GPU Acceleration

Faster inference through hardware acceleration. ThinkLocAI supports NVIDIA CUDA, AMD ROCm, and Apple Metal.

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

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

Transparency notice: this demo is a simulation using prepared sample data and does not show output from a live AI model. Labelled in line with Art. 50 of Regulation (EU) 2024/1689.

Features in Detail

NVIDIA CUDA

Support for NVIDIA GPUs from the GTX series to the H100 for data centers.

AMD ROCm

Support for AMD Radeon and Instinct GPUs, so you are not tied to one GPU vendor.

Apple Metal

Optimized for Macs with M1, M2, or M3 and their unified memory.

Layer Offloading

Model layers are split between GPU and RAM when VRAM is not sufficient.

Performance Monitoring

Ongoing monitoring of GPU utilization, temperature, and VRAM.

Auto-Tuning

Batch size and context length are tuned automatically.

Technical Details

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

High-Throughput Server

Process hundreds of requests at once, including across a GPU cluster.

Fast Document Analysis

Analyze large document volumes without long waits for results.

Interactive Chatbots

Short response times keep conversations with the assistant fluid.

Find the right GPU setup

Together we work out which models you want to run and which hardware makes sense for them.