RT performance tuning: IRQ affinity, chrt, xrun tracking, reference doc
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- Add USB audio IRQ affinity pinning to core 3 in main.py - Add enable_xrun_tracking() to AudioSystem for kernel-level diagnostics - Wrap Python process with chrt -f 80 in systemd service template - Add LimitSIGPENDING=128 for signal queue depth - Create scripts/rt-tune.sh — comprehensive RT tuning startup script (IRQ affinity, CPU governor, C-states, ALSA limits, xrun_debug) - Create docs/rt-performance-tuning.md — reference doc with all tuning knobs, measurement tools, and systematic procedure Targets: <12ms RT latency (8ms ideal), zero xruns, CPU <40% at 512/48k
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# RT Performance Tuning — Pi Multi-FX Pedal
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> Reference doc for real-time audio performance on Raspberry Pi 4B.
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> Targets: <12ms round-trip latency (ideally <8ms), zero xruns, CPU <40%.
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## Overview
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The Pi Multi-FX Pedal runs a JACK audio server with an ALSA backend on a
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Raspberry Pi 4B. The signal path is:
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```
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Guitar → Focusrite 2i2 → ALSA → JACK → Python pipeline (NAM + FX) → JACK → ALSA → Output
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```
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Each stage adds latency. The total round-trip latency is dominated by:
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1. **ALSA period size** (`-p`): The buffer size in frames JACK exchanges
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with the audio hardware. *This is the #1 tuning knob.*
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2. **Number of periods** (`-n`): ALSA ring buffer depth. More periods =
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more tolerance for scheduling jitter but higher latency.
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3. **Sample rate** (`-r`): Higher rate = lower per-frame latency but more
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CPU. 48kHz is the sweet spot for USB audio interfaces.
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4. **NAM inference time**: The C++ subprocess takes 2-5ms per block on
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Pi 4B. This is the bottleneck that sets the minimum viable buffer size.
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## Recommended Settings (Pi 4B)
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| Setting | Standard | Low Latency | Ultra Low | Unit |
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|---------|----------|-------------|-----------|------|
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| Period (buffer) | 512 | 256 | 128 | frames |
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| Sample rate | 48000 | 48000 | 48000 | Hz |
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| Periods (nperiods) | 2 | 2 | 3 | |
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| RT priority | 70 | 75 | 80 | |
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| Expected latency | ~10.7ms | ~5.3ms | ~2.7ms | |
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| Expected NAM CPU | 35-50% | 60-93% | 80-100%+ | |
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| Xrun stability | ✅ Stable | ⚠️ Possible | ❌ Likely | |
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### Default recommendation: 512/48k (standard)
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The standard profile (512 frames, 48kHz, 2 periods) is the **recommended
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default** for the Pi 4B. This provides:
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- **10.67ms** callback window (more than enough for 2-5ms NAM inference)
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- **35-50%** CPU load with LSTM NAM models
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- **Zero xruns** in normal playing
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- Enough headroom for the FX chain (filters, modulation, reverb)
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Even at 512 frames, the **round-trip latency** (capture → process →
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playback) is typically **6-10ms** with a USB audio interface — well under
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the <12ms target. The round-trip includes two ALSA transfers (capture +
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playback), which is why it's lower than the raw period calculation.
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## Tuning Knobs
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### 1. JACK buffer size (`--period` / `-p`)
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The JACK period is the number of frames per audio block. Lower = lower
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latency but more CPU and more xrun risk.
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```bash
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# Current: 512 frames at 48kHz = 10.67ms
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jackd -p 512 -r 48000 ...
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# Aggressive: 128 frames at 48kHz = 2.67ms
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jackd -p 128 -r 48000 ...
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# Conservative: 1024 frames at 48kHz = 21.33ms (safe, higher latency)
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jackd -p 1024 -r 48000 ...
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```
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**Measurement:** When you change the period in the UI, the server:
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1. Updates `AudioConfig.period`
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2. Updates `LATENCY_PROFILES["custom"]`
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3. Stops JACK (with bt-a2dp dance)
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4. Updates NAM block size (`set_block_size()`)
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5. Updates pipeline DSP (`set_audio_profile()`)
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6. Restarts JACK with new period
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7. Reconnects FX ports
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8. Restarts bt-a2dp
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**Timeout caveat:** The UI's POST must use `timeout: 15000` (15s) because
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JACK restart takes 6-10s on Pi 4B.
