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TorchMetrics offers a collection of over 90 performance metrics tailored for PyTorch, complemented by an intuitive API that enables users to craft custom metrics effortlessly. By providing a standardized interface, it significantly boosts reproducibility and reduces instances of code duplication. Furthermore, this library is well-suited for distributed training scenarios and has been rigorously tested to confirm its dependability. It includes features like automatic batch accumulation and smooth synchronization across various devices, ensuring seamless functionality. You can easily incorporate TorchMetrics into any PyTorch model or leverage it within PyTorch Lightning to gain additional benefits, all while ensuring that your metrics stay aligned with the same device as your data. Moreover, it's possible to log Metric objects directly within Lightning, which helps streamline your code and eliminate unnecessary boilerplate. Similar to torch.nn, most of the metrics are provided in both class and functional formats. The functional versions are simple Python functions that accept torch.tensors as input and return the respective metric as a torch.tensor output. Almost all functional metrics have a corresponding class-based version, allowing users to select the method that best suits their development style and project needs. This flexibility empowers developers to implement metrics in a way that aligns with their unique workflows and preferences. Furthermore, the extensive range of metrics available ensures that users can find the right tools to enhance their model evaluation and performance tracking.
What is HyperConnect?
HyperConnect is a powerful, open-source framework crafted specifically for large-scale Internet-of-Things (IoT) applications, utilizing the Elastos Peer-to-Peer Carrier Network to effectively manage traffic flow among interconnected devices. Its modular structure provides a dependable base that is adaptable for a variety of industries operating within the IoT domain. Essential elements such as communication protocols, data transmission, and storage solutions play a pivotal role in the Internet of Things ecosystem. Users have the capability to visualize data, allowing them to glean significant metrics, recognize patterns, and achieve profound insights. The integrated compiler facilitates the development, oversight, and validation of Python scripts that cater to detailed sensor management. In addition, it allows for real-time data gathering from multiple sources, converting raw information into actionable insights without manual intervention. Users can conveniently monitor and manage a multitude of devices and sensors, whether they are on-site or remotely located, all while ensuring security is maintained throughout the operation. The user-friendly Graphical User Interface (GUI) is designed for optimal flexibility, enabling users to work with minimal coding skills. Moreover, the framework guarantees secure peer-to-peer communication within the IoT network, empowering users to maintain control over their data while simultaneously bolstering the integrity and efficiency of the system. Such a holistic approach streamlines the management of IoT systems and encourages the development of cutting-edge applications across various fields. By fostering innovation and efficiency, HyperConnect positions itself as a leader in the IoT space.
API Availability
Has API
API Availability
Has API
Pricing Information
Free
Free Trial Offered?
Free Version
Pricing Information
Pricing not provided.
Free Trial Offered?
Free Version
Supported Platforms
SaaS
Android
iPhone
iPad
Windows
Mac
On-Prem
Chromebook
Linux
Supported Platforms
SaaS
Android
iPhone
iPad
Windows
Mac
On-Prem
Chromebook
Linux
Customer Service / Support
Standard Support
24 Hour Support
Web-Based Support
Customer Service / Support
Standard Support
24 Hour Support
Web-Based Support
Training Options
Documentation Hub
Webinars
Online Training
On-Site Training
Training Options
Documentation Hub
Webinars
Online Training
On-Site Training
Company Facts
Organization Name
TorchMetrics
Company Location
United States
Company Website
torchmetrics.readthedocs.io/en/stable/
Company Facts
Organization Name
HyperConnect
Date Founded
2019
Company Website
hyperconnect.io/features/
Categories and Features
Application Development
Access Controls/Permissions
Code Assistance
Code Refactoring
Collaboration Tools
Compatibility Testing
Data Modeling
Debugging
Deployment Management
Graphical User Interface
Mobile Development
No-Code
Reporting/Analytics
Software Development
Source Control
Testing Management
Version Control
Web App Development
Categories and Features
IoT Analytics
Activity Dashboard
Activity Tracking
Analytics
Asset Tracking
Data Collection
Data Synchronization
Data Visualization
ETL
Multiple Data Sources
Performance Analysis
Real-Time Analytics
Real-Time Data
Real-Time Monitoring
Status Tracking
