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Quantization Advisor

Compress. Optimize. Deploy.

Choose the right precision for deployment. Compare FP32, FP16, INT8, and INT4 with quality degradation estimates, speedup predictions, and hardware compatibility.

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Quantization Advisor showing precision options with quality vs speed tradeoffs
Quantization Advisor showing precision options with quality vs speed tradeoffs

Key Capabilities

What Quantization Advisor helps you accomplish.

  • FP32, FP16/BF16, INT8, INT4 comparison
  • Perplexity degradation estimates per method
  • Inference latency and throughput predictions
Quantization Advisor advanced features

Advanced Features

Go deeper with advanced capabilities.

  • GPTQ, AWQ, SmoothQuant method guidance
  • NVIDIA Tensor Core compatibility checks
  • Model-specific recommendations (LLaMA, ViT)

Technical Details

Everything you need to know about Quantization Advisor.

Key Features

  • FP32, FP16/BF16, INT8, INT4 comparison
  • Perplexity degradation estimates per method
  • Inference latency and throughput predictions
  • GPTQ, AWQ, SmoothQuant method guidance

Capabilities

  • NVIDIA Tensor Core compatibility checks
  • Model-specific recommendations (LLaMA, ViT)
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Learn More About Quantization Advisor

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Quantization Advisor Guide

Complete documentation for using Quantization Advisor effectively.

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