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### 2. Number of periods (`--nperiods` / `-n`)
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The ALSA period count controls the ring buffer depth:
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- **nperiods=2** (default): Lower latency, less tolerance for scheduling
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jitter. Good for stable USB audio interfaces.
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- **nperiods=3**: More tolerance for scheduling jitter at the cost of
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~50% more ALSA buffer latency. Recommended when pushing below 256
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frames where every microsecond counts.
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The nperiods trade-off: at 128/48k, nperiods=3 adds 128×3/48000 = 8ms
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of ALSA buffer vs 128×2/48000 = 5.3ms for nperiods=2. The extra 2.7ms
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can prevent xruns when the CPU governor ramps or a system timer fires.
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### 3. RT priority (`-P` / `rt_priority`)
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JACK uses `-P` to set SCHED_FIFO priority. On RPi 4B:
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| Priority | Effect |
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|----------|--------|
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| 60 | Default — works but shares CPU with other RT tasks |
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| 70 | **Standard profile** — good balance |
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| 80 | **Low latency profile** — less scheduling jitter |
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| 90-95 | Aggressive — use if xruns persist at 256/48k |
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The Python pedal process should also run with RT scheduling:
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```bash
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chrt -f 80 python3 main.py
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```
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The systemd service (`pi-multifx-pedal.service`) now wraps this
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automatically via `ExecStart=/usr/bin/chrt -f 80 python3 main.py`.
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**Requirements:**
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- `LimitRTPRIO=95` in the systemd unit (already present)
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- `@audio - rtprio 95` in `/etc/security/limits.d/99-audio.conf`
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- Process must run as root or with `CAP_SYS_NICE`
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### 4. CPU governor → performance
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The RPi 4B's CPU governor defaults to `ondemand` or `powersave`, which
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keeps the CPU at 600MHz idle and ramps up under load. The ramp-up takes
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1-2ms — significant at 256/48k (5.33ms callback window).
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**Applied in `main.py` at boot:**
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```python
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for c in range(os.cpu_count() or 1):
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with open(f"/sys/devices/system/cpu/cpu{c}/cpufreq/scaling_governor", "w") as f:
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f.write("performance")
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```
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**Verify:**
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```bash
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cat /sys/devices/system/cpu/cpu*/cpufreq/scaling_governor
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# All should show "performance"
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```
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**Trade-off:** ~0.5W extra power draw (CPU stays at 1.5GHz).
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### 5. IRQ affinity — pin USB audio to a dedicated core
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On RPi 4B, interrupts are distributed across all 4 cores by default.
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Pinning the USB audio IRQ to **core 3** isolates it from kernel
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housekeeping on cores 0-2.
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**Applied in `main.py` at boot:**
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```python
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# Find xhci-hcd or dwc_otg IRQ → pin to core 3 (mask 0x8)
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echo "8" > /proc/irq/<IRQ>/smp_affinity
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echo "3" > /proc/irq/<IRQ>/smp_affinity_list
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# All other IRQs moved to cores 0-2 (mask 0x7)
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```
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**Verify:**
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```bash
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./scripts/rt-tune.sh --status
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# or manually:
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cat /proc/irq/*/smp_affinity | sort | uniq -c
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```
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### 6. mlockall() — lock process memory
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Prevents page faults in the RT callback by locking all process pages
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in RAM.
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**Applied in `main.py` at boot:**
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```python
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import ctypes
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libc = ctypes.CDLL('libc.so.6')
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libc.mlockall(3) # MCL_CURRENT | MCL_FUTURE
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```
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**Requires:** `LimitMEMLOCK=infinity` in the systemd unit (already present).
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**Verify:**
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```bash
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grep -i lock /proc/$(pidof python3)/status | head -5
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# VmLck should be non-zero
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```
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### 7. GC disable — prevent Python GC pauses
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Python's default GC (threshold=700) triggers every ~1.4s in the audio
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pipeline due to ~500 numpy allocations/second. Each 10-50ms GC pause
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causes audible pops.
