Performance

GPU Acceleration

Maximum inference speed through hardware acceleration. NVIDIA CUDA, AMD ROCm, and Apple Metal for enterprise-grade performance.

CPU-Only Inference

  • Slow response times of several seconds
  • Limited model sizes due to RAM constraints
  • High latency for complex queries
  • Resource-inefficient processing

GPU-Accelerated

  • Up to 50x faster inference
  • Large models (70B+) in real time
  • Sub-100ms latency achievable
  • Efficient VRAM utilization
Interactive Demo

Experience It Yourself

ThinkLocAI - GPU Performance Monitor

Performance Comparison

Tokens per second (t/s) - CPU vs GPU

CPU Only12 t/s
GPU Accelerated85 t/s
7.1x fasterwith GPU

Live GPU Status

Real-time monitoring of your GPU

NVIDIA RTX 4090

24GB VRAM • CUDA 12.1

GPU Utilization0.0%
Temperature45.0°C
VRAM Usage0.0%
Inference active

Supported hardware:

NVIDIA CUDAAMD ROCmApple MetalIntel oneAPI
Features in Detail

Everything You Need

NVIDIA CUDA

Full support for NVIDIA GPUs from GTX to H100 Datacenter.

AMD ROCm

Support for AMD Radeon and Instinct GPUs for flexible hardware choices.

Apple Metal

Optimized for M1/M2/M3 Macs with Unified Memory Architecture.

Layer Offloading

Intelligent distribution of model layers between GPU and RAM.

Performance Monitoring

Real-time monitoring of GPU utilization, temperature, and VRAM.

Auto-Tuning

Automatic optimization of batch size and context length.

Technical Details

Under the Hood

NVIDIA Support

  • CUDA 11.8+
  • cuBLAS, cuDNN
  • RTX 3000/4000 Series
  • A100, H100 Datacenter

AMD Support

  • ROCm 5.6+
  • hipBLAS
  • RX 7000 Series
  • MI200, MI300 Instinct

Optimizations

  • Flash Attention 2
  • KV-Cache Optimization
  • Continuous Batching
  • Speculative Decoding
Use Cases

Practical Scenarios

High-Throughput Server

Process hundreds of requests simultaneously with GPU cluster support.

Real-Time Analysis

Instant analysis of large document volumes with no waiting.

Interactive Chatbots

Smooth conversations with minimal latency for the best user experience.

Ready for maximum performance?

Learn how GPU acceleration transforms your AI workflows.