Memory Calculator

Estimate GPU memory for training

Select a model to calculate memory

Configuration

Tensor
Pipeline
Data

Total GPUs: 1

Results

Select a model to see memory estimates

Stack

Stack Builder
Build compatible AI stacks
Models
Agents
Frameworks
Accelerators
Cloud
Companies

Tools

Stack Builder
Build compatible AI stacks

Registry

Component Browser
Browse and compare AI components
Benchmarks
AI model evaluation datasets
Model Compare
Compare AI models side-by-side
Knowledge Graph
Explore entity relationships

Training

Memory Calculator
Estimate GPU memory for model training
Parallelism Advisor
Optimize tensor, pipeline, and data parallelism

Inference

Quantization Advisor
Choose the right quantization method
Serving Engine Advisor
Find the optimal inference engine
Reasoning Strategy Advisor
Optimize LLM reasoning for your task
Agent Eval Strategy Advisor
Design evaluation strategies for AI agents

Cost

TCO Calculator
Compare API vs self-hosted costs
Spot Instance Advisor
Maximize savings with spot instances
Vibe Calculator
localhost:app → Production reality check
Enterprise AI ROI
Quantify AI investment returns