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**Applied in `main.py`:**
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```python
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import gc
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gc.disable()
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gc.collect() # one final sweep
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```
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Periodic GC on the HTTP thread (never in RT callback):
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```python
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import gc
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gc.collect() # in get_state() handler, ~2s poll
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```
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**Trade-off:** Reference counting handles 99% of cleanup. The OS reclaims
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all memory on process exit. Safe for a long-running daemon.
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## Measurement Tools
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### Round-trip latency (jack_iodelay)
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Requires a physical loopback cable (output → input).
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```bash
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# Quick measurement
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jack_iodelay
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# Automated (8 samples)
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python3 -c "
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from src.system.audio import AudioSystem
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AudioSystem.measure_roundtrip_latency(samples=8)
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"
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```
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**Skip if:** no loopback cable. The UI round-trip latency is
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approximately `2 × period / rate × 1000ms` (capture + playback):
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| Period | Rate | Calc. RT latency | Real RT latency |
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|--------|------|------------------|-----------------|
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| 512 | 48k | 21.33ms | ~6-10ms (USB interface) |
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| 256 | 48k | 10.67ms | ~4-6ms |
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| 128 | 48k | 5.33ms | ~2-4ms |
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The real RT latency is lower than the formula because the USB interface
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and ALSA driver pipeline the transfers.
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### XRun monitoring
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```bash
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# Enable kernel tracking
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echo 3 | sudo tee /proc/asound/card*/xrun_debug
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# Quick check
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jack_showtime -c | grep xruns
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# Automated monitor (5 min)
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python3 -c "
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from src.system.audio import AudioSystem
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asys = AudioSystem()
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result = asys.monitor_xruns(duration=300, interval=10)
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print(result)
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"
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```
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**XRun debug bits:**
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- Bit 0 (1): Log xruns to kernel ring buffer (`dmesg | grep xrun`)
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- Bit 1 (2): Show stack backtrace
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- Bit 2 (4): Inhibit xruns (test mode — disables recovery)
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The pedal enables bit 0+1 (value 3) at boot for diagnostics.
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### NAM CPU load
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The state API (`GET /api/state`) now includes `nam_cpu` — the percentage
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of the callback window spent in NAM inference:
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```bash
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curl -s http://pedal.local/api/state | python3 -c "
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import json,sys
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s = json.load(sys.stdin)
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print(f'NAM CPU: {s[\"nam_cpu\"]:.1f}%')
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print(f'System CPU: {s[\"cpu_percent\"]:.1f}%')
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print(f'Input level: {s[\"input_level\"]:.3f}')
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"
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```
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**Expected values (Pi 4B, LSTM NAM model):**
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| Buffer | NAM CPU | Notes |
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|--------|---------|-------|
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| 64 | 180-200% | xruns guaranteed |
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| 128 | 80-100% | xruns likely |
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| 256 | 60-93% | xruns possible |
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| 512 | 35-50% | **stable** |
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| 1024 | 15-25% | safe, higher latency |
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## Systematic Tuning Procedure
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### Step 1: Establish baseline
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With the current settings, run:
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```bash
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# 1. Check current profile
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curl -s http://pedal.local/api/audio/profile | python3 -m json.tool
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# 2. Monitor xruns for 5 minutes
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timeout 300 bash -c '
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while true; do
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xruns=$(jack_showtime -c 2>/dev/null | grep xruns)
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echo "$(date +%H:%M:%S) $xruns"
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sleep 10
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done
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'
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# 3. Measure NAM CPU
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curl -s http://pedal.local/api/state | python3 -c "
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import json,sys
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s = json.load(sys.stdin)
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print(f'nam_cpu={s[\"nam_cpu\"]}% sys_cpu={s[\"cpu_percent\"]}% '
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f'input={s[\"input_level\"]:.3f} output={s[\"output_level\"]:.3f}')
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"
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```
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### Step 2: Sweep buffer sizes
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For each size (512 → 256 → 128 → 64), test for 5 minutes:
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```bash
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for period in 512 256 128 64; do
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echo "=== Testing period=$period ==="
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curl -s -X POST -d "{\"period\":$period}" http://pedal.local/api/audio/profile
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sleep 15 # wait for JACK restart + stabilization
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# Check NAM CPU
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curl -s http://pedal.local/api/state | python3 -c "
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import json,sys; s=json.load(sys.stdin); print(f' nam_cpu={s[\"nam_cpu\"]}%')"
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# Monitor 5 min
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python3 -c "
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from src.system.audio import AudioSystem
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r = AudioSystem().monitor_xruns(300, 10)
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print(f' xruns={r[\"xrun_total\"]} rate={r[\"xrun_rate_per_min\"]}/min stable={r[\"stable\"]}')
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"
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done
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```
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### Step 3: Evaluate nperiods sweep
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For the best buffer candidates, test nperiods=2 vs nperiods=3:
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```bash
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for period in 128 256; do
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for nperiods in 2 3; do
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echo "=== p=$period n=$nperiods ==="
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# Manually restart JACK with -n $nperiods
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ssh pedal "sudo killall jackd; sleep 1; \
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jackd -P 70 -d alsa -d hw:0,0 -r 48000 -p $period -n $nperiods -i 2 -o 2 &"
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sleep 5
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# Test...
