Quantization Accuracy Loss vs Memory Saving Calculator

Calculate the memory savings and expected accuracy loss from different quantization schemes (FP16, INT8, INT4, GPTQ, AWQ). Compare quantization methods and determine optimal precision for your quality/cost requirements

Each component has a specific meaning:

• Different quantization schemes (FP16 — The different quantization schemes (fp16 recorded for the scenario being assessed.
• INT8 — The int8 recorded for the scenario being assessed.
• INT4 — The int4 recorded for the scenario being assessed.
• GPTQ — The gptq recorded for the scenario being assessed.
• AWQ) — The awq) recorded for the scenario being assessed.

Note: Interpret the quantization tradeoff result against the thresholds and context described above.

Enter the different quantization schemes (FP16, INT8, INT4, GPTQ, AWQ) for the scenario you are assessing. Calculate the memory savings and expected accuracy loss from different quantization schemes (FP16, INT8, INT4, GPTQ, AWQ). Compare quantization methods and determine optimal precision for your quality/cost requirements. Use the quantization tradeoff result to inform your calculation.