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Parallel Overhead
Overview
This example measures the overhead of parallel synchronization by comparing two approaches to shared state access: mutex-based locking and lock-free atomic operations. Multiple threads compute Fibonacci numbers with randomized inputs and accumulate results through either a mutex-protected shared variable or an atomic counter. By comparing the two builds, you can quantify the profiling overhead introduced by different synchronization primitives. Thread synchronization uses a pthread_barrier_t to ensure all threads start simultaneously.
Source Files
parallel-overhead.cpp- Definesfib()(recursive Fibonacci,noinline),run()(per-thread worker with random input variance), and barrier-synchronized thread management. TheUSE_LOCKScompile-time macro switches between mutex and atomic modes.
Prerequisites
- CMake 3.25+
- C++ compiler with pthreads support
Building
Standalone build:
cmake -B <build_dir> -S <project_root>/examples/parallel-overhead
cmake --build <build_dir>
As part of the examples suite:
cmake -B <build_dir> -S <project_root>/examples/
cmake --build <build_dir> --target parallel-overhead parallel-overhead-locks
| Target | Description |
|---|---|
parallel-overhead |
Lock-free atomic accumulation |
parallel-overhead-locks |
Mutex-based accumulation (USE_LOCKS=1) |
Running
# Default: fib(10), min(16, ncpus) threads, 50000 iterations
./parallel-overhead
# Custom: fib(12), 8 threads, 20000 iterations
./parallel-overhead 12 8 20000
# Mutex variant
./parallel-overhead-locks 12 8 20000
Arguments:
| Position | Description | Default |
|---|---|---|
| 1 | Fibonacci number to compute | 10 |
| 2 | Number of threads | min(16, hardware concurrency) |
| 3 | Number of iterations per thread | 50000 |
Profiling with rocprofiler-systems
Compare overhead between variants:
# Atomic version
rocprof-sys-run -- ./parallel-overhead 10 8 10000
# Mutex version
rocprof-sys-run -- ./parallel-overhead-locks 10 8 10000
Recommended Configuration
| Variable | Value | Purpose |
|---|---|---|
ROCPROFSYS_TRACE |
true |
Generate Perfetto trace for timeline analysis |
ROCPROFSYS_PROFILE |
true |
Generate call-stack profile |
ROCPROFSYS_USE_SAMPLING |
ON |
Enable statistical sampling |
ROCPROFSYS_SAMPLING_FREQ |
50 |
Sampling frequency (interrupts/sec) |