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AI Glossary Term

Quantization

Definition

Reducing the precision of model weights (e.g. converting float16 to int4) to reduce RAM size and increase inference speed.

Example Case

Running a Llama 3 model quantized to GGUF format on a local Mac with 16GB RAM.

Related Concepts

Local AIAI Infrastructure