and/or its subsidiaries.

Qualcomm relentlessly innovates to deliver intelligent computing everywhere, helping the world tackle some of its most important challenges. Our leading-edge AI, high performance, low-power computing, and unrivaled connectivity deliver proven solutions that transform major industries. At Qualcomm, we are engineering human progress.

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