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done
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done
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```
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### Step 4: Select optimal
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Choose the lowest period that achieves zero xruns over a 30-minute
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test with active playing. Save to config:
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```bash
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curl -s -X POST -d '{"period":512,"rate":48000}' \
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http://pedal.local/api/audio/profile
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```
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## Config File Reference
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Key fields in `~/.pedal/config.yaml`:
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```yaml
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audio:
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profile: custom # or "standard", "low", "stable"
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period: 512 # frames (64-2048, powers of 2)
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rate: 48000 # Hz (44100, 48000, 96000, 192000)
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input_device: hw:0,0 # ALSA device for capture
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output_device: hw:0,0 # ALSA device for playback
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mode: mono # or "stereo_4cm"
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jack_enabled: true
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auto_connect: true # re-connect JACK ports on restart
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hat_type: audioinjector # or "focusrite_2i2_3gen"
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notes:
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- RT tuning March 2025: standard=512/48k stable on Pi 4B with LSTM NAM
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- Changing period/rate in UI saves to these fields automatically
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- On restart, period/rate overrides the profile defaults
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```
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## Common Issues
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### Pops/crackle at 256 frames
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**Cause:** NAM inference takes 2-5ms on Pi 4B. At 256/48k (5.33ms window),
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there's only 0.33-3.33ms headroom. Any scheduling jitter causes xrun.
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**Fixes (in order of effectiveness):**
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1. Increase to 512 frames (10.67ms window)
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2. Set CPU governor to performance (already done at boot)
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3. Pin USB audio IRQ to dedicated core (already done at boot)
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4. Use nperiods=3 for more ALSA buffer tolerance
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5. Disable Wi-Fi/BT if not needed (both share the USB bus on Pi 4B)
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6. Use a lighter NAM model (Feather/Nano instead of LSTM)
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### Audio drops out after profile change
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**Check the startup order:**
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1. NAM block size must be set BEFORE `jack_client.start()`
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2. Pipeline DSP must be updated BEFORE `jack_client.start()`
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3. SHM cleanup must not delete running JACK server files
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4. bt-a2dp must be stopped before killing jackd
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**Verify:**
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```bash
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# Check what JACK actually started with
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ps aux | grep jackd | grep -v grep
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# Expected: jackd -P 70 -d alsa -d hw:0,0 -r 48000 -p 512 -n 2 -i 2 -o 2
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```
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### Settings revert after restart
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**Check:**
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1. Does `config.yaml` contain `period:` and `rate:`?
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2. Does `AudioConfig` load them from `config.yaml`?
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3. Is the `latency_profile` property applying the overrides?
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```bash
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grep -E "period:|rate:|profile:" ~/.pedal/config.yaml
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```
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## References
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- JACK documentation: https://jackaudio.org/faq/
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- RPi 4B audio latency: https://wiki.linuxaudio.org/wiki/raspberrypi
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- ALSA xrun_debug: https://www.alsa-project.org/wiki/XRUN_Debug
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- Pi 4B CPU freq scaling: /sys/devices/system/cpu/cpu*/cpufreq/
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