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Description
TorchMetrics comprises over 90 implementations of metrics designed for PyTorch, along with a user-friendly API that allows for the creation of custom metrics. It provides a consistent interface that enhances reproducibility while minimizing redundant code. The library is suitable for distributed training and has undergone thorough testing to ensure reliability. It features automatic batch accumulation and seamless synchronization across multiple devices. You can integrate TorchMetrics into any PyTorch model or utilize it within PyTorch Lightning for added advantages, ensuring that your data aligns with the same device as your metrics at all times. Additionally, you can directly log Metric objects in Lightning, further reducing boilerplate code. Much like torch.nn, the majority of metrics are available in both class-based and functional formats. The functional versions consist of straightforward Python functions that accept torch.tensors as inputs and yield the corresponding metric as a torch.tensor output. Virtually all functional metrics come with an equivalent class-based metric, providing users with flexible options for implementation. This versatility allows developers to choose the approach that best fits their coding style and project requirements.
Description
gpu.nz is a service that provides cloud-based GPU rentals tailored for developers, machine-learning professionals, researchers, and creators who require immediate computing power for tasks such as AI inference, model training, image and video creation, and rendering. Users can assess various GPU options based on model, memory capacity, geographical location, and hourly pricing, and subsequently initiate servers with pre-established configurations including tools like ComfyUI, Stable Diffusion Forge, Ollama with Open WebUI, vLLM, PyTorch, and Jupyter, or opt for a personalized Docker image. GPU usage is charged by the minute from a preloaded balance, with a fixed rate established at the moment a server is activated; halting the server stops the GPU fees while disk storage continues to incur charges. Additionally, the platform offers a web console, a REST API, a command-line interface, and a hosted Model Context Protocol server to facilitate both manual and automated processes for searching, launching, and managing servers. This comprehensive system ensures that users have the flexibility and tools necessary to optimize their computing tasks effectively.
API Access
Has API
Yes
API Access
Has API
Yes
Integrations
Claude Code
No
Claude Desktop
No
Codex CLI
No
Cursor
No
Docker
No
Lightning AI
Yes
Model Context Protocol (MCP)
No
PyTorch
Yes
Visual Studio Code
No
Integrations
Claude Code
Yes
Claude Desktop
Yes
Codex CLI
Yes
Cursor
Yes
Docker
Yes
Lightning AI
No
Model Context Protocol (MCP)
Yes
PyTorch
No
Visual Studio Code
Yes
Pricing Details
Free
Free Trial
No
Free Version
Yes
Pricing Details
$0.067/hour
GPU rental is billed per minute from an account balance at the hourly rate for the selected server; the rate is fixed when the server starts. A $2 minimum top-up applies. Stopping a server ends GPU charges, but disk storage remains billable. Data transfer is billed per gigabyte. Prices and availability vary by offer.
Free Trial
No
Free Version
No
Deployment
Web-Based
Yes
On-Premises
No
iPhone App
No
iPad App
No
Android App
No
Windows
No
Mac
No
Linux
No
Chromebook
No
Deployment
Web-Based
Yes
On-Premises
No
iPhone App
No
iPad App
No
Android App
No
Windows
Yes
Mac
Yes
Linux
Yes
Chromebook
No
Customer Support
Business Hours
No
Live Rep (24/7)
No
Online Support
Yes
Customer Support
Business Hours
No
Live Rep (24/7)
No
Online Support
Yes
Types of Training
Training Docs
Yes
Webinars
No
Live Training (Online)
No
In Person
No
Types of Training
Training Docs
Yes
Webinars
No
Live Training (Online)
No
In Person
No
Vendor Details
Company Name
TorchMetrics
Country
United States
Website
torchmetrics.readthedocs.io/en/stable/
Vendor Details
Company Name
Transtrade
Founded
2026
Country
Kyrgyzstan
Website
gpu.nz/en
Product Features
Application Development
Access Controls/Permissions
No
Code Assistance
No
Code Refactoring
No
Collaboration Tools
No
Compatibility Testing
No
Data Modeling
No
Debugging
No
Deployment Management
No
Graphical User Interface
No
Mobile Development
No
No-Code
No
Reporting/Analytics
No
Software Development
No
Source Control
No
Testing Management
No
Version Control
No
Web App Development
No