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Course contents

  • Architecture Metrics Reference
  • Workload Taxonomy for Architects
  • Architecture Glossary
  • Computer Architecture Cheatsheet
  • Pipeline Fundamentals14
  • Memory Hierarchy15
  • NoC and Interconnect Architecture6
  • Coherency and Memory Ordering9
  • Performance Analysis9
    • Performance Method: Counters, Top-Down and Triage
      • What a PMU Counts
      • CPI, IPC, MPKI and Derived Metrics
      • Multiplexing, Denominators and Trust
      • Top-Down Bottleneck Attribution
      • Freeze the Workload, One Experiment, Replay
    • Roofline and Tuning
  • Accelerator Architectures6
  • SoC Architecture Tradeoffs9
  • Architecture Interview Prep14
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‹Performance Analysis
  1. Topics
  2. Computer Architecture
  3. Performance Analysis
  4. Performance Method: Counters, Top-Down and Triage

Computer Architecture · All levels

Performance Method: Counters, Top-Down and Triage

A repeatable performance method: trusted counters, CPI and MPKI math, top-down slots, and one-experiment triage.

  • 5topics
  • 5lessons

This topic defines the performance method used across the course. Counters supply evidence, CPI and MPKI math turns counts into rates, top-down slots name the dominant limiter, and one controlled experiment decides each dispute.

Top-down bucket

Meaning

Typical evidence

Retiring

Slots doing useful work

High IPC with matching instruction counts

Frontend bound

Slots starved of instructions to execute

High CPI with low cache miss counts

Bad speculation

Slots spent on wrong-path work

Elevated branch MPKI

Backend bound

Slots waiting on execution or data

High MPKI or queue occupancy

Five boxes in sequence from freeze to replay.
The shared triage loop: freeze, measure, attribute, test once, replay.

Lesson

What it covers

What a PMU counts

Fixed and programmable events, privilege gates, overflow, and per-core versus system scope.

CPI, IPC, MPKI and derived metrics

Every core metric with a formula and a worked example.

Multiplexing, denominators and trust

Scaling math, denominator discipline, and repeatability checks.

Top-down bottleneck attribution

Slot-based buckets with a breakdown that sums to 100 percent.

Freeze the workload, one experiment, replay

The shared debug and triage method for the whole course.

Check yourself Backend-bound slots dominate but two counters disagree about memory versus core. What is the next step?

Run one falsifying experiment that separates them, then replay. The triage lesson defines the exact sequence.

Interview

State the method in one breath: freeze the workload and envelope, check counter trust, attribute slots top-down, and settle each dispute with one experiment plus a replay.

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See also

  • Roofline and Tuning