AI LAB / MEASUREMENT

Measure first. Compare second.

Useful benchmarks include the workload, configuration, and limitations. There are no published numeric results yet.

Measurements pending. CPU-only and Metal inference have been tried, but no reproducible numeric dataset is available for publication. This page does not report live performance.
MetricCPU-onlyMetal / Vega 64Unit
Prompt processingNot measured for publicationNot measured for publicationtokens / second
Output generationNot measured for publicationNot measured for publicationtokens / second
Time to first tokenNot measured for publicationNot measured for publicationseconds
Peak memoryNot measured for publicationNot measured for publicationGB
Task qualityNot evaluated for publicationNot evaluated for publicationtask-specific rubric

Proposed measurement method

Record the exact model, quantization, software build, context length, offload settings, and sampling configuration. Run fixed workloads repeatedly and separate startup effects from sustained operation.

Report prompt processing and token generation independently. Include output quality and failed runs so speed does not become a substitute for usefulness.

Current observation

The owner reports that GPU acceleration on the Vega 64 has not reliably improved performance. Without matched configurations and repeated measurements, that observation should not become a general hardware ranking.

Read the measurement plan