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About

Daft is a framework for ETL, analytics and ML/AI at scale. Its familiar Python dataframe API is built to outperform Spark in performance and ease of use. Daft plugs directly into your ML/AI stack through efficient zero-copy integrations with essential Python libraries such as Pytorch and Ray. It also allows requesting GPUs as a resource for running models. Daft runs locally with a lightweight multithreaded backend. When your local machine is no longer sufficient, it scales seamlessly to run out-of-core on a distributed cluster. Daft can handle User-Defined Functions (UDFs) in columns, allowing you to apply complex expressions and operations to Python objects with the full flexibility required for ML/AI. Daft runs locally with a lightweight multithreaded backend. When your local machine is no longer sufficient, it scales seamlessly to run out-of-core on a distributed cluster.

About

NVIDIA Personal AI Router (PAIR) is a tool that connects compatible Windows, Linux, and macOS systems into a personal AI inference cluster and routes AI app and agent workloads through a single local endpoint. It brings together RTX, DGX Spark, and Mac systems already on the same network, helping them work as one local AI cluster without special cables, racks, or complex cluster setup. PAIR discovers compatible machines and distributes inference requests across available nodes, allowing busy AI workflows to tap into idle compute regardless of the node’s operating system. It works alongside familiar local inference backends, with support for Ollama and LM Studio, giving applications a consistent endpoint while intelligently proxying requests to available local compute. PAIR is built for private local inference, so prompts, files, and agent context stay on the user’s local network instead of being sent to a cloud inference service.

Platforms Supported

Windows Not Supported
Mac Not Supported
Linux Not Supported
Cloud Supported
On-Premises Not Supported
iPhone Not Supported
iPad Not Supported
Android Not Supported
Chromebook Not Supported

Platforms Supported

Windows Supported
Mac Supported
Linux Supported
Cloud Not Supported
On-Premises Not Supported
iPhone Not Supported
iPad Not Supported
Android Not Supported
Chromebook Not Supported

Audience

Developers and enterprises in search of a solution to manage their multimodal data

Audience

AI developers, enthusiasts, and power users seeking to distribute private local AI inference across multiple compatible computers through a single endpoint

Support

Phone Support Not Supported
24/7 Live Support Not Supported
Online Supported

Support

Phone Support Not Supported
24/7 Live Support Not Supported
Online Supported

API

Offers API Supported

API

Offers API Not Supported

Screenshots and Videos

Screenshots and Videos

Pricing

No information available.
Free Version Not Supported
Free Trial Not Supported

Pricing

No information available.
Free Version Not Supported
Free Trial Not Supported

Reviews/Ratings

Overall 0.0 / 5
ease 0.0 / 5
features 0.0 / 5
design 0.0 / 5
support 0.0 / 5

This software hasn't been reviewed yet. Be the first to provide a review:

Review this Software

Reviews/Ratings

Overall 0.0 / 5
ease 0.0 / 5
features 0.0 / 5
design 0.0 / 5
support 0.0 / 5

This software hasn't been reviewed yet. Be the first to provide a review:

Review this Software

Training

Documentation Supported
Webinars Not Supported
Live Online Not Supported
In Person Not Supported

Training

Documentation Supported
Webinars Not Supported
Live Online Not Supported
In Person Not Supported

Company Information

Daft
United States
www.getdaft.io

Company Information

NVIDIA
Founded: 1997
United States
www.nvidia.com/en-us/ai-on-rtx/personal-ai-router/

Alternatives

Alternatives

Macyou

Macyou

Macyou LLC
Pioneer

Pioneer

Pioneer.ai

Categories

Data Science Supported
DataOps Supported

Categories

Integrations

Amazon Web Services (AWS) Supported
Apache Arrow Supported
Apache Iceberg Supported
Apache Spark Supported
Databricks Supported
Delta Lake Supported
Google Cloud Platform Supported
JSON Supported
LM Studio Not Supported
Microsoft Azure Supported
Ollama Not Supported
PyTorch Supported
Python Supported
Rust Supported
Unity Catalog Supported
pandas Supported

Integrations

Amazon Web Services (AWS) Not Supported
Apache Arrow Not Supported
Apache Iceberg Not Supported
Apache Spark Not Supported
Databricks Not Supported
Delta Lake Not Supported
Google Cloud Platform Not Supported
JSON Not Supported
LM Studio Supported
Microsoft Azure Not Supported
Ollama Supported
PyTorch Not Supported
Python Not Supported
Rust Not Supported
Unity Catalog Not Supported
pandas Not Supported
Claim Daft and update features and information
Claim Daft and update features and information
Claim NVIDIA Personal AI Router (PAIR) and update features and information
Claim NVIDIA Personal AI Router (PAIR) and update features and information