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What is Tecton?

Launch machine learning applications in mere minutes rather than the traditional months-long timeline. Simplify the transformation of raw data, develop training datasets, and provide features for scalable online inference with ease. By substituting custom data pipelines with dependable automated ones, substantial time and effort can be conserved. Enhance your team's productivity by facilitating the sharing of features across the organization, all while standardizing machine learning data workflows on a unified platform. With the capability to serve features at a large scale, you can be assured of consistent operational reliability for your systems. Tecton places a strong emphasis on adhering to stringent security and compliance standards. It is crucial to note that Tecton does not function as a database or processing engine; rather, it integrates smoothly with your existing storage and processing systems, thereby boosting their orchestration capabilities. This effective integration fosters increased flexibility and efficiency in overseeing your machine learning operations. Additionally, Tecton's user-friendly interface and robust support make it easier than ever for teams to adopt and implement machine learning solutions effectively.

What is NVIDIA Triton Inference Server?

The NVIDIA Triton™ inference server delivers powerful and scalable AI solutions tailored for production settings. As an open-source software tool, it streamlines AI inference, enabling teams to deploy trained models from a variety of frameworks including TensorFlow, NVIDIA TensorRT®, PyTorch, ONNX, XGBoost, and Python across diverse infrastructures utilizing GPUs or CPUs, whether in cloud environments, data centers, or edge locations. Triton boosts throughput and optimizes resource usage by allowing concurrent model execution on GPUs while also supporting inference across both x86 and ARM architectures. It is packed with sophisticated features such as dynamic batching, model analysis, ensemble modeling, and the ability to handle audio streaming. Moreover, Triton is built for seamless integration with Kubernetes, which aids in orchestration and scaling, and it offers Prometheus metrics for efficient monitoring, alongside capabilities for live model updates. This software is compatible with all leading public cloud machine learning platforms and managed Kubernetes services, making it a vital resource for standardizing model deployment in production environments. By adopting Triton, developers can achieve enhanced performance in inference while simplifying the entire deployment workflow, ultimately accelerating the path from model development to practical application.

Media

Media

Integrations Supported

TensorFlow
Amazon DynamoDB
Amazon ElastiCache
Amazon Redshift
Databricks
Python
Redis
SQL
Seldon
Snowflake
Unity Catalog

Integrations Supported

TensorFlow
Alibaba CloudAP
Amazon SageMaker
Azure Kubernetes Service (AKS)
Google Kubernetes Engine (GKE)
Kubernetes
LiteLLM
MXNet
NVIDIA Morpheus
Prometheus

API Availability

Has API

API Availability

Pricing Information

Pricing not provided
Free Trial Offered?

Pricing Information

Free
Free Version

Supported Platforms

Windows
Mac
Linux

Supported Platforms

Windows
Mac
Linux

Customer Service / Support

Web-Based Support

Customer Service / Support

Standard Support
Web-Based Support

Training Options

Documentation Hub

Training Options

Documentation Hub
On-Site Training

Company Facts

Organization Name

Tecton

Date Founded

2019

Company Location

United States

Company Website

www.tecton.ai/

Company Facts

Organization Name

NVIDIA

Company Location

United States

Company Website

developer.nvidia.com/nvidia-triton-inference-server

Categories and Features

AI Inference

Not specified

Machine Learning

Not specified

Categories and Features

AI Inference

Not specified

AI Infrastructure

Not specified

Machine Learning

Not specified

ML Model Deployment

Not specified

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