Examples and Practice: Benchmark Design¶
Worked Practice¶
- Write one paragraph explaining Benchmark Design to a beginner.
- Draw the smallest diagram that shows input, transformation, output, and failure mode.
- Build or outline a tiny artifact connected to: Benchmark varied prompt, output, and batch shapes.
- Measure it with: Track TTFT, TPOT, throughput, p95, memory, and quality.
- Add one failure case to your learning log.
Mini Project Drill¶
Create a file named notes/benchmark-design.md in your project workspace. Include:
- the problem Benchmark Design solves
- the simplest implementation or design
- the measurement you used
- one example input
- one expected output
- one failure case
- one decision you would make from the result
Check Your Understanding¶
| Question | What a strong answer includes |
|---|---|
| Why does Benchmark Design matter? | It connects to an inference benchmark and optimization report for an open-weight or hosted model workload. and names a practical risk. |
| How would you test it? | It uses a small repeatable case and a measurable expected result. |
| What breaks first? | It names a specific failure mode, not only "the model is bad". |
| When should you move on? | When the artifact works on a realistic case and one edge case. |
Stretch Exercise¶
Revisit the same drill after finishing the next part. Update the note with what changed. This is how isolated concepts become connected system judgment.
Return to 8.1.4 Benchmark Design.