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What is Qualcomm Cloud AI SDK?

The Qualcomm Cloud AI SDK is a comprehensive software package designed to improve the efficiency of trained deep learning models for optimized inference on Qualcomm Cloud AI 100 accelerators. It supports a variety of AI frameworks, including TensorFlow, PyTorch, and ONNX, enabling developers to easily compile, optimize, and run their models. The SDK provides a range of tools for onboarding, fine-tuning, and deploying models, effectively simplifying the journey from initial preparation to final production deployment. Additionally, it offers essential resources such as model recipes, tutorials, and sample code, which assist developers in accelerating their AI initiatives. This facilitates smooth integration with current infrastructures, fostering scalable and effective AI inference solutions in cloud environments. By leveraging the Cloud AI SDK, developers can substantially enhance the performance and impact of their AI applications, paving the way for more groundbreaking solutions in technology. The SDK not only streamlines development but also encourages collaboration among developers, fostering a community focused on innovation and advancement in AI.

What is Fabric for Deep Learning (FfDL)?

Deep learning frameworks such as TensorFlow, PyTorch, Caffe, Torch, Theano, and MXNet have greatly improved the ease with which deep learning models can be designed, trained, and utilized. Fabric for Deep Learning (FfDL, pronounced "fiddle") provides a unified approach for deploying these deep-learning frameworks as a service on Kubernetes, facilitating seamless functionality. The FfDL architecture is constructed using microservices, which reduces the reliance between components, enhances simplicity, and ensures that each component operates in a stateless manner. This architectural choice is advantageous as it allows failures to be contained and promotes independent development, testing, deployment, scaling, and updating of each service. By leveraging Kubernetes' capabilities, FfDL creates an environment that is highly scalable, resilient, and capable of withstanding faults during deep learning operations. Furthermore, the platform includes a robust distribution and orchestration layer that enables efficient processing of extensive datasets across several compute nodes within a reasonable time frame. Consequently, this thorough strategy guarantees that deep learning initiatives can be carried out with both effectiveness and dependability, paving the way for innovative advancements in the field.

Media

Media

Integrations Supported

PyTorch
TensorFlow
Airstack
Amazon Web Services (AWS)
Cirrascale
Docker
EndoAim
GIGABYTE Rack Server
HPE Apollo
Hugging Face
ONNX

Integrations Supported

PyTorch
TensorFlow
Caffe
Kubernetes
Torch

API Availability

Has API

API Availability

Has API

Pricing Information

Pricing not provided

Pricing Information

Pricing not provided

Supported Platforms

SaaS

Supported Platforms

SaaS

Customer Service / Support

Standard Support
Web-Based Support

Customer Service / Support

Web-Based Support

Training Options

Documentation Hub
Webinars
Online Training
On-Site Training

Training Options

Documentation Hub
Webinars

Company Facts

Organization Name

Qualcomm

Company Website

www.qualcomm.com/developer/software/cloud-ai-sdk

Company Facts

Organization Name

IBM

Date Founded

1911

Company Location

United States

Company Website

developer.ibm.com/open/projects/fabric-for-deep-learning-ffdl/

Categories and Features

AI Inference

Not specified

AI SDKs

Not specified

Deep Learning

Not specified

Categories and Features

Deep Learning

Not specified

Neural Network

Not specified

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